2.0 MiB
2.0 MiB
import os
if not os.path.exists('darknet'):
!git clone https://github.com/AlexeyAB/darknet
%cd darknet
!sed -i 's/OPENCV=0/OPENCV=1/' Makefile
# !!! In case you dont have a GPU, make sure to comment out the below 3 lines !!! #
!sed -i 's/GPU=0/GPU=1/' Makefile
!sed -i 's/CUDNN=0/CUDNN=1/' Makefile
!sed -i 's/CUDNN_HALF=0/CUDNN_HALF=1/' Makefile
!make
!pip install -q torch_snippets
!wget --quiet https://www.dropbox.com/s/agmzwk95v96ihic/open-images-bus-trucks.tar.xz
!tar -xf open-images-bus-trucks.tar.xz
!rm open-images-bus-trucks.tar.xz
!wget --quiet https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v3_optimal/yolov4.weightsCloning into 'darknet'... remote: Enumerating objects: 3, done.[K remote: Counting objects: 100% (3/3), done.[K remote: Compressing objects: 100% (3/3), done.[K remote: Total 14333 (delta 0), reused 0 (delta 0), pack-reused 14330[K Receiving objects: 100% (14333/14333), 12.89 MiB | 24.58 MiB/s, done. Resolving deltas: 100% (9776/9776), done. /content/darknet mkdir -p ./obj/ mkdir -p backup chmod +x *.sh g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/image_opencv.cpp -o obj/image_opencv.o [01m[K./src/image_opencv.cpp:[m[K In function ‘[01m[Kvoid draw_detections_cv_v3(void**, detection*, int, float, char**, image**, int, int)[m[K’: [01m[K./src/image_opencv.cpp:926:23:[m[K [01;35m[Kwarning: [m[Kvariable ‘[01m[Krgb[m[K’ set but not used [[01;35m[K-Wunused-but-set-variable[m[K] float [01;35m[Krgb[m[K[3]; [01;35m[K^~~[m[K [01m[K./src/image_opencv.cpp:[m[K In function ‘[01m[Kvoid draw_train_loss(char*, void**, int, float, float, int, int, float, int, char*, float, int, int, double)[m[K’: [01m[K./src/image_opencv.cpp:1127:13:[m[K [01;35m[Kwarning: [m[Kthis ‘[01m[Kif[m[K’ clause does not guard... [[01;35m[K-Wmisleading-indentation[m[K] [01;35m[Kif[m[K (iteration_old == 0) [01;35m[K^~[m[K [01m[K./src/image_opencv.cpp:1130:10:[m[K [01;36m[Knote: [m[K...this statement, but the latter is misleadingly indented as if it were guarded by the ‘[01m[Kif[m[K’ [01;36m[Kif[m[K (iteration_old != 0){ [01;36m[K^~[m[K [01m[K./src/image_opencv.cpp:[m[K In function ‘[01m[Kvoid cv_draw_object(image, float*, int, int, int*, float*, int*, int, char**)[m[K’: [01m[K./src/image_opencv.cpp:1424:14:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kbuff[m[K’ [[01;35m[K-Wunused-variable[m[K] char [01;35m[Kbuff[m[K[100]; [01;35m[K^~~~[m[K [01m[K./src/image_opencv.cpp:1400:9:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kit_tb_res[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kit_tb_res[m[K = cv::createTrackbar(it_trackbar_name, window_name, &it_trackbar_value, 1000); [01;35m[K^~~~~~~~~[m[K [01m[K./src/image_opencv.cpp:1404:9:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Klr_tb_res[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Klr_tb_res[m[K = cv::createTrackbar(lr_trackbar_name, window_name, &lr_trackbar_value, 20); [01;35m[K^~~~~~~~~[m[K [01m[K./src/image_opencv.cpp:1408:9:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kcl_tb_res[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kcl_tb_res[m[K = cv::createTrackbar(cl_trackbar_name, window_name, &cl_trackbar_value, classes-1); [01;35m[K^~~~~~~~~[m[K [01m[K./src/image_opencv.cpp:1411:9:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kbo_tb_res[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kbo_tb_res[m[K = cv::createTrackbar(bo_trackbar_name, window_name, boxonly, 1); [01;35m[K^~~~~~~~~[m[K g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/http_stream.cpp -o obj/http_stream.o In file included from [01m[K./src/http_stream.cpp:580:0[m[K: [01m[K./src/httplib.h:129:0:[m[K [01;35m[Kwarning: [m[K"INVALID_SOCKET" redefined #define INVALID_SOCKET (-1) [01m[K./src/http_stream.cpp:73:0:[m[K [01;36m[Knote: [m[Kthis is the location of the previous definition #define INVALID_SOCKET -1 [01m[K./src/http_stream.cpp:[m[K In member function ‘[01m[Kbool JSON_sender::write(const char*)[m[K’: [01m[K./src/http_stream.cpp:249:21:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kn[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kn[m[K = _write(client, outputbuf, outlen); [01;35m[K^[m[K [01m[K./src/http_stream.cpp:[m[K In member function ‘[01m[Kbool MJPG_sender::write(const cv::Mat&)[m[K’: [01m[K./src/http_stream.cpp:507:113:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%zu[m[K’ expects argument of type ‘[01m[Ksize_t[m[K’, but argument 3 has type ‘[01m[Kint[m[K’ [[01;35m[K-Wformat=[m[K] sprintf(head, "--mjpegstream\r\nContent-Type: image/jpeg\r\nContent-Length: %zu\r\n\r\n", outlen[01;35m[K)[m[K; [01;35m[K^[m[K [01m[K./src/http_stream.cpp:[m[K In function ‘[01m[Kvoid set_track_id(detection*, int, float, float, float, int, int, int)[m[K’: [01m[K./src/http_stream.cpp:845:27:[m[K [01;35m[Kwarning: [m[Kcomparison between signed and unsigned integer expressions [[01;35m[K-Wsign-compare[m[K] for (int i = 0; [01;35m[Ki < v.size()[m[K; ++i) { [01;35m[K~~^~~~~~~~~~[m[K [01m[K./src/http_stream.cpp:853:33:[m[K [01;35m[Kwarning: [m[Kcomparison between signed and unsigned integer expressions [[01;35m[K-Wsign-compare[m[K] for (int old_id = 0; [01;35m[Kold_id < old_dets.size()[m[K; ++old_id) { [01;35m[K~~~~~~~^~~~~~~~~~~~~~~~~[m[K [01m[K./src/http_stream.cpp:873:31:[m[K [01;35m[Kwarning: [m[Kcomparison between signed and unsigned integer expressions [[01;35m[K-Wsign-compare[m[K] for (int index = 0; [01;35m[Kindex < new_dets_num*old_dets.size()[m[K; ++index) { [01;35m[K~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~[m[K [01m[K./src/http_stream.cpp:908:28:[m[K [01;35m[Kwarning: [m[Kcomparison between signed and unsigned integer expressions [[01;35m[K-Wsign-compare[m[K] if ([01;35m[Kold_dets_dq.size() > deque_size[m[K) old_dets_dq.pop_front(); [01;35m[K~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/gemm.c -o obj/gemm.o [01m[K./src/gemm.c:[m[K In function ‘[01m[Kconvolution_2d[m[K’: [01m[K./src/gemm.c:2038:15:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kout_w[m[K’ [[01;35m[K-Wunused-variable[m[K] const int [01;35m[Kout_w[m[K = (w + 2 * pad - ksize) / stride + 1; // output_width=input_width for stride=1 and pad=1 [01;35m[K^~~~~[m[K [01m[K./src/gemm.c:2037:15:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kout_h[m[K’ [[01;35m[K-Wunused-variable[m[K] const int [01;35m[Kout_h[m[K = (h + 2 * pad - ksize) / stride + 1; // output_height=input_height for stride=1 and pad=1 [01;35m[K^~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/utils.c -o obj/utils.o [01m[K./src/utils.c:[m[K In function ‘[01m[Kcustom_hash[m[K’: [01m[K./src/utils.c:1039:12:[m[K [01;35m[Kwarning: [m[Ksuggest parentheses around assignment used as truth value [[01;35m[K-Wparentheses[m[K] while ([01;35m[Kc[m[K = *str++) [01;35m[K^[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/dark_cuda.c -o obj/dark_cuda.o [01m[K./src/dark_cuda.c:[m[K In function ‘[01m[Kcudnn_check_error_extended[m[K’: [01m[K./src/dark_cuda.c:224:20:[m[K [01;35m[Kwarning: [m[Kcomparison between ‘[01m[KcudaError_t {aka enum cudaError}[m[K’ and ‘[01m[Kenum <anonymous>[m[K’ [[01;35m[K-Wenum-compare[m[K] if (status [01;35m[K!=[m[K CUDNN_STATUS_SUCCESS) [01;35m[K^~[m[K [01m[K./src/dark_cuda.c:[m[K In function ‘[01m[Kpre_allocate_pinned_memory[m[K’: [01m[K./src/dark_cuda.c:276:40:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%u[m[K’ expects argument of type ‘[01m[Kunsigned int[m[K’, but argument 2 has type ‘[01m[Klong unsigned int[m[K’ [[01;35m[K-Wformat=[m[K] printf("pre_allocate: size = [01;35m[K%Iu[m[K MB, num_of_blocks = %Iu, block_size = %Iu MB \n", [01;35m[K~~^[m[K [32m[K%Ilu[m[K [32m[Ksize / (1024*1024)[m[K, num_of_blocks, pinned_block_size / (1024 * 1024)); [32m[K~~~~~~~~~~~~~~~~~~[m[K [01m[K./src/dark_cuda.c:276:64:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%u[m[K’ expects argument of type ‘[01m[Kunsigned int[m[K’, but argument 3 has type ‘[01m[Ksize_t {aka const long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] printf("pre_allocate: size = %Iu MB, num_of_blocks = [01;35m[K%Iu[m[K, block_size = %Iu MB \n", [01;35m[K~~^[m[K [32m[K%Ilu[m[K [01m[K./src/dark_cuda.c:276:82:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%u[m[K’ expects argument of type ‘[01m[Kunsigned int[m[K’, but argument 4 has type ‘[01m[Klong unsigned int[m[K’ [[01;35m[K-Wformat=[m[K] printf("pre_allocate: size = %Iu MB, num_of_blocks = %Iu, block_size = [01;35m[K%Iu[m[K MB \n", [01;35m[K~~^[m[K [32m[K%Ilu[m[K [01m[K./src/dark_cuda.c:286:37:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 2 has type ‘[01m[Ksize_t {aka const long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] printf(" Allocated [01;35m[K%d[m[K pinned block \n", pinned_block_size); [01;35m[K~^[m[K [32m[K%ld[m[K [01m[K./src/dark_cuda.c:[m[K In function ‘[01m[Kcuda_make_array_pinned_preallocated[m[K’: [01m[K./src/dark_cuda.c:307:43:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 2 has type ‘[01m[Ksize_t {aka long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] printf("\n Pinned block_id = [01;35m[K%d[m[K, filled = %f %% \n", pinned_block_id, filled); [01;35m[K~^[m[K [32m[K%ld[m[K [01m[K./src/dark_cuda.c:322:64:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 2 has type ‘[01m[Klong unsigned int[m[K’ [[01;35m[K-Wformat=[m[K] printf("Try to allocate new pinned memory, size = [01;35m[K%d[m[K MB \n", [32m[Ksize / (1024 * 1024)[m[K); [01;35m[K~^[m[K [32m[K~~~~~~~~~~~~~~~~~~~~[m[K [32m[K%ld[m[K [01m[K./src/dark_cuda.c:328:63:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 2 has type ‘[01m[Klong unsigned int[m[K’ [[01;35m[K-Wformat=[m[K] printf("Try to allocate new pinned BLOCK, size = [01;35m[K%d[m[K MB \n", [32m[Ksize / (1024 * 1024)[m[K); [01;35m[K~^[m[K [32m[K~~~~~~~~~~~~~~~~~~~~[m[K [32m[K%ld[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/convolutional_layer.c -o obj/convolutional_layer.o [01m[K./src/convolutional_layer.c:[m[K In function ‘[01m[Kforward_convolutional_layer[m[K’: [01m[K./src/convolutional_layer.c:1337:32:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kt_intput_size[m[K’ [[01;35m[K-Wunused-variable[m[K] size_t [01;35m[Kt_intput_size[m[K = binary_transpose_align_input(k, n, state.workspace, &l.t_bit_input, ldb_align, l.bit_align); [01;35m[K^~~~~~~~~~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/list.c -o obj/list.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/image.c -o obj/image.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/activations.c -o obj/activations.o [01m[K./src/activations.c:[m[K In function ‘[01m[Kactivate[m[K’: [01m[K./src/activations.c:79:5:[m[K [01;35m[Kwarning: [m[Kenumeration value ‘[01m[KRELU6[m[K’ not handled in switch [[01;35m[K-Wswitch[m[K] [01;35m[Kswitch[m[K(a){ [01;35m[K^~~~~~[m[K [01m[K./src/activations.c:79:5:[m[K [01;35m[Kwarning: [m[Kenumeration value ‘[01m[KSWISH[m[K’ not handled in switch [[01;35m[K-Wswitch[m[K] [01m[K./src/activations.c:79:5:[m[K [01;35m[Kwarning: [m[Kenumeration value ‘[01m[KMISH[m[K’ not handled in switch [[01;35m[K-Wswitch[m[K] [01m[K./src/activations.c:79:5:[m[K [01;35m[Kwarning: [m[Kenumeration value ‘[01m[KHARD_MISH[m[K’ not handled in switch [[01;35m[K-Wswitch[m[K] [01m[K./src/activations.c:79:5:[m[K [01;35m[Kwarning: [m[Kenumeration value ‘[01m[KNORM_CHAN[m[K’ not handled in switch [[01;35m[K-Wswitch[m[K] [01m[K./src/activations.c:79:5:[m[K [01;35m[Kwarning: [m[Kenumeration value ‘[01m[KNORM_CHAN_SOFTMAX[m[K’ not handled in switch [[01;35m[K-Wswitch[m[K] [01m[K./src/activations.c:79:5:[m[K [01;35m[Kwarning: [m[Kenumeration value ‘[01m[KNORM_CHAN_SOFTMAX_MAXVAL[m[K’ not handled in switch [[01;35m[K-Wswitch[m[K] [01m[K./src/activations.c:[m[K In function ‘[01m[Kgradient[m[K’: [01m[K./src/activations.c:310:5:[m[K [01;35m[Kwarning: [m[Kenumeration value ‘[01m[KSWISH[m[K’ not handled in switch [[01;35m[K-Wswitch[m[K] [01;35m[Kswitch[m[K(a){ [01;35m[K^~~~~~[m[K [01m[K./src/activations.c:310:5:[m[K [01;35m[Kwarning: [m[Kenumeration value ‘[01m[KMISH[m[K’ not handled in switch [[01;35m[K-Wswitch[m[K] [01m[K./src/activations.c:310:5:[m[K [01;35m[Kwarning: [m[Kenumeration value ‘[01m[KHARD_MISH[m[K’ not handled in switch [[01;35m[K-Wswitch[m[K] gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/im2col.c -o obj/im2col.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/col2im.c -o obj/col2im.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/blas.c -o obj/blas.o [01m[K./src/blas.c:[m[K In function ‘[01m[Kbackward_shortcut_multilayer_cpu[m[K’: [01m[K./src/blas.c:207:21:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kout_index[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kout_index[m[K = id; [01;35m[K^~~~~~~~~[m[K [01m[K./src/blas.c:[m[K In function ‘[01m[Kfind_sim[m[K’: [01m[K./src/blas.c:597:59:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 2 has type ‘[01m[Ksize_t {aka long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] printf(" Error: find_sim(): sim isn't found: i = [01;35m[K%d[m[K, j = %d, z = %d \n", i, j, z); [01;35m[K~^[m[K [32m[K%ld[m[K [01m[K./src/blas.c:597:67:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 3 has type ‘[01m[Ksize_t {aka long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] printf(" Error: find_sim(): sim isn't found: i = %d, j = [01;35m[K%d[m[K, z = %d \n", i, j, z); [01;35m[K~^[m[K [32m[K%ld[m[K [01m[K./src/blas.c:597:75:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 4 has type ‘[01m[Ksize_t {aka long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] printf(" Error: find_sim(): sim isn't found: i = %d, j = %d, z = [01;35m[K%d[m[K \n", i, j, z); [01;35m[K~^[m[K [32m[K%ld[m[K [01m[K./src/blas.c:[m[K In function ‘[01m[Kfind_P_constrastive[m[K’: [01m[K./src/blas.c:611:68:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 2 has type ‘[01m[Ksize_t {aka long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] printf(" Error: find_P_constrastive(): P isn't found: i = [01;35m[K%d[m[K, j = %d, z = %d \n", i, j, z); [01;35m[K~^[m[K [32m[K%ld[m[K [01m[K./src/blas.c:611:76:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 3 has type ‘[01m[Ksize_t {aka long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] printf(" Error: find_P_constrastive(): P isn't found: i = %d, j = [01;35m[K%d[m[K, z = %d \n", i, j, z); [01;35m[K~^[m[K [32m[K%ld[m[K [01m[K./src/blas.c:611:84:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 4 has type ‘[01m[Ksize_t {aka long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] printf(" Error: find_P_constrastive(): P isn't found: i = %d, j = %d, z = [01;35m[K%d[m[K \n", i, j, z); [01;35m[K~^[m[K [32m[K%ld[m[K [01m[K./src/blas.c:[m[K In function ‘[01m[KP_constrastive_f[m[K’: [01m[K./src/blas.c:651:79:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 3 has type ‘[01m[Ksize_t {aka long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] fprintf(stderr, " Error: in P_constrastive must be i != l, while i = [01;35m[K%d[m[K, l = %d \n", i, l); [01;35m[K~^[m[K [32m[K%ld[m[K [01m[K./src/blas.c:651:87:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 4 has type ‘[01m[Ksize_t {aka long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] fprintf(stderr, " Error: in P_constrastive must be i != l, while i = %d, l = [01;35m[K%d[m[K \n", i, l); [01;35m[K~^[m[K [32m[K%ld[m[K [01m[K./src/blas.c:[m[K In function ‘[01m[KP_constrastive[m[K’: [01m[K./src/blas.c:785:79:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 3 has type ‘[01m[Ksize_t {aka long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] fprintf(stderr, " Error: in P_constrastive must be i != l, while i = [01;35m[K%d[m[K, l = %d \n", i, l); [01;35m[K~^[m[K [32m[K%ld[m[K [01m[K./src/blas.c:785:87:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 4 has type ‘[01m[Ksize_t {aka long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] fprintf(stderr, " Error: in P_constrastive must be i != l, while i = %d, l = [01;35m[K%d[m[K \n", i, l); [01;35m[K~^[m[K [32m[K%ld[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/crop_layer.c -o obj/crop_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/dropout_layer.c -o obj/dropout_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/maxpool_layer.c -o obj/maxpool_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/softmax_layer.c -o obj/softmax_layer.o [01m[K./src/softmax_layer.c:[m[K In function ‘[01m[Kmake_contrastive_layer[m[K’: [01m[K./src/softmax_layer.c:203:101:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 9 has type ‘[01m[Ksize_t {aka const long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] fprintf(stderr, "contrastive %4d x%4d x%4d x emb_size %4d x batch: %4d classes = %4d, step = [01;35m[K%4d[m[K \n", w, h, l.n, l.embedding_size, batch, l.classes, step); [01;35m[K~~^[m[K [32m[K%4ld[m[K [01m[K./src/softmax_layer.c:[m[K In function ‘[01m[Kforward_contrastive_layer[m[K’: [01m[K./src/softmax_layer.c:244:27:[m[K [01;35m[Kwarning: [m[Kvariable ‘[01m[Kmax_truth[m[K’ set but not used [[01;35m[K-Wunused-but-set-variable[m[K] float [01;35m[Kmax_truth[m[K = 0; [01;35m[K^~~~~~~~~[m[K [01m[K./src/softmax_layer.c:423:71:[m[K [01;35m[Kwarning: [m[Kformat ‘[01m[K%d[m[K’ expects argument of type ‘[01m[Kint[m[K’, but argument 2 has type ‘[01m[Ksize_t {aka const long unsigned int}[m[K’ [[01;35m[K-Wformat=[m[K] printf(" Error: too large number of bboxes: contr_size = [01;35m[K%d[m[K > max_contr_size = %d \n", contr_size, max_contr_size); [01;35m[K~^[m[K [32m[K%ld[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/data.c -o obj/data.o [01m[K./src/data.c:[m[K In function ‘[01m[Kload_data_detection[m[K’: [01m[K./src/data.c:1297:24:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kx[m[K’ [[01;35m[K-Wunused-variable[m[K] int k, [01;35m[Kx[m[K, y; [01;35m[K^[m[K [01m[K./src/data.c:1090:43:[m[K [01;35m[Kwarning: [m[Kvariable ‘[01m[Kr_scale[m[K’ set but not used [[01;35m[K-Wunused-but-set-variable[m[K] float r1 = 0, r2 = 0, r3 = 0, r4 = 0, [01;35m[Kr_scale[m[K = 0; [01;35m[K^~~~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/matrix.c -o obj/matrix.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/network.c -o obj/network.o [01m[K./src/network.c:[m[K In function ‘[01m[Kresize_network[m[K’: [01m[K./src/network.c:615:42:[m[K [01;35m[Kwarning: [m[Kpassing argument 1 of ‘[01m[KcudaHostAlloc[m[K’ from incompatible pointer type [[01;35m[K-Wincompatible-pointer-types[m[K] if (cudaSuccess == cudaHostAlloc([01;35m[K&[m[Knet->input_pinned_cpu, size * sizeof(float), cudaHostRegisterMapped)) [01;35m[K^[m[K In file included from [01m[K/usr/local/cuda/include/cuda_runtime.h:96:0[m[K, from [01m[Kinclude/darknet.h:41[m[K, from [01m[K./src/network.c:1[m[K: [01m[K/usr/local/cuda/include/cuda_runtime_api.h:4391:39:[m[K [01;36m[Knote: [m[Kexpected ‘[01m[Kvoid **[m[K’ but argument is of type ‘[01m[Kfloat **[m[K’ extern __host__ cudaError_t CUDARTAPI [01;36m[KcudaHostAlloc[m[K(void **pHost, size_t size, unsigned int flags); [01;36m[K^~~~~~~~~~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/connected_layer.c -o obj/connected_layer.o [01m[K./src/connected_layer.c:[m[K In function ‘[01m[Kforward_connected_layer_gpu[m[K’: [01m[K./src/connected_layer.c:346:11:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kone[m[K’ [[01;35m[K-Wunused-variable[m[K] float [01;35m[Kone[m[K = 1; // alpha[0], beta[0] [01;35m[K^~~[m[K [01m[K./src/connected_layer.c:344:13:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kc[m[K’ [[01;35m[K-Wunused-variable[m[K] float * [01;35m[Kc[m[K = l.output_gpu; [01;35m[K^[m[K [01m[K./src/connected_layer.c:343:13:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kb[m[K’ [[01;35m[K-Wunused-variable[m[K] float * [01;35m[Kb[m[K = l.weights_gpu; [01;35m[K^[m[K [01m[K./src/connected_layer.c:342:13:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Ka[m[K’ [[01;35m[K-Wunused-variable[m[K] float * [01;35m[Ka[m[K = state.input; [01;35m[K^[m[K [01m[K./src/connected_layer.c:341:9:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kn[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kn[m[K = l.outputs; [01;35m[K^[m[K [01m[K./src/connected_layer.c:340:9:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kk[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kk[m[K = l.inputs; [01;35m[K^[m[K [01m[K./src/connected_layer.c:339:9:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Km[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Km[m[K = l.batch; [01;35m[K^[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/cost_layer.c -o obj/cost_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/parser.c -o obj/parser.o [01m[K./src/parser.c:[m[K In function ‘[01m[Kparse_network_cfg_custom[m[K’: [01m[K./src/parser.c:1669:42:[m[K [01;35m[Kwarning: [m[Kpassing argument 1 of ‘[01m[KcudaHostAlloc[m[K’ from incompatible pointer type [[01;35m[K-Wincompatible-pointer-types[m[K] if (cudaSuccess == cudaHostAlloc([01;35m[K&[m[Knet.input_pinned_cpu, size * sizeof(float), cudaHostRegisterMapped)) net.input_pinned_cpu_flag = 1; [01;35m[K^[m[K In file included from [01m[K/usr/local/cuda/include/cuda_runtime.h:96:0[m[K, from [01m[Kinclude/darknet.h:41[m[K, from [01m[K./src/activations.h:3[m[K, from [01m[K./src/activation_layer.h:4[m[K, from [01m[K./src/parser.c:6[m[K: [01m[K/usr/local/cuda/include/cuda_runtime_api.h:4391:39:[m[K [01;36m[Knote: [m[Kexpected ‘[01m[Kvoid **[m[K’ but argument is of type ‘[01m[Kfloat **[m[K’ extern __host__ cudaError_t CUDARTAPI [01;36m[KcudaHostAlloc[m[K(void **pHost, size_t size, unsigned int flags); [01;36m[K^~~~~~~~~~~~~[m[K [01m[K./src/parser.c:[m[K In function ‘[01m[Kget_classes_multipliers[m[K’: [01m[K./src/parser.c:428:29:[m[K [01;35m[Kwarning: [m[Kargument 1 range [18446744071562067968, 18446744073709551615] exceeds maximum object size 9223372036854775807 [[01;35m[K-Walloc-size-larger-than=[m[K] [01;35m[Kclasses_multipliers = (float *)calloc(classes_counters, sizeof(float))[m[K; [01;35m[K~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~[m[K In file included from [01m[K./src/parser.c:3:0[m[K: [01m[K/usr/include/stdlib.h:541:14:[m[K [01;36m[Knote: [m[Kin a call to allocation function ‘[01m[Kcalloc[m[K’ declared here extern void *[01;36m[Kcalloc[m[K (size_t __nmemb, size_t __size) [01;36m[K^~~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/option_list.c -o obj/option_list.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/darknet.c -o obj/darknet.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/detection_layer.c -o obj/detection_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/captcha.c -o obj/captcha.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/route_layer.c -o obj/route_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/writing.c -o obj/writing.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/box.c -o obj/box.o [01m[K./src/box.c:[m[K In function ‘[01m[Kbox_iou_kind[m[K’: [01m[K./src/box.c:154:5:[m[K [01;35m[Kwarning: [m[Kenumeration value ‘[01m[KMSE[m[K’ not handled in switch [[01;35m[K-Wswitch[m[K] [01;35m[Kswitch[m[K(iou_kind) { [01;35m[K^~~~~~[m[K [01m[K./src/box.c:[m[K In function ‘[01m[Kdiounms_sort[m[K’: [01m[K./src/box.c:898:27:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kbeta_prob[m[K’ [[01;35m[K-Wunused-variable[m[K] float [01;35m[Kbeta_prob[m[K = pow(dets[j].prob[k], 2) / sum_prob; [01;35m[K^~~~~~~~~[m[K [01m[K./src/box.c:897:27:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kalpha_prob[m[K’ [[01;35m[K-Wunused-variable[m[K] float [01;35m[Kalpha_prob[m[K = pow(dets[i].prob[k], 2) / sum_prob; [01;35m[K^~~~~~~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/nightmare.c -o obj/nightmare.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/normalization_layer.c -o obj/normalization_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/avgpool_layer.c -o obj/avgpool_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/coco.c -o obj/coco.o [01m[K./src/coco.c:[m[K In function ‘[01m[Kvalidate_coco_recall[m[K’: [01m[K./src/coco.c:248:11:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kbase[m[K’ [[01;35m[K-Wunused-variable[m[K] char *[01;35m[Kbase[m[K = "results/comp4_det_test_"; [01;35m[K^~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/dice.c -o obj/dice.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/yolo.c -o obj/yolo.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/detector.c -o obj/detector.o [01m[K./src/detector.c:[m[K In function ‘[01m[Kprint_cocos[m[K’: [01m[K./src/detector.c:478:29:[m[K [01;35m[Kwarning: [m[Kformat not a string literal and no format arguments [[01;35m[K-Wformat-security[m[K] fprintf(fp, [01;35m[Kbuff[m[K); [01;35m[K^~~~[m[K [01m[K./src/detector.c:[m[K In function ‘[01m[Keliminate_bdd[m[K’: [01m[K./src/detector.c:571:21:[m[K [01;35m[Kwarning: [m[Kstatement with no effect [[01;35m[K-Wunused-value[m[K] [01;35m[Kfor[m[K (k; buf[k + n] != '\0'; k++) [01;35m[K^~~[m[K [01m[K./src/detector.c:[m[K In function ‘[01m[Kvalidate_detector[m[K’: [01m[K./src/detector.c:692:13:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kmkd2[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kmkd2[m[K = make_directory(buff2, 0777); [01;35m[K^~~~[m[K [01m[K./src/detector.c:690:13:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kmkd[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kmkd[m[K = make_directory(buff, 0777); [01;35m[K^~~[m[K [01m[K./src/detector.c:[m[K In function ‘[01m[Kvalidate_detector_map[m[K’: [01m[K./src/detector.c:1323:15:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kclass_recall[m[K’ [[01;35m[K-Wunused-variable[m[K] float [01;35m[Kclass_recall[m[K = (float)tp_for_thresh_per_class[i] / ((float)tp_for_thresh_per_class[i] + (float)(truth_classes_count[i] - tp_for_thresh_per_class[i])); [01;35m[K^~~~~~~~~~~~[m[K [01m[K./src/detector.c:1322:15:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kclass_precision[m[K’ [[01;35m[K-Wunused-variable[m[K] float [01;35m[Kclass_precision[m[K = (float)tp_for_thresh_per_class[i] / ((float)tp_for_thresh_per_class[i] + (float)fp_for_thresh_per_class[i]); [01;35m[K^~~~~~~~~~~~~~~[m[K [01m[K./src/detector.c:[m[K In function ‘[01m[Kdraw_object[m[K’: [01m[K./src/detector.c:1857:19:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kinv_loss[m[K’ [[01;35m[K-Wunused-variable[m[K] float [01;35m[Kinv_loss[m[K = 1.0 / max_val_cmp(0.01, avg_loss); [01;35m[K^~~~~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/layer.c -o obj/layer.o [01m[K./src/layer.c:[m[K In function ‘[01m[Kfree_layer_custom[m[K’: [01m[K./src/layer.c:205:68:[m[K [01;35m[Kwarning: [m[Ksuggest parentheses around ‘[01m[K&&[m[K’ within ‘[01m[K||[m[K’ [[01;35m[K-Wparentheses[m[K] if (l.delta_gpu && (l.optimized_memory < 1 || [01;35m[Kl.keep_delta_gpu && l.optimized_memory < 3[m[K)) cuda_free(l.delta_gpu), l.delta_gpu = NULL; [01;35m[K~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/compare.c -o obj/compare.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/classifier.c -o obj/classifier.o [01m[K./src/classifier.c:[m[K In function ‘[01m[Ktrain_classifier[m[K’: [01m[K./src/classifier.c:146:9:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kcount[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kcount[m[K = 0; [01;35m[K^~~~~[m[K [01m[K./src/classifier.c:[m[K In function ‘[01m[Kpredict_classifier[m[K’: [01m[K./src/classifier.c:855:13:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Ktime[m[K’ [[01;35m[K-Wunused-variable[m[K] clock_t [01;35m[Ktime[m[K; [01;35m[K^~~~[m[K [01m[K./src/classifier.c:[m[K In function ‘[01m[Kdemo_classifier[m[K’: [01m[K./src/classifier.c:1287:49:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Ktval_result[m[K’ [[01;35m[K-Wunused-variable[m[K] struct timeval tval_before, tval_after, [01;35m[Ktval_result[m[K; [01;35m[K^~~~~~~~~~~[m[K [01m[K./src/classifier.c:1287:37:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Ktval_after[m[K’ [[01;35m[K-Wunused-variable[m[K] struct timeval tval_before, [01;35m[Ktval_after[m[K, tval_result; [01;35m[K^~~~~~~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/local_layer.c -o obj/local_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/swag.c -o obj/swag.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/shortcut_layer.c -o obj/shortcut_layer.o [01m[K./src/shortcut_layer.c:[m[K In function ‘[01m[Kmake_shortcut_layer[m[K’: [01m[K./src/shortcut_layer.c:55:15:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kscale[m[K’ [[01;35m[K-Wunused-variable[m[K] float [01;35m[Kscale[m[K = sqrt(2. / l.nweights); [01;35m[K^~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/activation_layer.c -o obj/activation_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/rnn_layer.c -o obj/rnn_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/gru_layer.c -o obj/gru_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/rnn.c -o obj/rnn.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/rnn_vid.c -o obj/rnn_vid.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/crnn_layer.c -o obj/crnn_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/demo.c -o obj/demo.o [01m[K./src/demo.c:[m[K In function ‘[01m[Kdetect_in_thread[m[K’: [01m[K./src/demo.c:100:16:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kprediction[m[K’ [[01;35m[K-Wunused-variable[m[K] float *[01;35m[Kprediction[m[K = network_predict(net, X); [01;35m[K^~~~~~~~~~[m[K [01m[K./src/demo.c:98:15:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kl[m[K’ [[01;35m[K-Wunused-variable[m[K] layer [01;35m[Kl[m[K = net.layers[net.n - 1]; [01;35m[K^[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/tag.c -o obj/tag.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/cifar.c -o obj/cifar.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/go.c -o obj/go.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/batchnorm_layer.c -o obj/batchnorm_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/art.c -o obj/art.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/region_layer.c -o obj/region_layer.o [01m[K./src/region_layer.c:[m[K In function ‘[01m[Kresize_region_layer[m[K’: [01m[K./src/region_layer.c:59:9:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kold_h[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kold_h[m[K = l->h; [01;35m[K^~~~~[m[K [01m[K./src/region_layer.c:58:9:[m[K [01;35m[Kwarning: [m[Kunused variable ‘[01m[Kold_w[m[K’ [[01;35m[K-Wunused-variable[m[K] int [01;35m[Kold_w[m[K = l->w; [01;35m[K^~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/reorg_layer.c -o obj/reorg_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/reorg_old_layer.c -o obj/reorg_old_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/super.c -o obj/super.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/voxel.c -o obj/voxel.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/tree.c -o obj/tree.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/yolo_layer.c -o obj/yolo_layer.o [01m[K./src/yolo_layer.c:[m[K In function ‘[01m[Kmake_yolo_layer[m[K’: [01m[K./src/yolo_layer.c:68:38:[m[K [01;35m[Kwarning: [m[Kpassing argument 1 of ‘[01m[KcudaHostAlloc[m[K’ from incompatible pointer type [[01;35m[K-Wincompatible-pointer-types[m[K] if (cudaSuccess == cudaHostAlloc([01;35m[K&[m[Kl.output, batch*l.outputs*sizeof(float), cudaHostRegisterMapped)) l.output_pinned = 1; [01;35m[K^[m[K In file included from [01m[K/usr/local/cuda/include/cuda_runtime.h:96:0[m[K, from [01m[Kinclude/darknet.h:41[m[K, from [01m[K./src/activations.h:3[m[K, from [01m[K./src/layer.h:4[m[K, from [01m[K./src/yolo_layer.h:5[m[K, from [01m[K./src/yolo_layer.c:1[m[K: [01m[K/usr/local/cuda/include/cuda_runtime_api.h:4391:39:[m[K [01;36m[Knote: [m[Kexpected ‘[01m[Kvoid **[m[K’ but argument is of type ‘[01m[Kfloat **[m[K’ extern __host__ cudaError_t CUDARTAPI [01;36m[KcudaHostAlloc[m[K(void **pHost, size_t size, unsigned int flags); [01;36m[K^~~~~~~~~~~~~[m[K [01m[K./src/yolo_layer.c:75:38:[m[K [01;35m[Kwarning: [m[Kpassing argument 1 of ‘[01m[KcudaHostAlloc[m[K’ from incompatible pointer type [[01;35m[K-Wincompatible-pointer-types[m[K] if (cudaSuccess == cudaHostAlloc([01;35m[K&[m[Kl.delta, batch*l.outputs*sizeof(float), cudaHostRegisterMapped)) l.delta_pinned = 1; [01;35m[K^[m[K In file included from [01m[K/usr/local/cuda/include/cuda_runtime.h:96:0[m[K, from [01m[Kinclude/darknet.h:41[m[K, from [01m[K./src/activations.h:3[m[K, from [01m[K./src/layer.h:4[m[K, from [01m[K./src/yolo_layer.h:5[m[K, from [01m[K./src/yolo_layer.c:1[m[K: [01m[K/usr/local/cuda/include/cuda_runtime_api.h:4391:39:[m[K [01;36m[Knote: [m[Kexpected ‘[01m[Kvoid **[m[K’ but argument is of type ‘[01m[Kfloat **[m[K’ extern __host__ cudaError_t CUDARTAPI [01;36m[KcudaHostAlloc[m[K(void **pHost, size_t size, unsigned int flags); [01;36m[K^~~~~~~~~~~~~[m[K [01m[K./src/yolo_layer.c:[m[K In function ‘[01m[Kresize_yolo_layer[m[K’: [01m[K./src/yolo_layer.c:106:42:[m[K [01;35m[Kwarning: [m[Kpassing argument 1 of ‘[01m[KcudaHostAlloc[m[K’ from incompatible pointer type [[01;35m[K-Wincompatible-pointer-types[m[K] if (cudaSuccess != cudaHostAlloc([01;35m[K&[m[Kl->output, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { [01;35m[K^[m[K In file included from [01m[K/usr/local/cuda/include/cuda_runtime.h:96:0[m[K, from [01m[Kinclude/darknet.h:41[m[K, from [01m[K./src/activations.h:3[m[K, from [01m[K./src/layer.h:4[m[K, from [01m[K./src/yolo_layer.h:5[m[K, from [01m[K./src/yolo_layer.c:1[m[K: [01m[K/usr/local/cuda/include/cuda_runtime_api.h:4391:39:[m[K [01;36m[Knote: [m[Kexpected ‘[01m[Kvoid **[m[K’ but argument is of type ‘[01m[Kfloat **[m[K’ extern __host__ cudaError_t CUDARTAPI [01;36m[KcudaHostAlloc[m[K(void **pHost, size_t size, unsigned int flags); [01;36m[K^~~~~~~~~~~~~[m[K [01m[K./src/yolo_layer.c:115:42:[m[K [01;35m[Kwarning: [m[Kpassing argument 1 of ‘[01m[KcudaHostAlloc[m[K’ from incompatible pointer type [[01;35m[K-Wincompatible-pointer-types[m[K] if (cudaSuccess != cudaHostAlloc([01;35m[K&[m[Kl->delta, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { [01;35m[K^[m[K In file included from [01m[K/usr/local/cuda/include/cuda_runtime.h:96:0[m[K, from [01m[Kinclude/darknet.h:41[m[K, from [01m[K./src/activations.h:3[m[K, from [01m[K./src/layer.h:4[m[K, from [01m[K./src/yolo_layer.h:5[m[K, from [01m[K./src/yolo_layer.c:1[m[K: [01m[K/usr/local/cuda/include/cuda_runtime_api.h:4391:39:[m[K [01;36m[Knote: [m[Kexpected ‘[01m[Kvoid **[m[K’ but argument is of type ‘[01m[Kfloat **[m[K’ extern __host__ cudaError_t CUDARTAPI [01;36m[KcudaHostAlloc[m[K(void **pHost, size_t size, unsigned int flags); [01;36m[K^~~~~~~~~~~~~[m[K [01m[K./src/yolo_layer.c:[m[K In function ‘[01m[Kforward_yolo_layer[m[K’: [01m[K./src/yolo_layer.c:394:25:[m[K [01;35m[Kwarning: [m[Kvariable ‘[01m[Kbest_match_t[m[K’ set but not used [[01;35m[K-Wunused-but-set-variable[m[K] int [01;35m[Kbest_match_t[m[K = 0; [01;35m[K^~~~~~~~~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/gaussian_yolo_layer.c -o obj/gaussian_yolo_layer.o [01m[K./src/gaussian_yolo_layer.c:[m[K In function ‘[01m[Kmake_gaussian_yolo_layer[m[K’: [01m[K./src/gaussian_yolo_layer.c:71:38:[m[K [01;35m[Kwarning: [m[Kpassing argument 1 of ‘[01m[KcudaHostAlloc[m[K’ from incompatible pointer type [[01;35m[K-Wincompatible-pointer-types[m[K] if (cudaSuccess == cudaHostAlloc([01;35m[K&[m[Kl.output, batch*l.outputs * sizeof(float), cudaHostRegisterMapped)) l.output_pinned = 1; [01;35m[K^[m[K In file included from [01m[K/usr/local/cuda/include/cuda_runtime.h:96:0[m[K, from [01m[Kinclude/darknet.h:41[m[K, from [01m[K./src/gaussian_yolo_layer.h:5[m[K, from [01m[K./src/gaussian_yolo_layer.c:7[m[K: [01m[K/usr/local/cuda/include/cuda_runtime_api.h:4391:39:[m[K [01;36m[Knote: [m[Kexpected ‘[01m[Kvoid **[m[K’ but argument is of type ‘[01m[Kfloat **[m[K’ extern __host__ cudaError_t CUDARTAPI [01;36m[KcudaHostAlloc[m[K(void **pHost, size_t size, unsigned int flags); [01;36m[K^~~~~~~~~~~~~[m[K [01m[K./src/gaussian_yolo_layer.c:78:38:[m[K [01;35m[Kwarning: [m[Kpassing argument 1 of ‘[01m[KcudaHostAlloc[m[K’ from incompatible pointer type [[01;35m[K-Wincompatible-pointer-types[m[K] if (cudaSuccess == cudaHostAlloc([01;35m[K&[m[Kl.delta, batch*l.outputs * sizeof(float), cudaHostRegisterMapped)) l.delta_pinned = 1; [01;35m[K^[m[K In file included from [01m[K/usr/local/cuda/include/cuda_runtime.h:96:0[m[K, from [01m[Kinclude/darknet.h:41[m[K, from [01m[K./src/gaussian_yolo_layer.h:5[m[K, from [01m[K./src/gaussian_yolo_layer.c:7[m[K: [01m[K/usr/local/cuda/include/cuda_runtime_api.h:4391:39:[m[K [01;36m[Knote: [m[Kexpected ‘[01m[Kvoid **[m[K’ but argument is of type ‘[01m[Kfloat **[m[K’ extern __host__ cudaError_t CUDARTAPI [01;36m[KcudaHostAlloc[m[K(void **pHost, size_t size, unsigned int flags); [01;36m[K^~~~~~~~~~~~~[m[K [01m[K./src/gaussian_yolo_layer.c:[m[K In function ‘[01m[Kresize_gaussian_yolo_layer[m[K’: [01m[K./src/gaussian_yolo_layer.c:110:42:[m[K [01;35m[Kwarning: [m[Kpassing argument 1 of ‘[01m[KcudaHostAlloc[m[K’ from incompatible pointer type [[01;35m[K-Wincompatible-pointer-types[m[K] if (cudaSuccess != cudaHostAlloc([01;35m[K&[m[Kl->output, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { [01;35m[K^[m[K In file included from [01m[K/usr/local/cuda/include/cuda_runtime.h:96:0[m[K, from [01m[Kinclude/darknet.h:41[m[K, from [01m[K./src/gaussian_yolo_layer.h:5[m[K, from [01m[K./src/gaussian_yolo_layer.c:7[m[K: [01m[K/usr/local/cuda/include/cuda_runtime_api.h:4391:39:[m[K [01;36m[Knote: [m[Kexpected ‘[01m[Kvoid **[m[K’ but argument is of type ‘[01m[Kfloat **[m[K’ extern __host__ cudaError_t CUDARTAPI [01;36m[KcudaHostAlloc[m[K(void **pHost, size_t size, unsigned int flags); [01;36m[K^~~~~~~~~~~~~[m[K [01m[K./src/gaussian_yolo_layer.c:119:42:[m[K [01;35m[Kwarning: [m[Kpassing argument 1 of ‘[01m[KcudaHostAlloc[m[K’ from incompatible pointer type [[01;35m[K-Wincompatible-pointer-types[m[K] if (cudaSuccess != cudaHostAlloc([01;35m[K&[m[Kl->delta, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { [01;35m[K^[m[K In file included from [01m[K/usr/local/cuda/include/cuda_runtime.h:96:0[m[K, from [01m[Kinclude/darknet.h:41[m[K, from [01m[K./src/gaussian_yolo_layer.h:5[m[K, from [01m[K./src/gaussian_yolo_layer.c:7[m[K: [01m[K/usr/local/cuda/include/cuda_runtime_api.h:4391:39:[m[K [01;36m[Knote: [m[Kexpected ‘[01m[Kvoid **[m[K’ but argument is of type ‘[01m[Kfloat **[m[K’ extern __host__ cudaError_t CUDARTAPI [01;36m[KcudaHostAlloc[m[K(void **pHost, size_t size, unsigned int flags); [01;36m[K^~~~~~~~~~~~~[m[K gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/upsample_layer.c -o obj/upsample_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/lstm_layer.c -o obj/lstm_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/conv_lstm_layer.c -o obj/conv_lstm_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/scale_channels_layer.c -o obj/scale_channels_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/sam_layer.c -o obj/sam_layer.o nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/convolutional_kernels.cu -o obj/convolutional_kernels.o [01m[K./src/convolutional_kernels.cu:[m[K In function ‘[01m[Kvoid backward_convolutional_layer_gpu(convolutional_layer, network_state)[m[K’: [01m[K./src/convolutional_kernels.cu:853:40:[m[K [01;35m[Kwarning: [m[Kcomparison between signed and unsigned integer expressions [[01;35m[K-Wsign-compare[m[K] [01;35m[K if (*state.net.max_output16_size < l.[m[Knweights) { [01;35m[K~~~~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~[m[K nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/activation_kernels.cu -o obj/activation_kernels.o ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/im2col_kernels.cu -o obj/im2col_kernels.o nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/col2im_kernels.cu -o obj/col2im_kernels.o nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/blas_kernels.cu -o obj/blas_kernels.o ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced [01m[K./src/blas_kernels.cu:[m[K In function ‘[01m[Kvoid backward_shortcut_multilayer_gpu(int, int, int, int*, float**, float*, float*, float*, float*, int, float*, float**, WEIGHTS_NORMALIZATION_T)[m[K’: [01m[K./src/blas_kernels.cu:1130:5:[m[K [01;35m[Kwarning: [m[Kvariable ‘[01m[Kstep[m[K’ set but not used [[01;35m[K-Wunused-but-set-variable[m[K] [01;35m[Kint [m[Kstep = 0; [01;35m[K^~~~[m[K nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/crop_layer_kernels.cu -o obj/crop_layer_kernels.o nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/dropout_layer_kernels.cu -o obj/dropout_layer_kernels.o ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/maxpool_layer_kernels.cu -o obj/maxpool_layer_kernels.o nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/network_kernels.cu -o obj/network_kernels.o ./src/network_kernels.cu(364): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(364): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(364): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(364): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(364): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(364): warning: variable "l" was declared but never referenced [01m[K./src/network_kernels.cu:[m[K In function ‘[01m[Kfloat train_network_datum_gpu(network, float*, float*)[m[K’: [01m[K./src/network_kernels.cu:364:7:[m[K [01;35m[Kwarning: [m[Kvariable ‘[01m[Kl[m[K’ set but not used [[01;35m[K-Wunused-but-set-variable[m[K] [01;35m[K [m[K layer l = net.layers[net.n - 1]; [01;35m[K^[m[K nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/avgpool_layer_kernels.cu -o obj/avgpool_layer_kernels.o g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF obj/image_opencv.o obj/http_stream.o obj/gemm.o obj/utils.o obj/dark_cuda.o obj/convolutional_layer.o obj/list.o obj/image.o obj/activations.o obj/im2col.o obj/col2im.o obj/blas.o obj/crop_layer.o obj/dropout_layer.o obj/maxpool_layer.o obj/softmax_layer.o obj/data.o obj/matrix.o obj/network.o obj/connected_layer.o obj/cost_layer.o obj/parser.o obj/option_list.o obj/darknet.o obj/detection_layer.o obj/captcha.o obj/route_layer.o obj/writing.o obj/box.o obj/nightmare.o obj/normalization_layer.o obj/avgpool_layer.o obj/coco.o obj/dice.o obj/yolo.o obj/detector.o obj/layer.o obj/compare.o obj/classifier.o obj/local_layer.o obj/swag.o obj/shortcut_layer.o obj/activation_layer.o obj/rnn_layer.o obj/gru_layer.o obj/rnn.o obj/rnn_vid.o obj/crnn_layer.o obj/demo.o obj/tag.o obj/cifar.o obj/go.o obj/batchnorm_layer.o obj/art.o obj/region_layer.o obj/reorg_layer.o obj/reorg_old_layer.o obj/super.o obj/voxel.o obj/tree.o obj/yolo_layer.o obj/gaussian_yolo_layer.o obj/upsample_layer.o obj/lstm_layer.o obj/conv_lstm_layer.o obj/scale_channels_layer.o obj/sam_layer.o obj/convolutional_kernels.o obj/activation_kernels.o obj/im2col_kernels.o obj/col2im_kernels.o obj/blas_kernels.o obj/crop_layer_kernels.o obj/dropout_layer_kernels.o obj/maxpool_layer_kernels.o obj/network_kernels.o obj/avgpool_layer_kernels.o -o darknet -lm -pthread `pkg-config --libs opencv4 2> /dev/null || pkg-config --libs opencv` -L/usr/local/cuda/lib64 -lcuda -lcudart -lcublas -lcurand -L/usr/local/cudnn/lib64 -lcudnn -lstdc++ [K |████████████████████████████████| 61kB 4.5MB/s [K |████████████████████████████████| 36.7MB 82kB/s [K |████████████████████████████████| 102kB 13.7MB/s [?25h Building wheel for contextvars (setup.py) ... [?25l[?25hdone
!./darknet detector test cfg/coco.data cfg/yolov4.cfg yolov4.weights data/person.jpgCUDA-version: 10010 (10010), cuDNN: 7.6.5, CUDNN_HALF=1, GPU count: 1 CUDNN_HALF=1 OpenCV version: 3.2.0 0 : compute_capability = 750, cudnn_half = 1, GPU: Tesla T4 net.optimized_memory = 0 mini_batch = 1, batch = 8, time_steps = 1, train = 0 layer filters size/strd(dil) input output 0 conv 32 3 x 3/ 1 608 x 608 x 3 -> 608 x 608 x 32 0.639 BF 1 conv 64 3 x 3/ 2 608 x 608 x 32 -> 304 x 304 x 64 3.407 BF 2 conv 64 1 x 1/ 1 304 x 304 x 64 -> 304 x 304 x 64 0.757 BF 3 route 1 -> 304 x 304 x 64 4 conv 64 1 x 1/ 1 304 x 304 x 64 -> 304 x 304 x 64 0.757 BF 5 conv 32 1 x 1/ 1 304 x 304 x 64 -> 304 x 304 x 32 0.379 BF 6 conv 64 3 x 3/ 1 304 x 304 x 32 -> 304 x 304 x 64 3.407 BF 7 Shortcut Layer: 4, wt = 0, wn = 0, outputs: 304 x 304 x 64 0.006 BF 8 conv 64 1 x 1/ 1 304 x 304 x 64 -> 304 x 304 x 64 0.757 BF 9 route 8 2 -> 304 x 304 x 128 10 conv 64 1 x 1/ 1 304 x 304 x 128 -> 304 x 304 x 64 1.514 BF 11 conv 128 3 x 3/ 2 304 x 304 x 64 -> 152 x 152 x 128 3.407 BF 12 conv 64 1 x 1/ 1 152 x 152 x 128 -> 152 x 152 x 64 0.379 BF 13 route 11 -> 152 x 152 x 128 14 conv 64 1 x 1/ 1 152 x 152 x 128 -> 152 x 152 x 64 0.379 BF 15 conv 64 1 x 1/ 1 152 x 152 x 64 -> 152 x 152 x 64 0.189 BF 16 conv 64 3 x 3/ 1 152 x 152 x 64 -> 152 x 152 x 64 1.703 BF 17 Shortcut Layer: 14, wt = 0, wn = 0, outputs: 152 x 152 x 64 0.001 BF 18 conv 64 1 x 1/ 1 152 x 152 x 64 -> 152 x 152 x 64 0.189 BF 19 conv 64 3 x 3/ 1 152 x 152 x 64 -> 152 x 152 x 64 1.703 BF 20 Shortcut Layer: 17, wt = 0, wn = 0, outputs: 152 x 152 x 64 0.001 BF 21 conv 64 1 x 1/ 1 152 x 152 x 64 -> 152 x 152 x 64 0.189 BF 22 route 21 12 -> 152 x 152 x 128 23 conv 128 1 x 1/ 1 152 x 152 x 128 -> 152 x 152 x 128 0.757 BF 24 conv 256 3 x 3/ 2 152 x 152 x 128 -> 76 x 76 x 256 3.407 BF 25 conv 128 1 x 1/ 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BF 26 route 24 -> 76 x 76 x 256 27 conv 128 1 x 1/ 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BF 28 conv 128 1 x 1/ 1 76 x 76 x 128 -> 76 x 76 x 128 0.189 BF 29 conv 128 3 x 3/ 1 76 x 76 x 128 -> 76 x 76 x 128 1.703 BF 30 Shortcut Layer: 27, wt = 0, wn = 0, outputs: 76 x 76 x 128 0.001 BF 31 conv 128 1 x 1/ 1 76 x 76 x 128 -> 76 x 76 x 128 0.189 BF 32 conv 128 3 x 3/ 1 76 x 76 x 128 -> 76 x 76 x 128 1.703 BF 33 Shortcut Layer: 30, wt = 0, wn = 0, outputs: 76 x 76 x 128 0.001 BF 34 conv 128 1 x 1/ 1 76 x 76 x 128 -> 76 x 76 x 128 0.189 BF 35 conv 128 3 x 3/ 1 76 x 76 x 128 -> 76 x 76 x 128 1.703 BF 36 Shortcut Layer: 33, wt = 0, wn = 0, outputs: 76 x 76 x 128 0.001 BF 37 conv 128 1 x 1/ 1 76 x 76 x 128 -> 76 x 76 x 128 0.189 BF 38 conv 128 3 x 3/ 1 76 x 76 x 128 -> 76 x 76 x 128 1.703 BF 39 Shortcut Layer: 36, wt = 0, wn = 0, outputs: 76 x 76 x 128 0.001 BF 40 conv 128 1 x 1/ 1 76 x 76 x 128 -> 76 x 76 x 128 0.189 BF 41 conv 128 3 x 3/ 1 76 x 76 x 128 -> 76 x 76 x 128 1.703 BF 42 Shortcut Layer: 39, wt = 0, wn = 0, outputs: 76 x 76 x 128 0.001 BF 43 conv 128 1 x 1/ 1 76 x 76 x 128 -> 76 x 76 x 128 0.189 BF 44 conv 128 3 x 3/ 1 76 x 76 x 128 -> 76 x 76 x 128 1.703 BF 45 Shortcut Layer: 42, wt = 0, wn = 0, outputs: 76 x 76 x 128 0.001 BF 46 conv 128 1 x 1/ 1 76 x 76 x 128 -> 76 x 76 x 128 0.189 BF 47 conv 128 3 x 3/ 1 76 x 76 x 128 -> 76 x 76 x 128 1.703 BF 48 Shortcut Layer: 45, wt = 0, wn = 0, outputs: 76 x 76 x 128 0.001 BF 49 conv 128 1 x 1/ 1 76 x 76 x 128 -> 76 x 76 x 128 0.189 BF 50 conv 128 3 x 3/ 1 76 x 76 x 128 -> 76 x 76 x 128 1.703 BF 51 Shortcut Layer: 48, wt = 0, wn = 0, outputs: 76 x 76 x 128 0.001 BF 52 conv 128 1 x 1/ 1 76 x 76 x 128 -> 76 x 76 x 128 0.189 BF 53 route 52 25 -> 76 x 76 x 256 54 conv 256 1 x 1/ 1 76 x 76 x 256 -> 76 x 76 x 256 0.757 BF 55 conv 512 3 x 3/ 2 76 x 76 x 256 -> 38 x 38 x 512 3.407 BF 56 conv 256 1 x 1/ 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BF 57 route 55 -> 38 x 38 x 512 58 conv 256 1 x 1/ 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BF 59 conv 256 1 x 1/ 1 38 x 38 x 256 -> 38 x 38 x 256 0.189 BF 60 conv 256 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 256 1.703 BF 61 Shortcut Layer: 58, wt = 0, wn = 0, outputs: 38 x 38 x 256 0.000 BF 62 conv 256 1 x 1/ 1 38 x 38 x 256 -> 38 x 38 x 256 0.189 BF 63 conv 256 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 256 1.703 BF 64 Shortcut Layer: 61, wt = 0, wn = 0, outputs: 38 x 38 x 256 0.000 BF 65 conv 256 1 x 1/ 1 38 x 38 x 256 -> 38 x 38 x 256 0.189 BF 66 conv 256 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 256 1.703 BF 67 Shortcut Layer: 64, wt = 0, wn = 0, outputs: 38 x 38 x 256 0.000 BF 68 conv 256 1 x 1/ 1 38 x 38 x 256 -> 38 x 38 x 256 0.189 BF 69 conv 256 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 256 1.703 BF 70 Shortcut Layer: 67, wt = 0, wn = 0, outputs: 38 x 38 x 256 0.000 BF 71 conv 256 1 x 1/ 1 38 x 38 x 256 -> 38 x 38 x 256 0.189 BF 72 conv 256 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 256 1.703 BF 73 Shortcut Layer: 70, wt = 0, wn = 0, outputs: 38 x 38 x 256 0.000 BF 74 conv 256 1 x 1/ 1 38 x 38 x 256 -> 38 x 38 x 256 0.189 BF 75 conv 256 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 256 1.703 BF 76 Shortcut Layer: 73, wt = 0, wn = 0, outputs: 38 x 38 x 256 0.000 BF 77 conv 256 1 x 1/ 1 38 x 38 x 256 -> 38 x 38 x 256 0.189 BF 78 conv 256 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 256 1.703 BF 79 Shortcut Layer: 76, wt = 0, wn = 0, outputs: 38 x 38 x 256 0.000 BF 80 conv 256 1 x 1/ 1 38 x 38 x 256 -> 38 x 38 x 256 0.189 BF 81 conv 256 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 256 1.703 BF 82 Shortcut Layer: 79, wt = 0, wn = 0, outputs: 38 x 38 x 256 0.000 BF 83 conv 256 1 x 1/ 1 38 x 38 x 256 -> 38 x 38 x 256 0.189 BF 84 route 83 56 -> 38 x 38 x 512 85 conv 512 1 x 1/ 1 38 x 38 x 512 -> 38 x 38 x 512 0.757 BF 86 conv 1024 3 x 3/ 2 38 x 38 x 512 -> 19 x 19 x1024 3.407 BF 87 conv 512 1 x 1/ 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BF 88 route 86 -> 19 x 19 x1024 89 conv 512 1 x 1/ 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BF 90 conv 512 1 x 1/ 1 19 x 19 x 512 -> 19 x 19 x 512 0.189 BF 91 conv 512 3 x 3/ 1 19 x 19 x 512 -> 19 x 19 x 512 1.703 BF 92 Shortcut Layer: 89, wt = 0, wn = 0, outputs: 19 x 19 x 512 0.000 BF 93 conv 512 1 x 1/ 1 19 x 19 x 512 -> 19 x 19 x 512 0.189 BF 94 conv 512 3 x 3/ 1 19 x 19 x 512 -> 19 x 19 x 512 1.703 BF 95 Shortcut Layer: 92, wt = 0, wn = 0, outputs: 19 x 19 x 512 0.000 BF 96 conv 512 1 x 1/ 1 19 x 19 x 512 -> 19 x 19 x 512 0.189 BF 97 conv 512 3 x 3/ 1 19 x 19 x 512 -> 19 x 19 x 512 1.703 BF 98 Shortcut Layer: 95, wt = 0, wn = 0, outputs: 19 x 19 x 512 0.000 BF 99 conv 512 1 x 1/ 1 19 x 19 x 512 -> 19 x 19 x 512 0.189 BF 100 conv 512 3 x 3/ 1 19 x 19 x 512 -> 19 x 19 x 512 1.703 BF 101 Shortcut Layer: 98, wt = 0, wn = 0, outputs: 19 x 19 x 512 0.000 BF 102 conv 512 1 x 1/ 1 19 x 19 x 512 -> 19 x 19 x 512 0.189 BF 103 route 102 87 -> 19 x 19 x1024 104 conv 1024 1 x 1/ 1 19 x 19 x1024 -> 19 x 19 x1024 0.757 BF 105 conv 512 1 x 1/ 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BF 106 conv 1024 3 x 3/ 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BF 107 conv 512 1 x 1/ 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BF 108 max 5x 5/ 1 19 x 19 x 512 -> 19 x 19 x 512 0.005 BF 109 route 107 -> 19 x 19 x 512 110 max 9x 9/ 1 19 x 19 x 512 -> 19 x 19 x 512 0.015 BF 111 route 107 -> 19 x 19 x 512 112 max 13x13/ 1 19 x 19 x 512 -> 19 x 19 x 512 0.031 BF 113 route 112 110 108 107 -> 19 x 19 x2048 114 conv 512 1 x 1/ 1 19 x 19 x2048 -> 19 x 19 x 512 0.757 BF 115 conv 1024 3 x 3/ 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BF 116 conv 512 1 x 1/ 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BF 117 conv 256 1 x 1/ 1 19 x 19 x 512 -> 19 x 19 x 256 0.095 BF 118 upsample 2x 19 x 19 x 256 -> 38 x 38 x 256 119 route 85 -> 38 x 38 x 512 120 conv 256 1 x 1/ 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BF 121 route 120 118 -> 38 x 38 x 512 122 conv 256 1 x 1/ 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BF 123 conv 512 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BF 124 conv 256 1 x 1/ 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BF 125 conv 512 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BF 126 conv 256 1 x 1/ 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BF 127 conv 128 1 x 1/ 1 38 x 38 x 256 -> 38 x 38 x 128 0.095 BF 128 upsample 2x 38 x 38 x 128 -> 76 x 76 x 128 129 route 54 -> 76 x 76 x 256 130 conv 128 1 x 1/ 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BF 131 route 130 128 -> 76 x 76 x 256 132 conv 128 1 x 1/ 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BF 133 conv 256 3 x 3/ 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BF 134 conv 128 1 x 1/ 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BF 135 conv 256 3 x 3/ 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BF 136 conv 128 1 x 1/ 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BF 137 conv 256 3 x 3/ 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BF 138 conv 255 1 x 1/ 1 76 x 76 x 256 -> 76 x 76 x 255 0.754 BF 139 yolo [yolo] params: iou loss: ciou (4), iou_norm: 0.07, obj_norm: 1.00, cls_norm: 1.00, delta_norm: 1.00, scale_x_y: 1.20 nms_kind: greedynms (1), beta = 0.600000 140 route 136 -> 76 x 76 x 128 141 conv 256 3 x 3/ 2 76 x 76 x 128 -> 38 x 38 x 256 0.852 BF 142 route 141 126 -> 38 x 38 x 512 143 conv 256 1 x 1/ 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BF 144 conv 512 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BF 145 conv 256 1 x 1/ 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BF 146 conv 512 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BF 147 conv 256 1 x 1/ 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BF 148 conv 512 3 x 3/ 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BF 149 conv 255 1 x 1/ 1 38 x 38 x 512 -> 38 x 38 x 255 0.377 BF 150 yolo [yolo] params: iou loss: ciou (4), iou_norm: 0.07, obj_norm: 1.00, cls_norm: 1.00, delta_norm: 1.00, scale_x_y: 1.10 nms_kind: greedynms (1), beta = 0.600000 151 route 147 -> 38 x 38 x 256 152 conv 512 3 x 3/ 2 38 x 38 x 256 -> 19 x 19 x 512 0.852 BF 153 route 152 116 -> 19 x 19 x1024 154 conv 512 1 x 1/ 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BF 155 conv 1024 3 x 3/ 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BF 156 conv 512 1 x 1/ 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BF 157 conv 1024 3 x 3/ 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BF 158 conv 512 1 x 1/ 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BF 159 conv 1024 3 x 3/ 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BF 160 conv 255 1 x 1/ 1 19 x 19 x1024 -> 19 x 19 x 255 0.189 BF 161 yolo [yolo] params: iou loss: ciou (4), iou_norm: 0.07, obj_norm: 1.00, cls_norm: 1.00, delta_norm: 1.00, scale_x_y: 1.05 nms_kind: greedynms (1), beta = 0.600000 Total BFLOPS 128.459 avg_outputs = 1068395 Allocate additional workspace_size = 52.43 MB Loading weights from yolov4.weights... seen 64, trained: 32032 K-images (500 Kilo-batches_64) Done! Loaded 162 layers from weights-file Detection layer: 139 - type = 28 Detection layer: 150 - type = 28 Detection layer: 161 - type = 28 data/person.jpg: Predicted in 54.624000 milli-seconds. dog: 99% person: 100% horse: 98% Unable to init server: Could not connect: Connection refused (predictions:1180): Gtk-[1;33mWARNING[0m **: [34m10:30:32.437[0m: cannot open display:
%%writefile data/obj.names
bus
truckWriting data/obj.names
%%writefile data/obj.data
classes = 2
train = data/train.txt
valid = data/val.txt
names = data/obj.names
backup = backup/Writing data/obj.data
!mkdir -p data/obj
!cp -r open-images-bus-trucks/images/* data/obj/
!cp -r open-images-bus-trucks/yolo_labels/all/{train,val}.txt data/
!cp -r open-images-bus-trucks/yolo_labels/all/labels/*.txt data/obj/# create a copy of existing configuration and modify it in place
!cp cfg/yolov4-tiny-custom.cfg cfg/yolov4-tiny-bus-trucks.cfg
# max_batches to 4000 (since the dataset is small enough)
!sed -i 's/max_batches = 500200/max_batches=4000/' cfg/yolov4-tiny-bus-trucks.cfg
# number of sub-batches per batch
!sed -i 's/subdivisions=1/subdivisions=16/' cfg/yolov4-tiny-bus-trucks.cfg
# number of batches after which learning rate is decayed
!sed -i 's/steps=400000,450000/steps=3200,3600/' cfg/yolov4-tiny-bus-trucks.cfg
# number of classes is 2 as opposed to 80 (which is the number of COCO classes)
!sed -i 's/classes=80/classes=2/g' cfg/yolov4-tiny-bus-trucks.cfg
# in the classification and regression heads, change number of output convolution filters
# from 255 -> 21 and 57 -> 33, since we have fewer classes we don't need as many filters
!sed -i 's/filters=255/filters=21/g' cfg/yolov4-tiny-bus-trucks.cfg
!sed -i 's/filters=57/filters=33/g' cfg/yolov4-tiny-bus-trucks.cfg!wget --quiet https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v4_pre/yolov4-tiny.conv.29
!cp yolov4-tiny.conv.29 build/darknet/x64/!./darknet detector train data/obj.data cfg/yolov4-tiny-bus-trucks.cfg yolov4-tiny.conv.29 -dont_show -mapLastAt[1;30;43mStreaming output truncated to the last 5000 lines.[0m total_bbox = 28861, rewritten_bbox = 0.266796 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.253837, GIOU: 0.226252), Class: 0.512278, Obj: 0.035657, No Obj: 0.003119, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.006398, iou_loss = 0.030554, total_loss = 1.036951 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.272861, GIOU: 0.124810), Class: 0.489438, Obj: 0.001360, No Obj: 0.001263, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.592821, iou_loss = 0.524624, total_loss = 2.117445 total_bbox = 28868, rewritten_bbox = 0.266731 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.441726, GIOU: 0.394106), Class: 0.537547, Obj: 0.008450, No Obj: 0.002911, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.765674, iou_loss = 0.170821, total_loss = 1.936495 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.533825, GIOU: 0.491214), Class: 0.521896, Obj: 0.012841, No Obj: 0.001172, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.368438, iou_loss = 0.671705, total_loss = 1.040143 total_bbox = 28874, rewritten_bbox = 0.266676 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382269, GIOU: 0.309470), Class: 0.629325, Obj: 0.042290, No Obj: 0.003029, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.565169, iou_loss = 0.080733, total_loss = 1.645902 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.365048, GIOU: 0.285791), Class: 0.571612, Obj: 0.011964, No Obj: 0.001190, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.358244, iou_loss = 0.044649, total_loss = 0.402892 total_bbox = 28880, rewritten_bbox = 0.266620 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.535298, GIOU: 0.535298), Class: 0.499331, Obj: 0.030466, No Obj: 0.003717, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.029361, iou_loss = 0.013425, total_loss = 1.042786 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.467882, GIOU: 0.338437), Class: 0.605530, Obj: 0.001293, No Obj: 0.001252, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.338981, iou_loss = 0.098903, total_loss = 0.437884 total_bbox = 28884, rewritten_bbox = 0.266584 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.470582, GIOU: 0.441136), Class: 0.371564, Obj: 0.015112, No Obj: 0.003044, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.201463, iou_loss = 0.018884, total_loss = 1.220347 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.723136, GIOU: 0.707338), Class: 0.313135, Obj: 0.017850, No Obj: 0.001196, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.405795, iou_loss = 0.304098, total_loss = 0.709893 total_bbox = 28888, rewritten_bbox = 0.266547 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.387959, GIOU: 0.285123), Class: 0.590540, Obj: 0.036874, No Obj: 0.002810, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.691791, iou_loss = 0.047101, total_loss = 1.738892 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.296154, GIOU: 0.214362), Class: 0.339423, Obj: 0.015787, No Obj: 0.001203, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.393765, iou_loss = 0.067662, total_loss = 0.461428 total_bbox = 28894, rewritten_bbox = 0.266491 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.526562, GIOU: 0.524654), Class: 0.438935, Obj: 0.021853, No Obj: 0.003123, .5R: 0.750000, .75R: 0.250000, count: 4, class_loss = 1.560410, iou_loss = 0.056092, total_loss = 1.616503 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.135189, GIOU: 0.135188), Class: 0.279803, Obj: 0.002760, No Obj: 0.001205, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.942092, iou_loss = 0.106651, total_loss = 1.048743 total_bbox = 28900, rewritten_bbox = 0.266436 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.320022, GIOU: 0.316257), Class: 0.493751, Obj: 0.012688, No Obj: 0.002913, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.496334, iou_loss = 0.012537, total_loss = 1.508871 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001142, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004037, iou_loss = 0.000000, total_loss = 0.004037 total_bbox = 28904, rewritten_bbox = 0.266399 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.489614, GIOU: 0.365447), Class: 0.519569, Obj: 0.027149, No Obj: 0.002897, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.442864, iou_loss = 0.030585, total_loss = 1.473449 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001188, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004445, iou_loss = 0.000000, total_loss = 0.004445 total_bbox = 28908, rewritten_bbox = 0.266362 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.306132, GIOU: 0.196339), Class: 0.444803, Obj: 0.009835, No Obj: 0.002846, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.130649, iou_loss = 0.007332, total_loss = 1.137981 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.245273, GIOU: -0.010869), Class: 0.537630, Obj: 0.007265, No Obj: 0.001175, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.359903, iou_loss = 0.031515, total_loss = 0.391418 total_bbox = 28912, rewritten_bbox = 0.266325 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.394766, GIOU: 0.339255), Class: 0.441486, Obj: 0.019701, No Obj: 0.003321, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.234875, iou_loss = 0.042199, total_loss = 1.277074 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001153, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004289, iou_loss = 0.000000, total_loss = 0.004289 total_bbox = 28915, rewritten_bbox = 0.266298 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.280854, GIOU: 0.257344), Class: 0.412369, Obj: 0.040883, No Obj: 0.003208, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.521522, iou_loss = 0.016498, total_loss = 1.538020 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001157, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004316, iou_loss = 0.000000, total_loss = 0.004316 total_bbox = 28919, rewritten_bbox = 0.266261 % Tensor Cores are disabled until the first 3000 iterations are reached. 362: 0.934549, 0.937617 avg loss, 0.000045 rate, 0.699102 seconds, 23168 images, 0.733729 hours left Loaded: 0.000034 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.448610, GIOU: 0.445866), Class: 0.485650, Obj: 0.011371, No Obj: 0.003369, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.923500, iou_loss = 0.051312, total_loss = 1.974813 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.614888, GIOU: 0.585954), Class: 0.667435, Obj: 0.001292, No Obj: 0.001187, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.374570, iou_loss = 1.724198, total_loss = 2.098768 total_bbox = 28925, rewritten_bbox = 0.266206 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.435136, GIOU: 0.358443), Class: 0.424091, Obj: 0.017206, No Obj: 0.003650, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.483307, iou_loss = 0.012915, total_loss = 1.496221 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001260, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005421, iou_loss = 0.000000, total_loss = 0.005421 total_bbox = 28929, rewritten_bbox = 0.266169 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.391600, GIOU: 0.321144), Class: 0.535812, Obj: 0.034205, No Obj: 0.003485, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.412027, iou_loss = 0.064033, total_loss = 1.476060 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.488761, GIOU: 0.421873), Class: 0.509812, Obj: 0.002310, No Obj: 0.001289, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.383464, iou_loss = 0.311149, total_loss = 0.694613 total_bbox = 28934, rewritten_bbox = 0.266123 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.180581, GIOU: 0.110969), Class: 0.389600, Obj: 0.005704, No Obj: 0.003073, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.587782, iou_loss = 0.004598, total_loss = 1.592380 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.460108, GIOU: 0.196255), Class: 0.531565, Obj: 0.004338, No Obj: 0.001194, .5R: 0.500000, .75R: 0.500000, count: 2, class_loss = 0.771863, iou_loss = 0.385480, total_loss = 1.157343 total_bbox = 28940, rewritten_bbox = 0.266068 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.214250, GIOU: 0.153725), Class: 0.388996, Obj: 0.011725, No Obj: 0.002709, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 2.098289, iou_loss = 0.010231, total_loss = 2.108521 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.395889, GIOU: 0.348407), Class: 0.460599, Obj: 0.003519, No Obj: 0.001169, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.140527, iou_loss = 0.435309, total_loss = 1.575835 total_bbox = 28948, rewritten_bbox = 0.265994 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.353016, GIOU: 0.353016), Class: 0.528913, Obj: 0.033090, No Obj: 0.003868, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.531164, iou_loss = 0.039120, total_loss = 1.570284 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.255418, GIOU: -0.020225), Class: 0.545577, Obj: 0.002209, No Obj: 0.001255, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.428879, iou_loss = 0.030973, total_loss = 0.459853 total_bbox = 28953, rewritten_bbox = 0.265948 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.430717, GIOU: 0.399653), Class: 0.422071, Obj: 0.027147, No Obj: 0.003600, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.358299, iou_loss = 0.247144, total_loss = 2.605443 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001333, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005608, iou_loss = 0.000000, total_loss = 0.005608 total_bbox = 28959, rewritten_bbox = 0.265893 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.540863, GIOU: 0.485145), Class: 0.438879, Obj: 0.012542, No Obj: 0.003138, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.183125, iou_loss = 0.042062, total_loss = 1.225187 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.277940, GIOU: 0.061389), Class: 0.591289, Obj: 0.004850, No Obj: 0.001116, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.702684, iou_loss = 0.186999, total_loss = 0.889682 total_bbox = 28964, rewritten_bbox = 0.265847 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.283700, GIOU: 0.172195), Class: 0.544809, Obj: 0.036974, No Obj: 0.003418, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.291369, iou_loss = 0.025056, total_loss = 1.316424 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001270, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004877, iou_loss = 0.000000, total_loss = 0.004877 total_bbox = 28968, rewritten_bbox = 0.265811 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.220989, GIOU: 0.182786), Class: 0.414377, Obj: 0.016286, No Obj: 0.002872, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.691219, iou_loss = 0.018529, total_loss = 1.709748 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001211, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005081, iou_loss = 0.000000, total_loss = 0.005081 total_bbox = 28972, rewritten_bbox = 0.265774 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.381501, GIOU: 0.371898), Class: 0.506319, Obj: 0.017740, No Obj: 0.003274, .5R: 0.166667, .75R: 0.166667, count: 6, class_loss = 2.197924, iou_loss = 0.050464, total_loss = 2.248388 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.312988, GIOU: 0.080408), Class: 0.460406, Obj: 0.001226, No Obj: 0.001144, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.376165, iou_loss = 0.031775, total_loss = 0.407940 total_bbox = 28979, rewritten_bbox = 0.265710 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.455090, GIOU: 0.409190), Class: 0.453891, Obj: 0.015117, No Obj: 0.002899, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 2.111001, iou_loss = 0.100150, total_loss = 2.211151 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.150302, GIOU: -0.391976), Class: 0.637772, Obj: 0.003045, No Obj: 0.001151, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.353958, iou_loss = 0.006121, total_loss = 0.360079 total_bbox = 28985, rewritten_bbox = 0.265655 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.302482, GIOU: 0.173551), Class: 0.545379, Obj: 0.020941, No Obj: 0.003346, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.820899, iou_loss = 0.088818, total_loss = 1.909717 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001188, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004533, iou_loss = 0.000000, total_loss = 0.004533 total_bbox = 28990, rewritten_bbox = 0.265609 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.399911, GIOU: 0.320562), Class: 0.593815, Obj: 0.038373, No Obj: 0.002798, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.417154, iou_loss = 0.042938, total_loss = 1.460092 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001151, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004526, iou_loss = 0.000000, total_loss = 0.004526 total_bbox = 28994, rewritten_bbox = 0.265572 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.335900, GIOU: 0.305574), Class: 0.451781, Obj: 0.061313, No Obj: 0.003717, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.462179, iou_loss = 0.009912, total_loss = 1.472090 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001245, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005273, iou_loss = 0.000000, total_loss = 0.005273 total_bbox = 28998, rewritten_bbox = 0.265536 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.533936, GIOU: 0.449403), Class: 0.385543, Obj: 0.054549, No Obj: 0.002931, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.587392, iou_loss = 0.028086, total_loss = 1.615478 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.196722, GIOU: -0.253225), Class: 0.692551, Obj: 0.001082, No Obj: 0.001168, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.323836, iou_loss = 0.012713, total_loss = 0.336549 total_bbox = 29003, rewritten_bbox = 0.265490 % Tensor Cores are disabled until the first 3000 iterations are reached. 363: 1.010213, 0.944876 avg loss, 0.000045 rate, 0.760841 seconds, 23232 images, 0.733457 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.312688, GIOU: 0.159817), Class: 0.611701, Obj: 0.015594, No Obj: 0.003482, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.514331, iou_loss = 0.017600, total_loss = 1.531931 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.322909, GIOU: 0.188215), Class: 0.679236, Obj: 0.011664, No Obj: 0.001412, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.718729, iou_loss = 0.136318, total_loss = 0.855047 total_bbox = 29009, rewritten_bbox = 0.265435 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.508940, GIOU: 0.502069), Class: 0.608322, Obj: 0.053780, No Obj: 0.003066, .5R: 0.750000, .75R: 0.250000, count: 4, class_loss = 1.273480, iou_loss = 0.069244, total_loss = 1.342724 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.412381, GIOU: 0.287393), Class: 0.645963, Obj: 0.003086, No Obj: 0.001139, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.383510, iou_loss = 0.288727, total_loss = 0.672237 total_bbox = 29014, rewritten_bbox = 0.265389 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.300554, GIOU: 0.254261), Class: 0.546830, Obj: 0.018743, No Obj: 0.003329, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.352287, iou_loss = 0.010685, total_loss = 1.362973 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001147, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005362, iou_loss = 0.000000, total_loss = 0.005362 total_bbox = 29018, rewritten_bbox = 0.265353 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.288257, GIOU: 0.141573), Class: 0.667400, Obj: 0.023303, No Obj: 0.002896, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.326470, iou_loss = 0.020542, total_loss = 1.347013 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.160337, GIOU: -0.348038), Class: 0.272839, Obj: 0.006591, No Obj: 0.001235, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.951658, iou_loss = 0.023948, total_loss = 0.975606 total_bbox = 29024, rewritten_bbox = 0.265298 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.339541, GIOU: 0.254646), Class: 0.478719, Obj: 0.019631, No Obj: 0.002871, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.444101, iou_loss = 0.025194, total_loss = 1.469295 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001246, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005607, iou_loss = 0.000000, total_loss = 0.005607 total_bbox = 29028, rewritten_bbox = 0.265261 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.318470, GIOU: 0.294286), Class: 0.495099, Obj: 0.017245, No Obj: 0.003042, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.485141, iou_loss = 0.038315, total_loss = 1.523456 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001202, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005115, iou_loss = 0.000000, total_loss = 0.005115 total_bbox = 29032, rewritten_bbox = 0.265225 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.245807, GIOU: 0.107390), Class: 0.544631, Obj: 0.030266, No Obj: 0.002929, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.396359, iou_loss = 0.005603, total_loss = 1.401963 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.503706, GIOU: 0.394776), Class: 0.496944, Obj: 0.003955, No Obj: 0.001214, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.400818, iou_loss = 0.124905, total_loss = 0.525723 total_bbox = 29037, rewritten_bbox = 0.265179 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.426830, GIOU: 0.395980), Class: 0.439137, Obj: 0.028181, No Obj: 0.002903, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.888419, iou_loss = 0.028860, total_loss = 0.917279 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.627812, GIOU: 0.617110), Class: 0.399516, Obj: 0.004640, No Obj: 0.001200, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.813440, iou_loss = 0.507488, total_loss = 1.320928 total_bbox = 29041, rewritten_bbox = 0.265142 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.264163, GIOU: 0.073018), Class: 0.668640, Obj: 0.059361, No Obj: 0.003208, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.177292, iou_loss = 0.022350, total_loss = 1.199642 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001144, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004145, iou_loss = 0.000000, total_loss = 0.004145 total_bbox = 29045, rewritten_bbox = 0.265106 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.306181, GIOU: 0.172895), Class: 0.677122, Obj: 0.033545, No Obj: 0.003040, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.946061, iou_loss = 0.031798, total_loss = 0.977859 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.346791, GIOU: 0.198701), Class: 0.405105, Obj: 0.006949, No Obj: 0.001220, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.874669, iou_loss = 0.168814, total_loss = 1.043483 total_bbox = 29050, rewritten_bbox = 0.265060 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.487852, GIOU: 0.423843), Class: 0.564627, Obj: 0.064046, No Obj: 0.003262, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.411049, iou_loss = 0.101918, total_loss = 1.512966 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.191656, GIOU: 0.110409), Class: 0.720956, Obj: 0.004828, No Obj: 0.001265, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.657558, iou_loss = 0.890713, total_loss = 1.548271 total_bbox = 29056, rewritten_bbox = 0.265005 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.254683, GIOU: -0.013937), Class: 0.623988, Obj: 0.012776, No Obj: 0.003238, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.682979, iou_loss = 0.002731, total_loss = 0.685710 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.449065, GIOU: 0.342829), Class: 0.515673, Obj: 0.008408, No Obj: 0.001330, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.591171, iou_loss = 1.374432, total_loss = 3.965603 total_bbox = 29065, rewritten_bbox = 0.264923 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.427216, GIOU: 0.305240), Class: 0.475071, Obj: 0.025716, No Obj: 0.003106, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.649013, iou_loss = 0.063712, total_loss = 1.712725 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.478703, GIOU: 0.379841), Class: 0.513915, Obj: 0.002260, No Obj: 0.001213, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.423911, iou_loss = 0.096804, total_loss = 0.520715 total_bbox = 29070, rewritten_bbox = 0.264878 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.282894, GIOU: 0.084293), Class: 0.534053, Obj: 0.021566, No Obj: 0.002748, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.789716, iou_loss = 0.073662, total_loss = 1.863378 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.412363, GIOU: 0.355915), Class: 0.519473, Obj: 0.006008, No Obj: 0.001289, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.785364, iou_loss = 1.164175, total_loss = 2.949539 total_bbox = 29080, rewritten_bbox = 0.264787 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.332170, GIOU: 0.332170), Class: 0.580713, Obj: 0.027204, No Obj: 0.003128, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.989604, iou_loss = 0.039565, total_loss = 1.029169 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.234086, GIOU: 0.064691), Class: 0.358324, Obj: 0.010747, No Obj: 0.001233, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.447558, iou_loss = 0.580799, total_loss = 1.028358 total_bbox = 29084, rewritten_bbox = 0.264750 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.330655, GIOU: 0.305707), Class: 0.454943, Obj: 0.023768, No Obj: 0.003410, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.806742, iou_loss = 0.031136, total_loss = 1.837878 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001172, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004618, iou_loss = 0.000000, total_loss = 0.004618 total_bbox = 29089, rewritten_bbox = 0.264705 % Tensor Cores are disabled until the first 3000 iterations are reached. 364: 0.984730, 0.948862 avg loss, 0.000046 rate, 0.726639 seconds, 23296 images, 0.733809 hours left Loaded: 0.000063 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.476838, GIOU: 0.451699), Class: 0.531154, Obj: 0.038520, No Obj: 0.002611, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.016373, iou_loss = 0.073447, total_loss = 1.089820 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.061297, GIOU: 0.061298), Class: 0.517293, Obj: 0.003786, No Obj: 0.001165, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.429719, iou_loss = 0.004771, total_loss = 0.434490 total_bbox = 29093, rewritten_bbox = 0.264668 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.220251, GIOU: 0.029941), Class: 0.337150, Obj: 0.017551, No Obj: 0.003560, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.670733, iou_loss = 0.012505, total_loss = 1.683238 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001092, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003866, iou_loss = 0.000000, total_loss = 0.003866 total_bbox = 29097, rewritten_bbox = 0.264632 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.398441, GIOU: 0.398441), Class: 0.667216, Obj: 0.007073, No Obj: 0.003098, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.292459, iou_loss = 0.052491, total_loss = 1.344950 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.271726, GIOU: -0.015844), Class: 0.517496, Obj: 0.003591, No Obj: 0.001215, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.732693, iou_loss = 1.360245, total_loss = 2.092938 total_bbox = 29103, rewritten_bbox = 0.264578 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.189710, GIOU: -0.072540), Class: 0.395620, Obj: 0.014565, No Obj: 0.002883, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.801461, iou_loss = 0.019764, total_loss = 1.821225 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001092, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003888, iou_loss = 0.000000, total_loss = 0.003888 total_bbox = 29107, rewritten_bbox = 0.264541 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.387292, GIOU: 0.289715), Class: 0.603780, Obj: 0.028189, No Obj: 0.002964, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.830011, iou_loss = 0.056728, total_loss = 1.886739 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001132, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004182, iou_loss = 0.000000, total_loss = 0.004182 total_bbox = 29112, rewritten_bbox = 0.264496 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382222, GIOU: 0.372122), Class: 0.395978, Obj: 0.011066, No Obj: 0.002773, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.501620, iou_loss = 0.021885, total_loss = 1.523504 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001185, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005043, iou_loss = 0.000000, total_loss = 0.005043 total_bbox = 29116, rewritten_bbox = 0.264459 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.409525, GIOU: 0.282844), Class: 0.431296, Obj: 0.041046, No Obj: 0.003336, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.575488, iou_loss = 0.023549, total_loss = 1.599037 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.229842, GIOU: 0.089796), Class: 0.644777, Obj: 0.003831, No Obj: 0.001187, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.058544, iou_loss = 0.551409, total_loss = 1.609952 total_bbox = 29123, rewritten_bbox = 0.264396 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.274188, GIOU: 0.023457), Class: 0.384359, Obj: 0.019668, No Obj: 0.003002, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.910987, iou_loss = 0.050086, total_loss = 1.961074 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.533452, GIOU: 0.520417), Class: 0.480175, Obj: 0.005527, No Obj: 0.001181, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.764355, iou_loss = 1.450952, total_loss = 2.215307 total_bbox = 29130, rewritten_bbox = 0.264332 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.271805, GIOU: -0.025111), Class: 0.509935, Obj: 0.015570, No Obj: 0.003054, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.400644, iou_loss = 0.039796, total_loss = 1.440440 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001202, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005717, iou_loss = 0.000000, total_loss = 0.005717 total_bbox = 29134, rewritten_bbox = 0.264296 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.311270, GIOU: 0.302812), Class: 0.462104, Obj: 0.018418, No Obj: 0.003437, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.034231, iou_loss = 0.036954, total_loss = 1.071185 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.240529, GIOU: 0.240529), Class: 0.686696, Obj: 0.010048, No Obj: 0.001140, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.336497, iou_loss = 0.050548, total_loss = 0.387045 total_bbox = 29138, rewritten_bbox = 0.264260 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.402299, GIOU: 0.402299), Class: 0.563202, Obj: 0.041375, No Obj: 0.003313, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.812441, iou_loss = 0.008502, total_loss = 0.820943 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.307133, GIOU: 0.078472), Class: 0.420539, Obj: 0.000898, No Obj: 0.001122, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.381960, iou_loss = 0.030078, total_loss = 0.412039 total_bbox = 29141, rewritten_bbox = 0.264233 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.359956, GIOU: 0.338584), Class: 0.412801, Obj: 0.013415, No Obj: 0.002949, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.188323, iou_loss = 0.053492, total_loss = 1.241814 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.373934, GIOU: 0.223260), Class: 0.566083, Obj: 0.002260, No Obj: 0.001114, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.778106, iou_loss = 0.898099, total_loss = 2.676205 total_bbox = 29149, rewritten_bbox = 0.264160 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.310526, GIOU: 0.221342), Class: 0.527886, Obj: 0.012461, No Obj: 0.003255, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.269675, iou_loss = 0.007253, total_loss = 1.276927 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.215233, GIOU: -0.027188), Class: 0.608309, Obj: 0.000498, No Obj: 0.001131, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.708808, iou_loss = 0.125730, total_loss = 0.834538 total_bbox = 29154, rewritten_bbox = 0.264115 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.254056, GIOU: 0.219297), Class: 0.542953, Obj: 0.021018, No Obj: 0.003061, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.123631, iou_loss = 0.011420, total_loss = 2.135051 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001086, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003659, iou_loss = 0.000000, total_loss = 0.003659 total_bbox = 29160, rewritten_bbox = 0.264060 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.275132, GIOU: 0.265928), Class: 0.614730, Obj: 0.024937, No Obj: 0.003309, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.393744, iou_loss = 0.065369, total_loss = 1.459113 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.402679, GIOU: 0.276448), Class: 0.573210, Obj: 0.010622, No Obj: 0.001149, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.186262, iou_loss = 0.312387, total_loss = 1.498649 total_bbox = 29167, rewritten_bbox = 0.263997 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.292113, GIOU: 0.041211), Class: 0.483187, Obj: 0.010885, No Obj: 0.003077, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.447484, iou_loss = 0.018088, total_loss = 1.465572 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.207372, GIOU: -0.109592), Class: 0.314975, Obj: 0.001897, No Obj: 0.001147, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.458468, iou_loss = 0.043761, total_loss = 0.502229 total_bbox = 29172, rewritten_bbox = 0.263952 % Tensor Cores are disabled until the first 3000 iterations are reached. 365: 0.982658, 0.952241 avg loss, 0.000046 rate, 0.728106 seconds, 23360 images, 0.733811 hours left Loaded: 0.000042 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.272185, GIOU: 0.013247), Class: 0.542558, Obj: 0.064888, No Obj: 0.003423, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.711398, iou_loss = 0.021253, total_loss = 1.732651 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001114, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004161, iou_loss = 0.000000, total_loss = 0.004161 total_bbox = 29177, rewritten_bbox = 0.263907 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.437112, GIOU: 0.427153), Class: 0.597619, Obj: 0.030032, No Obj: 0.003289, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.309948, iou_loss = 0.029940, total_loss = 1.339888 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.209358, GIOU: -0.187225), Class: 0.610680, Obj: 0.002578, No Obj: 0.001083, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.362519, iou_loss = 0.219514, total_loss = 0.582033 total_bbox = 29182, rewritten_bbox = 0.263861 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.553689, GIOU: 0.451352), Class: 0.535534, Obj: 0.021873, No Obj: 0.003415, .5R: 0.500000, .75R: 0.500000, count: 2, class_loss = 0.751003, iou_loss = 0.035950, total_loss = 0.786953 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.374223, GIOU: 0.290427), Class: 0.478831, Obj: 0.003118, No Obj: 0.001409, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.375958, iou_loss = 0.440366, total_loss = 0.816324 total_bbox = 29185, rewritten_bbox = 0.263834 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.380397, GIOU: 0.322765), Class: 0.383863, Obj: 0.008228, No Obj: 0.002908, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.976762, iou_loss = 0.066873, total_loss = 2.043636 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001174, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004652, iou_loss = 0.000000, total_loss = 0.004652 total_bbox = 29190, rewritten_bbox = 0.263789 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392882, GIOU: 0.269611), Class: 0.448683, Obj: 0.008650, No Obj: 0.002584, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.046636, iou_loss = 0.051932, total_loss = 2.098567 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.307735, GIOU: 0.307734), Class: 0.637662, Obj: 0.001680, No Obj: 0.001087, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.321727, iou_loss = 0.082740, total_loss = 0.404467 total_bbox = 29196, rewritten_bbox = 0.263735 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357196, GIOU: 0.132905), Class: 0.607172, Obj: 0.025178, No Obj: 0.003377, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.241899, iou_loss = 0.016278, total_loss = 1.258177 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001204, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005239, iou_loss = 0.000000, total_loss = 0.005239 total_bbox = 29200, rewritten_bbox = 0.263699 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.491018, GIOU: 0.475497), Class: 0.430664, Obj: 0.022972, No Obj: 0.003069, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 2.064499, iou_loss = 0.093361, total_loss = 2.157860 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001179, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004458, iou_loss = 0.000000, total_loss = 0.004458 total_bbox = 29205, rewritten_bbox = 0.263653 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.273125, GIOU: 0.167219), Class: 0.526037, Obj: 0.014782, No Obj: 0.002601, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.477616, iou_loss = 0.014372, total_loss = 1.491987 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001194, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005091, iou_loss = 0.000000, total_loss = 0.005091 total_bbox = 29209, rewritten_bbox = 0.263617 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413721, GIOU: 0.396140), Class: 0.561283, Obj: 0.028809, No Obj: 0.003001, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.088995, iou_loss = 0.070891, total_loss = 2.159886 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.221485, GIOU: 0.138235), Class: 0.430439, Obj: 0.001011, No Obj: 0.001078, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.416358, iou_loss = 0.029565, total_loss = 0.445923 total_bbox = 29216, rewritten_bbox = 0.263554 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.457835, GIOU: 0.378244), Class: 0.386019, Obj: 0.018521, No Obj: 0.002785, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.760373, iou_loss = 0.093097, total_loss = 0.853470 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.123677, GIOU: -0.094998), Class: 0.692628, Obj: 0.004910, No Obj: 0.001131, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.642418, iou_loss = 0.041796, total_loss = 0.684214 total_bbox = 29220, rewritten_bbox = 0.263518 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.351270, GIOU: 0.274019), Class: 0.351133, Obj: 0.029852, No Obj: 0.003481, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.219425, iou_loss = 0.008988, total_loss = 1.228413 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001198, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004977, iou_loss = 0.000000, total_loss = 0.004977 total_bbox = 29223, rewritten_bbox = 0.263491 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.302634, GIOU: 0.248300), Class: 0.580239, Obj: 0.021189, No Obj: 0.002705, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.309237, iou_loss = 0.032677, total_loss = 1.341914 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001146, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005351, iou_loss = 0.000000, total_loss = 0.005351 total_bbox = 29227, rewritten_bbox = 0.263455 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.416994, GIOU: 0.345724), Class: 0.475087, Obj: 0.015307, No Obj: 0.003075, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.939353, iou_loss = 0.046269, total_loss = 1.985622 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.046216, GIOU: -0.157938), Class: 0.467907, Obj: 0.001813, No Obj: 0.001103, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.375494, iou_loss = 0.278342, total_loss = 0.653836 total_bbox = 29233, rewritten_bbox = 0.263401 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.337463, GIOU: 0.233087), Class: 0.550322, Obj: 0.012135, No Obj: 0.002660, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.753425, iou_loss = 0.011227, total_loss = 1.764652 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001073, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003579, iou_loss = 0.000000, total_loss = 0.003579 total_bbox = 29238, rewritten_bbox = 0.263356 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.174967, GIOU: 0.035890), Class: 0.528167, Obj: 0.010899, No Obj: 0.002992, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.579985, iou_loss = 0.008244, total_loss = 1.588229 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.219615, GIOU: 0.078250), Class: 0.661517, Obj: 0.001509, No Obj: 0.001108, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.359971, iou_loss = 0.045030, total_loss = 0.405001 total_bbox = 29243, rewritten_bbox = 0.263311 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.516868, GIOU: 0.460637), Class: 0.424909, Obj: 0.032309, No Obj: 0.003121, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.144394, iou_loss = 0.013157, total_loss = 1.157551 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.348172, GIOU: 0.191061), Class: 0.313120, Obj: 0.013466, No Obj: 0.001183, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.414596, iou_loss = 0.107875, total_loss = 0.522471 total_bbox = 29247, rewritten_bbox = 0.263275 % Tensor Cores are disabled until the first 3000 iterations are reached. 366: 0.873808, 0.944398 avg loss, 0.000047 rate, 0.709191 seconds, 23424 images, 0.733825 hours left Loaded: 0.000048 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.258775, GIOU: 0.197565), Class: 0.426841, Obj: 0.005835, No Obj: 0.002508, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.303087, iou_loss = 0.090128, total_loss = 2.393214 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.204183, GIOU: -0.110021), Class: 0.447714, Obj: 0.002780, No Obj: 0.001172, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.874095, iou_loss = 1.479473, total_loss = 2.353568 total_bbox = 29255, rewritten_bbox = 0.263203 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.435768, GIOU: 0.435768), Class: 0.396382, Obj: 0.015201, No Obj: 0.002881, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.977142, iou_loss = 0.022884, total_loss = 2.000026 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001117, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003990, iou_loss = 0.000000, total_loss = 0.003990 total_bbox = 29260, rewritten_bbox = 0.263158 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392425, GIOU: 0.292211), Class: 0.415916, Obj: 0.039603, No Obj: 0.002955, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.521301, iou_loss = 0.017578, total_loss = 1.538879 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001137, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004455, iou_loss = 0.000000, total_loss = 0.004455 total_bbox = 29264, rewritten_bbox = 0.263122 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.583179, GIOU: 0.503405), Class: 0.550234, Obj: 0.070576, No Obj: 0.003844, .5R: 0.750000, .75R: 0.250000, count: 4, class_loss = 1.428811, iou_loss = 0.041341, total_loss = 1.470152 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: -0.831458), Class: 0.511631, Obj: 0.002226, No Obj: 0.001131, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.346285, iou_loss = 0.000131, total_loss = 0.346416 total_bbox = 29269, rewritten_bbox = 0.263077 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.368638, GIOU: 0.307028), Class: 0.629597, Obj: 0.011403, No Obj: 0.002798, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.946490, iou_loss = 0.030199, total_loss = 1.976689 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001075, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003626, iou_loss = 0.000000, total_loss = 0.003626 total_bbox = 29275, rewritten_bbox = 0.263023 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.358119, GIOU: 0.329268), Class: 0.605673, Obj: 0.020336, No Obj: 0.003511, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.055794, iou_loss = 0.042736, total_loss = 1.098529 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.241109, GIOU: 0.045559), Class: 0.562074, Obj: 0.007999, No Obj: 0.001133, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.760486, iou_loss = 0.930782, total_loss = 1.691268 total_bbox = 29280, rewritten_bbox = 0.262978 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.326266, GIOU: 0.319634), Class: 0.472693, Obj: 0.017995, No Obj: 0.002950, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.134662, iou_loss = 0.030087, total_loss = 1.164749 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.369637, GIOU: 0.259551), Class: 0.550443, Obj: 0.034005, No Obj: 0.001124, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.376141, iou_loss = 0.046510, total_loss = 0.422651 total_bbox = 29284, rewritten_bbox = 0.262942 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.464595, GIOU: 0.415488), Class: 0.441375, Obj: 0.011416, No Obj: 0.003558, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.519132, iou_loss = 0.098138, total_loss = 1.617270 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001204, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005281, iou_loss = 0.000000, total_loss = 0.005281 total_bbox = 29288, rewritten_bbox = 0.262906 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.251093, GIOU: 0.239689), Class: 0.509131, Obj: 0.007196, No Obj: 0.002914, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.534610, iou_loss = 0.008466, total_loss = 1.543076 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001184, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004409, iou_loss = 0.000000, total_loss = 0.004409 total_bbox = 29292, rewritten_bbox = 0.262870 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.611712, GIOU: 0.599667), Class: 0.511752, Obj: 0.041919, No Obj: 0.003132, .5R: 0.750000, .75R: 0.250000, count: 4, class_loss = 1.355451, iou_loss = 0.104894, total_loss = 1.460346 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001166, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004463, iou_loss = 0.000000, total_loss = 0.004463 total_bbox = 29296, rewritten_bbox = 0.262835 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.389732, GIOU: 0.284249), Class: 0.432276, Obj: 0.010599, No Obj: 0.002845, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.737812, iou_loss = 0.044269, total_loss = 2.782081 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.482310, GIOU: 0.482310), Class: 0.576586, Obj: 0.000978, No Obj: 0.001132, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.337113, iou_loss = 0.644651, total_loss = 0.981764 total_bbox = 29304, rewritten_bbox = 0.262763 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.405010, GIOU: 0.401330), Class: 0.438626, Obj: 0.012077, No Obj: 0.002939, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.222245, iou_loss = 0.035283, total_loss = 1.257528 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.441125, GIOU: 0.309991), Class: 0.571793, Obj: 0.001937, No Obj: 0.001054, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.347102, iou_loss = 0.079184, total_loss = 0.426286 total_bbox = 29308, rewritten_bbox = 0.262727 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.282191, GIOU: 0.026629), Class: 0.504683, Obj: 0.020269, No Obj: 0.003001, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.964235, iou_loss = 0.021599, total_loss = 1.985834 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001237, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005388, iou_loss = 0.000000, total_loss = 0.005388 total_bbox = 29313, rewritten_bbox = 0.262682 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.477385, GIOU: 0.450187), Class: 0.515815, Obj: 0.016866, No Obj: 0.003020, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.580604, iou_loss = 0.140245, total_loss = 1.720849 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001196, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004678, iou_loss = 0.000000, total_loss = 0.004678 total_bbox = 29317, rewritten_bbox = 0.262646 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.363059, GIOU: 0.252272), Class: 0.423056, Obj: 0.024389, No Obj: 0.003188, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.591249, iou_loss = 0.025376, total_loss = 1.616625 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001114, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004296, iou_loss = 0.000000, total_loss = 0.004296 total_bbox = 29321, rewritten_bbox = 0.262610 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.269628, GIOU: 0.194807), Class: 0.588656, Obj: 0.005508, No Obj: 0.002417, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.764374, iou_loss = 0.047704, total_loss = 1.812078 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.316509, GIOU: 0.259605), Class: 0.526947, Obj: 0.001744, No Obj: 0.001085, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.413331, iou_loss = 1.484688, total_loss = 2.898019 total_bbox = 29330, rewritten_bbox = 0.262530 % Tensor Cores are disabled until the first 3000 iterations are reached. 367: 0.980922, 0.948050 avg loss, 0.000047 rate, 0.725805 seconds, 23488 images, 0.733646 hours left Loaded: 0.000041 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.559317, GIOU: 0.556830), Class: 0.524459, Obj: 0.017354, No Obj: 0.002926, .5R: 0.500000, .75R: 0.500000, count: 2, class_loss = 0.831920, iou_loss = 0.048043, total_loss = 0.879964 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.194590, GIOU: 0.087387), Class: 0.547930, Obj: 0.002667, No Obj: 0.001120, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.536205, iou_loss = 2.582464, total_loss = 4.118669 total_bbox = 29336, rewritten_bbox = 0.262476 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.229371, GIOU: 0.199769), Class: 0.578351, Obj: 0.028577, No Obj: 0.003043, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.528459, iou_loss = 0.049386, total_loss = 1.577845 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.382786, GIOU: 0.312288), Class: 0.517207, Obj: 0.032059, No Obj: 0.001274, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.354027, iou_loss = 0.179329, total_loss = 0.533356 total_bbox = 29341, rewritten_bbox = 0.262431 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.271836, GIOU: 0.210844), Class: 0.617131, Obj: 0.010530, No Obj: 0.002582, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.988674, iou_loss = 0.011171, total_loss = 0.999846 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.634631, GIOU: 0.599471), Class: 0.361526, Obj: 0.009926, No Obj: 0.001088, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.409765, iou_loss = 0.433241, total_loss = 0.843006 total_bbox = 29345, rewritten_bbox = 0.262396 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.484680, GIOU: 0.444293), Class: 0.480853, Obj: 0.015060, No Obj: 0.002882, .5R: 0.428571, .75R: 0.000000, count: 7, class_loss = 2.689190, iou_loss = 0.054153, total_loss = 2.743343 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001180, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004598, iou_loss = 0.000000, total_loss = 0.004598 total_bbox = 29352, rewritten_bbox = 0.262333 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.216434, GIOU: -0.024569), Class: 0.456053, Obj: 0.029606, No Obj: 0.002648, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.134684, iou_loss = 0.013397, total_loss = 1.148081 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.209698, GIOU: -0.213352), Class: 0.323567, Obj: 0.014706, No Obj: 0.001108, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.414597, iou_loss = 0.015215, total_loss = 0.429812 total_bbox = 29356, rewritten_bbox = 0.262297 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.606840, GIOU: 0.586996), Class: 0.302768, Obj: 0.019159, No Obj: 0.003032, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.275234, iou_loss = 0.017110, total_loss = 1.292344 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001078, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003730, iou_loss = 0.000000, total_loss = 0.003730 total_bbox = 29359, rewritten_bbox = 0.262271 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.368398, GIOU: 0.231082), Class: 0.357223, Obj: 0.025973, No Obj: 0.003048, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.208774, iou_loss = 0.024504, total_loss = 2.233278 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.498103, GIOU: 0.496192), Class: 0.525970, Obj: 0.001699, No Obj: 0.001103, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.330219, iou_loss = 0.481221, total_loss = 0.811439 total_bbox = 29365, rewritten_bbox = 0.262217 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.445945, GIOU: 0.384920), Class: 0.593541, Obj: 0.009603, No Obj: 0.003132, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.188612, iou_loss = 0.197072, total_loss = 2.385684 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.285698, GIOU: 0.178190), Class: 0.424035, Obj: 0.001896, No Obj: 0.001098, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.755611, iou_loss = 1.486614, total_loss = 2.242225 total_bbox = 29373, rewritten_bbox = 0.262146 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.419988, GIOU: 0.349222), Class: 0.484162, Obj: 0.006390, No Obj: 0.002863, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.532001, iou_loss = 0.024125, total_loss = 1.556127 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001083, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003797, iou_loss = 0.000000, total_loss = 0.003797 total_bbox = 29377, rewritten_bbox = 0.262110 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.417593, GIOU: 0.377497), Class: 0.417419, Obj: 0.031253, No Obj: 0.003081, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.208324, iou_loss = 0.011678, total_loss = 1.220002 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.123772, GIOU: 0.082072), Class: 0.415258, Obj: 0.001259, No Obj: 0.001121, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.279276, iou_loss = 4.111019, total_loss = 5.390295 total_bbox = 29383, rewritten_bbox = 0.262056 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.341754, GIOU: 0.180184), Class: 0.597185, Obj: 0.028860, No Obj: 0.003143, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.166749, iou_loss = 0.005414, total_loss = 1.172162 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001168, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004379, iou_loss = 0.000000, total_loss = 0.004379 total_bbox = 29386, rewritten_bbox = 0.262030 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.540870, GIOU: 0.508116), Class: 0.386498, Obj: 0.018406, No Obj: 0.002932, .5R: 1.000000, .75R: 0.000000, count: 4, class_loss = 1.667852, iou_loss = 0.073932, total_loss = 1.741784 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.286401, GIOU: 0.109454), Class: 0.232212, Obj: 0.002556, No Obj: 0.001059, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.498036, iou_loss = 0.044309, total_loss = 0.542345 total_bbox = 29391, rewritten_bbox = 0.261985 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.264414, GIOU: 0.257178), Class: 0.537748, Obj: 0.024324, No Obj: 0.003289, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.410864, iou_loss = 0.006510, total_loss = 1.417374 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001040, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003440, iou_loss = 0.000000, total_loss = 0.003440 total_bbox = 29395, rewritten_bbox = 0.261949 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.192563, GIOU: 0.086570), Class: 0.603018, Obj: 0.039776, No Obj: 0.002883, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.625308, iou_loss = 0.031815, total_loss = 1.657122 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001148, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.008578, iou_loss = 0.000000, total_loss = 0.008578 total_bbox = 29400, rewritten_bbox = 0.261905 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.374968, GIOU: 0.309071), Class: 0.466904, Obj: 0.019050, No Obj: 0.002900, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.140992, iou_loss = 0.020875, total_loss = 1.161867 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.383353, GIOU: 0.246744), Class: 0.575106, Obj: 0.002459, No Obj: 0.001093, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.787390, iou_loss = 1.682972, total_loss = 2.470363 total_bbox = 29405, rewritten_bbox = 0.261860 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.359420, GIOU: 0.248754), Class: 0.475156, Obj: 0.012616, No Obj: 0.002803, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.960170, iou_loss = 0.041050, total_loss = 2.001220 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.286525, GIOU: 0.091574), Class: 0.376339, Obj: 0.003021, No Obj: 0.001050, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.424581, iou_loss = 0.024492, total_loss = 0.449073 total_bbox = 29411, rewritten_bbox = 0.261807 % Tensor Cores are disabled until the first 3000 iterations are reached. 368: 0.989590, 0.952204 avg loss, 0.000048 rate, 0.700420 seconds, 23552 images, 0.733635 hours left Loaded: 0.000036 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.308322, GIOU: 0.291155), Class: 0.589305, Obj: 0.024259, No Obj: 0.002887, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.016682, iou_loss = 0.058720, total_loss = 2.075402 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001106, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004352, iou_loss = 0.000000, total_loss = 0.004352 total_bbox = 29417, rewritten_bbox = 0.261753 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.340923, GIOU: 0.271586), Class: 0.346833, Obj: 0.029189, No Obj: 0.003510, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.753637, iou_loss = 0.021441, total_loss = 1.775078 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.361152, GIOU: 0.348538), Class: 0.506983, Obj: 0.001115, No Obj: 0.001246, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.370388, iou_loss = 0.115126, total_loss = 0.485513 total_bbox = 29422, rewritten_bbox = 0.261709 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.311887, GIOU: 0.311696), Class: 0.287149, Obj: 0.018864, No Obj: 0.003117, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.823538, iou_loss = 0.002960, total_loss = 0.826498 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.550025, GIOU: 0.492343), Class: 0.578624, Obj: 0.001974, No Obj: 0.001100, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.673667, iou_loss = 0.357810, total_loss = 1.031477 total_bbox = 29426, rewritten_bbox = 0.261673 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.255165, GIOU: 0.175498), Class: 0.486930, Obj: 0.010565, No Obj: 0.002618, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.782195, iou_loss = 0.057515, total_loss = 1.839709 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001135, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005117, iou_loss = 0.000000, total_loss = 0.005117 total_bbox = 29431, rewritten_bbox = 0.261629 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.384147, GIOU: 0.356661), Class: 0.510212, Obj: 0.033048, No Obj: 0.003106, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.458196, iou_loss = 0.016958, total_loss = 1.475154 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001066, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003982, iou_loss = 0.000000, total_loss = 0.003982 total_bbox = 29435, rewritten_bbox = 0.261593 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.331087, GIOU: 0.320853), Class: 0.574613, Obj: 0.028528, No Obj: 0.003311, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.773651, iou_loss = 0.118511, total_loss = 1.892161 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001186, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004257, iou_loss = 0.000000, total_loss = 0.004257 total_bbox = 29440, rewritten_bbox = 0.261549 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.267866, GIOU: 0.124895), Class: 0.462044, Obj: 0.013668, No Obj: 0.002884, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 3.003158, iou_loss = 0.038181, total_loss = 3.041338 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001117, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004119, iou_loss = 0.000000, total_loss = 0.004119 total_bbox = 29447, rewritten_bbox = 0.261487 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.483773, GIOU: 0.453336), Class: 0.354207, Obj: 0.062060, No Obj: 0.003192, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.181214, iou_loss = 0.023660, total_loss = 1.204874 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001124, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004348, iou_loss = 0.000000, total_loss = 0.004348 total_bbox = 29450, rewritten_bbox = 0.261460 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.254015, GIOU: 0.009001), Class: 0.409269, Obj: 0.030367, No Obj: 0.003425, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.384586, iou_loss = 0.020137, total_loss = 2.404723 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.585104, GIOU: 0.559249), Class: 0.704245, Obj: 0.003232, No Obj: 0.001140, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.333894, iou_loss = 0.292064, total_loss = 0.625958 total_bbox = 29457, rewritten_bbox = 0.261398 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.227347, GIOU: 0.174628), Class: 0.597211, Obj: 0.011276, No Obj: 0.002418, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.412053, iou_loss = 0.025001, total_loss = 1.437054 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001058, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003853, iou_loss = 0.000000, total_loss = 0.003853 total_bbox = 29461, rewritten_bbox = 0.261362 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.303337, GIOU: 0.303337), Class: 0.383455, Obj: 0.048324, No Obj: 0.003077, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.787556, iou_loss = 0.004209, total_loss = 0.791765 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.490767, GIOU: 0.482192), Class: 0.602792, Obj: 0.010359, No Obj: 0.001070, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.688954, iou_loss = 0.783218, total_loss = 1.472172 total_bbox = 29465, rewritten_bbox = 0.261327 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413458, GIOU: 0.289556), Class: 0.425569, Obj: 0.013296, No Obj: 0.002880, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.538253, iou_loss = 0.149452, total_loss = 1.687705 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001145, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004209, iou_loss = 0.000000, total_loss = 0.004209 total_bbox = 29469, rewritten_bbox = 0.261292 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.261722, GIOU: 0.098986), Class: 0.468104, Obj: 0.042207, No Obj: 0.003013, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.420801, iou_loss = 0.020521, total_loss = 1.441321 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001035, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003423, iou_loss = 0.000000, total_loss = 0.003423 total_bbox = 29473, rewritten_bbox = 0.261256 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.402546, GIOU: 0.268997), Class: 0.566490, Obj: 0.047809, No Obj: 0.003287, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.800539, iou_loss = 0.047177, total_loss = 1.847716 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.194560, GIOU: -0.116989), Class: 0.565889, Obj: 0.002787, No Obj: 0.001179, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.707528, iou_loss = 0.865990, total_loss = 1.573518 total_bbox = 29480, rewritten_bbox = 0.261194 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.503807, GIOU: 0.502006), Class: 0.304095, Obj: 0.020443, No Obj: 0.002880, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.638889, iou_loss = 0.249349, total_loss = 1.888238 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.301777, GIOU: 0.198792), Class: 0.588436, Obj: 0.004617, No Obj: 0.001114, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.724055, iou_loss = 0.849883, total_loss = 1.573938 total_bbox = 29486, rewritten_bbox = 0.261141 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.313059, GIOU: 0.201079), Class: 0.560143, Obj: 0.018820, No Obj: 0.003024, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.964318, iou_loss = 0.082387, total_loss = 3.046705 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001108, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003982, iou_loss = 0.000000, total_loss = 0.003982 total_bbox = 29494, rewritten_bbox = 0.261070 % Tensor Cores are disabled until the first 3000 iterations are reached. 369: 0.985222, 0.955506 avg loss, 0.000048 rate, 0.694538 seconds, 23616 images, 0.733366 hours left Loaded: 0.000031 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.520604, GIOU: 0.480288), Class: 0.492619, Obj: 0.056118, No Obj: 0.003295, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.371045, iou_loss = 0.035502, total_loss = 1.406547 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.246042, GIOU: 0.166435), Class: 0.621237, Obj: 0.001495, No Obj: 0.001042, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.393197, iou_loss = 0.084159, total_loss = 0.477355 total_bbox = 29499, rewritten_bbox = 0.261026 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.421658, GIOU: 0.384605), Class: 0.549850, Obj: 0.022463, No Obj: 0.002936, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.796328, iou_loss = 0.178596, total_loss = 1.974923 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001045, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003456, iou_loss = 0.000000, total_loss = 0.003456 total_bbox = 29504, rewritten_bbox = 0.260982 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.354823, GIOU: 0.341573), Class: 0.631159, Obj: 0.013152, No Obj: 0.002431, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.394095, iou_loss = 0.062560, total_loss = 1.456655 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.206572, GIOU: 0.047118), Class: 0.486028, Obj: 0.003134, No Obj: 0.001105, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.579143, iou_loss = 0.116480, total_loss = 1.695623 total_bbox = 29512, rewritten_bbox = 0.260911 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.415357, GIOU: 0.332803), Class: 0.464895, Obj: 0.023074, No Obj: 0.003050, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.518202, iou_loss = 0.097382, total_loss = 2.615584 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.451806, GIOU: 0.451806), Class: 0.386911, Obj: 0.001540, No Obj: 0.001330, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.446213, iou_loss = 0.177953, total_loss = 0.624166 total_bbox = 29519, rewritten_bbox = 0.260849 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.419499, GIOU: 0.387374), Class: 0.534009, Obj: 0.021896, No Obj: 0.002829, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.621251, iou_loss = 0.012288, total_loss = 1.633539 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.219398, GIOU: -0.185358), Class: 0.442580, Obj: 0.000884, No Obj: 0.001047, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.379513, iou_loss = 0.014687, total_loss = 0.394200 total_bbox = 29524, rewritten_bbox = 0.260805 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392076, GIOU: 0.392062), Class: 0.389001, Obj: 0.011515, No Obj: 0.002916, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.492235, iou_loss = 0.053817, total_loss = 1.546052 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001037, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003827, iou_loss = 0.000000, total_loss = 0.003827 total_bbox = 29528, rewritten_bbox = 0.260769 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.403339, GIOU: 0.200311), Class: 0.526897, Obj: 0.012431, No Obj: 0.002693, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.078955, iou_loss = 0.056306, total_loss = 1.135262 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.504985, GIOU: 0.446682), Class: 0.316727, Obj: 0.003445, No Obj: 0.001148, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.443087, iou_loss = 0.651097, total_loss = 1.094185 total_bbox = 29532, rewritten_bbox = 0.260734 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.379336, GIOU: 0.314037), Class: 0.511376, Obj: 0.027103, No Obj: 0.002749, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.604269, iou_loss = 0.014565, total_loss = 1.618834 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001056, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003491, iou_loss = 0.000000, total_loss = 0.003491 total_bbox = 29536, rewritten_bbox = 0.260699 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.444298, GIOU: 0.389514), Class: 0.522187, Obj: 0.030476, No Obj: 0.002564, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.481337, iou_loss = 0.064180, total_loss = 1.545517 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001127, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004155, iou_loss = 0.000000, total_loss = 0.004155 total_bbox = 29540, rewritten_bbox = 0.260664 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.359930, GIOU: 0.296226), Class: 0.594848, Obj: 0.018259, No Obj: 0.002652, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.039318, iou_loss = 0.009434, total_loss = 1.048752 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.373044, GIOU: 0.272388), Class: 0.505823, Obj: 0.020041, No Obj: 0.001074, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.433379, iou_loss = 0.081033, total_loss = 0.514411 total_bbox = 29544, rewritten_bbox = 0.260628 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.317535, GIOU: 0.116412), Class: 0.666386, Obj: 0.034021, No Obj: 0.003160, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.401992, iou_loss = 0.021059, total_loss = 1.423051 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001150, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004914, iou_loss = 0.000000, total_loss = 0.004914 total_bbox = 29548, rewritten_bbox = 0.260593 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.213187, GIOU: 0.144813), Class: 0.467879, Obj: 0.039672, No Obj: 0.003096, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.415692, iou_loss = 0.042904, total_loss = 1.458597 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.259793, GIOU: 0.100840), Class: 0.371742, Obj: 0.003366, No Obj: 0.001118, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.817332, iou_loss = 1.859921, total_loss = 2.677253 total_bbox = 29554, rewritten_bbox = 0.260540 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.257910, GIOU: -0.048642), Class: 0.457408, Obj: 0.025001, No Obj: 0.003348, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.850314, iou_loss = 0.044783, total_loss = 1.895097 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001179, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005144, iou_loss = 0.000000, total_loss = 0.005144 total_bbox = 29559, rewritten_bbox = 0.260496 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.359197, GIOU: 0.283638), Class: 0.484747, Obj: 0.013435, No Obj: 0.002831, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.851624, iou_loss = 0.094295, total_loss = 1.945919 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.244534, GIOU: 0.216569), Class: 0.571357, Obj: 0.002244, No Obj: 0.001018, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.329903, iou_loss = 0.017191, total_loss = 0.347094 total_bbox = 29565, rewritten_bbox = 0.260443 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.395153, GIOU: 0.392883), Class: 0.501927, Obj: 0.029166, No Obj: 0.003425, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.793842, iou_loss = 0.055948, total_loss = 1.849790 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.133229, GIOU: 0.133229), Class: 0.514447, Obj: 0.002768, No Obj: 0.001081, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.349963, iou_loss = 0.017417, total_loss = 0.367380 total_bbox = 29571, rewritten_bbox = 0.260390 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.549724, GIOU: 0.486038), Class: 0.532400, Obj: 0.019509, No Obj: 0.002677, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.115215, iou_loss = 0.016772, total_loss = 1.131987 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.588596, GIOU: 0.523720), Class: 0.387367, Obj: 0.004409, No Obj: 0.001069, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.388618, iou_loss = 0.183188, total_loss = 0.571806 total_bbox = 29575, rewritten_bbox = 0.260355 % Tensor Cores are disabled until the first 3000 iterations are reached. 370: 0.959406, 0.955896 avg loss, 0.000049 rate, 0.687225 seconds, 23680 images, 0.733038 hours left Loaded: 0.000043 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.410664, GIOU: 0.407707), Class: 0.583272, Obj: 0.033743, No Obj: 0.002834, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.111721, iou_loss = 0.037884, total_loss = 1.149605 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001143, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004631, iou_loss = 0.000000, total_loss = 0.004631 total_bbox = 29578, rewritten_bbox = 0.260329 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.719112, GIOU: 0.698560), Class: 0.429120, Obj: 0.024448, No Obj: 0.003082, .5R: 1.000000, .75R: 0.666667, count: 3, class_loss = 1.181697, iou_loss = 0.061625, total_loss = 1.243322 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.207027, GIOU: -0.158484), Class: 0.547803, Obj: 0.000607, No Obj: 0.001130, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.711164, iou_loss = 0.074690, total_loss = 0.785854 total_bbox = 29583, rewritten_bbox = 0.260285 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.408264, GIOU: 0.379512), Class: 0.348537, Obj: 0.021043, No Obj: 0.002887, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.680708, iou_loss = 0.009680, total_loss = 1.690387 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.559902, GIOU: 0.521943), Class: 0.406169, Obj: 0.001824, No Obj: 0.001025, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.466558, iou_loss = 0.221555, total_loss = 0.688113 total_bbox = 29588, rewritten_bbox = 0.260241 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.660122, GIOU: 0.652441), Class: 0.561248, Obj: 0.023024, No Obj: 0.003343, .5R: 1.000000, .75R: 0.500000, count: 4, class_loss = 1.324261, iou_loss = 0.054094, total_loss = 1.378354 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001103, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004251, iou_loss = 0.000000, total_loss = 0.004251 total_bbox = 29592, rewritten_bbox = 0.260205 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.479131, GIOU: 0.385142), Class: 0.591695, Obj: 0.011684, No Obj: 0.002818, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.709367, iou_loss = 0.068891, total_loss = 1.778258 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001115, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005198, iou_loss = 0.000000, total_loss = 0.005198 total_bbox = 29597, rewritten_bbox = 0.260161 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.376468, GIOU: 0.140404), Class: 0.601157, Obj: 0.015039, No Obj: 0.002796, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.862139, iou_loss = 0.088446, total_loss = 1.950585 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001245, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004900, iou_loss = 0.000000, total_loss = 0.004900 total_bbox = 29602, rewritten_bbox = 0.260118 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.387582, GIOU: 0.227746), Class: 0.422724, Obj: 0.015594, No Obj: 0.003029, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.585361, iou_loss = 0.021938, total_loss = 1.607299 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.449411, GIOU: 0.414905), Class: 0.373401, Obj: 0.004423, No Obj: 0.001090, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.429318, iou_loss = 0.133016, total_loss = 0.562334 total_bbox = 29607, rewritten_bbox = 0.260074 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.370269, GIOU: 0.298928), Class: 0.404783, Obj: 0.032099, No Obj: 0.002971, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.559212, iou_loss = 0.014435, total_loss = 1.573647 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001029, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003546, iou_loss = 0.000000, total_loss = 0.003546 total_bbox = 29611, rewritten_bbox = 0.260038 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.209043, GIOU: 0.209043), Class: 0.518555, Obj: 0.001825, No Obj: 0.002930, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.125553, iou_loss = 0.005535, total_loss = 1.131088 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.208350, GIOU: -0.065478), Class: 0.331680, Obj: 0.001163, No Obj: 0.001002, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.384472, iou_loss = 0.191293, total_loss = 0.575765 total_bbox = 29616, rewritten_bbox = 0.263371 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.307087, GIOU: 0.256786), Class: 0.403638, Obj: 0.012460, No Obj: 0.002972, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.885774, iou_loss = 0.010699, total_loss = 1.896473 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001076, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003947, iou_loss = 0.000000, total_loss = 0.003947 total_bbox = 29621, rewritten_bbox = 0.263327 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.308047, GIOU: 0.249380), Class: 0.481789, Obj: 0.027360, No Obj: 0.002795, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.022685, iou_loss = 0.063678, total_loss = 2.086364 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.208421, GIOU: 0.208421), Class: 0.602537, Obj: 0.001351, No Obj: 0.001047, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.373991, iou_loss = 0.037888, total_loss = 0.411879 total_bbox = 29627, rewritten_bbox = 0.263273 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.360447, GIOU: 0.264854), Class: 0.580109, Obj: 0.011696, No Obj: 0.002445, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.824801, iou_loss = 0.067201, total_loss = 1.892002 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.590708, GIOU: 0.590709), Class: 0.424426, Obj: 0.001664, No Obj: 0.001053, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.384631, iou_loss = 0.304102, total_loss = 0.688733 total_bbox = 29633, rewritten_bbox = 0.263220 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.578162, GIOU: 0.511996), Class: 0.575989, Obj: 0.009700, No Obj: 0.002933, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.088379, iou_loss = 0.012818, total_loss = 1.101197 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001126, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004548, iou_loss = 0.000000, total_loss = 0.004548 total_bbox = 29636, rewritten_bbox = 0.263193 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382485, GIOU: 0.300928), Class: 0.355333, Obj: 0.041108, No Obj: 0.003016, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.559670, iou_loss = 0.011254, total_loss = 1.570925 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001074, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003749, iou_loss = 0.000000, total_loss = 0.003749 total_bbox = 29640, rewritten_bbox = 0.263158 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.353796, GIOU: 0.353796), Class: 0.592907, Obj: 0.015382, No Obj: 0.003155, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.056488, iou_loss = 0.056687, total_loss = 1.113175 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.391321, GIOU: 0.271420), Class: 0.580342, Obj: 0.002597, No Obj: 0.001198, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.764702, iou_loss = 0.230032, total_loss = 0.994733 total_bbox = 29645, rewritten_bbox = 0.263113 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.304034, GIOU: 0.118976), Class: 0.397280, Obj: 0.013106, No Obj: 0.002543, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 2.175343, iou_loss = 0.101867, total_loss = 2.277210 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.363525, GIOU: 0.306501), Class: 0.595037, Obj: 0.002865, No Obj: 0.001063, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.695471, iou_loss = 1.820072, total_loss = 2.515543 total_bbox = 29652, rewritten_bbox = 0.263051 % Tensor Cores are disabled until the first 3000 iterations are reached. 371: 0.914073, 0.951714 avg loss, 0.000049 rate, 0.728746 seconds, 23744 images, 0.732637 hours left Loaded: 0.000054 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.475769, GIOU: 0.455645), Class: 0.500654, Obj: 0.078079, No Obj: 0.003203, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.490833, iou_loss = 0.037957, total_loss = 1.528790 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.326163, GIOU: 0.212933), Class: 0.573731, Obj: 0.018411, No Obj: 0.001061, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.349627, iou_loss = 0.061530, total_loss = 0.411157 total_bbox = 29657, rewritten_bbox = 0.263007 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.333370, GIOU: 0.165414), Class: 0.545381, Obj: 0.052399, No Obj: 0.002895, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.057693, iou_loss = 0.068605, total_loss = 1.126298 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.381720, GIOU: 0.264298), Class: 0.437996, Obj: 0.005926, No Obj: 0.001055, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.701987, iou_loss = 0.733737, total_loss = 2.435724 total_bbox = 29664, rewritten_bbox = 0.262945 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.304912, GIOU: 0.187944), Class: 0.521198, Obj: 0.016514, No Obj: 0.003264, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.748458, iou_loss = 0.022952, total_loss = 1.771410 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001249, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.007335, iou_loss = 0.000000, total_loss = 0.007335 total_bbox = 29669, rewritten_bbox = 0.262901 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.362224, GIOU: 0.277875), Class: 0.576972, Obj: 0.011387, No Obj: 0.002721, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.737965, iou_loss = 0.052731, total_loss = 1.790696 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001105, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005305, iou_loss = 0.000000, total_loss = 0.005305 total_bbox = 29674, rewritten_bbox = 0.262856 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.509619, GIOU: 0.479050), Class: 0.549900, Obj: 0.037674, No Obj: 0.003105, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.068082, iou_loss = 0.079927, total_loss = 1.148009 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.365598, GIOU: 0.365598), Class: 0.578547, Obj: 0.002245, No Obj: 0.001101, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.354619, iou_loss = 0.115908, total_loss = 0.470527 total_bbox = 29678, rewritten_bbox = 0.262821 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.500400, GIOU: 0.393178), Class: 0.656265, Obj: 0.015653, No Obj: 0.003025, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.728227, iou_loss = 0.047645, total_loss = 1.775872 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001048, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004299, iou_loss = 0.000000, total_loss = 0.004299 total_bbox = 29683, rewritten_bbox = 0.262777 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.265895, GIOU: 0.236562), Class: 0.501775, Obj: 0.018227, No Obj: 0.002765, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.178026, iou_loss = 0.010176, total_loss = 1.188202 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.296510, GIOU: 0.152933), Class: 0.492557, Obj: 0.016189, No Obj: 0.001043, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.355074, iou_loss = 0.026531, total_loss = 0.381605 total_bbox = 29687, rewritten_bbox = 0.262741 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.402075, GIOU: 0.310303), Class: 0.437125, Obj: 0.052492, No Obj: 0.002913, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.161608, iou_loss = 0.020227, total_loss = 1.181835 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.264705, GIOU: 0.040853), Class: 0.492154, Obj: 0.011125, No Obj: 0.001122, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.743821, iou_loss = 0.047740, total_loss = 0.791561 total_bbox = 29692, rewritten_bbox = 0.262697 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.402902, GIOU: 0.291978), Class: 0.473778, Obj: 0.053286, No Obj: 0.003197, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.091776, iou_loss = 0.097167, total_loss = 1.188943 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001280, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.006972, iou_loss = 0.000000, total_loss = 0.006972 total_bbox = 29695, rewritten_bbox = 0.262670 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.329806, GIOU: 0.329806), Class: 0.413518, Obj: 0.005650, No Obj: 0.002805, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.792871, iou_loss = 0.006024, total_loss = 0.798895 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.267577, GIOU: -0.005361), Class: 0.380540, Obj: 0.001669, No Obj: 0.001060, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.458018, iou_loss = 0.033434, total_loss = 0.491452 total_bbox = 29698, rewritten_bbox = 0.262644 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.269794, GIOU: 0.073699), Class: 0.451809, Obj: 0.074805, No Obj: 0.003439, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.102886, iou_loss = 0.011369, total_loss = 1.114255 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.242047, GIOU: -0.015184), Class: 0.453119, Obj: 0.002631, No Obj: 0.001132, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.319381, iou_loss = 3.996743, total_loss = 5.316124 total_bbox = 29704, rewritten_bbox = 0.262591 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.192321, GIOU: 0.190815), Class: 0.551473, Obj: 0.022202, No Obj: 0.003116, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.354981, iou_loss = 0.028940, total_loss = 1.383921 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001114, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003967, iou_loss = 0.000000, total_loss = 0.003967 total_bbox = 29708, rewritten_bbox = 0.262556 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.196582, GIOU: 0.071546), Class: 0.430251, Obj: 0.026019, No Obj: 0.002773, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.802719, iou_loss = 0.004184, total_loss = 0.806903 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.263714, GIOU: 0.037500), Class: 0.529885, Obj: 0.014828, No Obj: 0.001082, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.711173, iou_loss = 0.102294, total_loss = 0.813468 total_bbox = 29712, rewritten_bbox = 0.262520 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.338820, GIOU: 0.306907), Class: 0.545832, Obj: 0.063801, No Obj: 0.003043, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.398282, iou_loss = 0.023490, total_loss = 1.421772 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001062, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003808, iou_loss = 0.000000, total_loss = 0.003808 total_bbox = 29716, rewritten_bbox = 0.262485 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.251149, GIOU: 0.204751), Class: 0.396619, Obj: 0.019446, No Obj: 0.003587, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.514556, iou_loss = 0.012294, total_loss = 1.526850 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001104, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004325, iou_loss = 0.000000, total_loss = 0.004325 total_bbox = 29720, rewritten_bbox = 0.262450 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.283898, GIOU: 0.141241), Class: 0.530006, Obj: 0.041621, No Obj: 0.002989, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.447549, iou_loss = 0.018835, total_loss = 1.466383 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.326509, GIOU: 0.326509), Class: 0.294894, Obj: 0.003751, No Obj: 0.001103, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.470650, iou_loss = 0.092746, total_loss = 0.563396 total_bbox = 29725, rewritten_bbox = 0.262405 % Tensor Cores are disabled until the first 3000 iterations are reached. 372: 0.858490, 0.942391 avg loss, 0.000050 rate, 0.684471 seconds, 23808 images, 0.732658 hours left Loaded: 0.000058 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.352865, GIOU: 0.189579), Class: 0.702712, Obj: 0.029190, No Obj: 0.002827, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.607775, iou_loss = 0.010629, total_loss = 0.618403 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.465983, GIOU: 0.349698), Class: 0.648464, Obj: 0.001797, No Obj: 0.001069, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.084552, iou_loss = 0.977641, total_loss = 2.062192 total_bbox = 29730, rewritten_bbox = 0.262361 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.273755, GIOU: 0.073256), Class: 0.582136, Obj: 0.019359, No Obj: 0.002811, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.775466, iou_loss = 0.017914, total_loss = 1.793380 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001120, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003913, iou_loss = 0.000000, total_loss = 0.003913 total_bbox = 29735, rewritten_bbox = 0.262317 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.292060, GIOU: 0.216011), Class: 0.478113, Obj: 0.004384, No Obj: 0.002705, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.146198, iou_loss = 0.037244, total_loss = 1.183441 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.218590, GIOU: 0.186081), Class: 0.286056, Obj: 0.006191, No Obj: 0.001107, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.488417, iou_loss = 0.030348, total_loss = 0.518765 total_bbox = 29739, rewritten_bbox = 0.262282 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.312160, GIOU: 0.268419), Class: 0.566023, Obj: 0.018718, No Obj: 0.003044, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.370461, iou_loss = 0.011540, total_loss = 1.382001 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.521978, GIOU: 0.521978), Class: 0.617527, Obj: 0.002949, No Obj: 0.001128, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.382156, iou_loss = 0.237558, total_loss = 0.619714 total_bbox = 29744, rewritten_bbox = 0.262238 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.342567, GIOU: 0.290090), Class: 0.490050, Obj: 0.023014, No Obj: 0.002892, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.538925, iou_loss = 0.076398, total_loss = 2.615323 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000991, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003284, iou_loss = 0.000000, total_loss = 0.003284 total_bbox = 29750, rewritten_bbox = 0.262185 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.339925, GIOU: 0.282931), Class: 0.441213, Obj: 0.014952, No Obj: 0.003214, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.849050, iou_loss = 0.024918, total_loss = 1.873968 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001025, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003956, iou_loss = 0.000000, total_loss = 0.003956 total_bbox = 29755, rewritten_bbox = 0.262141 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.366954, GIOU: 0.331341), Class: 0.484709, Obj: 0.038032, No Obj: 0.003080, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.474130, iou_loss = 0.048545, total_loss = 1.522675 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001073, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003859, iou_loss = 0.000000, total_loss = 0.003859 total_bbox = 29759, rewritten_bbox = 0.262106 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.407669, GIOU: 0.298944), Class: 0.453961, Obj: 0.016480, No Obj: 0.002889, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.518986, iou_loss = 0.136885, total_loss = 1.655871 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001092, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003970, iou_loss = 0.000000, total_loss = 0.003970 total_bbox = 29763, rewritten_bbox = 0.262070 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.257060, GIOU: 0.157228), Class: 0.443073, Obj: 0.008671, No Obj: 0.002774, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 2.142362, iou_loss = 0.021084, total_loss = 2.163446 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000985, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003055, iou_loss = 0.000000, total_loss = 0.003055 total_bbox = 29768, rewritten_bbox = 0.262026 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.446334, GIOU: 0.427090), Class: 0.502936, Obj: 0.012748, No Obj: 0.003300, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.397492, iou_loss = 0.067286, total_loss = 1.464778 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001019, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003431, iou_loss = 0.000000, total_loss = 0.003431 total_bbox = 29772, rewritten_bbox = 0.261991 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.422712, GIOU: 0.397216), Class: 0.660217, Obj: 0.016963, No Obj: 0.002753, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.102722, iou_loss = 0.105428, total_loss = 2.208150 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001053, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004204, iou_loss = 0.000000, total_loss = 0.004204 total_bbox = 29778, rewritten_bbox = 0.261938 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.423259, GIOU: 0.330939), Class: 0.553871, Obj: 0.045488, No Obj: 0.002854, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.490790, iou_loss = 0.033985, total_loss = 1.524776 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.436154, GIOU: 0.347531), Class: 0.481673, Obj: 0.003015, No Obj: 0.001006, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.798246, iou_loss = 0.341810, total_loss = 1.140057 total_bbox = 29784, rewritten_bbox = 0.261886 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.338262, GIOU: 0.307120), Class: 0.658487, Obj: 0.018870, No Obj: 0.003030, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.649366, iou_loss = 0.012569, total_loss = 0.661935 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.418318, GIOU: 0.361527), Class: 0.486836, Obj: 0.001317, No Obj: 0.001017, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.171893, iou_loss = 0.436841, total_loss = 1.608734 total_bbox = 29789, rewritten_bbox = 0.261842 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.505629, GIOU: 0.461827), Class: 0.451319, Obj: 0.030718, No Obj: 0.002714, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.427937, iou_loss = 0.045458, total_loss = 1.473395 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.161227, GIOU: -0.360409), Class: 0.282804, Obj: 0.000847, No Obj: 0.000987, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.469647, iou_loss = 0.007803, total_loss = 0.477450 total_bbox = 29794, rewritten_bbox = 0.261798 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.251931, GIOU: 0.163175), Class: 0.537603, Obj: 0.027258, No Obj: 0.002684, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.082959, iou_loss = 0.016492, total_loss = 1.099452 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.350625, GIOU: 0.350292), Class: 0.424962, Obj: 0.005446, No Obj: 0.001026, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.772868, iou_loss = 0.402037, total_loss = 1.174905 total_bbox = 29799, rewritten_bbox = 0.261754 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.291348, GIOU: 0.266473), Class: 0.604352, Obj: 0.028442, No Obj: 0.002916, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.387945, iou_loss = 0.018729, total_loss = 1.406675 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.268624, GIOU: -0.032618), Class: 0.516524, Obj: 0.002971, No Obj: 0.001012, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.716089, iou_loss = 0.158764, total_loss = 0.874853 total_bbox = 29805, rewritten_bbox = 0.261701 % Tensor Cores are disabled until the first 3000 iterations are reached. 373: 0.942123, 0.942365 avg loss, 0.000051 rate, 0.686167 seconds, 23872 images, 0.732230 hours left Loaded: 0.000062 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.458506, GIOU: 0.330021), Class: 0.777474, Obj: 0.011751, No Obj: 0.003192, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.772745, iou_loss = 0.031805, total_loss = 0.804550 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.337522, GIOU: 0.267991), Class: 0.580897, Obj: 0.011427, No Obj: 0.001093, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.755561, iou_loss = 0.477694, total_loss = 1.233256 total_bbox = 29809, rewritten_bbox = 0.261666 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.419272, GIOU: 0.216023), Class: 0.500322, Obj: 0.034515, No Obj: 0.003239, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.470257, iou_loss = 0.055444, total_loss = 1.525701 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.143031, GIOU: 0.143030), Class: 0.686585, Obj: 0.001374, No Obj: 0.001120, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.440229, iou_loss = 0.017902, total_loss = 0.458130 total_bbox = 29814, rewritten_bbox = 0.261622 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.429398, GIOU: 0.303216), Class: 0.542778, Obj: 0.030137, No Obj: 0.002976, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.711669, iou_loss = 0.051689, total_loss = 1.763358 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.616412, GIOU: 0.592626), Class: 0.518491, Obj: 0.001163, No Obj: 0.001028, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.341840, iou_loss = 0.777276, total_loss = 1.119116 total_bbox = 29820, rewritten_bbox = 0.261569 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.325566, GIOU: 0.235283), Class: 0.553161, Obj: 0.009413, No Obj: 0.002991, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.508460, iou_loss = 0.039591, total_loss = 1.548051 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001020, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003330, iou_loss = 0.000000, total_loss = 0.003330 total_bbox = 29824, rewritten_bbox = 0.261534 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.376499, GIOU: 0.346174), Class: 0.515138, Obj: 0.020784, No Obj: 0.002917, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.487145, iou_loss = 0.041701, total_loss = 1.528846 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001015, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003430, iou_loss = 0.000000, total_loss = 0.003430 total_bbox = 29828, rewritten_bbox = 0.261499 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.405561, GIOU: 0.404629), Class: 0.275874, Obj: 0.007564, No Obj: 0.002457, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.715125, iou_loss = 0.017244, total_loss = 1.732368 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000980, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003022, iou_loss = 0.000000, total_loss = 0.003022 total_bbox = 29832, rewritten_bbox = 0.261464 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.356362, GIOU: 0.286008), Class: 0.505710, Obj: 0.062609, No Obj: 0.002937, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.249332, iou_loss = 0.452909, total_loss = 2.702241 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001049, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003747, iou_loss = 0.000000, total_loss = 0.003747 total_bbox = 29838, rewritten_bbox = 0.261412 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.429916, GIOU: 0.306107), Class: 0.600712, Obj: 0.016267, No Obj: 0.002773, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.054758, iou_loss = 0.087733, total_loss = 1.142491 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.480410, GIOU: 0.480410), Class: 0.421401, Obj: 0.008308, No Obj: 0.001019, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.422635, iou_loss = 0.200490, total_loss = 0.623125 total_bbox = 29842, rewritten_bbox = 0.261377 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.579720, GIOU: 0.561196), Class: 0.472917, Obj: 0.025102, No Obj: 0.003022, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.610462, iou_loss = 0.064497, total_loss = 1.674959 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001096, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004071, iou_loss = 0.000000, total_loss = 0.004071 total_bbox = 29846, rewritten_bbox = 0.261342 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.409807, GIOU: 0.407329), Class: 0.397207, Obj: 0.018316, No Obj: 0.003524, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.632625, iou_loss = 0.015426, total_loss = 1.648051 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001025, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003479, iou_loss = 0.000000, total_loss = 0.003479 total_bbox = 29850, rewritten_bbox = 0.261307 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.318421, GIOU: 0.252578), Class: 0.566778, Obj: 0.010606, No Obj: 0.002720, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.477393, iou_loss = 0.040154, total_loss = 2.517548 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.202015, GIOU: -0.238286), Class: 0.456795, Obj: 0.000648, No Obj: 0.000983, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.350134, iou_loss = 0.013727, total_loss = 0.363861 total_bbox = 29858, rewritten_bbox = 0.261237 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.186138, GIOU: 0.039863), Class: 0.531050, Obj: 0.019228, No Obj: 0.002882, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.576773, iou_loss = 0.014848, total_loss = 1.591621 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001161, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005052, iou_loss = 0.000000, total_loss = 0.005052 total_bbox = 29862, rewritten_bbox = 0.261202 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.539184, GIOU: 0.532570), Class: 0.546327, Obj: 0.034439, No Obj: 0.002712, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.096901, iou_loss = 0.058307, total_loss = 1.155208 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.486276, GIOU: 0.461022), Class: 0.711924, Obj: 0.005239, No Obj: 0.001097, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.322163, iou_loss = 0.135040, total_loss = 0.457203 total_bbox = 29866, rewritten_bbox = 0.261167 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.226094, GIOU: 0.129833), Class: 0.385880, Obj: 0.046629, No Obj: 0.002948, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.870589, iou_loss = 0.051081, total_loss = 1.921670 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.186718, GIOU: -0.202499), Class: 0.439918, Obj: 0.000623, No Obj: 0.000975, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.658647, iou_loss = 6.014377, total_loss = 8.673024 total_bbox = 29879, rewritten_bbox = 0.264400 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.267811, GIOU: 0.111283), Class: 0.406929, Obj: 0.019450, No Obj: 0.002849, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.674582, iou_loss = 0.012136, total_loss = 2.686719 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001066, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003460, iou_loss = 0.000000, total_loss = 0.003460 total_bbox = 29886, rewritten_bbox = 0.264338 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.473660, GIOU: 0.458950), Class: 0.410709, Obj: 0.017983, No Obj: 0.002697, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.186927, iou_loss = 0.074002, total_loss = 1.260930 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.420689, GIOU: 0.420689), Class: 0.524832, Obj: 0.001031, No Obj: 0.001034, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.356808, iou_loss = 0.152285, total_loss = 0.509092 total_bbox = 29890, rewritten_bbox = 0.264302 % Tensor Cores are disabled until the first 3000 iterations are reached. 374: 1.001079, 0.948236 avg loss, 0.000051 rate, 0.699613 seconds, 23936 images, 0.731821 hours left Loaded: 0.000038 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.384674, GIOU: 0.384674), Class: 0.502153, Obj: 0.025337, No Obj: 0.002475, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.174276, iou_loss = 0.026052, total_loss = 1.200328 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.426646, GIOU: 0.359887), Class: 0.459461, Obj: 0.000791, No Obj: 0.000987, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.712565, iou_loss = 0.207822, total_loss = 0.920386 total_bbox = 29895, rewritten_bbox = 0.264258 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.300799, GIOU: 0.295336), Class: 0.477003, Obj: 0.048730, No Obj: 0.003177, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.406078, iou_loss = 0.018306, total_loss = 1.424384 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.274230, GIOU: 0.274230), Class: 0.556013, Obj: 0.003079, No Obj: 0.001048, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.377749, iou_loss = 0.065524, total_loss = 0.443273 total_bbox = 29900, rewritten_bbox = 0.264214 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.301308, GIOU: 0.301308), Class: 0.417394, Obj: 0.015456, No Obj: 0.002959, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.059457, iou_loss = 0.031116, total_loss = 2.090574 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.406798, GIOU: 0.352110), Class: 0.341522, Obj: 0.002395, No Obj: 0.000995, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.444885, iou_loss = 0.144741, total_loss = 0.589626 total_bbox = 29906, rewritten_bbox = 0.264161 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.362073, GIOU: 0.293421), Class: 0.480962, Obj: 0.035652, No Obj: 0.003044, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.614811, iou_loss = 0.033723, total_loss = 1.648535 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.309521, GIOU: 0.270468), Class: 0.439520, Obj: 0.008933, No Obj: 0.000984, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.399516, iou_loss = 0.228470, total_loss = 0.627986 total_bbox = 29911, rewritten_bbox = 0.264117 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.211133, GIOU: 0.144020), Class: 0.780405, Obj: 0.018554, No Obj: 0.002955, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.887537, iou_loss = 0.006517, total_loss = 0.894054 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: -0.835438), Class: 0.448975, Obj: 0.001656, No Obj: 0.001035, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.386988, iou_loss = 0.069289, total_loss = 0.456277 total_bbox = 29915, rewritten_bbox = 0.264082 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.290277, GIOU: 0.119460), Class: 0.420239, Obj: 0.007711, No Obj: 0.002587, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.178633, iou_loss = 0.004856, total_loss = 1.183489 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.297178, GIOU: 0.182953), Class: 0.552512, Obj: 0.001286, No Obj: 0.001053, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.060065, iou_loss = 2.886536, total_loss = 3.946600 total_bbox = 29921, rewritten_bbox = 0.264029 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.290076, GIOU: 0.244830), Class: 0.588670, Obj: 0.024599, No Obj: 0.003077, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.394064, iou_loss = 0.034993, total_loss = 1.429057 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.420776, GIOU: 0.402101), Class: 0.563506, Obj: 0.015368, No Obj: 0.001068, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.713902, iou_loss = 0.240998, total_loss = 0.954901 total_bbox = 29927, rewritten_bbox = 0.263976 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.285928, GIOU: 0.218672), Class: 0.501144, Obj: 0.019075, No Obj: 0.003160, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.285955, iou_loss = 0.033247, total_loss = 2.319201 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001106, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004117, iou_loss = 0.000000, total_loss = 0.004117 total_bbox = 29933, rewritten_bbox = 0.263923 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.299479, GIOU: 0.175662), Class: 0.539321, Obj: 0.028097, No Obj: 0.003653, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.317346, iou_loss = 0.004548, total_loss = 1.321894 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001009, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003958, iou_loss = 0.000000, total_loss = 0.003958 total_bbox = 29937, rewritten_bbox = 0.263887 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.415761, GIOU: 0.263510), Class: 0.526812, Obj: 0.033722, No Obj: 0.002880, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.340359, iou_loss = 0.095135, total_loss = 1.435494 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.403451, GIOU: 0.237308), Class: 0.489132, Obj: 0.003342, No Obj: 0.000976, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.176169, iou_loss = 0.975200, total_loss = 2.151370 total_bbox = 29944, rewritten_bbox = 0.263826 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.386751, GIOU: 0.230750), Class: 0.427284, Obj: 0.024839, No Obj: 0.003441, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.943466, iou_loss = 0.088426, total_loss = 2.031892 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001048, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003989, iou_loss = 0.000000, total_loss = 0.003989 total_bbox = 29949, rewritten_bbox = 0.263782 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.409489, GIOU: 0.275371), Class: 0.579058, Obj: 0.038342, No Obj: 0.003306, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.396451, iou_loss = 0.031481, total_loss = 1.427932 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.425044, GIOU: 0.370671), Class: 0.482438, Obj: 0.001011, No Obj: 0.001000, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.800195, iou_loss = 0.609961, total_loss = 1.410155 total_bbox = 29955, rewritten_bbox = 0.263729 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.235602, GIOU: 0.170855), Class: 0.483556, Obj: 0.021191, No Obj: 0.003213, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.857549, iou_loss = 0.017110, total_loss = 1.874659 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000996, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004026, iou_loss = 0.000000, total_loss = 0.004026 total_bbox = 29960, rewritten_bbox = 0.263685 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.459149, GIOU: 0.383795), Class: 0.586406, Obj: 0.019997, No Obj: 0.003234, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.105194, iou_loss = 0.201734, total_loss = 2.306927 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001018, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004166, iou_loss = 0.000000, total_loss = 0.004166 total_bbox = 29966, rewritten_bbox = 0.263632 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392671, GIOU: 0.358573), Class: 0.484615, Obj: 0.030197, No Obj: 0.002972, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.814723, iou_loss = 0.104207, total_loss = 1.918930 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.449075, GIOU: 0.429334), Class: 0.539603, Obj: 0.001548, No Obj: 0.001063, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.733808, iou_loss = 0.866107, total_loss = 1.599915 total_bbox = 29973, rewritten_bbox = 0.263571 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.189861, GIOU: 0.073370), Class: 0.417362, Obj: 0.020092, No Obj: 0.003055, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.113647, iou_loss = 0.008237, total_loss = 1.121884 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.046658, GIOU: -0.623247), Class: 0.518186, Obj: 0.001219, No Obj: 0.001070, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.870617, iou_loss = 0.004859, total_loss = 0.875476 total_bbox = 29978, rewritten_bbox = 0.263527 % Tensor Cores are disabled until the first 3000 iterations are reached. 375: 1.028342, 0.956247 avg loss, 0.000052 rate, 0.738443 seconds, 24000 images, 0.731550 hours left Loaded: 0.000043 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.354196, GIOU: 0.339719), Class: 0.449076, Obj: 0.049905, No Obj: 0.003141, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.083049, iou_loss = 0.011859, total_loss = 1.094908 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.481469, GIOU: 0.381159), Class: 0.529486, Obj: 0.006790, No Obj: 0.000983, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.406313, iou_loss = 0.131587, total_loss = 0.537900 total_bbox = 29982, rewritten_bbox = 0.263491 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382729, GIOU: 0.238423), Class: 0.427934, Obj: 0.010202, No Obj: 0.003011, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.462939, iou_loss = 0.049465, total_loss = 2.512404 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.424519, GIOU: 0.408872), Class: 0.549535, Obj: 0.003452, No Obj: 0.001017, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.103654, iou_loss = 1.347219, total_loss = 2.450873 total_bbox = 29991, rewritten_bbox = 0.263412 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.223194, GIOU: 0.127510), Class: 0.560519, Obj: 0.024529, No Obj: 0.002713, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.357708, iou_loss = 0.010818, total_loss = 1.368526 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001058, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004006, iou_loss = 0.000000, total_loss = 0.004006 total_bbox = 29995, rewritten_bbox = 0.263377 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.393818, GIOU: 0.381778), Class: 0.405619, Obj: 0.035210, No Obj: 0.002774, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.202266, iou_loss = 0.027411, total_loss = 1.229677 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.280852, GIOU: 0.118288), Class: 0.655340, Obj: 0.005405, No Obj: 0.001004, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.621508, iou_loss = 0.164300, total_loss = 0.785807 total_bbox = 30000, rewritten_bbox = 0.263333 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.449631, GIOU: 0.444435), Class: 0.388334, Obj: 0.052026, No Obj: 0.002844, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.500362, iou_loss = 0.053728, total_loss = 1.554090 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000991, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003311, iou_loss = 0.000000, total_loss = 0.003311 total_bbox = 30004, rewritten_bbox = 0.263298 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.391028, GIOU: 0.364144), Class: 0.458112, Obj: 0.010700, No Obj: 0.002675, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.490834, iou_loss = 0.037761, total_loss = 1.528595 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.426530, GIOU: 0.426530), Class: 0.680376, Obj: 0.046819, No Obj: 0.001113, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.311898, iou_loss = 0.158621, total_loss = 0.470519 total_bbox = 30009, rewritten_bbox = 0.263254 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.449583, GIOU: 0.359869), Class: 0.524684, Obj: 0.033276, No Obj: 0.002900, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.404289, iou_loss = 0.023094, total_loss = 1.427382 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000949, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003222, iou_loss = 0.000000, total_loss = 0.003222 total_bbox = 30013, rewritten_bbox = 0.263219 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.399314, GIOU: 0.307512), Class: 0.441321, Obj: 0.022067, No Obj: 0.002850, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.248661, iou_loss = 0.010664, total_loss = 1.259326 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.425201, GIOU: 0.290616), Class: 0.488730, Obj: 0.003803, No Obj: 0.001027, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.397555, iou_loss = 0.070772, total_loss = 0.468327 total_bbox = 30017, rewritten_bbox = 0.263184 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.275411, GIOU: 0.254210), Class: 0.474462, Obj: 0.077512, No Obj: 0.002712, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.979938, iou_loss = 0.022610, total_loss = 1.002547 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.486072, GIOU: 0.434410), Class: 0.471532, Obj: 0.001289, No Obj: 0.001008, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.880131, iou_loss = 2.370088, total_loss = 4.250219 total_bbox = 30025, rewritten_bbox = 0.263114 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.432370, GIOU: 0.415359), Class: 0.448904, Obj: 0.031854, No Obj: 0.002884, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.519195, iou_loss = 0.089586, total_loss = 1.608781 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.436822, GIOU: 0.307901), Class: 0.465375, Obj: 0.019911, No Obj: 0.001060, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.407410, iou_loss = 0.100774, total_loss = 0.508183 total_bbox = 30030, rewritten_bbox = 0.263070 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.482275, GIOU: 0.481410), Class: 0.489721, Obj: 0.012823, No Obj: 0.003185, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.347217, iou_loss = 0.014328, total_loss = 1.361545 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000966, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003032, iou_loss = 0.000000, total_loss = 0.003032 total_bbox = 30034, rewritten_bbox = 0.263035 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.149936, GIOU: 0.063916), Class: 0.503211, Obj: 0.013762, No Obj: 0.002505, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.055134, iou_loss = 0.005699, total_loss = 1.060833 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: -0.125486), Class: 0.464202, Obj: 0.002964, No Obj: 0.001033, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.365818, iou_loss = 0.274695, total_loss = 0.640513 total_bbox = 30038, rewritten_bbox = 0.263000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.336323, GIOU: 0.318472), Class: 0.631672, Obj: 0.006865, No Obj: 0.002998, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.395520, iou_loss = 0.015422, total_loss = 1.410942 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.415600, GIOU: 0.287031), Class: 0.505922, Obj: 0.003242, No Obj: 0.001054, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.353976, iou_loss = 0.387175, total_loss = 0.741151 total_bbox = 30043, rewritten_bbox = 0.262956 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.329740, GIOU: 0.258202), Class: 0.464741, Obj: 0.009540, No Obj: 0.003143, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.085706, iou_loss = 0.029340, total_loss = 1.115046 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.393450, GIOU: 0.291869), Class: 0.522368, Obj: 0.001649, No Obj: 0.000990, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.776279, iou_loss = 0.343040, total_loss = 1.119319 total_bbox = 30048, rewritten_bbox = 0.262913 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.347279, GIOU: 0.304904), Class: 0.555367, Obj: 0.017989, No Obj: 0.002850, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.714619, iou_loss = 0.091110, total_loss = 1.805729 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000946, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002902, iou_loss = 0.000000, total_loss = 0.002902 total_bbox = 30053, rewritten_bbox = 0.262869 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.310801, GIOU: 0.204176), Class: 0.498292, Obj: 0.043989, No Obj: 0.003067, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.514369, iou_loss = 0.027496, total_loss = 1.541865 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.545309, GIOU: 0.477019), Class: 0.316475, Obj: 0.010547, No Obj: 0.001019, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.445704, iou_loss = 0.268004, total_loss = 0.713708 total_bbox = 30058, rewritten_bbox = 0.262825 % Tensor Cores are disabled until the first 3000 iterations are reached. 376: 0.929550, 0.953577 avg loss, 0.000052 rate, 0.678796 seconds, 24064 images, 0.731671 hours left Loaded: 0.000065 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.460834, GIOU: 0.422677), Class: 0.541361, Obj: 0.020393, No Obj: 0.002819, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.450542, iou_loss = 0.139555, total_loss = 1.590096 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000941, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002910, iou_loss = 0.000000, total_loss = 0.002910 total_bbox = 30062, rewritten_bbox = 0.262790 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.313075, GIOU: 0.148574), Class: 0.445068, Obj: 0.025369, No Obj: 0.003171, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.895824, iou_loss = 0.055331, total_loss = 1.951156 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.296047, GIOU: 0.053382), Class: 0.389439, Obj: 0.008381, No Obj: 0.001031, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.400830, iou_loss = 0.027501, total_loss = 0.428331 total_bbox = 30068, rewritten_bbox = 0.262738 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.349696, GIOU: 0.246300), Class: 0.445920, Obj: 0.025117, No Obj: 0.002927, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.603279, iou_loss = 0.007022, total_loss = 1.610301 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001029, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003871, iou_loss = 0.000000, total_loss = 0.003871 total_bbox = 30072, rewritten_bbox = 0.262703 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.540234, GIOU: 0.476737), Class: 0.539063, Obj: 0.053137, No Obj: 0.003223, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.376516, iou_loss = 0.048134, total_loss = 1.424650 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.172018, GIOU: 0.172018), Class: 0.382060, Obj: 0.000475, No Obj: 0.000952, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.413583, iou_loss = 0.025725, total_loss = 0.439309 total_bbox = 30077, rewritten_bbox = 0.262659 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.529126, GIOU: 0.526281), Class: 0.421955, Obj: 0.014163, No Obj: 0.003297, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.265853, iou_loss = 0.046074, total_loss = 1.311927 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.297509, GIOU: 0.151194), Class: 0.322628, Obj: 0.001331, No Obj: 0.000991, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.435020, iou_loss = 0.152068, total_loss = 0.587088 total_bbox = 30081, rewritten_bbox = 0.262624 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.361769, GIOU: 0.303958), Class: 0.507044, Obj: 0.027391, No Obj: 0.003167, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.789572, iou_loss = 0.087081, total_loss = 1.876652 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.406249, GIOU: 0.406249), Class: 0.529891, Obj: 0.003478, No Obj: 0.001043, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.359466, iou_loss = 0.144022, total_loss = 0.503488 total_bbox = 30087, rewritten_bbox = 0.262572 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.292422, GIOU: 0.258242), Class: 0.439380, Obj: 0.018017, No Obj: 0.003405, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.500198, iou_loss = 0.012666, total_loss = 1.512864 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001017, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003454, iou_loss = 0.000000, total_loss = 0.003454 total_bbox = 30091, rewritten_bbox = 0.262537 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.353375, GIOU: 0.284978), Class: 0.485688, Obj: 0.063340, No Obj: 0.003194, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.383011, iou_loss = 0.060544, total_loss = 1.443556 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001034, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003988, iou_loss = 0.000000, total_loss = 0.003988 total_bbox = 30095, rewritten_bbox = 0.262502 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.321353, GIOU: 0.229080), Class: 0.588639, Obj: 0.039314, No Obj: 0.003065, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.159552, iou_loss = 0.016429, total_loss = 1.175981 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.115223, GIOU: -0.218349), Class: 0.631186, Obj: 0.004109, No Obj: 0.000983, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.347823, iou_loss = 0.019470, total_loss = 0.367293 total_bbox = 30099, rewritten_bbox = 0.262467 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.410064, GIOU: 0.393521), Class: 0.677404, Obj: 0.034047, No Obj: 0.003183, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.251239, iou_loss = 0.034589, total_loss = 1.285828 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000989, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003174, iou_loss = 0.000000, total_loss = 0.003174 total_bbox = 30103, rewritten_bbox = 0.262432 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.433702, GIOU: 0.318429), Class: 0.531071, Obj: 0.013112, No Obj: 0.003133, .5R: 0.285714, .75R: 0.142857, count: 7, class_loss = 2.614758, iou_loss = 0.029429, total_loss = 2.644187 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001021, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003651, iou_loss = 0.000000, total_loss = 0.003651 total_bbox = 30110, rewritten_bbox = 0.262371 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.438343, GIOU: 0.390167), Class: 0.536390, Obj: 0.005487, No Obj: 0.002601, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.089485, iou_loss = 0.096337, total_loss = 1.185821 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.495377, GIOU: 0.475819), Class: 0.658278, Obj: 0.007900, No Obj: 0.001014, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.708660, iou_loss = 0.448617, total_loss = 1.157277 total_bbox = 30115, rewritten_bbox = 0.262328 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.600559, GIOU: 0.560736), Class: 0.391227, Obj: 0.016680, No Obj: 0.002602, .5R: 0.500000, .75R: 0.500000, count: 2, class_loss = 0.873953, iou_loss = 0.038712, total_loss = 0.912665 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.241526, GIOU: -0.188130), Class: 0.648376, Obj: 0.001391, No Obj: 0.001065, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.608307, iou_loss = 0.259608, total_loss = 0.867915 total_bbox = 30119, rewritten_bbox = 0.262293 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.325330, GIOU: 0.321640), Class: 0.657862, Obj: 0.010590, No Obj: 0.002376, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.758782, iou_loss = 0.018066, total_loss = 1.776847 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000955, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003117, iou_loss = 0.000000, total_loss = 0.003117 total_bbox = 30124, rewritten_bbox = 0.262249 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.249254, GIOU: -0.108284), Class: 0.544157, Obj: 0.022411, No Obj: 0.003172, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.508751, iou_loss = 0.008482, total_loss = 1.517233 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.389687, GIOU: 0.240698), Class: 0.714454, Obj: 0.001993, No Obj: 0.001017, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.315803, iou_loss = 0.054735, total_loss = 0.370538 total_bbox = 30129, rewritten_bbox = 0.262206 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.465968, GIOU: 0.444837), Class: 0.519329, Obj: 0.018200, No Obj: 0.002996, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.526635, iou_loss = 0.021927, total_loss = 1.548562 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.197964, GIOU: -0.202938), Class: 0.595377, Obj: 0.001546, No Obj: 0.001037, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.706139, iou_loss = 0.954622, total_loss = 1.660761 total_bbox = 30136, rewritten_bbox = 0.265463 % Tensor Cores are disabled until the first 3000 iterations are reached. 377: 0.895211, 0.947740 avg loss, 0.000053 rate, 0.695161 seconds, 24128 images, 0.731188 hours left Loaded: 0.000039 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.345466, GIOU: 0.323807), Class: 0.506061, Obj: 0.066577, No Obj: 0.002974, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.958281, iou_loss = 0.102615, total_loss = 1.060896 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.250533, GIOU: -0.023393), Class: 0.361685, Obj: 0.001313, No Obj: 0.001022, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.781129, iou_loss = 0.040348, total_loss = 0.821477 total_bbox = 30141, rewritten_bbox = 0.265419 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.388836, GIOU: 0.345674), Class: 0.527860, Obj: 0.026332, No Obj: 0.003219, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.701308, iou_loss = 0.016898, total_loss = 0.718206 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.042532, GIOU: -0.552594), Class: 0.411485, Obj: 0.002708, No Obj: 0.001016, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.216652, iou_loss = 0.096839, total_loss = 1.313492 total_bbox = 30146, rewritten_bbox = 0.265375 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.341440, GIOU: 0.186679), Class: 0.492586, Obj: 0.048822, No Obj: 0.003067, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.115076, iou_loss = 0.005370, total_loss = 1.120446 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.250957, GIOU: 0.053186), Class: 0.393796, Obj: 0.004494, No Obj: 0.000967, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.259954, iou_loss = 0.146493, total_loss = 1.406447 total_bbox = 30152, rewritten_bbox = 0.265322 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.400105, GIOU: 0.257663), Class: 0.426042, Obj: 0.017016, No Obj: 0.002940, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.386777, iou_loss = 0.058018, total_loss = 2.444796 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.331827, GIOU: 0.146405), Class: 0.746944, Obj: 0.000656, No Obj: 0.000996, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.295036, iou_loss = 0.056266, total_loss = 0.351303 total_bbox = 30159, rewritten_bbox = 0.265261 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.424102, GIOU: 0.417163), Class: 0.588522, Obj: 0.080723, No Obj: 0.002903, .5R: 0.500000, .75R: 0.500000, count: 2, class_loss = 0.664708, iou_loss = 0.014006, total_loss = 0.678713 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.318365, GIOU: 0.221287), Class: 0.664176, Obj: 0.025211, No Obj: 0.001011, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.642588, iou_loss = 0.533166, total_loss = 1.175753 total_bbox = 30163, rewritten_bbox = 0.265226 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.446056, GIOU: 0.332372), Class: 0.484640, Obj: 0.013472, No Obj: 0.002697, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.666339, iou_loss = 0.072792, total_loss = 1.739131 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.334912, GIOU: 0.093984), Class: 0.564587, Obj: 0.005202, No Obj: 0.000935, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.372497, iou_loss = 0.139649, total_loss = 0.512145 total_bbox = 30168, rewritten_bbox = 0.265182 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.409177, GIOU: 0.314318), Class: 0.437396, Obj: 0.013567, No Obj: 0.003312, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.951793, iou_loss = 0.025634, total_loss = 1.977428 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000951, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003071, iou_loss = 0.000000, total_loss = 0.003071 total_bbox = 30173, rewritten_bbox = 0.265138 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.301607, GIOU: 0.227737), Class: 0.469651, Obj: 0.030427, No Obj: 0.002790, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.438720, iou_loss = 0.012500, total_loss = 1.451220 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000906, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002606, iou_loss = 0.000000, total_loss = 0.002606 total_bbox = 30177, rewritten_bbox = 0.265103 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.474454, GIOU: 0.463636), Class: 0.507950, Obj: 0.045311, No Obj: 0.002758, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.487935, iou_loss = 0.025019, total_loss = 1.512954 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.237632, GIOU: 0.237632), Class: 0.585982, Obj: 0.006156, No Obj: 0.000941, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.393335, iou_loss = 0.050938, total_loss = 0.444273 total_bbox = 30182, rewritten_bbox = 0.265059 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.295482, GIOU: 0.208454), Class: 0.599191, Obj: 0.022123, No Obj: 0.002883, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.096972, iou_loss = 0.059224, total_loss = 2.156196 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.523393, GIOU: 0.511462), Class: 0.574334, Obj: 0.001532, No Obj: 0.000979, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.338985, iou_loss = 0.843406, total_loss = 1.182390 total_bbox = 30189, rewritten_bbox = 0.264997 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.240296, GIOU: 0.083954), Class: 0.419026, Obj: 0.027674, No Obj: 0.003366, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.404279, iou_loss = 0.011595, total_loss = 1.415875 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001086, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004669, iou_loss = 0.000000, total_loss = 0.004669 total_bbox = 30193, rewritten_bbox = 0.264962 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.359320, GIOU: 0.244336), Class: 0.356420, Obj: 0.012080, No Obj: 0.002962, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.681025, iou_loss = 0.086287, total_loss = 1.767312 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.390221, GIOU: 0.197910), Class: 0.567527, Obj: 0.001504, No Obj: 0.000993, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.356232, iou_loss = 0.202864, total_loss = 0.559097 total_bbox = 30198, rewritten_bbox = 0.264918 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.427359, GIOU: 0.418659), Class: 0.505223, Obj: 0.009057, No Obj: 0.002488, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.810356, iou_loss = 0.123985, total_loss = 1.934342 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.443557, GIOU: 0.398217), Class: 0.525781, Obj: 0.003712, No Obj: 0.000987, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.337540, iou_loss = 0.119645, total_loss = 0.457184 total_bbox = 30204, rewritten_bbox = 0.264866 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.356474, GIOU: 0.203660), Class: 0.501715, Obj: 0.025754, No Obj: 0.002711, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.474527, iou_loss = 0.051519, total_loss = 1.526045 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000957, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003113, iou_loss = 0.000000, total_loss = 0.003113 total_bbox = 30208, rewritten_bbox = 0.264830 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.223629, GIOU: 0.133086), Class: 0.317589, Obj: 0.016713, No Obj: 0.003325, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.706601, iou_loss = 0.030355, total_loss = 2.736956 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.262890, GIOU: 0.133089), Class: 0.538972, Obj: 0.006753, No Obj: 0.000998, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.711656, iou_loss = 0.074536, total_loss = 0.786192 total_bbox = 30216, rewritten_bbox = 0.264760 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.307335, GIOU: 0.245313), Class: 0.458283, Obj: 0.014397, No Obj: 0.003291, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.574585, iou_loss = 0.021976, total_loss = 1.596560 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001016, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003625, iou_loss = 0.000000, total_loss = 0.003625 total_bbox = 30220, rewritten_bbox = 0.264725 % Tensor Cores are disabled until the first 3000 iterations are reached. 378: 1.004835, 0.953450 avg loss, 0.000053 rate, 0.720556 seconds, 24192 images, 0.730873 hours left Loaded: 0.000039 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.289248, GIOU: 0.168174), Class: 0.409973, Obj: 0.006918, No Obj: 0.002621, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.131855, iou_loss = 0.032125, total_loss = 1.163980 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.244249, GIOU: 0.008151), Class: 0.568109, Obj: 0.002515, No Obj: 0.001027, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.368351, iou_loss = 0.202675, total_loss = 0.571026 total_bbox = 30224, rewritten_bbox = 0.264690 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344828, GIOU: 0.227530), Class: 0.477489, Obj: 0.030944, No Obj: 0.002868, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.434995, iou_loss = 0.044958, total_loss = 1.479952 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000948, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003075, iou_loss = 0.000000, total_loss = 0.003075 total_bbox = 30228, rewritten_bbox = 0.264655 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.387537, GIOU: 0.349119), Class: 0.442539, Obj: 0.009613, No Obj: 0.002754, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.434789, iou_loss = 0.028981, total_loss = 1.463770 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.443480, GIOU: 0.297054), Class: 0.655709, Obj: 0.001060, No Obj: 0.000982, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.324650, iou_loss = 0.093380, total_loss = 0.418029 total_bbox = 30233, rewritten_bbox = 0.264612 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.412099, GIOU: 0.321527), Class: 0.437698, Obj: 0.024190, No Obj: 0.003027, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.509585, iou_loss = 0.096871, total_loss = 1.606456 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000953, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003452, iou_loss = 0.000000, total_loss = 0.003452 total_bbox = 30237, rewritten_bbox = 0.264577 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.283444, GIOU: 0.147676), Class: 0.341144, Obj: 0.040126, No Obj: 0.002797, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.710772, iou_loss = 0.025560, total_loss = 1.736332 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001002, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003593, iou_loss = 0.000000, total_loss = 0.003593 total_bbox = 30241, rewritten_bbox = 0.264542 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.523044, GIOU: 0.478536), Class: 0.522695, Obj: 0.004323, No Obj: 0.002669, .5R: 1.000000, .75R: 0.000000, count: 3, class_loss = 1.134707, iou_loss = 0.118284, total_loss = 1.252992 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.239293, GIOU: -0.129641), Class: 0.354984, Obj: 0.001757, No Obj: 0.000966, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.478664, iou_loss = 0.067158, total_loss = 0.545822 total_bbox = 30245, rewritten_bbox = 0.264507 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.464354, GIOU: 0.378380), Class: 0.395977, Obj: 0.011747, No Obj: 0.003413, .5R: 0.500000, .75R: 0.333333, count: 6, class_loss = 2.436313, iou_loss = 0.056173, total_loss = 2.492486 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000946, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002950, iou_loss = 0.000000, total_loss = 0.002950 total_bbox = 30251, rewritten_bbox = 0.264454 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.522812, GIOU: 0.478133), Class: 0.533227, Obj: 0.070578, No Obj: 0.003632, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.671985, iou_loss = 0.048456, total_loss = 1.720441 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001000, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003357, iou_loss = 0.000000, total_loss = 0.003357 total_bbox = 30256, rewritten_bbox = 0.264410 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.369003, GIOU: 0.332603), Class: 0.525724, Obj: 0.010161, No Obj: 0.003129, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.518694, iou_loss = 0.045534, total_loss = 1.564228 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000938, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002890, iou_loss = 0.000000, total_loss = 0.002890 total_bbox = 30260, rewritten_bbox = 0.264375 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.317550, GIOU: 0.274107), Class: 0.476616, Obj: 0.047609, No Obj: 0.002828, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.132479, iou_loss = 0.063656, total_loss = 2.196135 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.194410, GIOU: -0.150781), Class: 0.535716, Obj: 0.001105, No Obj: 0.000999, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.745919, iou_loss = 0.105480, total_loss = 0.851400 total_bbox = 30268, rewritten_bbox = 0.264306 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.386862, GIOU: 0.382283), Class: 0.510637, Obj: 0.019530, No Obj: 0.002839, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.457639, iou_loss = 0.079776, total_loss = 1.537415 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000944, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003337, iou_loss = 0.000000, total_loss = 0.003337 total_bbox = 30272, rewritten_bbox = 0.264271 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.384974, GIOU: 0.315198), Class: 0.479568, Obj: 0.019590, No Obj: 0.002762, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.555784, iou_loss = 0.055450, total_loss = 1.611234 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.479620, GIOU: 0.373317), Class: 0.399128, Obj: 0.006910, No Obj: 0.001012, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.788835, iou_loss = 0.248712, total_loss = 1.037547 total_bbox = 30278, rewritten_bbox = 0.264218 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.462059, GIOU: 0.367906), Class: 0.471092, Obj: 0.012860, No Obj: 0.002766, .5R: 0.666667, .75R: 0.000000, count: 6, class_loss = 2.310470, iou_loss = 0.067370, total_loss = 2.377840 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000951, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003105, iou_loss = 0.000000, total_loss = 0.003105 total_bbox = 30284, rewritten_bbox = 0.264166 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.277493, GIOU: 0.216857), Class: 0.398280, Obj: 0.013076, No Obj: 0.002793, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.660098, iou_loss = 0.010077, total_loss = 1.670175 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001008, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004175, iou_loss = 0.000000, total_loss = 0.004175 total_bbox = 30288, rewritten_bbox = 0.264131 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.367033, GIOU: 0.260625), Class: 0.404663, Obj: 0.027169, No Obj: 0.002924, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.553811, iou_loss = 0.008437, total_loss = 1.562248 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000942, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003562, iou_loss = 0.000000, total_loss = 0.003562 total_bbox = 30292, rewritten_bbox = 0.264096 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.235786, GIOU: 0.056771), Class: 0.525558, Obj: 0.022955, No Obj: 0.002525, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.474193, iou_loss = 0.038390, total_loss = 1.512582 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.802758, GIOU: 0.797762), Class: 0.498293, Obj: 0.028897, No Obj: 0.000988, .5R: 1.000000, .75R: 1.000000, count: 1, class_loss = 0.383878, iou_loss = 0.618857, total_loss = 1.002735 total_bbox = 30297, rewritten_bbox = 0.264053 % Tensor Cores are disabled until the first 3000 iterations are reached. 379: 0.921544, 0.950259 avg loss, 0.000054 rate, 0.678999 seconds, 24256 images, 0.730815 hours left Loaded: 0.000063 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.390432, GIOU: 0.357502), Class: 0.494254, Obj: 0.027009, No Obj: 0.002542, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.885674, iou_loss = 0.204987, total_loss = 2.090662 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000992, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003912, iou_loss = 0.000000, total_loss = 0.003912 total_bbox = 30302, rewritten_bbox = 0.264009 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.394082, GIOU: 0.380801), Class: 0.462518, Obj: 0.009809, No Obj: 0.003205, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.826172, iou_loss = 0.077029, total_loss = 1.903202 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.675761, GIOU: 0.661251), Class: 0.631261, Obj: 0.001119, No Obj: 0.000955, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.325596, iou_loss = 1.657277, total_loss = 1.982873 total_bbox = 30308, rewritten_bbox = 0.263957 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.361462, GIOU: 0.250489), Class: 0.471392, Obj: 0.010497, No Obj: 0.002587, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.051134, iou_loss = 0.020393, total_loss = 1.071527 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.300966, GIOU: 0.220914), Class: 0.318629, Obj: 0.012013, No Obj: 0.000964, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.461989, iou_loss = 0.062831, total_loss = 0.524820 total_bbox = 30312, rewritten_bbox = 0.263922 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.370524, GIOU: 0.291028), Class: 0.645526, Obj: 0.013890, No Obj: 0.002887, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.057718, iou_loss = 0.080091, total_loss = 2.137809 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.377421, GIOU: 0.251997), Class: 0.374516, Obj: 0.003118, No Obj: 0.000973, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.379310, iou_loss = 0.128246, total_loss = 0.507557 total_bbox = 30319, rewritten_bbox = 0.263861 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.210038, GIOU: 0.200407), Class: 0.442716, Obj: 0.019724, No Obj: 0.003023, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.526950, iou_loss = 0.012149, total_loss = 1.539099 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.343892, GIOU: 0.343892), Class: 0.561870, Obj: 0.001491, No Obj: 0.001083, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.707936, iou_loss = 0.241137, total_loss = 0.949073 total_bbox = 30325, rewritten_bbox = 0.263809 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.448854, GIOU: 0.377833), Class: 0.413163, Obj: 0.012062, No Obj: 0.003110, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.460762, iou_loss = 0.110574, total_loss = 1.571335 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.407987, GIOU: 0.393693), Class: 0.486985, Obj: 0.003902, No Obj: 0.001006, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.665771, iou_loss = 0.280107, total_loss = 0.945878 total_bbox = 30331, rewritten_bbox = 0.263757 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.372950, GIOU: 0.372950), Class: 0.557521, Obj: 0.006737, No Obj: 0.003157, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.150113, iou_loss = 0.026523, total_loss = 1.176635 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001015, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003749, iou_loss = 0.000000, total_loss = 0.003749 total_bbox = 30334, rewritten_bbox = 0.263730 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.488950, GIOU: 0.440144), Class: 0.343691, Obj: 0.017551, No Obj: 0.003101, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.263672, iou_loss = 0.024723, total_loss = 1.288395 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.289180, GIOU: 0.203540), Class: 0.577097, Obj: 0.003313, No Obj: 0.000943, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.682099, iou_loss = 0.117751, total_loss = 0.799850 total_bbox = 30339, rewritten_bbox = 0.263687 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.169727, GIOU: 0.024749), Class: 0.481139, Obj: 0.022088, No Obj: 0.002853, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.760054, iou_loss = 0.006431, total_loss = 0.766485 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.294475, GIOU: 0.018182), Class: 0.475551, Obj: 0.005304, No Obj: 0.000988, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.990637, iou_loss = 0.984361, total_loss = 2.974998 total_bbox = 30346, rewritten_bbox = 0.263626 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.325124, GIOU: 0.222599), Class: 0.609514, Obj: 0.028497, No Obj: 0.002982, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.033970, iou_loss = 0.020740, total_loss = 1.054710 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.285455, GIOU: 0.214944), Class: 0.518460, Obj: 0.006287, No Obj: 0.000964, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.732955, iou_loss = 0.212799, total_loss = 0.945754 total_bbox = 30351, rewritten_bbox = 0.263583 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.284309, GIOU: 0.187718), Class: 0.445158, Obj: 0.013240, No Obj: 0.002798, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 2.053665, iou_loss = 0.021072, total_loss = 2.074737 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.254279, GIOU: -0.023661), Class: 0.522204, Obj: 0.000751, No Obj: 0.000988, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.357591, iou_loss = 0.030686, total_loss = 0.388277 total_bbox = 30357, rewritten_bbox = 0.263531 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.237248, GIOU: 0.030668), Class: 0.427276, Obj: 0.011224, No Obj: 0.003407, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.602663, iou_loss = 0.006708, total_loss = 1.609371 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.061279, GIOU: -0.590743), Class: 0.468263, Obj: 0.001305, No Obj: 0.000945, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.344869, iou_loss = 1.733051, total_loss = 2.077921 total_bbox = 30362, rewritten_bbox = 0.263487 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.517372, GIOU: 0.504982), Class: 0.443479, Obj: 0.010168, No Obj: 0.003036, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.834560, iou_loss = 0.040850, total_loss = 1.875410 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000975, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003332, iou_loss = 0.000000, total_loss = 0.003332 total_bbox = 30367, rewritten_bbox = 0.263444 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.224366, GIOU: 0.144925), Class: 0.685696, Obj: 0.044860, No Obj: 0.003325, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.239456, iou_loss = 0.013343, total_loss = 1.252799 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001022, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004288, iou_loss = 0.000000, total_loss = 0.004288 total_bbox = 30371, rewritten_bbox = 0.263409 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.368633, GIOU: 0.332638), Class: 0.497542, Obj: 0.028966, No Obj: 0.002795, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.508135, iou_loss = 0.046250, total_loss = 1.554384 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.128401, GIOU: -0.384727), Class: 0.348603, Obj: 0.001548, No Obj: 0.000999, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.419134, iou_loss = 0.003942, total_loss = 0.423076 total_bbox = 30376, rewritten_bbox = 0.263366 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.369405, GIOU: 0.305554), Class: 0.338001, Obj: 0.030089, No Obj: 0.003192, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.622753, iou_loss = 0.008909, total_loss = 1.631662 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.421540, GIOU: 0.352190), Class: 0.510413, Obj: 0.001862, No Obj: 0.001026, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.751374, iou_loss = 0.612110, total_loss = 1.363484 total_bbox = 30382, rewritten_bbox = 0.263314 % Tensor Cores are disabled until the first 3000 iterations are reached. 380: 1.001186, 0.955352 avg loss, 0.000054 rate, 0.700212 seconds, 24320 images, 0.730336 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.310919, GIOU: 0.230898), Class: 0.528559, Obj: 0.021286, No Obj: 0.002781, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.496060, iou_loss = 0.035514, total_loss = 1.531574 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000951, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003135, iou_loss = 0.000000, total_loss = 0.003135 total_bbox = 30386, rewritten_bbox = 0.263279 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.347609, GIOU: 0.225914), Class: 0.585364, Obj: 0.059840, No Obj: 0.002701, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.972054, iou_loss = 0.027543, total_loss = 0.999597 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.399788, GIOU: 0.336370), Class: 0.464141, Obj: 0.025196, No Obj: 0.000996, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.763143, iou_loss = 0.224386, total_loss = 0.987529 total_bbox = 30391, rewritten_bbox = 0.263236 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.215357, GIOU: 0.119072), Class: 0.523620, Obj: 0.038290, No Obj: 0.003316, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.546353, iou_loss = 0.009898, total_loss = 1.556251 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.243693, GIOU: -0.000581), Class: 0.500595, Obj: 0.000807, No Obj: 0.000913, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.353369, iou_loss = 0.066224, total_loss = 0.419592 total_bbox = 30396, rewritten_bbox = 0.263193 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.326924, GIOU: 0.263217), Class: 0.508193, Obj: 0.047779, No Obj: 0.003355, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.398918, iou_loss = 0.097504, total_loss = 1.496423 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000956, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002974, iou_loss = 0.000000, total_loss = 0.002974 total_bbox = 30400, rewritten_bbox = 0.263158 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.473476, GIOU: 0.307436), Class: 0.543508, Obj: 0.064847, No Obj: 0.003190, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.722031, iou_loss = 0.020090, total_loss = 0.742120 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.299742, GIOU: 0.114104), Class: 0.490750, Obj: 0.000940, No Obj: 0.001030, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.268894, iou_loss = 4.748097, total_loss = 7.016992 total_bbox = 30408, rewritten_bbox = 0.263089 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.342498, GIOU: 0.266307), Class: 0.396161, Obj: 0.059947, No Obj: 0.002754, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.188151, iou_loss = 0.019730, total_loss = 1.207881 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.465268, GIOU: 0.344853), Class: 0.642892, Obj: 0.004432, No Obj: 0.000923, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.320090, iou_loss = 0.092833, total_loss = 0.412923 total_bbox = 30412, rewritten_bbox = 0.263054 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.420422, GIOU: 0.395960), Class: 0.474310, Obj: 0.020048, No Obj: 0.002788, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.484261, iou_loss = 0.069551, total_loss = 1.553812 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.171610, GIOU: -0.031299), Class: 0.485111, Obj: 0.000591, No Obj: 0.000943, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.361121, iou_loss = 0.884602, total_loss = 1.245723 total_bbox = 30417, rewritten_bbox = 0.263011 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.399184, GIOU: 0.219066), Class: 0.693683, Obj: 0.013379, No Obj: 0.002733, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.074619, iou_loss = 0.067386, total_loss = 1.142005 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.324639, GIOU: 0.250565), Class: 0.427523, Obj: 0.004573, No Obj: 0.000964, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.120936, iou_loss = 0.647043, total_loss = 1.767979 total_bbox = 30423, rewritten_bbox = 0.262959 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.350765, GIOU: 0.267108), Class: 0.403829, Obj: 0.020637, No Obj: 0.003088, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.953444, iou_loss = 0.020085, total_loss = 1.973530 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.293034, GIOU: 0.293034), Class: 0.735209, Obj: 0.004709, No Obj: 0.000871, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.329598, iou_loss = 0.074884, total_loss = 0.404482 total_bbox = 30429, rewritten_bbox = 0.262907 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.196569, GIOU: 0.115906), Class: 0.573697, Obj: 0.073878, No Obj: 0.003522, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.245859, iou_loss = 0.015773, total_loss = 1.261632 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000975, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003181, iou_loss = 0.000000, total_loss = 0.003181 total_bbox = 30433, rewritten_bbox = 0.262873 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.459323, GIOU: 0.359669), Class: 0.570309, Obj: 0.016176, No Obj: 0.002673, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.471530, iou_loss = 0.028023, total_loss = 1.499553 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.277962, GIOU: 0.018184), Class: 0.446912, Obj: 0.001524, No Obj: 0.000958, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.145029, iou_loss = 0.349586, total_loss = 1.494615 total_bbox = 30440, rewritten_bbox = 0.262812 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.444084, GIOU: 0.407009), Class: 0.483317, Obj: 0.014989, No Obj: 0.002868, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.040429, iou_loss = 0.034024, total_loss = 1.074453 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.390755, GIOU: 0.382143), Class: 0.598514, Obj: 0.001758, No Obj: 0.001045, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.772114, iou_loss = 0.349313, total_loss = 1.121427 total_bbox = 30445, rewritten_bbox = 0.262769 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.271103, GIOU: 0.271103), Class: 0.534595, Obj: 0.024574, No Obj: 0.002621, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.998293, iou_loss = 0.008041, total_loss = 1.006334 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.245960, GIOU: 0.154742), Class: 0.499496, Obj: 0.001196, No Obj: 0.000946, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.159318, iou_loss = 0.491001, total_loss = 1.650319 total_bbox = 30451, rewritten_bbox = 0.262717 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.362245, GIOU: 0.219754), Class: 0.444553, Obj: 0.044987, No Obj: 0.002947, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.468927, iou_loss = 0.004596, total_loss = 0.473523 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.657571, GIOU: 0.639653), Class: 0.558877, Obj: 0.017726, No Obj: 0.000983, .5R: 1.000000, .75R: 0.500000, count: 2, class_loss = 0.700341, iou_loss = 0.696820, total_loss = 1.397161 total_bbox = 30454, rewritten_bbox = 0.262691 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.430388, GIOU: 0.385207), Class: 0.349759, Obj: 0.028193, No Obj: 0.003220, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.594109, iou_loss = 0.064631, total_loss = 1.658740 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000955, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003341, iou_loss = 0.000000, total_loss = 0.003341 total_bbox = 30458, rewritten_bbox = 0.262657 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.350559, GIOU: 0.120860), Class: 0.542845, Obj: 0.022869, No Obj: 0.002765, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.330356, iou_loss = 0.004543, total_loss = 0.334900 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.348690, GIOU: 0.296112), Class: 0.577009, Obj: 0.003021, No Obj: 0.000932, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.685593, iou_loss = 0.275675, total_loss = 0.961269 total_bbox = 30461, rewritten_bbox = 0.262631 % Tensor Cores are disabled until the first 3000 iterations are reached. 381: 0.915491, 0.951366 avg loss, 0.000055 rate, 0.675371 seconds, 24384 images, 0.730075 hours left Loaded: 0.000038 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.222063, GIOU: 0.222063), Class: 0.449353, Obj: 0.009716, No Obj: 0.002935, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.116024, iou_loss = 0.002941, total_loss = 1.118964 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.260382, GIOU: 0.201475), Class: 0.643600, Obj: 0.002873, No Obj: 0.000925, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.342075, iou_loss = 0.019693, total_loss = 0.361767 total_bbox = 30465, rewritten_bbox = 0.262596 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.459380, GIOU: 0.374571), Class: 0.479620, Obj: 0.012540, No Obj: 0.002544, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.458092, iou_loss = 0.043488, total_loss = 1.501580 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.516676, GIOU: 0.486324), Class: 0.423965, Obj: 0.003783, No Obj: 0.000962, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.422335, iou_loss = 0.773451, total_loss = 1.195786 total_bbox = 30470, rewritten_bbox = 0.262553 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.585699, GIOU: 0.553553), Class: 0.405584, Obj: 0.015646, No Obj: 0.002691, .5R: 0.750000, .75R: 0.250000, count: 4, class_loss = 1.519564, iou_loss = 0.083892, total_loss = 1.603456 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000972, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003505, iou_loss = 0.000000, total_loss = 0.003505 total_bbox = 30474, rewritten_bbox = 0.262519 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.518778, GIOU: 0.425963), Class: 0.614888, Obj: 0.028158, No Obj: 0.002898, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.383163, iou_loss = 0.021291, total_loss = 1.404454 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.464529, GIOU: 0.418961), Class: 0.560175, Obj: 0.001513, No Obj: 0.000925, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.345470, iou_loss = 0.326616, total_loss = 0.672086 total_bbox = 30479, rewritten_bbox = 0.262476 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.381085, GIOU: 0.225395), Class: 0.517807, Obj: 0.055907, No Obj: 0.003227, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.449351, iou_loss = 0.024936, total_loss = 1.474288 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.444146, GIOU: 0.382556), Class: 0.542534, Obj: 0.003063, No Obj: 0.000932, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.679751, iou_loss = 0.826362, total_loss = 1.506113 total_bbox = 30485, rewritten_bbox = 0.262424 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.420978, GIOU: 0.398422), Class: 0.424900, Obj: 0.029619, No Obj: 0.003076, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.090711, iou_loss = 0.053311, total_loss = 1.144022 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.448376, GIOU: 0.448376), Class: 0.404811, Obj: 0.000499, No Obj: 0.000935, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.372871, iou_loss = 0.175312, total_loss = 0.548183 total_bbox = 30489, rewritten_bbox = 0.262390 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.352503, GIOU: 0.269718), Class: 0.537015, Obj: 0.064978, No Obj: 0.003026, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.351164, iou_loss = 0.013242, total_loss = 1.364406 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000915, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002976, iou_loss = 0.000000, total_loss = 0.002976 total_bbox = 30493, rewritten_bbox = 0.262355 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.231079, GIOU: 0.105895), Class: 0.520429, Obj: 0.014799, No Obj: 0.002819, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.601209, iou_loss = 0.007365, total_loss = 1.608574 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.568728, GIOU: 0.509360), Class: 0.509696, Obj: 0.004919, No Obj: 0.000915, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.129539, iou_loss = 1.425432, total_loss = 2.554971 total_bbox = 30500, rewritten_bbox = 0.262295 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.478776, GIOU: 0.478776), Class: 0.447974, Obj: 0.064663, No Obj: 0.003133, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.766111, iou_loss = 0.037758, total_loss = 0.803869 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.224453, GIOU: 0.163250), Class: 0.633199, Obj: 0.001372, No Obj: 0.000929, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.751598, iou_loss = 1.186780, total_loss = 1.938378 total_bbox = 30504, rewritten_bbox = 0.262261 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.435643, GIOU: 0.401286), Class: 0.400211, Obj: 0.086871, No Obj: 0.003517, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.535589, iou_loss = 0.027703, total_loss = 1.563292 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000938, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003110, iou_loss = 0.000000, total_loss = 0.003110 total_bbox = 30508, rewritten_bbox = 0.262226 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.371447, GIOU: 0.272711), Class: 0.502502, Obj: 0.026081, No Obj: 0.002742, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.496559, iou_loss = 0.058193, total_loss = 1.554753 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.282814, GIOU: 0.062835), Class: 0.625848, Obj: 0.004757, No Obj: 0.000979, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.783979, iou_loss = 0.084919, total_loss = 0.868898 total_bbox = 30514, rewritten_bbox = 0.262175 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.409113, GIOU: 0.355136), Class: 0.581075, Obj: 0.045742, No Obj: 0.003006, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.057201, iou_loss = 0.051014, total_loss = 1.108214 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.286207, GIOU: 0.077821), Class: 0.430609, Obj: 0.003838, No Obj: 0.000965, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.096646, iou_loss = 0.263752, total_loss = 1.360398 total_bbox = 30520, rewritten_bbox = 0.262123 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.460077, GIOU: 0.341551), Class: 0.458684, Obj: 0.032583, No Obj: 0.002580, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.503166, iou_loss = 0.032351, total_loss = 1.535516 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000921, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002932, iou_loss = 0.000000, total_loss = 0.002932 total_bbox = 30524, rewritten_bbox = 0.262089 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.262264, GIOU: 0.168182), Class: 0.519314, Obj: 0.018224, No Obj: 0.002609, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.577453, iou_loss = 0.011584, total_loss = 1.589037 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000928, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003776, iou_loss = 0.000000, total_loss = 0.003776 total_bbox = 30528, rewritten_bbox = 0.262055 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.283812, GIOU: 0.283812), Class: 0.428583, Obj: 0.177983, No Obj: 0.003463, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.099137, iou_loss = 0.014688, total_loss = 1.113825 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.264623, GIOU: -0.052384), Class: 0.417373, Obj: 0.000513, No Obj: 0.000942, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.371943, iou_loss = 0.085483, total_loss = 0.457426 total_bbox = 30532, rewritten_bbox = 0.262020 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.282520, GIOU: 0.282520), Class: 0.403449, Obj: 0.018573, No Obj: 0.003066, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.801063, iou_loss = 0.002530, total_loss = 0.803593 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.266919, GIOU: 0.019715), Class: 0.502960, Obj: 0.016102, No Obj: 0.000960, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.523968, iou_loss = 0.389163, total_loss = 1.913131 total_bbox = 30538, rewritten_bbox = 0.261969 % Tensor Cores are disabled until the first 3000 iterations are reached. 382: 0.904260, 0.946655 avg loss, 0.000056 rate, 0.675186 seconds, 24448 images, 0.729564 hours left Loaded: 0.000064 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.331659, GIOU: 0.128861), Class: 0.570014, Obj: 0.028248, No Obj: 0.002794, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.165815, iou_loss = 0.011234, total_loss = 1.177049 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.281523, GIOU: 0.115454), Class: 0.397493, Obj: 0.003755, No Obj: 0.000914, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.395099, iou_loss = 0.023681, total_loss = 0.418779 total_bbox = 30542, rewritten_bbox = 0.261934 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.535622, GIOU: 0.514149), Class: 0.527382, Obj: 0.017725, No Obj: 0.003093, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.384125, iou_loss = 0.014554, total_loss = 1.398679 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000990, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003741, iou_loss = 0.000000, total_loss = 0.003741 total_bbox = 30546, rewritten_bbox = 0.261900 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.370302, GIOU: 0.294862), Class: 0.621191, Obj: 0.031446, No Obj: 0.003215, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.274563, iou_loss = 0.006576, total_loss = 1.281139 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.334705, GIOU: 0.097346), Class: 0.838096, Obj: 0.002796, No Obj: 0.000937, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.298262, iou_loss = 0.134954, total_loss = 0.433215 total_bbox = 30551, rewritten_bbox = 0.261857 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.236923, GIOU: 0.227527), Class: 0.463123, Obj: 0.012988, No Obj: 0.003550, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.549919, iou_loss = 0.022422, total_loss = 1.572341 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.466656, GIOU: 0.428185), Class: 0.432447, Obj: 0.001489, No Obj: 0.000982, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.403366, iou_loss = 0.407191, total_loss = 0.810557 total_bbox = 30556, rewritten_bbox = 0.261814 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.367826, GIOU: 0.364871), Class: 0.504187, Obj: 0.020393, No Obj: 0.003321, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.084806, iou_loss = 0.011593, total_loss = 1.096399 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000974, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.006441, iou_loss = 0.000000, total_loss = 0.006441 total_bbox = 30559, rewritten_bbox = 0.261789 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.366346, GIOU: 0.263868), Class: 0.521274, Obj: 0.046908, No Obj: 0.003047, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.478837, iou_loss = 0.030916, total_loss = 1.509754 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000870, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002536, iou_loss = 0.000000, total_loss = 0.002536 total_bbox = 30563, rewritten_bbox = 0.261754 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.506508, GIOU: 0.482016), Class: 0.554337, Obj: 0.023201, No Obj: 0.002629, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.444475, iou_loss = 0.059331, total_loss = 1.503806 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.311076, GIOU: 0.218569), Class: 0.514224, Obj: 0.012988, No Obj: 0.000983, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.771275, iou_loss = 0.106698, total_loss = 0.877973 total_bbox = 30569, rewritten_bbox = 0.261703 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.335077, GIOU: 0.334192), Class: 0.512617, Obj: 0.057608, No Obj: 0.002770, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.410152, iou_loss = 0.025074, total_loss = 1.435226 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000957, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002814, iou_loss = 0.000000, total_loss = 0.002814 total_bbox = 30573, rewritten_bbox = 0.261669 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.348217, GIOU: 0.251526), Class: 0.601068, Obj: 0.041110, No Obj: 0.002980, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.825830, iou_loss = 0.078537, total_loss = 1.904367 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.382877, GIOU: 0.382877), Class: 0.725177, Obj: 0.000916, No Obj: 0.000888, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.348849, iou_loss = 0.127934, total_loss = 0.476782 total_bbox = 30579, rewritten_bbox = 0.261617 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.346271, GIOU: 0.195711), Class: 0.394761, Obj: 0.009894, No Obj: 0.002930, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.245585, iou_loss = 0.047132, total_loss = 1.292717 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.136267, GIOU: 0.136267), Class: 0.361734, Obj: 0.017612, No Obj: 0.000986, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.407591, iou_loss = 0.047592, total_loss = 0.455183 total_bbox = 30583, rewritten_bbox = 0.261583 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.318541, GIOU: 0.178333), Class: 0.398872, Obj: 0.016281, No Obj: 0.003325, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.601423, iou_loss = 0.009485, total_loss = 1.610907 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.404870, GIOU: 0.320936), Class: 0.376706, Obj: 0.006834, No Obj: 0.000944, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.703234, iou_loss = 2.829282, total_loss = 4.532516 total_bbox = 30591, rewritten_bbox = 0.261515 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.469304, GIOU: 0.436535), Class: 0.396514, Obj: 0.008948, No Obj: 0.002671, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.525364, iou_loss = 0.039023, total_loss = 1.564388 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000939, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003139, iou_loss = 0.000000, total_loss = 0.003139 total_bbox = 30595, rewritten_bbox = 0.261481 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.372205, GIOU: 0.300162), Class: 0.488758, Obj: 0.010601, No Obj: 0.002971, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.760266, iou_loss = 0.055302, total_loss = 1.815568 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.415750, GIOU: 0.356864), Class: 0.425425, Obj: 0.001551, No Obj: 0.000952, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.841507, iou_loss = 0.256294, total_loss = 1.097801 total_bbox = 30602, rewritten_bbox = 0.261421 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.389497, GIOU: 0.271714), Class: 0.567519, Obj: 0.013505, No Obj: 0.002530, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.553916, iou_loss = 0.047087, total_loss = 1.601002 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.396232, GIOU: 0.259181), Class: 0.514601, Obj: 0.003749, No Obj: 0.000941, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.733480, iou_loss = 0.246322, total_loss = 0.979802 total_bbox = 30608, rewritten_bbox = 0.261370 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.389086, GIOU: 0.231244), Class: 0.495235, Obj: 0.064074, No Obj: 0.003428, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.384844, iou_loss = 0.039656, total_loss = 1.424500 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000982, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003587, iou_loss = 0.000000, total_loss = 0.003587 total_bbox = 30612, rewritten_bbox = 0.261335 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357505, GIOU: 0.269067), Class: 0.443341, Obj: 0.025356, No Obj: 0.002714, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.303953, iou_loss = 0.239985, total_loss = 2.543938 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000919, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004166, iou_loss = 0.000000, total_loss = 0.004166 total_bbox = 30618, rewritten_bbox = 0.261284 % Tensor Cores are disabled until the first 3000 iterations are reached. 383: 0.943749, 0.946365 avg loss, 0.000056 rate, 0.677681 seconds, 24512 images, 0.729054 hours left Loaded: 0.000039 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.388384, GIOU: 0.313496), Class: 0.451197, Obj: 0.014326, No Obj: 0.002625, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.632284, iou_loss = 0.043327, total_loss = 1.675612 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.164922, GIOU: 0.052010), Class: 0.530693, Obj: 0.002880, No Obj: 0.000923, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.765457, iou_loss = 2.633768, total_loss = 3.399225 total_bbox = 30624, rewritten_bbox = 0.261233 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.270473, GIOU: 0.061166), Class: 0.492473, Obj: 0.032535, No Obj: 0.003401, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.946605, iou_loss = 0.012876, total_loss = 1.959480 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.384760, GIOU: 0.318366), Class: 0.611322, Obj: 0.006386, No Obj: 0.000950, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.670366, iou_loss = 0.348049, total_loss = 1.018415 total_bbox = 30631, rewritten_bbox = 0.261173 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.411277, GIOU: 0.335859), Class: 0.392588, Obj: 0.087834, No Obj: 0.003866, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.539178, iou_loss = 0.068314, total_loss = 1.607492 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.224412, GIOU: -0.040738), Class: 0.545663, Obj: 0.002360, No Obj: 0.001014, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.407484, iou_loss = 0.054920, total_loss = 0.462403 total_bbox = 30636, rewritten_bbox = 0.261131 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.379616, GIOU: 0.305163), Class: 0.531243, Obj: 0.012865, No Obj: 0.002065, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.425718, iou_loss = 0.137843, total_loss = 1.563561 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.518788, GIOU: 0.418656), Class: 0.391856, Obj: 0.004817, No Obj: 0.000957, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.385287, iou_loss = 0.430994, total_loss = 0.816281 total_bbox = 30642, rewritten_bbox = 0.264343 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413577, GIOU: 0.362607), Class: 0.557414, Obj: 0.014877, No Obj: 0.002630, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.253159, iou_loss = 0.068928, total_loss = 2.322086 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000883, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002706, iou_loss = 0.000000, total_loss = 0.002706 total_bbox = 30648, rewritten_bbox = 0.264291 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.453103, GIOU: 0.353943), Class: 0.492289, Obj: 0.036787, No Obj: 0.002982, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.498205, iou_loss = 0.054688, total_loss = 1.552893 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.278073, GIOU: -0.039521), Class: 0.386985, Obj: 0.003138, No Obj: 0.001010, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.385327, iou_loss = 0.026486, total_loss = 0.411813 total_bbox = 30653, rewritten_bbox = 0.264248 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.325121, GIOU: 0.209796), Class: 0.527284, Obj: 0.019272, No Obj: 0.002791, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.180972, iou_loss = 0.144298, total_loss = 2.325270 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001053, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004334, iou_loss = 0.000000, total_loss = 0.004334 total_bbox = 30659, rewritten_bbox = 0.264196 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.171182, GIOU: 0.145878), Class: 0.611985, Obj: 0.022258, No Obj: 0.002565, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.334785, iou_loss = 0.029053, total_loss = 1.363838 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.234007, GIOU: -0.125363), Class: 0.227515, Obj: 0.000291, No Obj: 0.000892, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.478501, iou_loss = 0.022039, total_loss = 0.500540 total_bbox = 30664, rewritten_bbox = 0.264153 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.441691, GIOU: 0.418911), Class: 0.431188, Obj: 0.016684, No Obj: 0.002951, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.874525, iou_loss = 0.033636, total_loss = 1.908161 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.411731, GIOU: 0.239424), Class: 0.599266, Obj: 0.002129, No Obj: 0.000905, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.413666, iou_loss = 0.076269, total_loss = 0.489935 total_bbox = 30670, rewritten_bbox = 0.264102 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.400062, GIOU: 0.354971), Class: 0.407263, Obj: 0.023450, No Obj: 0.002616, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.810635, iou_loss = 0.008270, total_loss = 0.818904 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.566473, GIOU: 0.547906), Class: 0.523565, Obj: 0.002100, No Obj: 0.000878, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.342689, iou_loss = 0.249827, total_loss = 0.592516 total_bbox = 30673, rewritten_bbox = 0.264076 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.288036, GIOU: 0.163193), Class: 0.639574, Obj: 0.041028, No Obj: 0.003086, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.227339, iou_loss = 0.020317, total_loss = 1.247655 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.314839, GIOU: 0.099112), Class: 0.394053, Obj: 0.013981, No Obj: 0.000946, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.384562, iou_loss = 0.053377, total_loss = 0.437939 total_bbox = 30678, rewritten_bbox = 0.264033 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.369199, GIOU: 0.332201), Class: 0.583933, Obj: 0.048321, No Obj: 0.003532, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.255361, iou_loss = 0.028600, total_loss = 1.283961 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.535138, GIOU: 0.488153), Class: 0.437421, Obj: 0.003381, No Obj: 0.000903, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.394125, iou_loss = 0.177743, total_loss = 0.571867 total_bbox = 30683, rewritten_bbox = 0.263990 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.313529, GIOU: 0.294840), Class: 0.464555, Obj: 0.033011, No Obj: 0.002735, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.486527, iou_loss = 0.033946, total_loss = 1.520473 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.437084, GIOU: 0.422763), Class: 0.532643, Obj: 0.001584, No Obj: 0.000943, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.364316, iou_loss = 1.270576, total_loss = 1.634892 total_bbox = 30688, rewritten_bbox = 0.263947 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.562258, GIOU: 0.562258), Class: 0.503493, Obj: 0.033187, No Obj: 0.003015, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.140787, iou_loss = 0.025781, total_loss = 1.166568 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.221223, GIOU: 0.055450), Class: 0.366565, Obj: 0.000771, No Obj: 0.001013, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.236372, iou_loss = 2.452165, total_loss = 3.688536 total_bbox = 30694, rewritten_bbox = 0.263895 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.374135, GIOU: 0.342855), Class: 0.356675, Obj: 0.021898, No Obj: 0.003299, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.102785, iou_loss = 0.079078, total_loss = 2.181864 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.430034, GIOU: 0.373893), Class: 0.510712, Obj: 0.003042, No Obj: 0.000997, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.411352, iou_loss = 0.431330, total_loss = 0.842682 total_bbox = 30700, rewritten_bbox = 0.263844 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.415258, GIOU: 0.349383), Class: 0.406808, Obj: 0.009306, No Obj: 0.003215, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.197787, iou_loss = 0.009675, total_loss = 1.207462 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.478674, GIOU: 0.478118), Class: 0.564310, Obj: 0.002458, No Obj: 0.000940, .5R: 0.500000, .75R: 0.500000, count: 2, class_loss = 0.752030, iou_loss = 0.407949, total_loss = 1.159979 total_bbox = 30705, rewritten_bbox = 0.263801 % Tensor Cores are disabled until the first 3000 iterations are reached. 384: 1.019832, 0.953712 avg loss, 0.000057 rate, 0.701766 seconds, 24576 images, 0.728573 hours left Loaded: 0.000076 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.271456, GIOU: 0.196757), Class: 0.516641, Obj: 0.036245, No Obj: 0.002624, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.404785, iou_loss = 0.009410, total_loss = 1.414195 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000837, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002290, iou_loss = 0.000000, total_loss = 0.002290 total_bbox = 30709, rewritten_bbox = 0.263766 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.506641, GIOU: 0.500581), Class: 0.440820, Obj: 0.046059, No Obj: 0.003363, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.988998, iou_loss = 0.191141, total_loss = 2.180140 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000993, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003399, iou_loss = 0.000000, total_loss = 0.003399 total_bbox = 30714, rewritten_bbox = 0.263723 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.353516, GIOU: 0.348326), Class: 0.446973, Obj: 0.019899, No Obj: 0.003056, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.118709, iou_loss = 0.009825, total_loss = 1.128534 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000964, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003122, iou_loss = 0.000000, total_loss = 0.003122 total_bbox = 30718, rewritten_bbox = 0.266944 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.308079, GIOU: 0.285080), Class: 0.535085, Obj: 0.018291, No Obj: 0.002440, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.432250, iou_loss = 0.037035, total_loss = 1.469286 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000882, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002576, iou_loss = 0.000000, total_loss = 0.002576 total_bbox = 30722, rewritten_bbox = 0.266910 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.409879, GIOU: 0.332259), Class: 0.481571, Obj: 0.050337, No Obj: 0.002938, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.778619, iou_loss = 0.063075, total_loss = 1.841694 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.419036, GIOU: 0.275947), Class: 0.726896, Obj: 0.002916, No Obj: 0.000954, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.307479, iou_loss = 0.489876, total_loss = 0.797355 total_bbox = 30728, rewritten_bbox = 0.266858 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.432908, GIOU: 0.365087), Class: 0.393870, Obj: 0.030811, No Obj: 0.002834, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.163066, iou_loss = 0.035211, total_loss = 1.198277 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.462378, GIOU: 0.365076), Class: 0.468268, Obj: 0.001151, No Obj: 0.000938, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.769223, iou_loss = 0.637786, total_loss = 1.407009 total_bbox = 30733, rewritten_bbox = 0.266814 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.362708, GIOU: 0.250885), Class: 0.459991, Obj: 0.023380, No Obj: 0.003546, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.787415, iou_loss = 0.002961, total_loss = 0.790377 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.439275, GIOU: 0.254508), Class: 0.443602, Obj: 0.007904, No Obj: 0.000966, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.803311, iou_loss = 0.378600, total_loss = 1.181911 total_bbox = 30737, rewritten_bbox = 0.266779 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.471621, GIOU: 0.380750), Class: 0.540710, Obj: 0.027277, No Obj: 0.002718, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.789506, iou_loss = 0.051284, total_loss = 1.840789 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.245843, GIOU: 0.245843), Class: 0.783680, Obj: 0.000896, No Obj: 0.000929, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.289099, iou_loss = 0.052645, total_loss = 0.341743 total_bbox = 30743, rewritten_bbox = 0.266727 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.346777, GIOU: 0.246604), Class: 0.388262, Obj: 0.018864, No Obj: 0.002918, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.555643, iou_loss = 0.080820, total_loss = 1.636463 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000906, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002794, iou_loss = 0.000000, total_loss = 0.002794 total_bbox = 30747, rewritten_bbox = 0.266693 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.380640, GIOU: 0.342578), Class: 0.639322, Obj: 0.050455, No Obj: 0.003103, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.339710, iou_loss = 0.059671, total_loss = 1.399381 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000900, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003279, iou_loss = 0.000000, total_loss = 0.003279 total_bbox = 30751, rewritten_bbox = 0.266658 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.432929, GIOU: 0.337345), Class: 0.493150, Obj: 0.034613, No Obj: 0.003308, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.457765, iou_loss = 0.025985, total_loss = 1.483750 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.280398, GIOU: 0.062600), Class: 0.503834, Obj: 0.006989, No Obj: 0.000998, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.390164, iou_loss = 0.041215, total_loss = 0.431380 total_bbox = 30756, rewritten_bbox = 0.266615 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.500947, GIOU: 0.438715), Class: 0.543231, Obj: 0.023382, No Obj: 0.002383, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.144578, iou_loss = 0.025780, total_loss = 1.170357 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.508939, GIOU: 0.423158), Class: 0.549514, Obj: 0.010976, No Obj: 0.000930, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.359763, iou_loss = 0.115359, total_loss = 0.475122 total_bbox = 30760, rewritten_bbox = 0.266580 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.290254, GIOU: 0.233050), Class: 0.526993, Obj: 0.039757, No Obj: 0.002623, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.811801, iou_loss = 0.040670, total_loss = 1.852470 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000917, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002851, iou_loss = 0.000000, total_loss = 0.002851 total_bbox = 30765, rewritten_bbox = 0.266537 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.272563, GIOU: 0.042108), Class: 0.449135, Obj: 0.042118, No Obj: 0.003275, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.662555, iou_loss = 0.018744, total_loss = 1.681298 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.395854, GIOU: 0.346227), Class: 0.497982, Obj: 0.000061, No Obj: 0.000901, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.424470, iou_loss = 0.323157, total_loss = 0.747627 total_bbox = 30770, rewritten_bbox = 0.266493 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.385641, GIOU: 0.292661), Class: 0.566435, Obj: 0.009136, No Obj: 0.002951, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.460401, iou_loss = 0.088070, total_loss = 1.548471 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.157736, GIOU: 0.157737), Class: 0.793644, Obj: 0.004805, No Obj: 0.001001, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.374399, iou_loss = 0.022224, total_loss = 0.396623 total_bbox = 30775, rewritten_bbox = 0.266450 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.224737, GIOU: 0.001518), Class: 0.470149, Obj: 0.013041, No Obj: 0.002245, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.481130, iou_loss = 0.020584, total_loss = 1.501714 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.228885, GIOU: 0.140377), Class: 0.439780, Obj: 0.003132, No Obj: 0.000901, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.802401, iou_loss = 0.326192, total_loss = 1.128594 total_bbox = 30781, rewritten_bbox = 0.266398 % Tensor Cores are disabled until the first 3000 iterations are reached. 385: 0.881124, 0.946453 avg loss, 0.000057 rate, 0.693706 seconds, 24640 images, 0.728337 hours left Loaded: 0.000039 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.342748, GIOU: 0.336794), Class: 0.559291, Obj: 0.033322, No Obj: 0.002713, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.998440, iou_loss = 0.035040, total_loss = 1.033480 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000963, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003675, iou_loss = 0.000000, total_loss = 0.003675 total_bbox = 30784, rewritten_bbox = 0.266372 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.293852, GIOU: 0.089730), Class: 0.510980, Obj: 0.028923, No Obj: 0.002844, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.486804, iou_loss = 0.028018, total_loss = 1.514822 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.263683, GIOU: -0.011878), Class: 0.585054, Obj: 0.002908, No Obj: 0.000919, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.330179, iou_loss = 0.190389, total_loss = 0.520568 total_bbox = 30789, rewritten_bbox = 0.266329 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.321635, GIOU: 0.200725), Class: 0.595306, Obj: 0.009251, No Obj: 0.002881, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.686960, iou_loss = 0.022864, total_loss = 1.709824 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.178130, GIOU: 0.032483), Class: 0.508113, Obj: 0.002149, No Obj: 0.000919, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.384605, iou_loss = 0.022441, total_loss = 0.407046 total_bbox = 30795, rewritten_bbox = 0.266277 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.482477, GIOU: 0.420675), Class: 0.445564, Obj: 0.018688, No Obj: 0.003200, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.452119, iou_loss = 0.022028, total_loss = 1.474148 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000933, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003146, iou_loss = 0.000000, total_loss = 0.003146 total_bbox = 30799, rewritten_bbox = 0.266242 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.723746, GIOU: 0.723483), Class: 0.511880, Obj: 0.014296, No Obj: 0.002904, .5R: 1.000000, .75R: 0.500000, count: 2, class_loss = 0.801499, iou_loss = 0.068771, total_loss = 0.870270 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.453933, GIOU: 0.365474), Class: 0.604269, Obj: 0.004786, No Obj: 0.000905, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.368661, iou_loss = 0.435800, total_loss = 0.804461 total_bbox = 30802, rewritten_bbox = 0.266216 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.395534, GIOU: 0.250312), Class: 0.531206, Obj: 0.044381, No Obj: 0.003658, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.261627, iou_loss = 0.141913, total_loss = 2.403541 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000927, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003537, iou_loss = 0.000000, total_loss = 0.003537 total_bbox = 30808, rewritten_bbox = 0.266165 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.221170, GIOU: 0.038353), Class: 0.710530, Obj: 0.011407, No Obj: 0.002197, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.139844, iou_loss = 0.007857, total_loss = 1.147701 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.422628, GIOU: 0.284110), Class: 0.337804, Obj: 0.001992, No Obj: 0.000890, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.525136, iou_loss = 0.093107, total_loss = 0.618243 total_bbox = 30812, rewritten_bbox = 0.266130 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.207961, GIOU: 0.195604), Class: 0.469387, Obj: 0.024218, No Obj: 0.003147, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.487469, iou_loss = 0.011276, total_loss = 1.498744 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.728684, GIOU: 0.708560), Class: 0.517138, Obj: 0.001407, No Obj: 0.000884, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.339793, iou_loss = 0.327557, total_loss = 0.667350 total_bbox = 30817, rewritten_bbox = 0.266087 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.402850, GIOU: 0.354003), Class: 0.443323, Obj: 0.029802, No Obj: 0.002961, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 2.096085, iou_loss = 0.053489, total_loss = 2.149574 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000924, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003120, iou_loss = 0.000000, total_loss = 0.003120 total_bbox = 30822, rewritten_bbox = 0.266044 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.245958, GIOU: 0.207395), Class: 0.484347, Obj: 0.016514, No Obj: 0.002948, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.167405, iou_loss = 0.002883, total_loss = 1.170288 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.178211, GIOU: -0.308261), Class: 0.394382, Obj: 0.002593, No Obj: 0.000922, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.415989, iou_loss = 0.009740, total_loss = 0.425729 total_bbox = 30826, rewritten_bbox = 0.266009 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.418580, GIOU: 0.393153), Class: 0.670326, Obj: 0.028514, No Obj: 0.003386, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.074187, iou_loss = 0.016216, total_loss = 1.090403 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.163444, GIOU: 0.119948), Class: 0.668964, Obj: 0.003007, No Obj: 0.000857, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.394042, iou_loss = 0.068696, total_loss = 0.462738 total_bbox = 30830, rewritten_bbox = 0.265975 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.460422, GIOU: 0.408938), Class: 0.533385, Obj: 0.015760, No Obj: 0.002857, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.688104, iou_loss = 0.043778, total_loss = 0.731881 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.198879, GIOU: 0.131118), Class: 0.377896, Obj: 0.003053, No Obj: 0.000858, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.769524, iou_loss = 0.056950, total_loss = 0.826474 total_bbox = 30834, rewritten_bbox = 0.265940 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.339183, GIOU: 0.227264), Class: 0.515829, Obj: 0.029054, No Obj: 0.003474, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.811293, iou_loss = 0.029282, total_loss = 1.840575 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000912, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002933, iou_loss = 0.000000, total_loss = 0.002933 total_bbox = 30839, rewritten_bbox = 0.265897 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.457286, GIOU: 0.402812), Class: 0.530015, Obj: 0.017768, No Obj: 0.002411, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.467663, iou_loss = 0.122476, total_loss = 1.590139 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.351695, GIOU: 0.298754), Class: 0.433726, Obj: 0.003024, No Obj: 0.000880, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.759141, iou_loss = 1.192876, total_loss = 1.952016 total_bbox = 30845, rewritten_bbox = 0.265845 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.445854, GIOU: 0.303983), Class: 0.635012, Obj: 0.032500, No Obj: 0.002918, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.588556, iou_loss = 0.065111, total_loss = 1.653667 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000909, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002800, iou_loss = 0.000000, total_loss = 0.002800 total_bbox = 30850, rewritten_bbox = 0.265802 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.371290, GIOU: 0.357821), Class: 0.493584, Obj: 0.020561, No Obj: 0.002843, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.501058, iou_loss = 0.010019, total_loss = 1.511077 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000856, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002635, iou_loss = 0.000000, total_loss = 0.002635 total_bbox = 30854, rewritten_bbox = 0.265768 % Tensor Cores are disabled until the first 3000 iterations are reached. 386: 0.853025, 0.937110 avg loss, 0.000058 rate, 0.698739 seconds, 24704 images, 0.728021 hours left Loaded: 0.000033 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.437160, GIOU: 0.356370), Class: 0.466082, Obj: 0.048150, No Obj: 0.003098, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.800300, iou_loss = 0.177593, total_loss = 1.977893 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000887, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002768, iou_loss = 0.000000, total_loss = 0.002768 total_bbox = 30859, rewritten_bbox = 0.265725 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.488747, GIOU: 0.485919), Class: 0.403266, Obj: 0.028902, No Obj: 0.003142, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.816447, iou_loss = 0.007069, total_loss = 0.823516 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.389678, GIOU: 0.382031), Class: 0.403138, Obj: 0.020970, No Obj: 0.000877, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.346990, iou_loss = 0.106642, total_loss = 0.453632 total_bbox = 30862, rewritten_bbox = 0.265699 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.531196, GIOU: 0.432300), Class: 0.563364, Obj: 0.157453, No Obj: 0.003377, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.215072, iou_loss = 0.173770, total_loss = 1.388842 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.001029, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004020, iou_loss = 0.000000, total_loss = 0.004020 total_bbox = 30866, rewritten_bbox = 0.265664 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.281395, GIOU: 0.249804), Class: 0.508647, Obj: 0.016482, No Obj: 0.002388, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.238994, iou_loss = 0.022301, total_loss = 2.261295 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.336726, GIOU: 0.336727), Class: 0.663841, Obj: 0.001662, No Obj: 0.000811, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.339829, iou_loss = 0.307940, total_loss = 0.647769 total_bbox = 30873, rewritten_bbox = 0.265604 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.275793, GIOU: 0.091278), Class: 0.438645, Obj: 0.025149, No Obj: 0.002452, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.530789, iou_loss = 0.010849, total_loss = 1.541638 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000873, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002631, iou_loss = 0.000000, total_loss = 0.002631 total_bbox = 30877, rewritten_bbox = 0.265570 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.472054, GIOU: 0.438383), Class: 0.507113, Obj: 0.164335, No Obj: 0.003009, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 0.879525, iou_loss = 0.038397, total_loss = 0.917922 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.195739, GIOU: -0.076108), Class: 0.539864, Obj: 0.000432, No Obj: 0.000925, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.108475, iou_loss = 0.196000, total_loss = 1.304475 total_bbox = 30883, rewritten_bbox = 0.265518 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.367973, GIOU: 0.269365), Class: 0.423331, Obj: 0.024875, No Obj: 0.002995, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.515989, iou_loss = 0.006063, total_loss = 1.522051 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000866, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002560, iou_loss = 0.000000, total_loss = 0.002560 total_bbox = 30888, rewritten_bbox = 0.268713 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.358920, GIOU: 0.209395), Class: 0.484358, Obj: 0.019874, No Obj: 0.002829, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.184702, iou_loss = 0.056825, total_loss = 1.241527 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.318183, GIOU: 0.225069), Class: 0.480556, Obj: 0.004041, No Obj: 0.000940, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.254651, iou_loss = 1.959506, total_loss = 3.214157 total_bbox = 30894, rewritten_bbox = 0.268661 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.523434, GIOU: 0.522356), Class: 0.445686, Obj: 0.092540, No Obj: 0.003470, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.343177, iou_loss = 0.092403, total_loss = 1.435580 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000954, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003220, iou_loss = 0.000000, total_loss = 0.003220 total_bbox = 30898, rewritten_bbox = 0.268626 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.505088, GIOU: 0.494096), Class: 0.513086, Obj: 0.063398, No Obj: 0.002925, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.703115, iou_loss = 0.109387, total_loss = 1.812502 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000901, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002951, iou_loss = 0.000000, total_loss = 0.002951 total_bbox = 30903, rewritten_bbox = 0.268582 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.277563, GIOU: 0.277563), Class: 0.462791, Obj: 0.045282, No Obj: 0.002840, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.096102, iou_loss = 0.003936, total_loss = 1.100037 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.452512, GIOU: 0.352942), Class: 0.255335, Obj: 0.003801, No Obj: 0.000861, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.503439, iou_loss = 0.081523, total_loss = 0.584962 total_bbox = 30907, rewritten_bbox = 0.268548 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.407286, GIOU: 0.237812), Class: 0.391058, Obj: 0.013704, No Obj: 0.002857, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.614894, iou_loss = 0.017424, total_loss = 1.632318 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.464529, GIOU: 0.385071), Class: 0.359129, Obj: 0.005225, No Obj: 0.000880, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.484578, iou_loss = 1.138313, total_loss = 1.622891 total_bbox = 30912, rewritten_bbox = 0.268504 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.274655, GIOU: 0.202764), Class: 0.458261, Obj: 0.034994, No Obj: 0.002624, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.783875, iou_loss = 0.044852, total_loss = 1.828728 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.267263, GIOU: 0.031220), Class: 0.538800, Obj: 0.008784, No Obj: 0.000874, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.321897, iou_loss = 0.082946, total_loss = 0.404842 total_bbox = 30918, rewritten_bbox = 0.268452 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.467795, GIOU: 0.333457), Class: 0.533609, Obj: 0.044744, No Obj: 0.002769, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.927549, iou_loss = 0.173548, total_loss = 2.101098 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.382169, GIOU: 0.332611), Class: 0.411481, Obj: 0.001616, No Obj: 0.000945, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.409165, iou_loss = 0.249877, total_loss = 0.659042 total_bbox = 30924, rewritten_bbox = 0.268400 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.372011, GIOU: 0.256661), Class: 0.576872, Obj: 0.017134, No Obj: 0.003213, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.999024, iou_loss = 0.038079, total_loss = 1.037103 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.360388, GIOU: 0.308370), Class: 0.577757, Obj: 0.005714, No Obj: 0.000900, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.371703, iou_loss = 0.067944, total_loss = 0.439647 total_bbox = 30928, rewritten_bbox = 0.268365 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.215079, GIOU: -0.015080), Class: 0.515700, Obj: 0.037562, No Obj: 0.003273, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.948196, iou_loss = 0.077202, total_loss = 2.025398 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.525378, GIOU: 0.492299), Class: 0.567175, Obj: 0.013176, No Obj: 0.000941, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.073959, iou_loss = 1.042586, total_loss = 2.116545 total_bbox = 30937, rewritten_bbox = 0.271520 % Tensor Cores are disabled until the first 3000 iterations are reached. 387: 0.940984, 0.937497 avg loss, 0.000059 rate, 0.681633 seconds, 24768 images, 0.727755 hours left Loaded: 0.000068 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.406959, GIOU: 0.288390), Class: 0.376411, Obj: 0.029253, No Obj: 0.002950, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.538327, iou_loss = 0.148689, total_loss = 1.687016 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.463376, GIOU: 0.446409), Class: 0.522880, Obj: 0.009229, No Obj: 0.000896, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.745055, iou_loss = 0.501606, total_loss = 1.246661 total_bbox = 30943, rewritten_bbox = 0.271467 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.423492, GIOU: 0.323827), Class: 0.619772, Obj: 0.018149, No Obj: 0.002804, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.100017, iou_loss = 0.019883, total_loss = 1.119900 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.210636, GIOU: -0.193066), Class: 0.432884, Obj: 0.003780, No Obj: 0.000877, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.343172, iou_loss = 0.046453, total_loss = 0.389625 total_bbox = 30947, rewritten_bbox = 0.271432 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.500446, GIOU: 0.446618), Class: 0.390867, Obj: 0.018869, No Obj: 0.002883, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.486537, iou_loss = 0.042857, total_loss = 1.529394 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000856, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002430, iou_loss = 0.000000, total_loss = 0.002430 total_bbox = 30951, rewritten_bbox = 0.271397 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.340011, GIOU: 0.272740), Class: 0.662054, Obj: 0.015232, No Obj: 0.002653, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.973394, iou_loss = 0.028806, total_loss = 1.002200 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000847, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002461, iou_loss = 0.000000, total_loss = 0.002461 total_bbox = 30954, rewritten_bbox = 0.271370 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.335995, GIOU: 0.230935), Class: 0.557732, Obj: 0.024694, No Obj: 0.002381, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.413203, iou_loss = 0.067186, total_loss = 1.480388 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000858, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002772, iou_loss = 0.000000, total_loss = 0.002772 total_bbox = 30958, rewritten_bbox = 0.271335 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.614249, GIOU: 0.573556), Class: 0.598068, Obj: 0.068125, No Obj: 0.002697, .5R: 1.000000, .75R: 0.000000, count: 3, class_loss = 1.101110, iou_loss = 0.055285, total_loss = 1.156396 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.081605, GIOU: -0.186394), Class: 0.316204, Obj: 0.002609, No Obj: 0.000898, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.491844, iou_loss = 2.503533, total_loss = 2.995377 total_bbox = 30962, rewritten_bbox = 0.271300 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.430122, GIOU: 0.301043), Class: 0.473714, Obj: 0.022831, No Obj: 0.002798, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.882266, iou_loss = 0.050382, total_loss = 1.932648 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.303636, GIOU: 0.252499), Class: 0.613548, Obj: 0.001684, No Obj: 0.000907, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.700708, iou_loss = 0.162871, total_loss = 0.863579 total_bbox = 30969, rewritten_bbox = 0.271239 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.482325, GIOU: 0.378390), Class: 0.535624, Obj: 0.024753, No Obj: 0.002767, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.404745, iou_loss = 0.031528, total_loss = 1.436273 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000825, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002291, iou_loss = 0.000000, total_loss = 0.002291 total_bbox = 30973, rewritten_bbox = 0.271204 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.611330, GIOU: 0.609473), Class: 0.439739, Obj: 0.037464, No Obj: 0.002864, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.020959, iou_loss = 0.018520, total_loss = 1.039479 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.383693, GIOU: 0.198585), Class: 0.394910, Obj: 0.005384, No Obj: 0.000863, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.491413, iou_loss = 0.069205, total_loss = 0.560618 total_bbox = 30977, rewritten_bbox = 0.271169 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.365798, GIOU: 0.239641), Class: 0.538260, Obj: 0.027430, No Obj: 0.002339, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.065883, iou_loss = 0.008450, total_loss = 1.074333 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.190683, GIOU: 0.073535), Class: 0.475661, Obj: 0.005573, No Obj: 0.000889, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.238866, iou_loss = 1.194060, total_loss = 2.432926 total_bbox = 30983, rewritten_bbox = 0.271116 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.322580, GIOU: 0.154618), Class: 0.629669, Obj: 0.021007, No Obj: 0.003278, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.347140, iou_loss = 0.016976, total_loss = 1.364116 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000923, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002893, iou_loss = 0.000000, total_loss = 0.002893 total_bbox = 30987, rewritten_bbox = 0.271081 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.365165, GIOU: 0.328479), Class: 0.624364, Obj: 0.044572, No Obj: 0.003283, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.947221, iou_loss = 0.164126, total_loss = 2.111347 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.353284, GIOU: 0.279146), Class: 0.460606, Obj: 0.005723, No Obj: 0.000901, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.881489, iou_loss = 0.288432, total_loss = 1.169921 total_bbox = 30995, rewritten_bbox = 0.271011 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.363126, GIOU: 0.233699), Class: 0.552754, Obj: 0.057078, No Obj: 0.002743, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.688099, iou_loss = 0.026266, total_loss = 0.714365 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.544564, GIOU: 0.499693), Class: 0.299766, Obj: 0.000128, No Obj: 0.000946, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.454014, iou_loss = 0.288689, total_loss = 0.742703 total_bbox = 30998, rewritten_bbox = 0.270985 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.416508, GIOU: 0.327089), Class: 0.509902, Obj: 0.036116, No Obj: 0.002636, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.849188, iou_loss = 0.028556, total_loss = 1.877744 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.252757, GIOU: -0.080160), Class: 0.472128, Obj: 0.001127, No Obj: 0.000848, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.393496, iou_loss = 0.026074, total_loss = 0.419569 total_bbox = 31004, rewritten_bbox = 0.270933 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.368297, GIOU: 0.336788), Class: 0.533535, Obj: 0.014292, No Obj: 0.002794, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.725846, iou_loss = 0.053132, total_loss = 1.778978 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.283950, GIOU: 0.224251), Class: 0.543075, Obj: 0.003833, No Obj: 0.000880, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.059065, iou_loss = 1.945306, total_loss = 3.004370 total_bbox = 31012, rewritten_bbox = 0.270863 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.527609, GIOU: 0.488631), Class: 0.446525, Obj: 0.023150, No Obj: 0.002640, .5R: 0.666667, .75R: 0.166667, count: 6, class_loss = 2.450291, iou_loss = 0.103804, total_loss = 2.554096 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.188289, GIOU: 0.173293), Class: 0.602219, Obj: 0.001595, No Obj: 0.000830, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.311848, iou_loss = 0.038624, total_loss = 0.350473 total_bbox = 31019, rewritten_bbox = 0.270802 % Tensor Cores are disabled until the first 3000 iterations are reached. 388: 0.950414, 0.938789 avg loss, 0.000059 rate, 0.705049 seconds, 24832 images, 0.727319 hours left Loaded: 0.000032 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.426064, GIOU: 0.414250), Class: 0.394516, Obj: 0.044186, No Obj: 0.002956, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.570178, iou_loss = 0.026279, total_loss = 1.596457 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000851, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002471, iou_loss = 0.000000, total_loss = 0.002471 total_bbox = 31023, rewritten_bbox = 0.270767 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.330784, GIOU: 0.321928), Class: 0.420151, Obj: 0.019860, No Obj: 0.002705, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.498988, iou_loss = 0.058439, total_loss = 1.557428 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.236205, GIOU: -0.133104), Class: 0.591181, Obj: 0.008409, No Obj: 0.000842, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.675096, iou_loss = 0.042556, total_loss = 0.717652 total_bbox = 31029, rewritten_bbox = 0.270714 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.277119, GIOU: 0.049111), Class: 0.374966, Obj: 0.031525, No Obj: 0.003050, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.270214, iou_loss = 0.005024, total_loss = 1.275238 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.294561, GIOU: 0.207217), Class: 0.523769, Obj: 0.005920, No Obj: 0.000859, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.348404, iou_loss = 0.333075, total_loss = 0.681479 total_bbox = 31033, rewritten_bbox = 0.270680 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.633633, GIOU: 0.629362), Class: 0.553650, Obj: 0.028480, No Obj: 0.002696, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.509161, iou_loss = 0.173739, total_loss = 1.682900 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000902, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003347, iou_loss = 0.000000, total_loss = 0.003347 total_bbox = 31037, rewritten_bbox = 0.270645 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.324509, GIOU: 0.212505), Class: 0.522017, Obj: 0.008169, No Obj: 0.002156, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.200031, iou_loss = 0.116022, total_loss = 2.316054 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.227642, GIOU: -0.062206), Class: 0.579782, Obj: 0.000547, No Obj: 0.000866, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.366132, iou_loss = 0.069212, total_loss = 0.435344 total_bbox = 31044, rewritten_bbox = 0.270584 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.395295, GIOU: 0.304940), Class: 0.422738, Obj: 0.055320, No Obj: 0.002520, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.785758, iou_loss = 0.070864, total_loss = 1.856622 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000881, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003978, iou_loss = 0.000000, total_loss = 0.003978 total_bbox = 31049, rewritten_bbox = 0.270540 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.403740, GIOU: 0.398476), Class: 0.614568, Obj: 0.017204, No Obj: 0.002561, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.366169, iou_loss = 0.088472, total_loss = 1.454642 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.327079, GIOU: 0.259428), Class: 0.449096, Obj: 0.003256, No Obj: 0.000913, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.919477, iou_loss = 1.993813, total_loss = 3.913290 total_bbox = 31058, rewritten_bbox = 0.270462 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.320792, GIOU: 0.233243), Class: 0.525804, Obj: 0.036371, No Obj: 0.002903, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.915887, iou_loss = 0.040021, total_loss = 1.955908 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000859, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002432, iou_loss = 0.000000, total_loss = 0.002432 total_bbox = 31064, rewritten_bbox = 0.273629 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.371009, GIOU: 0.370828), Class: 0.487956, Obj: 0.011871, No Obj: 0.002781, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.436549, iou_loss = 0.011633, total_loss = 1.448182 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000924, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003390, iou_loss = 0.000000, total_loss = 0.003390 total_bbox = 31068, rewritten_bbox = 0.273593 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.522432, GIOU: 0.458040), Class: 0.485137, Obj: 0.025694, No Obj: 0.002888, .5R: 0.571429, .75R: 0.000000, count: 7, class_loss = 2.633331, iou_loss = 0.210237, total_loss = 2.843568 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000855, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002613, iou_loss = 0.000000, total_loss = 0.002613 total_bbox = 31075, rewritten_bbox = 0.273532 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.326755, GIOU: 0.153074), Class: 0.481030, Obj: 0.015077, No Obj: 0.003020, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.530675, iou_loss = 0.051008, total_loss = 1.581684 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000802, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002408, iou_loss = 0.000000, total_loss = 0.002408 total_bbox = 31079, rewritten_bbox = 0.273497 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382044, GIOU: 0.331498), Class: 0.568683, Obj: 0.088321, No Obj: 0.002764, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.476627, iou_loss = 0.047763, total_loss = 1.524390 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.478158, GIOU: 0.389581), Class: 0.378658, Obj: 0.002360, No Obj: 0.000899, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.813378, iou_loss = 0.527755, total_loss = 1.341133 total_bbox = 31086, rewritten_bbox = 0.273435 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.387243, GIOU: 0.333971), Class: 0.521210, Obj: 0.057104, No Obj: 0.003098, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.449939, iou_loss = 0.022723, total_loss = 1.472662 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000881, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002742, iou_loss = 0.000000, total_loss = 0.002742 total_bbox = 31090, rewritten_bbox = 0.273400 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.310223, GIOU: 0.253077), Class: 0.505070, Obj: 0.016293, No Obj: 0.002653, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.067237, iou_loss = 0.004349, total_loss = 1.071586 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.455176, GIOU: 0.444314), Class: 0.255393, Obj: 0.002746, No Obj: 0.000832, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.850085, iou_loss = 0.612737, total_loss = 1.462821 total_bbox = 31095, rewritten_bbox = 0.273356 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.542735, GIOU: 0.542735), Class: 0.448059, Obj: 0.069631, No Obj: 0.003259, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.673829, iou_loss = 0.010278, total_loss = 0.684107 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.561349, GIOU: 0.523591), Class: 0.520799, Obj: 0.009616, No Obj: 0.000900, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.784131, iou_loss = 0.960367, total_loss = 1.744499 total_bbox = 31099, rewritten_bbox = 0.273321 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.511861, GIOU: 0.472321), Class: 0.575417, Obj: 0.017027, No Obj: 0.002679, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.348049, iou_loss = 0.059880, total_loss = 1.407929 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000917, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003041, iou_loss = 0.000000, total_loss = 0.003041 total_bbox = 31103, rewritten_bbox = 0.273286 % Tensor Cores are disabled until the first 3000 iterations are reached. 389: 0.961248, 0.941035 avg loss, 0.000060 rate, 0.718107 seconds, 24896 images, 0.727121 hours left Loaded: 0.000073 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.309564, GIOU: 0.227227), Class: 0.631529, Obj: 0.037180, No Obj: 0.002924, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.013036, iou_loss = 0.037815, total_loss = 1.050851 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.196120, GIOU: -0.199669), Class: 0.551445, Obj: 0.003517, No Obj: 0.000826, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.425049, iou_loss = 0.805164, total_loss = 2.230212 total_bbox = 31110, rewritten_bbox = 0.273224 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.290920, GIOU: 0.137530), Class: 0.554596, Obj: 0.014842, No Obj: 0.002403, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.697372, iou_loss = 0.020703, total_loss = 1.718076 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.294478, GIOU: 0.263495), Class: 0.507421, Obj: 0.008491, No Obj: 0.000827, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.397999, iou_loss = 0.294929, total_loss = 0.692929 total_bbox = 31115, rewritten_bbox = 0.273180 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.307572, GIOU: 0.292352), Class: 0.543907, Obj: 0.018471, No Obj: 0.002804, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.503166, iou_loss = 0.041053, total_loss = 1.544218 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.355084, GIOU: 0.243346), Class: 0.485720, Obj: 0.001401, No Obj: 0.000836, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.744512, iou_loss = 0.521674, total_loss = 1.266186 total_bbox = 31121, rewritten_bbox = 0.273127 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.308594, GIOU: 0.148643), Class: 0.382966, Obj: 0.014611, No Obj: 0.002745, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.995729, iou_loss = 0.086971, total_loss = 2.082700 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000842, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002556, iou_loss = 0.000000, total_loss = 0.002556 total_bbox = 31126, rewritten_bbox = 0.273084 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.425816, GIOU: 0.226052), Class: 0.569423, Obj: 0.012736, No Obj: 0.002710, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.453640, iou_loss = 0.014756, total_loss = 1.468396 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.254846, GIOU: 0.254847), Class: 0.477824, Obj: 0.000577, No Obj: 0.000810, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.341900, iou_loss = 0.056897, total_loss = 0.398797 total_bbox = 31131, rewritten_bbox = 0.273040 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.441522, GIOU: 0.395225), Class: 0.488009, Obj: 0.013758, No Obj: 0.002157, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.502423, iou_loss = 0.032486, total_loss = 1.534910 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000822, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002159, iou_loss = 0.000000, total_loss = 0.002159 total_bbox = 31135, rewritten_bbox = 0.273005 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.402065, GIOU: 0.371137), Class: 0.549219, Obj: 0.036571, No Obj: 0.002577, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.457693, iou_loss = 0.046431, total_loss = 1.504125 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000916, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003693, iou_loss = 0.000000, total_loss = 0.003693 total_bbox = 31139, rewritten_bbox = 0.272970 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.471420, GIOU: 0.463263), Class: 0.539260, Obj: 0.017071, No Obj: 0.002936, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.143957, iou_loss = 0.027556, total_loss = 1.171513 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.557659, GIOU: 0.525217), Class: 0.386166, Obj: 0.004922, No Obj: 0.000922, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.428528, iou_loss = 0.203316, total_loss = 0.631844 total_bbox = 31143, rewritten_bbox = 0.272935 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.593255, GIOU: 0.546886), Class: 0.591585, Obj: 0.092099, No Obj: 0.002651, .5R: 1.000000, .75R: 0.000000, count: 4, class_loss = 1.323122, iou_loss = 0.102201, total_loss = 1.425323 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000845, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002496, iou_loss = 0.000000, total_loss = 0.002496 total_bbox = 31147, rewritten_bbox = 0.272899 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392836, GIOU: 0.307432), Class: 0.422223, Obj: 0.039314, No Obj: 0.002807, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.119371, iou_loss = 0.019350, total_loss = 1.138721 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.669088, GIOU: 0.642536), Class: 0.495361, Obj: 0.002851, No Obj: 0.000891, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.379057, iou_loss = 0.978455, total_loss = 1.357512 total_bbox = 31151, rewritten_bbox = 0.272864 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.312145, GIOU: 0.306309), Class: 0.508244, Obj: 0.009656, No Obj: 0.002475, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.453345, iou_loss = 0.144361, total_loss = 1.597706 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000836, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002973, iou_loss = 0.000000, total_loss = 0.002973 total_bbox = 31155, rewritten_bbox = 0.272829 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.161255, GIOU: 0.161255), Class: 0.443955, Obj: 0.028703, No Obj: 0.002646, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.119811, iou_loss = 0.026653, total_loss = 1.146464 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.379104, GIOU: 0.336693), Class: 0.600443, Obj: 0.000436, No Obj: 0.000816, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.676281, iou_loss = 0.650180, total_loss = 1.326461 total_bbox = 31160, rewritten_bbox = 0.272786 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.458551, GIOU: 0.434208), Class: 0.590024, Obj: 0.044741, No Obj: 0.002904, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.346248, iou_loss = 0.044462, total_loss = 1.390710 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000889, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002854, iou_loss = 0.000000, total_loss = 0.002854 total_bbox = 31164, rewritten_bbox = 0.272751 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.436686, GIOU: 0.409058), Class: 0.432907, Obj: 0.017577, No Obj: 0.002415, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.243838, iou_loss = 0.053769, total_loss = 1.297607 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.329018, GIOU: 0.117984), Class: 0.426118, Obj: 0.006362, No Obj: 0.000839, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.367806, iou_loss = 0.384595, total_loss = 0.752401 total_bbox = 31168, rewritten_bbox = 0.272716 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.346503, GIOU: 0.324178), Class: 0.521487, Obj: 0.021452, No Obj: 0.002347, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.812928, iou_loss = 0.053120, total_loss = 1.866049 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.161802, GIOU: -0.039298), Class: 0.609084, Obj: 0.007412, No Obj: 0.000892, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.709835, iou_loss = 0.028556, total_loss = 0.738391 total_bbox = 31175, rewritten_bbox = 0.272654 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357164, GIOU: 0.251225), Class: 0.458638, Obj: 0.050783, No Obj: 0.003269, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.526349, iou_loss = 0.011786, total_loss = 1.538135 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000852, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002417, iou_loss = 0.000000, total_loss = 0.002417 total_bbox = 31179, rewritten_bbox = 0.272619 % Tensor Cores are disabled until the first 3000 iterations are reached. 390: 0.889950, 0.935927 avg loss, 0.000060 rate, 0.723688 seconds, 24960 images, 0.727053 hours left Loaded: 0.000045 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.330690, GIOU: 0.235474), Class: 0.536451, Obj: 0.011845, No Obj: 0.002844, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.181754, iou_loss = 0.071650, total_loss = 2.253404 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000859, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002983, iou_loss = 0.000000, total_loss = 0.002983 total_bbox = 31185, rewritten_bbox = 0.272567 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.448689, GIOU: 0.277384), Class: 0.561662, Obj: 0.011625, No Obj: 0.002719, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.442259, iou_loss = 0.082466, total_loss = 1.524725 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.336444, GIOU: 0.211923), Class: 0.731305, Obj: 0.004208, No Obj: 0.000804, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.335835, iou_loss = 0.125878, total_loss = 0.461713 total_bbox = 31190, rewritten_bbox = 0.272523 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.400104, GIOU: 0.383098), Class: 0.565643, Obj: 0.009643, No Obj: 0.002617, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.380395, iou_loss = 0.179881, total_loss = 1.560276 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.278098, GIOU: -0.035108), Class: 0.496706, Obj: 0.001823, No Obj: 0.000864, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 4.035104, iou_loss = 0.875964, total_loss = 4.911068 total_bbox = 31205, rewritten_bbox = 0.275597 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.327177, GIOU: 0.111451), Class: 0.620042, Obj: 0.093807, No Obj: 0.003637, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.279221, iou_loss = 0.115982, total_loss = 1.395203 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000912, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003132, iou_loss = 0.000000, total_loss = 0.003132 total_bbox = 31209, rewritten_bbox = 0.275562 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.195098, GIOU: 0.094889), Class: 0.529175, Obj: 0.006582, No Obj: 0.002589, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.399361, iou_loss = 0.020126, total_loss = 1.419487 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000857, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003427, iou_loss = 0.000000, total_loss = 0.003427 total_bbox = 31213, rewritten_bbox = 0.275526 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.363510, GIOU: 0.179661), Class: 0.483984, Obj: 0.027261, No Obj: 0.002371, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.249718, iou_loss = 0.028505, total_loss = 1.278223 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000814, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002580, iou_loss = 0.000000, total_loss = 0.002580 total_bbox = 31216, rewritten_bbox = 0.275500 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.222289, GIOU: 0.001948), Class: 0.520498, Obj: 0.009163, No Obj: 0.002770, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.369481, iou_loss = 0.014394, total_loss = 1.383875 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000818, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003322, iou_loss = 0.000000, total_loss = 0.003322 total_bbox = 31220, rewritten_bbox = 0.275464 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.248790, GIOU: 0.172374), Class: 0.523542, Obj: 0.019138, No Obj: 0.002467, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.630477, iou_loss = 0.010960, total_loss = 1.641438 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000822, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002157, iou_loss = 0.000000, total_loss = 0.002157 total_bbox = 31224, rewritten_bbox = 0.275429 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.400645, GIOU: 0.250335), Class: 0.523970, Obj: 0.020725, No Obj: 0.002724, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.334366, iou_loss = 0.019311, total_loss = 1.353676 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000891, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004197, iou_loss = 0.000000, total_loss = 0.004197 total_bbox = 31228, rewritten_bbox = 0.275394 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.499262, GIOU: 0.469835), Class: 0.607287, Obj: 0.016670, No Obj: 0.002552, .5R: 0.666667, .75R: 0.000000, count: 6, class_loss = 2.190755, iou_loss = 0.070097, total_loss = 2.260852 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000796, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002164, iou_loss = 0.000000, total_loss = 0.002164 total_bbox = 31234, rewritten_bbox = 0.275341 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.501040, GIOU: 0.428111), Class: 0.536710, Obj: 0.018248, No Obj: 0.002732, .5R: 0.500000, .75R: 0.500000, count: 4, class_loss = 1.446244, iou_loss = 0.023756, total_loss = 1.470000 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.299474, GIOU: 0.032794), Class: 0.581103, Obj: 0.002484, No Obj: 0.000804, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.653158, iou_loss = 0.078686, total_loss = 0.731844 total_bbox = 31240, rewritten_bbox = 0.275288 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.436328, GIOU: 0.422826), Class: 0.484046, Obj: 0.026033, No Obj: 0.002978, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.458613, iou_loss = 0.020206, total_loss = 1.478819 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000886, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002787, iou_loss = 0.000000, total_loss = 0.002787 total_bbox = 31244, rewritten_bbox = 0.275253 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.405342, GIOU: 0.340506), Class: 0.486710, Obj: 0.017747, No Obj: 0.002779, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.804584, iou_loss = 0.045441, total_loss = 1.850024 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.434180, GIOU: 0.384883), Class: 0.635791, Obj: 0.001109, No Obj: 0.000924, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.312097, iou_loss = 2.148846, total_loss = 2.460943 total_bbox = 31250, rewritten_bbox = 0.275200 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.327000, GIOU: 0.232150), Class: 0.558852, Obj: 0.050090, No Obj: 0.003085, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.542989, iou_loss = 0.029105, total_loss = 1.572094 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.273980, GIOU: 0.208196), Class: 0.458054, Obj: 0.004821, No Obj: 0.000821, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.394479, iou_loss = 0.044836, total_loss = 0.439315 total_bbox = 31255, rewritten_bbox = 0.275156 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.427462, GIOU: 0.348557), Class: 0.537930, Obj: 0.064677, No Obj: 0.003348, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.466331, iou_loss = 0.048496, total_loss = 1.514827 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.168205, GIOU: -0.018301), Class: 0.288758, Obj: 0.001317, No Obj: 0.000877, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.430168, iou_loss = 0.148977, total_loss = 0.579145 total_bbox = 31260, rewritten_bbox = 0.275112 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.271952, GIOU: 0.268892), Class: 0.641272, Obj: 0.026416, No Obj: 0.002617, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.392620, iou_loss = 0.021440, total_loss = 1.414061 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.378069, GIOU: 0.378069), Class: 0.448509, Obj: 0.003315, No Obj: 0.000844, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.448047, iou_loss = 0.124594, total_loss = 0.572640 total_bbox = 31265, rewritten_bbox = 0.275068 % Tensor Cores are disabled until the first 3000 iterations are reached. 391: 0.983368, 0.940671 avg loss, 0.000061 rate, 0.709970 seconds, 25024 images, 0.727040 hours left Loaded: 0.000035 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.297892, GIOU: 0.094639), Class: 0.415875, Obj: 0.007548, No Obj: 0.002663, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.666802, iou_loss = 0.061206, total_loss = 2.728008 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.205330, GIOU: -0.067583), Class: 0.516666, Obj: 0.000428, No Obj: 0.000837, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.169851, iou_loss = 2.548003, total_loss = 4.717854 total_bbox = 31279, rewritten_bbox = 0.278142 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.543212, GIOU: 0.524775), Class: 0.516958, Obj: 0.040518, No Obj: 0.003324, .5R: 0.750000, .75R: 0.500000, count: 4, class_loss = 1.462028, iou_loss = 0.066405, total_loss = 1.528433 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000827, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002362, iou_loss = 0.000000, total_loss = 0.002362 total_bbox = 31283, rewritten_bbox = 0.278106 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.410474, GIOU: 0.378080), Class: 0.585738, Obj: 0.027023, No Obj: 0.002658, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.685728, iou_loss = 0.105351, total_loss = 1.791079 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.693038, GIOU: 0.660183), Class: 0.606870, Obj: 0.010718, No Obj: 0.000832, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.375183, iou_loss = 0.301279, total_loss = 0.676463 total_bbox = 31289, rewritten_bbox = 0.278053 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.259601, GIOU: 0.259602), Class: 0.473751, Obj: 0.014790, No Obj: 0.002540, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.970117, iou_loss = 0.008306, total_loss = 1.978423 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000839, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002617, iou_loss = 0.000000, total_loss = 0.002617 total_bbox = 31294, rewritten_bbox = 0.278009 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382111, GIOU: 0.296026), Class: 0.534670, Obj: 0.020621, No Obj: 0.002851, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.136990, iou_loss = 0.017808, total_loss = 1.154798 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.220686, GIOU: 0.098069), Class: 0.429731, Obj: 0.003203, No Obj: 0.000829, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.174126, iou_loss = 1.058985, total_loss = 2.233111 total_bbox = 31300, rewritten_bbox = 0.277955 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.339031, GIOU: 0.296589), Class: 0.451238, Obj: 0.014881, No Obj: 0.002489, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.557498, iou_loss = 0.015167, total_loss = 1.572666 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000796, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002390, iou_loss = 0.000000, total_loss = 0.002390 total_bbox = 31304, rewritten_bbox = 0.277920 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.320483, GIOU: 0.170950), Class: 0.531948, Obj: 0.015551, No Obj: 0.002574, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.178931, iou_loss = 0.042153, total_loss = 2.221084 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000889, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003020, iou_loss = 0.000000, total_loss = 0.003020 total_bbox = 31310, rewritten_bbox = 0.277866 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.388354, GIOU: 0.388354), Class: 0.537539, Obj: 0.036283, No Obj: 0.002803, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.405593, iou_loss = 0.022924, total_loss = 1.428517 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.428800, GIOU: 0.268981), Class: 0.431371, Obj: 0.002071, No Obj: 0.000804, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.379480, iou_loss = 0.081985, total_loss = 0.461465 total_bbox = 31315, rewritten_bbox = 0.277822 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.258441, GIOU: 0.029140), Class: 0.451347, Obj: 0.015304, No Obj: 0.002432, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.608451, iou_loss = 0.031279, total_loss = 2.639730 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.299495, GIOU: 0.053396), Class: 0.480188, Obj: 0.004504, No Obj: 0.000800, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.843429, iou_loss = 0.133721, total_loss = 0.977150 total_bbox = 31324, rewritten_bbox = 0.280935 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.329270, GIOU: 0.261892), Class: 0.543364, Obj: 0.045355, No Obj: 0.003383, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.807528, iou_loss = 0.057364, total_loss = 1.864892 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.669963, GIOU: 0.647707), Class: 0.549878, Obj: 0.010284, No Obj: 0.000858, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.361720, iou_loss = 0.954426, total_loss = 1.316146 total_bbox = 31330, rewritten_bbox = 0.280881 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.352628, GIOU: 0.274035), Class: 0.547173, Obj: 0.071431, No Obj: 0.003190, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.333850, iou_loss = 0.031428, total_loss = 1.365278 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.341969, GIOU: 0.218104), Class: 0.549178, Obj: 0.004232, No Obj: 0.000832, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.149087, iou_loss = 1.230831, total_loss = 2.379918 total_bbox = 31337, rewritten_bbox = 0.280818 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.453731, GIOU: 0.355628), Class: 0.488049, Obj: 0.029752, No Obj: 0.002983, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.466763, iou_loss = 0.135771, total_loss = 1.602535 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.174783, GIOU: 0.174783), Class: 0.502342, Obj: 0.001037, No Obj: 0.000839, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.371443, iou_loss = 0.026590, total_loss = 0.398033 total_bbox = 31342, rewritten_bbox = 0.280773 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.572774, GIOU: 0.454372), Class: 0.330186, Obj: 0.038555, No Obj: 0.002577, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.227290, iou_loss = 0.017002, total_loss = 1.244291 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.491879, GIOU: 0.491880), Class: 0.548698, Obj: 0.004220, No Obj: 0.000816, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.353128, iou_loss = 0.210903, total_loss = 0.564031 total_bbox = 31346, rewritten_bbox = 0.280738 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.380354, GIOU: 0.330580), Class: 0.482756, Obj: 0.014735, No Obj: 0.003062, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.398951, iou_loss = 0.021264, total_loss = 1.420216 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.476231, GIOU: 0.353430), Class: 0.512302, Obj: 0.005738, No Obj: 0.000897, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.391400, iou_loss = 1.202744, total_loss = 2.594143 total_bbox = 31354, rewritten_bbox = 0.280666 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.529112, GIOU: 0.518359), Class: 0.516926, Obj: 0.023129, No Obj: 0.003196, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.795388, iou_loss = 0.085498, total_loss = 1.880886 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.379735, GIOU: 0.192525), Class: 0.238195, Obj: 0.017824, No Obj: 0.000867, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.469707, iou_loss = 0.053799, total_loss = 0.523506 total_bbox = 31360, rewritten_bbox = 0.280612 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.356524, GIOU: 0.299615), Class: 0.431239, Obj: 0.013139, No Obj: 0.003025, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.584320, iou_loss = 0.023231, total_loss = 1.607551 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.480336, GIOU: 0.426025), Class: 0.557074, Obj: 0.001426, No Obj: 0.000824, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.329406, iou_loss = 0.305673, total_loss = 0.635079 total_bbox = 31365, rewritten_bbox = 0.280567 % Tensor Cores are disabled until the first 3000 iterations are reached. 392: 1.155045, 0.962108 avg loss, 0.000062 rate, 0.694975 seconds, 25088 images, 0.726888 hours left Loaded: 0.000038 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344365, GIOU: 0.328899), Class: 0.628500, Obj: 0.047784, No Obj: 0.002713, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.365950, iou_loss = 0.023013, total_loss = 1.388962 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.439713, GIOU: 0.439713), Class: 0.358648, Obj: 0.011946, No Obj: 0.000901, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.462992, iou_loss = 0.169257, total_loss = 0.632249 total_bbox = 31370, rewritten_bbox = 0.280523 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.232533, GIOU: 0.100564), Class: 0.516285, Obj: 0.012446, No Obj: 0.002815, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.801646, iou_loss = 0.025133, total_loss = 1.826779 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000827, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002732, iou_loss = 0.000000, total_loss = 0.002732 total_bbox = 31375, rewritten_bbox = 0.280478 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.485829, GIOU: 0.440225), Class: 0.506023, Obj: 0.027987, No Obj: 0.002787, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.824648, iou_loss = 0.096743, total_loss = 1.921390 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000810, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002486, iou_loss = 0.000000, total_loss = 0.002486 total_bbox = 31380, rewritten_bbox = 0.280433 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.359931, GIOU: 0.310956), Class: 0.416547, Obj: 0.069043, No Obj: 0.002764, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.135457, iou_loss = 0.026242, total_loss = 1.161699 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.471828, GIOU: 0.456418), Class: 0.377387, Obj: 0.064893, No Obj: 0.000837, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.363067, iou_loss = 0.202834, total_loss = 0.565902 total_bbox = 31384, rewritten_bbox = 0.280398 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.258750, GIOU: 0.245068), Class: 0.495500, Obj: 0.053358, No Obj: 0.002791, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.115249, iou_loss = 0.030882, total_loss = 1.146131 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.592701, GIOU: 0.555291), Class: 0.505697, Obj: 0.000965, No Obj: 0.000809, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.352299, iou_loss = 0.520955, total_loss = 0.873254 total_bbox = 31388, rewritten_bbox = 0.280362 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.351385, GIOU: 0.139946), Class: 0.536041, Obj: 0.046457, No Obj: 0.003485, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.518871, iou_loss = 0.062154, total_loss = 1.581025 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.273109, GIOU: -0.052570), Class: 0.678881, Obj: 0.002289, No Obj: 0.000899, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.344739, iou_loss = 0.027048, total_loss = 0.371786 total_bbox = 31393, rewritten_bbox = 0.280317 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.242143, GIOU: 0.178781), Class: 0.542894, Obj: 0.075938, No Obj: 0.003337, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.484822, iou_loss = 0.015429, total_loss = 1.500250 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000877, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002737, iou_loss = 0.000000, total_loss = 0.002737 total_bbox = 31397, rewritten_bbox = 0.280282 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.312458, GIOU: 0.267371), Class: 0.535315, Obj: 0.033541, No Obj: 0.002425, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.058781, iou_loss = 0.025333, total_loss = 1.084114 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.147397, GIOU: 0.147398), Class: 0.506058, Obj: 0.002080, No Obj: 0.000827, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.764656, iou_loss = 0.411161, total_loss = 1.175816 total_bbox = 31402, rewritten_bbox = 0.280237 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.215938, GIOU: 0.215938), Class: 0.403614, Obj: 0.027768, No Obj: 0.002588, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.200635, iou_loss = 0.002277, total_loss = 1.202912 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000839, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002855, iou_loss = 0.000000, total_loss = 0.002855 total_bbox = 31405, rewritten_bbox = 0.280210 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.420882, GIOU: 0.288771), Class: 0.380252, Obj: 0.037223, No Obj: 0.003438, .5R: 0.428571, .75R: 0.142857, count: 7, class_loss = 2.054034, iou_loss = 0.037218, total_loss = 2.091252 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.372223, GIOU: 0.217644), Class: 0.439786, Obj: 0.004214, No Obj: 0.000872, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.138219, iou_loss = 1.030956, total_loss = 2.169175 total_bbox = 31416, rewritten_bbox = 0.289661 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.317860, GIOU: 0.271303), Class: 0.515476, Obj: 0.037901, No Obj: 0.002596, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.776605, iou_loss = 0.055385, total_loss = 1.831990 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000834, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003181, iou_loss = 0.000000, total_loss = 0.003181 total_bbox = 31421, rewritten_bbox = 0.289615 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.380667, GIOU: 0.336600), Class: 0.436000, Obj: 0.024737, No Obj: 0.002766, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.830408, iou_loss = 0.127040, total_loss = 1.957449 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000860, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003091, iou_loss = 0.000000, total_loss = 0.003091 total_bbox = 31426, rewritten_bbox = 0.289569 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.512354, GIOU: 0.485997), Class: 0.535589, Obj: 0.034525, No Obj: 0.002805, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.478081, iou_loss = 0.023326, total_loss = 1.501407 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000798, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002010, iou_loss = 0.000000, total_loss = 0.002010 total_bbox = 31430, rewritten_bbox = 0.289532 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.429846, GIOU: 0.419243), Class: 0.603877, Obj: 0.011589, No Obj: 0.002285, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.393741, iou_loss = 0.123557, total_loss = 1.517297 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.366970, GIOU: 0.365551), Class: 0.332797, Obj: 0.000605, No Obj: 0.000838, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.528039, iou_loss = 0.396655, total_loss = 0.924694 total_bbox = 31435, rewritten_bbox = 0.289486 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.489038, GIOU: 0.445462), Class: 0.599917, Obj: 0.126087, No Obj: 0.002976, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.255242, iou_loss = 0.031464, total_loss = 1.286706 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000788, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003255, iou_loss = 0.000000, total_loss = 0.003255 total_bbox = 31439, rewritten_bbox = 0.289449 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.326371, GIOU: 0.285028), Class: 0.475898, Obj: 0.022535, No Obj: 0.002351, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.184322, iou_loss = 0.078591, total_loss = 1.262913 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.359804, GIOU: 0.214931), Class: 0.555750, Obj: 0.005722, No Obj: 0.000829, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.719627, iou_loss = 0.687707, total_loss = 1.407334 total_bbox = 31444, rewritten_bbox = 0.289403 % Tensor Cores are disabled until the first 3000 iterations are reached. 393: 0.888817, 0.954779 avg loss, 0.000062 rate, 0.714231 seconds, 25152 images, 0.726585 hours left Loaded: 0.000049 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.269016, GIOU: 0.222296), Class: 0.613568, Obj: 0.015566, No Obj: 0.002684, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.523859, iou_loss = 0.016894, total_loss = 1.540753 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000861, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002561, iou_loss = 0.000000, total_loss = 0.002561 total_bbox = 31448, rewritten_bbox = 0.289367 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.256892, GIOU: 0.130221), Class: 0.464500, Obj: 0.027788, No Obj: 0.002556, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.567359, iou_loss = 0.011522, total_loss = 1.578882 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000781, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002214, iou_loss = 0.000000, total_loss = 0.002214 total_bbox = 31452, rewritten_bbox = 0.289330 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.436863, GIOU: 0.405153), Class: 0.493501, Obj: 0.036684, No Obj: 0.003082, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.520646, iou_loss = 0.029689, total_loss = 1.550336 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.379880, GIOU: 0.215610), Class: 0.497981, Obj: 0.007902, No Obj: 0.000867, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.358603, iou_loss = 0.349367, total_loss = 0.707970 total_bbox = 31457, rewritten_bbox = 0.289284 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.266883, GIOU: 0.266883), Class: 0.481396, Obj: 0.030584, No Obj: 0.002805, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.525940, iou_loss = 0.019241, total_loss = 1.545181 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.225261, GIOU: -0.107466), Class: 0.414044, Obj: 0.001537, No Obj: 0.000872, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.397595, iou_loss = 0.022832, total_loss = 0.420427 total_bbox = 31462, rewritten_bbox = 0.289238 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.377358, GIOU: 0.208014), Class: 0.516730, Obj: 0.024447, No Obj: 0.002636, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.415645, iou_loss = 0.024007, total_loss = 1.439653 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.247991, GIOU: -0.057915), Class: 0.580994, Obj: 0.006539, No Obj: 0.000862, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.381013, iou_loss = 0.099272, total_loss = 0.480284 total_bbox = 31467, rewritten_bbox = 0.289192 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.518710, GIOU: 0.455417), Class: 0.517706, Obj: 0.060665, No Obj: 0.002542, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.044630, iou_loss = 0.100984, total_loss = 1.145614 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.435079, GIOU: 0.355660), Class: 0.539296, Obj: 0.005839, No Obj: 0.000879, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.883177, iou_loss = 0.809460, total_loss = 2.692637 total_bbox = 31475, rewritten_bbox = 0.289118 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.593250, GIOU: 0.501199), Class: 0.513720, Obj: 0.024265, No Obj: 0.002833, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.389706, iou_loss = 0.030031, total_loss = 1.419737 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000830, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002721, iou_loss = 0.000000, total_loss = 0.002721 total_bbox = 31479, rewritten_bbox = 0.289082 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.371506, GIOU: 0.280365), Class: 0.597310, Obj: 0.047350, No Obj: 0.002424, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.969392, iou_loss = 0.009042, total_loss = 0.978434 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.307342, GIOU: 0.278862), Class: 0.504292, Obj: 0.009892, No Obj: 0.000893, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.511310, iou_loss = 0.531247, total_loss = 2.042557 total_bbox = 31486, rewritten_bbox = 0.289017 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.436954, GIOU: 0.368665), Class: 0.396891, Obj: 0.030103, No Obj: 0.002852, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.685295, iou_loss = 0.059954, total_loss = 1.745249 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000816, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002498, iou_loss = 0.000000, total_loss = 0.002498 total_bbox = 31490, rewritten_bbox = 0.288981 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.455327, GIOU: 0.428725), Class: 0.547331, Obj: 0.058287, No Obj: 0.002570, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 0.984143, iou_loss = 0.022807, total_loss = 1.006950 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.276677, GIOU: 0.084353), Class: 0.415609, Obj: 0.002338, No Obj: 0.000866, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.207290, iou_loss = 0.178770, total_loss = 1.386060 total_bbox = 31496, rewritten_bbox = 0.288926 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.171663, GIOU: -0.098351), Class: 0.599507, Obj: 0.025628, No Obj: 0.003246, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.076511, iou_loss = 0.004985, total_loss = 1.081497 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.462694, GIOU: 0.338944), Class: 0.482368, Obj: 0.003750, No Obj: 0.000893, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.381659, iou_loss = 0.332076, total_loss = 0.713735 total_bbox = 31500, rewritten_bbox = 0.288889 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.655420, GIOU: 0.637640), Class: 0.530938, Obj: 0.151481, No Obj: 0.003755, .5R: 1.000000, .75R: 0.000000, count: 4, class_loss = 1.372240, iou_loss = 0.110736, total_loss = 1.482976 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000877, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002625, iou_loss = 0.000000, total_loss = 0.002625 total_bbox = 31504, rewritten_bbox = 0.288852 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.506254, GIOU: 0.330827), Class: 0.505951, Obj: 0.006732, No Obj: 0.002113, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.051058, iou_loss = 0.027832, total_loss = 1.078890 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.407754, GIOU: 0.360302), Class: 0.646711, Obj: 0.022551, No Obj: 0.000842, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.347804, iou_loss = 0.092287, total_loss = 0.440090 total_bbox = 31508, rewritten_bbox = 0.288816 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.369724, GIOU: 0.350046), Class: 0.511161, Obj: 0.021743, No Obj: 0.002540, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.502921, iou_loss = 0.016395, total_loss = 1.519316 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000816, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002355, iou_loss = 0.000000, total_loss = 0.002355 total_bbox = 31512, rewritten_bbox = 0.288779 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.547741, GIOU: 0.537402), Class: 0.512034, Obj: 0.025453, No Obj: 0.002259, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.453163, iou_loss = 0.148163, total_loss = 1.601327 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.327333, GIOU: 0.205004), Class: 0.556372, Obj: 0.003016, No Obj: 0.000822, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.688311, iou_loss = 1.294966, total_loss = 1.983277 total_bbox = 31518, rewritten_bbox = 0.288724 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.432329, GIOU: 0.411322), Class: 0.479763, Obj: 0.010212, No Obj: 0.003078, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.083226, iou_loss = 0.031215, total_loss = 1.114440 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000792, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002143, iou_loss = 0.000000, total_loss = 0.002143 total_bbox = 31521, rewritten_bbox = 0.288696 % Tensor Cores are disabled until the first 3000 iterations are reached. 394: 0.893960, 0.948697 avg loss, 0.000063 rate, 0.732531 seconds, 25216 images, 0.726475 hours left Loaded: 0.000039 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.253353, GIOU: 0.253353), Class: 0.443261, Obj: 0.019625, No Obj: 0.002645, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.460359, iou_loss = 0.023641, total_loss = 1.484000 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000829, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002651, iou_loss = 0.000000, total_loss = 0.002651 total_bbox = 31525, rewritten_bbox = 0.288660 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413557, GIOU: 0.344451), Class: 0.609288, Obj: 0.009483, No Obj: 0.002927, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.379875, iou_loss = 0.164020, total_loss = 1.543895 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.588057, GIOU: 0.583247), Class: 0.471247, Obj: 0.003990, No Obj: 0.000834, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.397599, iou_loss = 0.277876, total_loss = 0.675475 total_bbox = 31530, rewritten_bbox = 0.288614 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.444976, GIOU: 0.393613), Class: 0.513922, Obj: 0.033226, No Obj: 0.003098, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.920839, iou_loss = 0.073345, total_loss = 1.994184 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000799, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002770, iou_loss = 0.000000, total_loss = 0.002770 total_bbox = 31535, rewritten_bbox = 0.288568 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.265780, GIOU: 0.178131), Class: 0.453131, Obj: 0.028544, No Obj: 0.002231, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.708265, iou_loss = 0.006934, total_loss = 0.715199 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.240893, GIOU: -0.138059), Class: 0.542552, Obj: 0.012117, No Obj: 0.000845, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.733370, iou_loss = 0.058650, total_loss = 0.792020 total_bbox = 31539, rewritten_bbox = 0.288532 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.254193, GIOU: 0.254192), Class: 0.581727, Obj: 0.016925, No Obj: 0.002239, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.005246, iou_loss = 0.013255, total_loss = 1.018502 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.433925, GIOU: 0.344455), Class: 0.500887, Obj: 0.003767, No Obj: 0.000813, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.853021, iou_loss = 2.193462, total_loss = 4.046483 total_bbox = 31547, rewritten_bbox = 0.288458 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.482055, GIOU: 0.441988), Class: 0.599125, Obj: 0.020005, No Obj: 0.002236, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.401298, iou_loss = 0.078457, total_loss = 1.479756 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.358754, GIOU: 0.358754), Class: 0.346624, Obj: 0.000868, No Obj: 0.000827, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.431974, iou_loss = 0.111827, total_loss = 0.543802 total_bbox = 31552, rewritten_bbox = 0.288413 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.408311, GIOU: 0.394428), Class: 0.421433, Obj: 0.029203, No Obj: 0.002876, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.954034, iou_loss = 0.128842, total_loss = 2.082876 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.274947, GIOU: 0.175838), Class: 0.553889, Obj: 0.004679, No Obj: 0.000782, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.097338, iou_loss = 1.104422, total_loss = 2.201760 total_bbox = 31560, rewritten_bbox = 0.288340 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.396463, GIOU: 0.357879), Class: 0.458663, Obj: 0.015088, No Obj: 0.003036, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.449393, iou_loss = 0.062650, total_loss = 1.512044 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000813, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002785, iou_loss = 0.000000, total_loss = 0.002785 total_bbox = 31564, rewritten_bbox = 0.288303 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.448409, GIOU: 0.417848), Class: 0.424195, Obj: 0.011397, No Obj: 0.002204, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.597648, iou_loss = 0.014456, total_loss = 1.612104 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000782, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002265, iou_loss = 0.000000, total_loss = 0.002265 total_bbox = 31568, rewritten_bbox = 0.288267 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.302027, GIOU: 0.213272), Class: 0.447725, Obj: 0.007132, No Obj: 0.002279, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.785320, iou_loss = 0.002003, total_loss = 0.787323 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.176553, GIOU: -0.033453), Class: 0.485310, Obj: 0.001048, No Obj: 0.000811, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.750232, iou_loss = 0.064288, total_loss = 0.814520 total_bbox = 31572, rewritten_bbox = 0.288230 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.362893, GIOU: 0.250003), Class: 0.409732, Obj: 0.021238, No Obj: 0.002265, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.234350, iou_loss = 0.004854, total_loss = 1.239204 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000773, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002048, iou_loss = 0.000000, total_loss = 0.002048 total_bbox = 31575, rewritten_bbox = 0.288203 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.272956, GIOU: 0.130144), Class: 0.487361, Obj: 0.031623, No Obj: 0.002736, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.899101, iou_loss = 0.096455, total_loss = 1.995555 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.024543, GIOU: 0.024543), Class: 0.640154, Obj: 0.001194, No Obj: 0.000885, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.347866, iou_loss = 0.000529, total_loss = 0.348395 total_bbox = 31581, rewritten_bbox = 0.288148 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.278404, GIOU: 0.274942), Class: 0.628510, Obj: 0.032594, No Obj: 0.003204, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.288374, iou_loss = 0.009850, total_loss = 1.298224 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000819, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002366, iou_loss = 0.000000, total_loss = 0.002366 total_bbox = 31585, rewritten_bbox = 0.288111 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.463292, GIOU: 0.326515), Class: 0.688828, Obj: 0.034317, No Obj: 0.003218, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.085393, iou_loss = 0.107136, total_loss = 1.192529 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.641001, GIOU: 0.611555), Class: 0.560519, Obj: 0.004487, No Obj: 0.000869, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.655134, iou_loss = 0.634763, total_loss = 1.289897 total_bbox = 31590, rewritten_bbox = 0.288066 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.484140, GIOU: 0.454386), Class: 0.527969, Obj: 0.082473, No Obj: 0.003361, .5R: 0.800000, .75R: 0.000000, count: 5, class_loss = 1.785993, iou_loss = 0.107005, total_loss = 1.892999 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000854, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002832, iou_loss = 0.000000, total_loss = 0.002832 total_bbox = 31595, rewritten_bbox = 0.288020 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.343187, GIOU: 0.339445), Class: 0.501186, Obj: 0.047140, No Obj: 0.002934, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.048429, iou_loss = 0.008527, total_loss = 1.056955 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.614545, GIOU: 0.584291), Class: 0.251504, Obj: 0.006890, No Obj: 0.000741, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.457215, iou_loss = 0.337548, total_loss = 0.794763 total_bbox = 31599, rewritten_bbox = 0.287984 % Tensor Cores are disabled until the first 3000 iterations are reached. 395: 0.906919, 0.944519 avg loss, 0.000064 rate, 0.696283 seconds, 25280 images, 0.726549 hours left Loaded: 0.000039 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.223991, GIOU: 0.223812), Class: 0.411484, Obj: 0.058830, No Obj: 0.002949, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.424552, iou_loss = 0.011692, total_loss = 1.436244 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.376321, GIOU: 0.233153), Class: 0.620787, Obj: 0.003913, No Obj: 0.000784, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.995194, iou_loss = 2.320618, total_loss = 3.315812 total_bbox = 31606, rewritten_bbox = 0.287920 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.369797, GIOU: 0.285308), Class: 0.476998, Obj: 0.009268, No Obj: 0.002246, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.065230, iou_loss = 0.030688, total_loss = 2.095917 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000774, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002284, iou_loss = 0.000000, total_loss = 0.002284 total_bbox = 31611, rewritten_bbox = 0.287874 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.623050, GIOU: 0.612581), Class: 0.363925, Obj: 0.039174, No Obj: 0.003145, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.432764, iou_loss = 0.005593, total_loss = 0.438357 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.322494, GIOU: 0.277361), Class: 0.542145, Obj: 0.002171, No Obj: 0.000818, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.714791, iou_loss = 0.749749, total_loss = 1.464540 total_bbox = 31614, rewritten_bbox = 0.287847 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.411599, GIOU: 0.379773), Class: 0.528860, Obj: 0.017959, No Obj: 0.002742, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.406100, iou_loss = 0.009676, total_loss = 1.415776 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000800, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002499, iou_loss = 0.000000, total_loss = 0.002499 total_bbox = 31618, rewritten_bbox = 0.287811 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.221981, GIOU: 0.221981), Class: 0.413236, Obj: 0.027342, No Obj: 0.002777, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.097099, iou_loss = 0.002438, total_loss = 1.099537 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.253670, GIOU: 0.253669), Class: 0.281017, Obj: 0.000590, No Obj: 0.000795, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.466432, iou_loss = 0.177116, total_loss = 0.643548 total_bbox = 31622, rewritten_bbox = 0.287774 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357599, GIOU: 0.276860), Class: 0.455290, Obj: 0.024908, No Obj: 0.002471, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.127160, iou_loss = 0.072882, total_loss = 1.200042 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.360312, GIOU: 0.296257), Class: 0.429474, Obj: 0.004673, No Obj: 0.000821, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.160713, iou_loss = 2.687833, total_loss = 4.848547 total_bbox = 31630, rewritten_bbox = 0.287702 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.393608, GIOU: 0.331211), Class: 0.575793, Obj: 0.012486, No Obj: 0.002849, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.356651, iou_loss = 0.040005, total_loss = 1.396656 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000868, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002886, iou_loss = 0.000000, total_loss = 0.002886 total_bbox = 31634, rewritten_bbox = 0.287665 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.352946, GIOU: 0.249071), Class: 0.515681, Obj: 0.025325, No Obj: 0.002719, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.181703, iou_loss = 0.051852, total_loss = 2.233554 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.267744, GIOU: 0.031781), Class: 0.756175, Obj: 0.002537, No Obj: 0.000837, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.331624, iou_loss = 0.035918, total_loss = 0.367543 total_bbox = 31641, rewritten_bbox = 0.287602 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.491058, GIOU: 0.458359), Class: 0.517381, Obj: 0.039189, No Obj: 0.003190, .5R: 0.600000, .75R: 0.200000, count: 5, class_loss = 1.723034, iou_loss = 0.093318, total_loss = 1.816352 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.383720, GIOU: 0.364762), Class: 0.744388, Obj: 0.002949, No Obj: 0.000768, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.377751, iou_loss = 0.231468, total_loss = 0.609219 total_bbox = 31647, rewritten_bbox = 0.287547 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.347438, GIOU: 0.274569), Class: 0.477329, Obj: 0.014785, No Obj: 0.002060, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.819058, iou_loss = 0.020790, total_loss = 1.839847 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.254885, GIOU: 0.167581), Class: 0.409648, Obj: 0.002815, No Obj: 0.000775, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.210956, iou_loss = 2.716642, total_loss = 3.927599 total_bbox = 31654, rewritten_bbox = 0.287483 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.492311, GIOU: 0.482713), Class: 0.668166, Obj: 0.055431, No Obj: 0.003203, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.214824, iou_loss = 0.037358, total_loss = 1.252182 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000803, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002594, iou_loss = 0.000000, total_loss = 0.002594 total_bbox = 31658, rewritten_bbox = 0.287447 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.412390, GIOU: 0.375256), Class: 0.566396, Obj: 0.027811, No Obj: 0.002734, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.036239, iou_loss = 0.019354, total_loss = 1.055593 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.747094, GIOU: 0.728595), Class: 0.264896, Obj: 0.006034, No Obj: 0.000798, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.439498, iou_loss = 0.387786, total_loss = 0.827284 total_bbox = 31662, rewritten_bbox = 0.287411 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.435590, GIOU: 0.278704), Class: 0.570367, Obj: 0.076837, No Obj: 0.003074, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.632716, iou_loss = 0.062840, total_loss = 1.695556 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.558680, GIOU: 0.499828), Class: 0.218192, Obj: 0.004213, No Obj: 0.000828, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.499303, iou_loss = 0.160271, total_loss = 0.659574 total_bbox = 31668, rewritten_bbox = 0.287356 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.321769, GIOU: 0.279909), Class: 0.544610, Obj: 0.143592, No Obj: 0.002782, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.289407, iou_loss = 0.073317, total_loss = 1.362724 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.548314, GIOU: 0.512087), Class: 0.419933, Obj: 0.013599, No Obj: 0.000892, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.368317, iou_loss = 0.340682, total_loss = 0.708999 total_bbox = 31673, rewritten_bbox = 0.287311 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.418080, GIOU: 0.337083), Class: 0.365660, Obj: 0.031159, No Obj: 0.002964, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.543791, iou_loss = 0.039532, total_loss = 1.583323 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000770, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002299, iou_loss = 0.000000, total_loss = 0.002299 total_bbox = 31677, rewritten_bbox = 0.287275 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.251600, GIOU: 0.128756), Class: 0.472132, Obj: 0.015572, No Obj: 0.002580, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.998387, iou_loss = 0.043481, total_loss = 2.041867 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000815, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003079, iou_loss = 0.000000, total_loss = 0.003079 total_bbox = 31682, rewritten_bbox = 0.287229 % Tensor Cores are disabled until the first 3000 iterations are reached. 396: 0.975171, 0.947585 avg loss, 0.000064 rate, 0.705616 seconds, 25344 images, 0.726256 hours left Loaded: 0.000076 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.409980, GIOU: 0.342741), Class: 0.543418, Obj: 0.065995, No Obj: 0.002894, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.232151, iou_loss = 0.032816, total_loss = 1.264967 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000778, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002142, iou_loss = 0.000000, total_loss = 0.002142 total_bbox = 31686, rewritten_bbox = 0.287193 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.325456, GIOU: 0.200536), Class: 0.498253, Obj: 0.021503, No Obj: 0.003170, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.192010, iou_loss = 0.048261, total_loss = 2.240272 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.380456, GIOU: 0.268357), Class: 0.441886, Obj: 0.010536, No Obj: 0.000813, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.741717, iou_loss = 0.431183, total_loss = 1.172900 total_bbox = 31694, rewritten_bbox = 0.287121 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.421336, GIOU: 0.388498), Class: 0.513052, Obj: 0.045545, No Obj: 0.002811, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.843903, iou_loss = 0.114942, total_loss = 1.958845 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000823, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003078, iou_loss = 0.000000, total_loss = 0.003078 total_bbox = 31699, rewritten_bbox = 0.287075 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.339403, GIOU: 0.201066), Class: 0.523211, Obj: 0.021490, No Obj: 0.002813, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.410848, iou_loss = 0.094911, total_loss = 1.505759 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.520331, GIOU: 0.445594), Class: 0.413485, Obj: 0.022169, No Obj: 0.000812, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.380006, iou_loss = 0.121263, total_loss = 0.501269 total_bbox = 31704, rewritten_bbox = 0.287030 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.245402, GIOU: 0.112423), Class: 0.617681, Obj: 0.029210, No Obj: 0.002505, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.318058, iou_loss = 0.006427, total_loss = 1.324485 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000817, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002397, iou_loss = 0.000000, total_loss = 0.002397 total_bbox = 31708, rewritten_bbox = 0.286994 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.385010, GIOU: 0.254309), Class: 0.497295, Obj: 0.017730, No Obj: 0.002529, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.446569, iou_loss = 0.047798, total_loss = 1.494367 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000761, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002137, iou_loss = 0.000000, total_loss = 0.002137 total_bbox = 31712, rewritten_bbox = 0.286958 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.350831, GIOU: 0.201044), Class: 0.532368, Obj: 0.029916, No Obj: 0.002538, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.024549, iou_loss = 0.086469, total_loss = 2.111018 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.489083, GIOU: 0.399977), Class: 0.475880, Obj: 0.005063, No Obj: 0.000818, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.379787, iou_loss = 0.101969, total_loss = 0.481756 total_bbox = 31719, rewritten_bbox = 0.286894 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.258478, GIOU: 0.135423), Class: 0.452961, Obj: 0.059171, No Obj: 0.002582, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.345094, iou_loss = 0.072661, total_loss = 1.417755 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000891, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003340, iou_loss = 0.000000, total_loss = 0.003340 total_bbox = 31723, rewritten_bbox = 0.286858 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.316029, GIOU: 0.244120), Class: 0.452154, Obj: 0.030559, No Obj: 0.002810, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.215356, iou_loss = 0.057817, total_loss = 2.273172 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.287493, GIOU: 0.152805), Class: 0.339323, Obj: 0.001849, No Obj: 0.000799, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.440706, iou_loss = 1.250991, total_loss = 1.691697 total_bbox = 31730, rewritten_bbox = 0.286795 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.370515, GIOU: 0.365002), Class: 0.517240, Obj: 0.041763, No Obj: 0.002900, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.492472, iou_loss = 0.010596, total_loss = 1.503068 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000866, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002460, iou_loss = 0.000000, total_loss = 0.002460 total_bbox = 31734, rewritten_bbox = 0.286759 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.433610, GIOU: 0.404548), Class: 0.576588, Obj: 0.109369, No Obj: 0.004314, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.024466, iou_loss = 0.017410, total_loss = 1.041875 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.447795, GIOU: 0.332444), Class: 0.584648, Obj: 0.001178, No Obj: 0.000869, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.110026, iou_loss = 0.591419, total_loss = 1.701445 total_bbox = 31740, rewritten_bbox = 0.286704 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.409341, GIOU: 0.409341), Class: 0.606927, Obj: 0.009733, No Obj: 0.002532, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.731163, iou_loss = 0.026050, total_loss = 0.757212 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.259190, GIOU: 0.243739), Class: 0.590456, Obj: 0.003592, No Obj: 0.000862, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.756130, iou_loss = 0.898740, total_loss = 1.654869 total_bbox = 31744, rewritten_bbox = 0.286668 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.309754, GIOU: 0.195235), Class: 0.360959, Obj: 0.065962, No Obj: 0.003372, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.831932, iou_loss = 0.002345, total_loss = 0.834277 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.325367, GIOU: 0.199115), Class: 0.457736, Obj: 0.021210, No Obj: 0.000898, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.749141, iou_loss = 0.104082, total_loss = 0.853223 total_bbox = 31748, rewritten_bbox = 0.286632 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.417705, GIOU: 0.338776), Class: 0.448970, Obj: 0.011662, No Obj: 0.002379, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.379665, iou_loss = 0.131011, total_loss = 2.510677 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.442396, GIOU: 0.326040), Class: 0.678240, Obj: 0.000678, No Obj: 0.000761, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.335728, iou_loss = 0.304638, total_loss = 0.640366 total_bbox = 31755, rewritten_bbox = 0.286569 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.409152, GIOU: 0.362828), Class: 0.489545, Obj: 0.015367, No Obj: 0.002621, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.867581, iou_loss = 0.017045, total_loss = 1.884626 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000793, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002178, iou_loss = 0.000000, total_loss = 0.002178 total_bbox = 31760, rewritten_bbox = 0.286524 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.440241, GIOU: 0.424801), Class: 0.448848, Obj: 0.039307, No Obj: 0.002803, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.540343, iou_loss = 0.037980, total_loss = 1.578323 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000771, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001919, iou_loss = 0.000000, total_loss = 0.001919 total_bbox = 31764, rewritten_bbox = 0.286488 % Tensor Cores are disabled until the first 3000 iterations are reached. 397: 0.939739, 0.946800 avg loss, 0.000065 rate, 0.678762 seconds, 25408 images, 0.726058 hours left Loaded: 0.000051 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344072, GIOU: 0.295059), Class: 0.456574, Obj: 0.024181, No Obj: 0.002740, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.567824, iou_loss = 0.073476, total_loss = 1.641299 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000840, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003895, iou_loss = 0.000000, total_loss = 0.003895 total_bbox = 31768, rewritten_bbox = 0.286452 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.514446, GIOU: 0.465227), Class: 0.478253, Obj: 0.073347, No Obj: 0.003015, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.006272, iou_loss = 0.028037, total_loss = 1.034309 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.407221, GIOU: 0.243473), Class: 0.610919, Obj: 0.004440, No Obj: 0.000826, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.381823, iou_loss = 0.064936, total_loss = 0.446759 total_bbox = 31772, rewritten_bbox = 0.286416 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.319706, GIOU: 0.310998), Class: 0.532882, Obj: 0.044980, No Obj: 0.003402, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.199009, iou_loss = 0.065396, total_loss = 2.264406 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000897, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003290, iou_loss = 0.000000, total_loss = 0.003290 total_bbox = 31778, rewritten_bbox = 0.286362 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.534549, GIOU: 0.490879), Class: 0.495173, Obj: 0.027608, No Obj: 0.003336, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.616937, iou_loss = 0.031545, total_loss = 1.648482 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000742, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002112, iou_loss = 0.000000, total_loss = 0.002112 total_bbox = 31782, rewritten_bbox = 0.286326 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.265895, GIOU: 0.199593), Class: 0.690269, Obj: 0.057521, No Obj: 0.002557, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.161152, iou_loss = 0.051354, total_loss = 1.212506 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.565313, GIOU: 0.565313), Class: 0.496785, Obj: 0.009285, No Obj: 0.000781, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.380287, iou_loss = 0.276063, total_loss = 0.656350 total_bbox = 31787, rewritten_bbox = 0.286281 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.371655, GIOU: 0.266935), Class: 0.441620, Obj: 0.042003, No Obj: 0.003286, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.268610, iou_loss = 0.123750, total_loss = 2.392359 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000812, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003391, iou_loss = 0.000000, total_loss = 0.003391 total_bbox = 31793, rewritten_bbox = 0.286227 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.497307, GIOU: 0.446061), Class: 0.481415, Obj: 0.042162, No Obj: 0.003250, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.075013, iou_loss = 0.008417, total_loss = 1.083430 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.219815, GIOU: 0.219815), Class: 0.637292, Obj: 0.001022, No Obj: 0.000787, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.347710, iou_loss = 0.042206, total_loss = 0.389916 total_bbox = 31797, rewritten_bbox = 0.286191 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.482259, GIOU: 0.481415), Class: 0.471880, Obj: 0.038719, No Obj: 0.003004, .5R: 0.600000, .75R: 0.200000, count: 5, class_loss = 1.885631, iou_loss = 0.125224, total_loss = 2.010855 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000776, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002702, iou_loss = 0.000000, total_loss = 0.002702 total_bbox = 31802, rewritten_bbox = 0.286146 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.461055, GIOU: 0.394677), Class: 0.451548, Obj: 0.022669, No Obj: 0.003034, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.200262, iou_loss = 0.115345, total_loss = 2.315607 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.170452, GIOU: 0.074529), Class: 0.490219, Obj: 0.003224, No Obj: 0.000798, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.354862, iou_loss = 0.016952, total_loss = 0.371815 total_bbox = 31809, rewritten_bbox = 0.286083 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.401671, GIOU: 0.363465), Class: 0.660476, Obj: 0.078475, No Obj: 0.003570, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.304124, iou_loss = 0.045588, total_loss = 1.349712 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000805, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002459, iou_loss = 0.000000, total_loss = 0.002459 total_bbox = 31813, rewritten_bbox = 0.286047 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.403865, GIOU: 0.400797), Class: 0.524047, Obj: 0.048296, No Obj: 0.002644, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.124091, iou_loss = 0.206649, total_loss = 2.330739 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.350553, GIOU: 0.195025), Class: 0.491114, Obj: 0.005947, No Obj: 0.000795, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.403787, iou_loss = 0.065725, total_loss = 0.469511 total_bbox = 31820, rewritten_bbox = 0.285984 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.163453, GIOU: 0.030549), Class: 0.722398, Obj: 0.023726, No Obj: 0.002316, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.773943, iou_loss = 0.001899, total_loss = 0.775842 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.332044, GIOU: 0.276828), Class: 0.501728, Obj: 0.002651, No Obj: 0.000789, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.233912, iou_loss = 1.889070, total_loss = 3.122982 total_bbox = 31825, rewritten_bbox = 0.285939 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357614, GIOU: 0.249385), Class: 0.585793, Obj: 0.042758, No Obj: 0.002597, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.041237, iou_loss = 0.101581, total_loss = 2.142818 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000785, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002156, iou_loss = 0.000000, total_loss = 0.002156 total_bbox = 31831, rewritten_bbox = 0.285885 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.160742, GIOU: 0.160742), Class: 0.530551, Obj: 0.013674, No Obj: 0.002376, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.702248, iou_loss = 0.000828, total_loss = 0.703076 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.475714, GIOU: 0.475592), Class: 0.468020, Obj: 0.011760, No Obj: 0.000907, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.740060, iou_loss = 0.531448, total_loss = 1.271508 total_bbox = 31835, rewritten_bbox = 0.285849 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.472939, GIOU: 0.419157), Class: 0.450070, Obj: 0.051406, No Obj: 0.003041, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.471651, iou_loss = 0.030569, total_loss = 1.502220 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000765, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002350, iou_loss = 0.000000, total_loss = 0.002350 total_bbox = 31839, rewritten_bbox = 0.285813 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.494769, GIOU: 0.451311), Class: 0.541330, Obj: 0.015778, No Obj: 0.002474, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.020982, iou_loss = 0.017966, total_loss = 1.038947 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.290830, GIOU: 0.280150), Class: 0.544594, Obj: 0.014970, No Obj: 0.000770, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.394639, iou_loss = 0.082316, total_loss = 0.476956 total_bbox = 31843, rewritten_bbox = 0.285777 % Tensor Cores are disabled until the first 3000 iterations are reached. 398: 0.904372, 0.942557 avg loss, 0.000065 rate, 0.696327 seconds, 25472 images, 0.725592 hours left Loaded: 0.000045 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.309981, GIOU: 0.309981), Class: 0.432982, Obj: 0.012333, No Obj: 0.002856, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.752430, iou_loss = 0.005143, total_loss = 0.757573 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.367254, GIOU: 0.153085), Class: 0.597355, Obj: 0.006425, No Obj: 0.000802, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.307426, iou_loss = 0.176272, total_loss = 0.483698 total_bbox = 31846, rewritten_bbox = 0.285750 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.504578, GIOU: 0.448596), Class: 0.529221, Obj: 0.010129, No Obj: 0.002102, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.098616, iou_loss = 0.167843, total_loss = 2.266459 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000747, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002265, iou_loss = 0.000000, total_loss = 0.002265 total_bbox = 31852, rewritten_bbox = 0.285696 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.195298, GIOU: 0.037812), Class: 0.287215, Obj: 0.006168, No Obj: 0.002170, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 3.215273, iou_loss = 0.017639, total_loss = 3.232912 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000747, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001957, iou_loss = 0.000000, total_loss = 0.001957 total_bbox = 31859, rewritten_bbox = 0.285634 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.280500, GIOU: 0.195764), Class: 0.525950, Obj: 0.026900, No Obj: 0.003346, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.615448, iou_loss = 0.068891, total_loss = 1.684340 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.493946, GIOU: 0.461865), Class: 0.361314, Obj: 0.004941, No Obj: 0.000805, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.485234, iou_loss = 0.437914, total_loss = 0.923148 total_bbox = 31864, rewritten_bbox = 0.285589 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.235878, GIOU: 0.189878), Class: 0.421574, Obj: 0.013280, No Obj: 0.002846, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 2.022771, iou_loss = 0.011002, total_loss = 2.033773 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.403148, GIOU: 0.372371), Class: 0.360950, Obj: 0.002584, No Obj: 0.000800, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.418896, iou_loss = 0.117905, total_loss = 0.536801 total_bbox = 31870, rewritten_bbox = 0.285535 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.360400, GIOU: 0.354484), Class: 0.540857, Obj: 0.013929, No Obj: 0.002684, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.670114, iou_loss = 0.169675, total_loss = 1.839789 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000799, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002720, iou_loss = 0.000000, total_loss = 0.002720 total_bbox = 31875, rewritten_bbox = 0.285490 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.388072, GIOU: 0.194080), Class: 0.448236, Obj: 0.038951, No Obj: 0.002697, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.139039, iou_loss = 0.013360, total_loss = 1.152399 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.377101, GIOU: 0.314223), Class: 0.485030, Obj: 0.000994, No Obj: 0.000776, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.388710, iou_loss = 0.136076, total_loss = 0.524786 total_bbox = 31879, rewritten_bbox = 0.285454 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.195386, GIOU: -0.052694), Class: 0.582027, Obj: 0.013072, No Obj: 0.002343, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.080786, iou_loss = 0.005441, total_loss = 1.086227 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.241745, GIOU: 0.026993), Class: 0.404875, Obj: 0.002113, No Obj: 0.000759, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.349740, iou_loss = 0.016540, total_loss = 0.366281 total_bbox = 31883, rewritten_bbox = 0.285419 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.300163, GIOU: 0.185089), Class: 0.440127, Obj: 0.038874, No Obj: 0.002524, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.440392, iou_loss = 0.009764, total_loss = 1.450157 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000769, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002732, iou_loss = 0.000000, total_loss = 0.002732 total_bbox = 31887, rewritten_bbox = 0.285383 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.348108, GIOU: 0.229751), Class: 0.585502, Obj: 0.004710, No Obj: 0.002731, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.897154, iou_loss = 0.024775, total_loss = 1.921930 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000772, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002127, iou_loss = 0.000000, total_loss = 0.002127 total_bbox = 31892, rewritten_bbox = 0.285338 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.350241, GIOU: 0.316996), Class: 0.505921, Obj: 0.015691, No Obj: 0.002335, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.606285, iou_loss = 0.017213, total_loss = 1.623498 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000740, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001906, iou_loss = 0.000000, total_loss = 0.001906 total_bbox = 31896, rewritten_bbox = 0.285302 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.421789, GIOU: 0.403445), Class: 0.587493, Obj: 0.017726, No Obj: 0.002537, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.631775, iou_loss = 0.030792, total_loss = 1.662567 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000777, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002130, iou_loss = 0.000000, total_loss = 0.002130 total_bbox = 31901, rewritten_bbox = 0.285258 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.381829, GIOU: 0.234560), Class: 0.531699, Obj: 0.045268, No Obj: 0.002787, .5R: 0.428571, .75R: 0.000000, count: 7, class_loss = 2.555366, iou_loss = 0.135148, total_loss = 2.690514 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000756, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002124, iou_loss = 0.000000, total_loss = 0.002124 total_bbox = 31908, rewritten_bbox = 0.285195 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.377881, GIOU: 0.375546), Class: 0.577769, Obj: 0.015290, No Obj: 0.002689, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.444253, iou_loss = 0.047123, total_loss = 1.491375 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000707, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001727, iou_loss = 0.000000, total_loss = 0.001727 total_bbox = 31912, rewritten_bbox = 0.285159 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.379715, GIOU: 0.345920), Class: 0.599945, Obj: 0.053138, No Obj: 0.002974, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.329099, iou_loss = 0.029565, total_loss = 1.358664 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000748, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001968, iou_loss = 0.000000, total_loss = 0.001968 total_bbox = 31916, rewritten_bbox = 0.285123 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.293253, GIOU: 0.232265), Class: 0.490859, Obj: 0.038805, No Obj: 0.003030, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.338216, iou_loss = 0.012734, total_loss = 1.350950 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.674729, GIOU: 0.648793), Class: 0.424005, Obj: 0.006311, No Obj: 0.000802, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.360187, iou_loss = 0.324106, total_loss = 0.684293 total_bbox = 31921, rewritten_bbox = 0.285079 % Tensor Cores are disabled until the first 3000 iterations are reached. 399: 0.919248, 0.940226 avg loss, 0.000066 rate, 0.698082 seconds, 25536 images, 0.725304 hours left Loaded: 0.000072 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.398854, GIOU: 0.284180), Class: 0.488327, Obj: 0.011651, No Obj: 0.002263, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.463647, iou_loss = 0.142806, total_loss = 1.606454 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000773, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002087, iou_loss = 0.000000, total_loss = 0.002087 total_bbox = 31925, rewritten_bbox = 0.285043 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357581, GIOU: 0.295604), Class: 0.610895, Obj: 0.044096, No Obj: 0.002799, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.346872, iou_loss = 0.054000, total_loss = 1.400872 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000791, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002447, iou_loss = 0.000000, total_loss = 0.002447 total_bbox = 31929, rewritten_bbox = 0.285007 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.500568, GIOU: 0.490711), Class: 0.513115, Obj: 0.035111, No Obj: 0.002698, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.406025, iou_loss = 0.046962, total_loss = 1.452987 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000766, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002045, iou_loss = 0.000000, total_loss = 0.002045 total_bbox = 31933, rewritten_bbox = 0.284972 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.356560, GIOU: 0.174437), Class: 0.603591, Obj: 0.015681, No Obj: 0.003165, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.745117, iou_loss = 0.043676, total_loss = 1.788793 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000842, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003066, iou_loss = 0.000000, total_loss = 0.003066 total_bbox = 31938, rewritten_bbox = 0.284927 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.383708, GIOU: 0.314560), Class: 0.542306, Obj: 0.035335, No Obj: 0.002906, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.361573, iou_loss = 0.024892, total_loss = 1.386465 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.367104, GIOU: 0.258211), Class: 0.410570, Obj: 0.011969, No Obj: 0.000870, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.189594, iou_loss = 1.668164, total_loss = 2.857757 total_bbox = 31945, rewritten_bbox = 0.284865 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.434420, GIOU: 0.358863), Class: 0.461505, Obj: 0.056313, No Obj: 0.002981, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.843499, iou_loss = 0.047016, total_loss = 1.890515 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000735, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001957, iou_loss = 0.000000, total_loss = 0.001957 total_bbox = 31950, rewritten_bbox = 0.284820 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.378769, GIOU: 0.240457), Class: 0.438770, Obj: 0.053864, No Obj: 0.002770, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.196799, iou_loss = 0.071668, total_loss = 2.268467 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.585837, GIOU: 0.554705), Class: 0.450915, Obj: 0.002164, No Obj: 0.000754, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.821911, iou_loss = 0.628165, total_loss = 1.450076 total_bbox = 31958, rewritten_bbox = 0.284749 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.418563, GIOU: 0.363208), Class: 0.500462, Obj: 0.052228, No Obj: 0.002425, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.106526, iou_loss = 0.061792, total_loss = 1.168318 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.262760, GIOU: 0.262760), Class: 0.626762, Obj: 0.004096, No Obj: 0.000781, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.389562, iou_loss = 0.186996, total_loss = 0.576558 total_bbox = 31962, rewritten_bbox = 0.284713 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.469727, GIOU: 0.374181), Class: 0.453102, Obj: 0.027919, No Obj: 0.002771, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.841452, iou_loss = 0.091404, total_loss = 1.932856 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000804, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004514, iou_loss = 0.000000, total_loss = 0.004514 total_bbox = 31967, rewritten_bbox = 0.284669 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.305088, GIOU: 0.289145), Class: 0.480353, Obj: 0.026144, No Obj: 0.002877, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.869243, iou_loss = 0.030535, total_loss = 1.899778 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000777, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002388, iou_loss = 0.000000, total_loss = 0.002388 total_bbox = 31972, rewritten_bbox = 0.284624 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.353193, GIOU: 0.330685), Class: 0.488514, Obj: 0.006982, No Obj: 0.002575, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.476354, iou_loss = 0.097500, total_loss = 1.573855 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.202083, GIOU: 0.002460), Class: 0.602394, Obj: 0.010272, No Obj: 0.000896, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.099410, iou_loss = 0.158469, total_loss = 1.257879 total_bbox = 31979, rewritten_bbox = 0.284562 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.309677, GIOU: 0.214238), Class: 0.378477, Obj: 0.018099, No Obj: 0.002554, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.601337, iou_loss = 0.071994, total_loss = 1.673331 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000745, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002285, iou_loss = 0.000000, total_loss = 0.002285 total_bbox = 31983, rewritten_bbox = 0.284526 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.495094, GIOU: 0.426677), Class: 0.476354, Obj: 0.014959, No Obj: 0.002175, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.171380, iou_loss = 0.076042, total_loss = 1.247422 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000772, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002223, iou_loss = 0.000000, total_loss = 0.002223 total_bbox = 31986, rewritten_bbox = 0.284499 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.439417, GIOU: 0.387404), Class: 0.455351, Obj: 0.046361, No Obj: 0.002759, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.745742, iou_loss = 0.285927, total_loss = 2.031668 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000807, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003713, iou_loss = 0.000000, total_loss = 0.003713 total_bbox = 31991, rewritten_bbox = 0.284455 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357508, GIOU: 0.203073), Class: 0.501581, Obj: 0.009061, No Obj: 0.002486, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.566326, iou_loss = 0.051738, total_loss = 1.618065 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.401588, GIOU: 0.339485), Class: 0.397472, Obj: 0.001711, No Obj: 0.000754, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.767296, iou_loss = 0.730758, total_loss = 1.498054 total_bbox = 31997, rewritten_bbox = 0.284402 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413306, GIOU: 0.332500), Class: 0.392884, Obj: 0.019633, No Obj: 0.002741, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.497709, iou_loss = 0.037082, total_loss = 1.534792 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000770, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002181, iou_loss = 0.000000, total_loss = 0.002181 total_bbox = 32001, rewritten_bbox = 0.284366 % Tensor Cores are disabled until the first 3000 iterations are reached. 400: 0.930013, 0.939205 avg loss, 0.000067 rate, 0.692045 seconds, 25600 images, 0.725034 hours left Saving weights to backup//yolov4-tiny-bus-trucks_last.weights Loaded: 0.000035 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.341662, GIOU: 0.287012), Class: 0.497822, Obj: 0.016407, No Obj: 0.003215, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.291272, iou_loss = 0.099999, total_loss = 2.391272 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.657798, GIOU: 0.648152), Class: 0.485727, Obj: 0.002166, No Obj: 0.000832, .5R: 1.000000, .75R: 0.500000, count: 2, class_loss = 0.745423, iou_loss = 0.712015, total_loss = 1.457438 total_bbox = 32009, rewritten_bbox = 0.284295 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.225029, GIOU: 0.043660), Class: 0.481774, Obj: 0.031954, No Obj: 0.002679, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.548840, iou_loss = 0.003093, total_loss = 1.551933 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000737, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001980, iou_loss = 0.000000, total_loss = 0.001980 total_bbox = 32013, rewritten_bbox = 0.284260 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.525231, GIOU: 0.445408), Class: 0.451454, Obj: 0.027442, No Obj: 0.002924, .5R: 0.750000, .75R: 0.250000, count: 4, class_loss = 1.522971, iou_loss = 0.069623, total_loss = 1.592594 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000730, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002230, iou_loss = 0.000000, total_loss = 0.002230 total_bbox = 32017, rewritten_bbox = 0.284224 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.537125, GIOU: 0.514779), Class: 0.452585, Obj: 0.041453, No Obj: 0.002772, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.412977, iou_loss = 0.033176, total_loss = 1.446154 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000707, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001886, iou_loss = 0.000000, total_loss = 0.001886 total_bbox = 32021, rewritten_bbox = 0.284189 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.354622, GIOU: 0.160663), Class: 0.527238, Obj: 0.016203, No Obj: 0.002620, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.246012, iou_loss = 0.051144, total_loss = 2.297156 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.419575, GIOU: 0.303047), Class: 0.542577, Obj: 0.004599, No Obj: 0.000748, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.709012, iou_loss = 1.019238, total_loss = 1.728249 total_bbox = 32029, rewritten_bbox = 0.284118 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.268086, GIOU: 0.257287), Class: 0.496963, Obj: 0.021573, No Obj: 0.003059, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.942322, iou_loss = 0.042526, total_loss = 1.984848 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.347918, GIOU: 0.139514), Class: 0.490327, Obj: 0.001144, No Obj: 0.000818, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.360491, iou_loss = 0.252261, total_loss = 0.612752 total_bbox = 32035, rewritten_bbox = 0.284064 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.378306, GIOU: 0.320386), Class: 0.510755, Obj: 0.075630, No Obj: 0.002712, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.532986, iou_loss = 0.144419, total_loss = 2.677405 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000849, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005482, iou_loss = 0.000000, total_loss = 0.005482 total_bbox = 32042, rewritten_bbox = 0.284002 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.396864, GIOU: 0.374620), Class: 0.487010, Obj: 0.051090, No Obj: 0.003116, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.117607, iou_loss = 0.007317, total_loss = 1.124924 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.417175, GIOU: 0.283931), Class: 0.596221, Obj: 0.000600, No Obj: 0.000748, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.384053, iou_loss = 0.092978, total_loss = 0.477031 total_bbox = 32046, rewritten_bbox = 0.283967 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.345201, GIOU: 0.343104), Class: 0.501439, Obj: 0.026635, No Obj: 0.002724, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.763856, iou_loss = 0.009408, total_loss = 0.773264 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.262636, GIOU: 0.262636), Class: 0.480853, Obj: 0.006515, No Obj: 0.000715, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.761022, iou_loss = 0.122596, total_loss = 0.883618 total_bbox = 32050, rewritten_bbox = 0.283931 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.427232, GIOU: 0.278840), Class: 0.502960, Obj: 0.009567, No Obj: 0.002894, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.547383, iou_loss = 0.044933, total_loss = 1.592316 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.265826, GIOU: -0.058606), Class: 0.411449, Obj: 0.003944, No Obj: 0.000858, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.759087, iou_loss = 0.729447, total_loss = 1.488534 total_bbox = 32056, rewritten_bbox = 0.283878 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.478565, GIOU: 0.459082), Class: 0.471056, Obj: 0.078816, No Obj: 0.002401, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.067438, iou_loss = 0.023484, total_loss = 1.090922 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.363371, GIOU: 0.155088), Class: 0.639940, Obj: 0.000962, No Obj: 0.000745, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.355945, iou_loss = 0.059305, total_loss = 0.415250 total_bbox = 32060, rewritten_bbox = 0.283843 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.340654, GIOU: 0.283495), Class: 0.556483, Obj: 0.008503, No Obj: 0.002641, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.832853, iou_loss = 0.052183, total_loss = 1.885036 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.126435, GIOU: -0.427186), Class: 0.543139, Obj: 0.000271, No Obj: 0.000764, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.365142, iou_loss = 0.014579, total_loss = 0.379721 total_bbox = 32066, rewritten_bbox = 0.283790 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.436805, GIOU: 0.432295), Class: 0.571379, Obj: 0.029074, No Obj: 0.003065, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.411580, iou_loss = 0.028881, total_loss = 1.440461 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.295545, GIOU: 0.132680), Class: 0.557893, Obj: 0.002824, No Obj: 0.000808, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.355612, iou_loss = 0.141858, total_loss = 0.497470 total_bbox = 32071, rewritten_bbox = 0.283745 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.343801, GIOU: 0.289731), Class: 0.478697, Obj: 0.028557, No Obj: 0.002888, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.839237, iou_loss = 0.029820, total_loss = 1.869057 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.281528, GIOU: 0.252892), Class: 0.364770, Obj: 0.000838, No Obj: 0.000777, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.378666, iou_loss = 0.118826, total_loss = 0.497492 total_bbox = 32077, rewritten_bbox = 0.283692 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.237852, GIOU: 0.193584), Class: 0.674089, Obj: 0.016604, No Obj: 0.002783, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.358164, iou_loss = 0.004884, total_loss = 1.363048 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000765, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002778, iou_loss = 0.000000, total_loss = 0.002778 total_bbox = 32081, rewritten_bbox = 0.283657 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.321124, GIOU: 0.308770), Class: 0.642437, Obj: 0.022614, No Obj: 0.002579, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.293102, iou_loss = 0.053725, total_loss = 1.346828 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.469719, GIOU: 0.349550), Class: 0.444865, Obj: 0.003012, No Obj: 0.000796, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.371118, iou_loss = 0.114268, total_loss = 0.485386 total_bbox = 32086, rewritten_bbox = 0.283613 % Tensor Cores are disabled until the first 3000 iterations are reached. 401: 0.987137, 0.943998 avg loss, 0.000067 rate, 0.704116 seconds, 25664 images, 0.724705 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.268315, GIOU: 0.164317), Class: 0.469157, Obj: 0.011385, No Obj: 0.002181, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.088207, iou_loss = 0.022568, total_loss = 1.110775 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.405528, GIOU: 0.405528), Class: 0.337648, Obj: 0.016472, No Obj: 0.000749, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.400689, iou_loss = 0.142368, total_loss = 0.543057 total_bbox = 32090, rewritten_bbox = 0.283577 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.467959, GIOU: 0.321460), Class: 0.641430, Obj: 0.028056, No Obj: 0.002283, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.678047, iou_loss = 0.037637, total_loss = 1.715684 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.303653, GIOU: 0.084422), Class: 0.350132, Obj: 0.005484, No Obj: 0.000741, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.404037, iou_loss = 0.045637, total_loss = 0.449674 total_bbox = 32096, rewritten_bbox = 0.283524 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.390031, GIOU: 0.329757), Class: 0.467353, Obj: 0.008241, No Obj: 0.002914, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.529460, iou_loss = 0.100632, total_loss = 1.630092 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000917, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003329, iou_loss = 0.000000, total_loss = 0.003329 total_bbox = 32100, rewritten_bbox = 0.283489 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.345811, GIOU: 0.314719), Class: 0.525349, Obj: 0.012156, No Obj: 0.002897, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.672589, iou_loss = 0.017176, total_loss = 1.689764 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000738, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002586, iou_loss = 0.000000, total_loss = 0.002586 total_bbox = 32104, rewritten_bbox = 0.283454 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.343242, GIOU: 0.287535), Class: 0.549962, Obj: 0.065517, No Obj: 0.003371, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.770604, iou_loss = 0.049520, total_loss = 1.820124 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000737, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002092, iou_loss = 0.000000, total_loss = 0.002092 total_bbox = 32109, rewritten_bbox = 0.283410 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.256112, GIOU: 0.247016), Class: 0.508137, Obj: 0.022257, No Obj: 0.002723, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.874788, iou_loss = 0.042331, total_loss = 1.917120 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.463711, GIOU: 0.376728), Class: 0.454392, Obj: 0.013226, No Obj: 0.000803, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.194931, iou_loss = 2.349262, total_loss = 3.544192 total_bbox = 32117, rewritten_bbox = 0.283339 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.395056, GIOU: 0.373499), Class: 0.457711, Obj: 0.038028, No Obj: 0.002929, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.384598, iou_loss = 0.021260, total_loss = 1.405858 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000704, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001755, iou_loss = 0.000000, total_loss = 0.001755 total_bbox = 32121, rewritten_bbox = 0.283304 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.290845, GIOU: 0.253618), Class: 0.615819, Obj: 0.043608, No Obj: 0.003194, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.034982, iou_loss = 0.014744, total_loss = 1.049727 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.565784, GIOU: 0.531063), Class: 0.334814, Obj: 0.012478, No Obj: 0.000809, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.424450, iou_loss = 0.163788, total_loss = 0.588237 total_bbox = 32125, rewritten_bbox = 0.283268 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.318510, GIOU: -0.001007), Class: 0.474659, Obj: 0.046369, No Obj: 0.002791, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.791714, iou_loss = 0.027605, total_loss = 1.819319 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.139919, GIOU: -0.153382), Class: 0.467060, Obj: 0.001334, No Obj: 0.000742, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.728443, iou_loss = 0.071748, total_loss = 0.800191 total_bbox = 32132, rewritten_bbox = 0.283207 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.313738, GIOU: 0.196055), Class: 0.506943, Obj: 0.022566, No Obj: 0.003127, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.417263, iou_loss = 0.034182, total_loss = 1.451445 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000789, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003948, iou_loss = 0.000000, total_loss = 0.003948 total_bbox = 32136, rewritten_bbox = 0.283172 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.378430, GIOU: 0.332527), Class: 0.628241, Obj: 0.026520, No Obj: 0.002805, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.688169, iou_loss = 0.061531, total_loss = 1.749700 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.098748, GIOU: -0.209041), Class: 0.512125, Obj: 0.000370, No Obj: 0.000789, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.429295, iou_loss = 0.018847, total_loss = 0.448142 total_bbox = 32142, rewritten_bbox = 0.283119 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.350732, GIOU: 0.159688), Class: 0.344607, Obj: 0.065676, No Obj: 0.002676, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.299872, iou_loss = 0.006469, total_loss = 1.306340 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000722, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001898, iou_loss = 0.000000, total_loss = 0.001898 total_bbox = 32145, rewritten_bbox = 0.283092 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.294979, GIOU: 0.282018), Class: 0.498448, Obj: 0.041421, No Obj: 0.002086, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.360137, iou_loss = 0.065759, total_loss = 1.425896 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.145680, GIOU: -0.410262), Class: 0.598101, Obj: 0.000110, No Obj: 0.000741, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.389739, iou_loss = 0.020044, total_loss = 0.409783 total_bbox = 32150, rewritten_bbox = 0.283048 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.317802, GIOU: 0.175513), Class: 0.551888, Obj: 0.034871, No Obj: 0.002477, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.403693, iou_loss = 0.025725, total_loss = 1.429418 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.403008, GIOU: 0.326441), Class: 0.432395, Obj: 0.000437, No Obj: 0.000769, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.390274, iou_loss = 0.661212, total_loss = 1.051486 total_bbox = 32155, rewritten_bbox = 0.283004 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.268590, GIOU: -0.003003), Class: 0.622064, Obj: 0.102914, No Obj: 0.003222, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.973419, iou_loss = 0.004690, total_loss = 0.978109 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.231554, GIOU: 0.080663), Class: 0.484126, Obj: 0.001898, No Obj: 0.000735, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.393443, iou_loss = 0.062701, total_loss = 0.456144 total_bbox = 32159, rewritten_bbox = 0.282969 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.305747, GIOU: 0.248868), Class: 0.479736, Obj: 0.024029, No Obj: 0.002819, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.528375, iou_loss = 0.027129, total_loss = 1.555504 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.372922, GIOU: 0.349220), Class: 0.618382, Obj: 0.001628, No Obj: 0.000755, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.666796, iou_loss = 0.327661, total_loss = 0.994457 total_bbox = 32165, rewritten_bbox = 0.282916 % Tensor Cores are disabled until the first 3000 iterations are reached. 402: 0.913781, 0.940976 avg loss, 0.000068 rate, 0.677994 seconds, 25728 images, 0.724498 hours left Loaded: 0.000044 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382515, GIOU: 0.306584), Class: 0.544834, Obj: 0.033993, No Obj: 0.002550, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.375855, iou_loss = 0.030804, total_loss = 1.406659 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000796, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003876, iou_loss = 0.000000, total_loss = 0.003876 total_bbox = 32169, rewritten_bbox = 0.282881 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.422062, GIOU: 0.260344), Class: 0.544667, Obj: 0.027623, No Obj: 0.002835, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.413985, iou_loss = 0.025062, total_loss = 1.439048 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000784, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002684, iou_loss = 0.000000, total_loss = 0.002684 total_bbox = 32173, rewritten_bbox = 0.282846 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.471930, GIOU: 0.330309), Class: 0.403479, Obj: 0.057849, No Obj: 0.002732, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.188883, iou_loss = 0.038502, total_loss = 1.227386 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.401750, GIOU: 0.359446), Class: 0.392547, Obj: 0.027066, No Obj: 0.000754, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.398765, iou_loss = 0.068159, total_loss = 0.466924 total_bbox = 32177, rewritten_bbox = 0.282811 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.358007, GIOU: 0.247310), Class: 0.461671, Obj: 0.021208, No Obj: 0.002400, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.537197, iou_loss = 0.015633, total_loss = 1.552830 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000734, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002237, iou_loss = 0.000000, total_loss = 0.002237 total_bbox = 32181, rewritten_bbox = 0.282776 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.368994, GIOU: 0.350801), Class: 0.476658, Obj: 0.011609, No Obj: 0.002574, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.988469, iou_loss = 0.082627, total_loss = 3.071096 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.188633, GIOU: -0.092288), Class: 0.454424, Obj: 0.000537, No Obj: 0.000747, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.794350, iou_loss = 0.083257, total_loss = 0.877607 total_bbox = 32191, rewritten_bbox = 0.282688 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.183060, GIOU: 0.141500), Class: 0.521058, Obj: 0.012244, No Obj: 0.002594, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.460024, iou_loss = 0.005464, total_loss = 1.465488 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.322384, GIOU: 0.318977), Class: 0.555448, Obj: 0.008503, No Obj: 0.000812, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.723660, iou_loss = 0.178023, total_loss = 0.901683 total_bbox = 32197, rewritten_bbox = 0.282635 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.397702, GIOU: 0.276309), Class: 0.531110, Obj: 0.056513, No Obj: 0.002864, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.446376, iou_loss = 0.034765, total_loss = 1.481141 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.189407, GIOU: 0.189407), Class: 0.488786, Obj: 0.000877, No Obj: 0.000764, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.778922, iou_loss = 0.371083, total_loss = 1.150005 total_bbox = 32203, rewritten_bbox = 0.282582 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.415634, GIOU: 0.348127), Class: 0.421862, Obj: 0.037353, No Obj: 0.002377, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.481648, iou_loss = 0.116038, total_loss = 1.597685 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.266220, GIOU: 0.266220), Class: 0.506925, Obj: 0.003543, No Obj: 0.000788, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.354579, iou_loss = 0.061563, total_loss = 0.416142 total_bbox = 32208, rewritten_bbox = 0.282539 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.423330, GIOU: 0.394317), Class: 0.466407, Obj: 0.035826, No Obj: 0.002569, .5R: 0.571429, .75R: 0.000000, count: 7, class_loss = 2.509128, iou_loss = 0.159641, total_loss = 2.668768 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000735, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002174, iou_loss = 0.000000, total_loss = 0.002174 total_bbox = 32215, rewritten_bbox = 0.282477 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.425167, GIOU: 0.338708), Class: 0.474737, Obj: 0.028478, No Obj: 0.002619, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.972794, iou_loss = 0.073430, total_loss = 2.046224 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000740, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002265, iou_loss = 0.000000, total_loss = 0.002265 total_bbox = 32220, rewritten_bbox = 0.282433 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.551299, GIOU: 0.495205), Class: 0.548074, Obj: 0.033601, No Obj: 0.002496, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.045209, iou_loss = 0.032992, total_loss = 1.078201 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.052960, GIOU: -0.455985), Class: 0.506507, Obj: 0.000777, No Obj: 0.000691, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.824893, iou_loss = 0.007021, total_loss = 0.831914 total_bbox = 32225, rewritten_bbox = 0.282389 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.358370, GIOU: 0.293740), Class: 0.503425, Obj: 0.043709, No Obj: 0.003012, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.723033, iou_loss = 0.033308, total_loss = 1.756340 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000733, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002608, iou_loss = 0.000000, total_loss = 0.002608 total_bbox = 32230, rewritten_bbox = 0.282346 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.422078, GIOU: 0.420835), Class: 0.404034, Obj: 0.057357, No Obj: 0.002711, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.570238, iou_loss = 0.017711, total_loss = 1.587949 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000706, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001713, iou_loss = 0.000000, total_loss = 0.001713 total_bbox = 32234, rewritten_bbox = 0.282311 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.231039, GIOU: 0.202972), Class: 0.481790, Obj: 0.023440, No Obj: 0.002872, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.116963, iou_loss = 0.002723, total_loss = 1.119687 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.167642, GIOU: -0.007702), Class: 0.626561, Obj: 0.001719, No Obj: 0.000832, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.320513, iou_loss = 1.089074, total_loss = 1.409587 total_bbox = 32238, rewritten_bbox = 0.282276 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357574, GIOU: 0.311040), Class: 0.430606, Obj: 0.034867, No Obj: 0.003595, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.542766, iou_loss = 0.015993, total_loss = 1.558759 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000786, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002377, iou_loss = 0.000000, total_loss = 0.002377 total_bbox = 32242, rewritten_bbox = 0.282241 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.531617, GIOU: 0.506167), Class: 0.493018, Obj: 0.026738, No Obj: 0.002231, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.694066, iou_loss = 0.063711, total_loss = 1.757777 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000724, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002016, iou_loss = 0.000000, total_loss = 0.002016 total_bbox = 32247, rewritten_bbox = 0.282197 % Tensor Cores are disabled until the first 3000 iterations are reached. 403: 0.954647, 0.942343 avg loss, 0.000069 rate, 0.685823 seconds, 25792 images, 0.724029 hours left Loaded: 0.000065 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.379925, GIOU: 0.301893), Class: 0.555679, Obj: 0.058948, No Obj: 0.002433, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.276715, iou_loss = 0.039968, total_loss = 1.316682 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.477585, GIOU: 0.389067), Class: 0.350992, Obj: 0.003615, No Obj: 0.000729, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.425518, iou_loss = 0.833302, total_loss = 1.258820 total_bbox = 32252, rewritten_bbox = 0.282153 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.294986, GIOU: 0.155069), Class: 0.472874, Obj: 0.019670, No Obj: 0.002411, .5R: 0.166667, .75R: 0.166667, count: 6, class_loss = 2.229818, iou_loss = 0.024957, total_loss = 2.254775 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000731, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002214, iou_loss = 0.000000, total_loss = 0.002214 total_bbox = 32258, rewritten_bbox = 0.282101 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.244636, GIOU: 0.227266), Class: 0.491432, Obj: 0.026041, No Obj: 0.002300, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.441825, iou_loss = 0.055270, total_loss = 1.497094 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000768, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002498, iou_loss = 0.000000, total_loss = 0.002498 total_bbox = 32262, rewritten_bbox = 0.282066 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.353565, GIOU: 0.280203), Class: 0.350839, Obj: 0.019916, No Obj: 0.002352, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.031648, iou_loss = 0.015547, total_loss = 2.047196 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.279229, GIOU: 0.050137), Class: 0.455508, Obj: 0.002528, No Obj: 0.000711, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.390168, iou_loss = 0.039029, total_loss = 0.429196 total_bbox = 32268, rewritten_bbox = 0.282013 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.435261, GIOU: 0.334043), Class: 0.527875, Obj: 0.019850, No Obj: 0.002585, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.885152, iou_loss = 0.020363, total_loss = 1.905515 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000714, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001986, iou_loss = 0.000000, total_loss = 0.001986 total_bbox = 32273, rewritten_bbox = 0.281969 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.324996, GIOU: 0.324996), Class: 0.566670, Obj: 0.022271, No Obj: 0.002390, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.723297, iou_loss = 0.024305, total_loss = 0.747602 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.031415, GIOU: -0.752209), Class: 0.626079, Obj: 0.000958, No Obj: 0.000750, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.341351, iou_loss = 0.001136, total_loss = 0.342487 total_bbox = 32276, rewritten_bbox = 0.281943 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.467696, GIOU: 0.465746), Class: 0.618316, Obj: 0.020164, No Obj: 0.002458, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 0.991792, iou_loss = 0.131868, total_loss = 1.123660 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.297070, GIOU: 0.085438), Class: 0.582370, Obj: 0.002278, No Obj: 0.000777, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.708882, iou_loss = 0.146645, total_loss = 0.855527 total_bbox = 32281, rewritten_bbox = 0.281900 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413189, GIOU: 0.413189), Class: 0.577434, Obj: 0.026848, No Obj: 0.002766, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.480395, iou_loss = 0.038777, total_loss = 1.519173 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.289776, GIOU: 0.059548), Class: 0.571282, Obj: 0.043709, No Obj: 0.000725, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.374639, iou_loss = 0.025691, total_loss = 0.400331 total_bbox = 32286, rewritten_bbox = 0.281856 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.477952, GIOU: 0.410144), Class: 0.442061, Obj: 0.036446, No Obj: 0.002663, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.117969, iou_loss = 0.016701, total_loss = 1.134670 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.588882, GIOU: 0.587805), Class: 0.427467, Obj: 0.004411, No Obj: 0.000773, .5R: 0.500000, .75R: 0.500000, count: 2, class_loss = 0.858767, iou_loss = 1.378853, total_loss = 2.237620 total_bbox = 32291, rewritten_bbox = 0.281812 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.262632, GIOU: 0.219255), Class: 0.541872, Obj: 0.011091, No Obj: 0.002033, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.554397, iou_loss = 0.022541, total_loss = 1.576938 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000690, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001778, iou_loss = 0.000000, total_loss = 0.001778 total_bbox = 32295, rewritten_bbox = 0.281777 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.404467, GIOU: 0.385874), Class: 0.464962, Obj: 0.024345, No Obj: 0.003227, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.483141, iou_loss = 0.056413, total_loss = 1.539553 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.262896, GIOU: 0.262896), Class: 0.645694, Obj: 0.006483, No Obj: 0.000766, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.330415, iou_loss = 0.059541, total_loss = 0.389956 total_bbox = 32300, rewritten_bbox = 0.281734 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.311174, GIOU: 0.217440), Class: 0.575033, Obj: 0.046371, No Obj: 0.002482, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.044058, iou_loss = 0.008131, total_loss = 1.052189 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.344103, GIOU: 0.179793), Class: 0.507110, Obj: 0.005091, No Obj: 0.000718, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.360377, iou_loss = 0.242017, total_loss = 0.602394 total_bbox = 32304, rewritten_bbox = 0.281699 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.429740, GIOU: 0.364005), Class: 0.529454, Obj: 0.019470, No Obj: 0.002390, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.159760, iou_loss = 0.166780, total_loss = 2.326541 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000729, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002209, iou_loss = 0.000000, total_loss = 0.002209 total_bbox = 32310, rewritten_bbox = 0.281647 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.474029, GIOU: 0.446655), Class: 0.423405, Obj: 0.016379, No Obj: 0.002661, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.708054, iou_loss = 0.014507, total_loss = 1.722561 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000718, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001806, iou_loss = 0.000000, total_loss = 0.001806 total_bbox = 32314, rewritten_bbox = 0.281612 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.415492, GIOU: 0.413097), Class: 0.636694, Obj: 0.038692, No Obj: 0.002525, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.299406, iou_loss = 0.022344, total_loss = 1.321750 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000700, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001840, iou_loss = 0.000000, total_loss = 0.001840 total_bbox = 32318, rewritten_bbox = 0.281577 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.318763, GIOU: 0.224141), Class: 0.393304, Obj: 0.078895, No Obj: 0.002835, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.104037, iou_loss = 0.019887, total_loss = 1.123924 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.240277, GIOU: 0.175848), Class: 0.746492, Obj: 0.001515, No Obj: 0.000732, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.352515, iou_loss = 0.133947, total_loss = 0.486462 total_bbox = 32322, rewritten_bbox = 0.281542 % Tensor Cores are disabled until the first 3000 iterations are reached. 404: 0.874112, 0.935520 avg loss, 0.000070 rate, 0.712564 seconds, 25856 images, 0.723642 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.206540, GIOU: 0.119204), Class: 0.522917, Obj: 0.018394, No Obj: 0.002303, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.330388, iou_loss = 0.016805, total_loss = 1.347193 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000758, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003406, iou_loss = 0.000000, total_loss = 0.003406 total_bbox = 32326, rewritten_bbox = 0.281507 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413096, GIOU: 0.294883), Class: 0.553533, Obj: 0.078144, No Obj: 0.002988, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.697222, iou_loss = 0.038358, total_loss = 1.735580 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000705, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002076, iou_loss = 0.000000, total_loss = 0.002076 total_bbox = 32331, rewritten_bbox = 0.281464 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.315677, GIOU: 0.300866), Class: 0.798401, Obj: 0.023264, No Obj: 0.002151, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.594951, iou_loss = 0.013555, total_loss = 0.608506 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.438694, GIOU: 0.432088), Class: 0.632880, Obj: 0.014233, No Obj: 0.000821, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.669021, iou_loss = 0.258985, total_loss = 0.928006 total_bbox = 32335, rewritten_bbox = 0.281429 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344222, GIOU: 0.310823), Class: 0.482795, Obj: 0.018072, No Obj: 0.002714, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.445711, iou_loss = 0.028533, total_loss = 1.474244 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000750, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002397, iou_loss = 0.000000, total_loss = 0.002397 total_bbox = 32339, rewritten_bbox = 0.281394 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.381021, GIOU: 0.311945), Class: 0.526719, Obj: 0.026718, No Obj: 0.002012, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.308002, iou_loss = 0.086265, total_loss = 1.394268 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000709, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002925, iou_loss = 0.000000, total_loss = 0.002925 total_bbox = 32343, rewritten_bbox = 0.281359 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.300483, GIOU: 0.268394), Class: 0.523875, Obj: 0.035970, No Obj: 0.002607, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.350524, iou_loss = 0.060399, total_loss = 1.410923 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000728, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001881, iou_loss = 0.000000, total_loss = 0.001881 total_bbox = 32347, rewritten_bbox = 0.281324 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.365730, GIOU: 0.260185), Class: 0.394312, Obj: 0.024025, No Obj: 0.002819, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.157816, iou_loss = 0.044560, total_loss = 2.202375 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000710, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001812, iou_loss = 0.000000, total_loss = 0.001812 total_bbox = 32352, rewritten_bbox = 0.281281 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.246088, GIOU: 0.165359), Class: 0.433705, Obj: 0.009072, No Obj: 0.002964, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 2.035219, iou_loss = 0.015935, total_loss = 2.051154 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000784, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002413, iou_loss = 0.000000, total_loss = 0.002413 total_bbox = 32357, rewritten_bbox = 0.281237 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.372852, GIOU: 0.360772), Class: 0.482833, Obj: 0.012445, No Obj: 0.002854, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.752004, iou_loss = 0.011646, total_loss = 1.763649 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000688, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002016, iou_loss = 0.000000, total_loss = 0.002016 total_bbox = 32362, rewritten_bbox = 0.281194 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.435777, GIOU: 0.305581), Class: 0.459580, Obj: 0.022488, No Obj: 0.001815, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.766838, iou_loss = 0.048280, total_loss = 0.815118 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.414583, GIOU: 0.406583), Class: 0.478716, Obj: 0.010029, No Obj: 0.000727, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.090218, iou_loss = 1.395584, total_loss = 2.485803 total_bbox = 32367, rewritten_bbox = 0.281151 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.359831, GIOU: 0.182780), Class: 0.545405, Obj: 0.045497, No Obj: 0.002788, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.125074, iou_loss = 0.013395, total_loss = 1.138469 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000749, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002986, iou_loss = 0.000000, total_loss = 0.002986 total_bbox = 32370, rewritten_bbox = 0.281125 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.560155, GIOU: 0.532716), Class: 0.406813, Obj: 0.022584, No Obj: 0.002572, .5R: 0.750000, .75R: 0.250000, count: 4, class_loss = 1.566849, iou_loss = 0.022711, total_loss = 1.589560 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.175485, GIOU: 0.175485), Class: 0.638978, Obj: 0.001073, No Obj: 0.000736, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.397196, iou_loss = 0.026848, total_loss = 0.424044 total_bbox = 32375, rewritten_bbox = 0.281081 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.589397, GIOU: 0.520949), Class: 0.519990, Obj: 0.027535, No Obj: 0.002759, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.465109, iou_loss = 0.118243, total_loss = 1.583352 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.293871, GIOU: 0.061786), Class: 0.468831, Obj: 0.006025, No Obj: 0.000737, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.339713, iou_loss = 0.293324, total_loss = 0.633036 total_bbox = 32380, rewritten_bbox = 0.281038 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.403904, GIOU: 0.334559), Class: 0.361534, Obj: 0.024719, No Obj: 0.002605, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.664802, iou_loss = 0.032840, total_loss = 1.697642 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000721, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001926, iou_loss = 0.000000, total_loss = 0.001926 total_bbox = 32384, rewritten_bbox = 0.281003 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357336, GIOU: 0.191480), Class: 0.426198, Obj: 0.023527, No Obj: 0.002468, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.829792, iou_loss = 0.073459, total_loss = 1.903252 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.246354, GIOU: 0.246355), Class: 0.525572, Obj: 0.003439, No Obj: 0.000794, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.362182, iou_loss = 0.053137, total_loss = 0.415319 total_bbox = 32390, rewritten_bbox = 0.280951 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.302619, GIOU: 0.254740), Class: 0.363037, Obj: 0.086501, No Obj: 0.002956, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.934331, iou_loss = 0.017950, total_loss = 1.952281 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.293188, GIOU: 0.293188), Class: 0.463493, Obj: 0.012159, No Obj: 0.000684, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.393192, iou_loss = 0.074847, total_loss = 0.468039 total_bbox = 32396, rewritten_bbox = 0.280899 % Tensor Cores are disabled until the first 3000 iterations are reached. 405: 0.860881, 0.928056 avg loss, 0.000070 rate, 0.734388 seconds, 25920 images, 0.723524 hours left Loaded: 0.000035 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.254202, GIOU: 0.186865), Class: 0.532458, Obj: 0.052427, No Obj: 0.002877, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.687358, iou_loss = 0.008981, total_loss = 0.696339 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.230714, GIOU: 0.108556), Class: 0.488725, Obj: 0.004514, No Obj: 0.000752, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.397644, iou_loss = 0.031361, total_loss = 0.429005 total_bbox = 32399, rewritten_bbox = 0.280873 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.319863, GIOU: 0.188052), Class: 0.566943, Obj: 0.029296, No Obj: 0.003157, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.114733, iou_loss = 0.052419, total_loss = 2.167151 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000931, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.008245, iou_loss = 0.000000, total_loss = 0.008245 total_bbox = 32405, rewritten_bbox = 0.280821 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.367388, GIOU: 0.318800), Class: 0.509809, Obj: 0.027532, No Obj: 0.002934, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.746124, iou_loss = 0.013313, total_loss = 1.759437 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.504305, GIOU: 0.504305), Class: 0.604848, Obj: 0.001533, No Obj: 0.000769, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.311598, iou_loss = 0.221212, total_loss = 0.532810 total_bbox = 32411, rewritten_bbox = 0.280769 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.402799, GIOU: 0.304035), Class: 0.560084, Obj: 0.048726, No Obj: 0.002979, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.739113, iou_loss = 0.077132, total_loss = 1.816244 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.456133, GIOU: 0.456134), Class: 0.327876, Obj: 0.002241, No Obj: 0.000754, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.436073, iou_loss = 0.180993, total_loss = 0.617066 total_bbox = 32417, rewritten_bbox = 0.280717 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.452106, GIOU: 0.415116), Class: 0.537959, Obj: 0.008215, No Obj: 0.002583, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.586341, iou_loss = 0.240104, total_loss = 2.826445 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000729, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002081, iou_loss = 0.000000, total_loss = 0.002081 total_bbox = 32424, rewritten_bbox = 0.280656 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.314278, GIOU: 0.240537), Class: 0.582330, Obj: 0.072771, No Obj: 0.002921, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.247052, iou_loss = 0.028568, total_loss = 1.275620 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.278060, GIOU: 0.155927), Class: 0.525710, Obj: 0.006101, No Obj: 0.000781, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.519496, iou_loss = 2.931761, total_loss = 4.451256 total_bbox = 32432, rewritten_bbox = 0.280587 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.360873, GIOU: 0.302776), Class: 0.572139, Obj: 0.021407, No Obj: 0.002031, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.303894, iou_loss = 0.135444, total_loss = 1.439338 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.327842, GIOU: 0.234821), Class: 0.587934, Obj: 0.004140, No Obj: 0.000830, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.796034, iou_loss = 0.201124, total_loss = 0.997157 total_bbox = 32438, rewritten_bbox = 0.280535 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.612187, GIOU: 0.582248), Class: 0.470796, Obj: 0.045582, No Obj: 0.002557, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.109516, iou_loss = 0.126645, total_loss = 1.236161 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.357215, GIOU: 0.186009), Class: 0.709149, Obj: 0.002183, No Obj: 0.000759, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.367750, iou_loss = 0.043597, total_loss = 0.411347 total_bbox = 32442, rewritten_bbox = 0.280501 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.246036, GIOU: -0.081877), Class: 0.509304, Obj: 0.027585, No Obj: 0.002465, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.592731, iou_loss = 0.013057, total_loss = 1.605788 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.281039, GIOU: 0.089562), Class: 0.463587, Obj: 0.005458, No Obj: 0.000762, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.719024, iou_loss = 0.205602, total_loss = 0.924626 total_bbox = 32448, rewritten_bbox = 0.280449 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382595, GIOU: 0.211420), Class: 0.420609, Obj: 0.010492, No Obj: 0.002658, .5R: 0.142857, .75R: 0.142857, count: 7, class_loss = 2.866987, iou_loss = 0.024904, total_loss = 2.891892 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.075298, GIOU: -0.651786), Class: 0.560370, Obj: 0.000264, No Obj: 0.000713, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.420986, iou_loss = 0.005330, total_loss = 0.426315 total_bbox = 32456, rewritten_bbox = 0.280380 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.346283, GIOU: 0.336370), Class: 0.445857, Obj: 0.006007, No Obj: 0.002651, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.570583, iou_loss = 0.017596, total_loss = 1.588179 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000678, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001698, iou_loss = 0.000000, total_loss = 0.001698 total_bbox = 32460, rewritten_bbox = 0.280345 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.534106, GIOU: 0.482279), Class: 0.489647, Obj: 0.042346, No Obj: 0.003098, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.117340, iou_loss = 0.014285, total_loss = 1.131625 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.411766, GIOU: 0.400710), Class: 0.470919, Obj: 0.004921, No Obj: 0.000725, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.384190, iou_loss = 0.631906, total_loss = 1.016096 total_bbox = 32464, rewritten_bbox = 0.280311 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.472817, GIOU: 0.347415), Class: 0.414808, Obj: 0.099612, No Obj: 0.002947, .5R: 0.500000, .75R: 0.500000, count: 2, class_loss = 0.750447, iou_loss = 0.029819, total_loss = 0.780265 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.384688, GIOU: 0.315692), Class: 0.555087, Obj: 0.013685, No Obj: 0.000845, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.075306, iou_loss = 0.383790, total_loss = 1.459096 total_bbox = 32469, rewritten_bbox = 0.280267 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.419868, GIOU: 0.388357), Class: 0.463184, Obj: 0.036352, No Obj: 0.002947, .5R: 0.428571, .75R: 0.000000, count: 7, class_loss = 2.553379, iou_loss = 0.195430, total_loss = 2.748808 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.178043, GIOU: -0.308486), Class: 0.418652, Obj: 0.000171, No Obj: 0.000769, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.402747, iou_loss = 0.009482, total_loss = 0.412229 total_bbox = 32477, rewritten_bbox = 0.280198 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.467838, GIOU: 0.430196), Class: 0.551408, Obj: 0.021429, No Obj: 0.002261, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.036244, iou_loss = 0.038033, total_loss = 1.074277 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.045140, GIOU: -0.654432), Class: 0.589502, Obj: 0.001072, No Obj: 0.000692, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.356418, iou_loss = 0.002777, total_loss = 0.359195 total_bbox = 32481, rewritten_bbox = 0.280164 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.234679, GIOU: 0.202163), Class: 0.546634, Obj: 0.025929, No Obj: 0.002594, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.499519, iou_loss = 0.009486, total_loss = 1.509005 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000710, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001811, iou_loss = 0.000000, total_loss = 0.001811 total_bbox = 32485, rewritten_bbox = 0.280129 % Tensor Cores are disabled until the first 3000 iterations are reached. 406: 1.032575, 0.938508 avg loss, 0.000071 rate, 0.705653 seconds, 25984 images, 0.723623 hours left Loaded: 0.000038 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.410730, GIOU: 0.409542), Class: 0.574725, Obj: 0.010199, No Obj: 0.002746, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.018685, iou_loss = 0.088911, total_loss = 1.107595 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.470911, GIOU: 0.362968), Class: 0.513584, Obj: 0.006572, No Obj: 0.000739, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.069109, iou_loss = 0.602399, total_loss = 1.671508 total_bbox = 32491, rewritten_bbox = 0.280078 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.420321, GIOU: 0.341767), Class: 0.573725, Obj: 0.112658, No Obj: 0.003026, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.905648, iou_loss = 0.015473, total_loss = 0.921120 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.612822, GIOU: 0.555608), Class: 0.451309, Obj: 0.035489, No Obj: 0.000786, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.434563, iou_loss = 0.216962, total_loss = 0.651525 total_bbox = 32495, rewritten_bbox = 0.280043 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.281890, GIOU: 0.233715), Class: 0.498743, Obj: 0.030620, No Obj: 0.002263, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.470281, iou_loss = 0.017163, total_loss = 1.487445 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000709, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002420, iou_loss = 0.000000, total_loss = 0.002420 total_bbox = 32499, rewritten_bbox = 0.280009 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.466301, GIOU: 0.452342), Class: 0.368522, Obj: 0.081596, No Obj: 0.003225, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.499333, iou_loss = 0.028389, total_loss = 1.527722 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000724, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002527, iou_loss = 0.000000, total_loss = 0.002527 total_bbox = 32503, rewritten_bbox = 0.279974 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.436314, GIOU: 0.335220), Class: 0.587292, Obj: 0.016537, No Obj: 0.002173, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.973358, iou_loss = 0.015399, total_loss = 0.988757 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000676, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001634, iou_loss = 0.000000, total_loss = 0.001634 total_bbox = 32506, rewritten_bbox = 0.279948 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.297885, GIOU: 0.264333), Class: 0.548351, Obj: 0.035212, No Obj: 0.002693, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.037305, iou_loss = 0.052802, total_loss = 1.090108 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.423933, GIOU: 0.420477), Class: 0.461547, Obj: 0.001037, No Obj: 0.000702, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.384201, iou_loss = 0.425881, total_loss = 0.810082 total_bbox = 32510, rewritten_bbox = 0.279914 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.360881, GIOU: 0.242761), Class: 0.631836, Obj: 0.020676, No Obj: 0.002561, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.809394, iou_loss = 0.039121, total_loss = 1.848515 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000726, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002460, iou_loss = 0.000000, total_loss = 0.002460 total_bbox = 32516, rewritten_bbox = 0.279862 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.297528, GIOU: 0.224393), Class: 0.518284, Obj: 0.027164, No Obj: 0.002865, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.516473, iou_loss = 0.046769, total_loss = 1.563242 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.261182, GIOU: 0.261182), Class: 0.651870, Obj: 0.006028, No Obj: 0.000683, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.367748, iou_loss = 0.060345, total_loss = 0.428093 total_bbox = 32521, rewritten_bbox = 0.279819 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.355681, GIOU: 0.341755), Class: 0.487846, Obj: 0.127749, No Obj: 0.003105, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.028383, iou_loss = 0.023591, total_loss = 1.051973 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.482173, GIOU: 0.417430), Class: 0.574996, Obj: 0.035712, No Obj: 0.000743, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.322269, iou_loss = 0.203469, total_loss = 0.525738 total_bbox = 32525, rewritten_bbox = 0.279785 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.191727, GIOU: 0.121765), Class: 0.537848, Obj: 0.037849, No Obj: 0.002865, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.498655, iou_loss = 0.016069, total_loss = 1.514724 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.127495, GIOU: -0.435147), Class: 0.464268, Obj: 0.000933, No Obj: 0.000725, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.385671, iou_loss = 0.003922, total_loss = 0.389592 total_bbox = 32530, rewritten_bbox = 0.279742 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.231458, GIOU: 0.182153), Class: 0.522279, Obj: 0.012466, No Obj: 0.002654, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 3.005200, iou_loss = 0.011497, total_loss = 3.016697 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.547115, GIOU: 0.490691), Class: 0.675469, Obj: 0.001750, No Obj: 0.000680, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.308284, iou_loss = 0.331604, total_loss = 0.639888 total_bbox = 32539, rewritten_bbox = 0.279664 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.412169, GIOU: 0.363802), Class: 0.535708, Obj: 0.050691, No Obj: 0.002053, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.928215, iou_loss = 0.069014, total_loss = 0.997229 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.199576, GIOU: 0.087975), Class: 0.447270, Obj: 0.000321, No Obj: 0.000717, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.756448, iou_loss = 0.072568, total_loss = 0.829016 total_bbox = 32544, rewritten_bbox = 0.279621 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.418072, GIOU: 0.320999), Class: 0.538833, Obj: 0.013247, No Obj: 0.002747, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.262992, iou_loss = 0.130040, total_loss = 2.393033 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.230054, GIOU: 0.230054), Class: 0.650079, Obj: 0.015823, No Obj: 0.000684, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.351998, iou_loss = 0.046673, total_loss = 0.398671 total_bbox = 32551, rewritten_bbox = 0.279561 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.455609, GIOU: 0.419627), Class: 0.589040, Obj: 0.044495, No Obj: 0.003061, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.055724, iou_loss = 0.052062, total_loss = 1.107786 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000743, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003403, iou_loss = 0.000000, total_loss = 0.003403 total_bbox = 32554, rewritten_bbox = 0.279536 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.314738, GIOU: 0.163541), Class: 0.477718, Obj: 0.013667, No Obj: 0.002394, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.250874, iou_loss = 0.056904, total_loss = 2.307778 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.430535, GIOU: 0.360411), Class: 0.517871, Obj: 0.012002, No Obj: 0.000705, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.750451, iou_loss = 1.001037, total_loss = 1.751488 total_bbox = 32562, rewritten_bbox = 0.279467 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.440449, GIOU: 0.386382), Class: 0.522174, Obj: 0.028687, No Obj: 0.002625, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.842124, iou_loss = 0.180196, total_loss = 2.022320 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000743, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002774, iou_loss = 0.000000, total_loss = 0.002774 total_bbox = 32567, rewritten_bbox = 0.279424 % Tensor Cores are disabled until the first 3000 iterations are reached. 407: 0.923000, 0.936957 avg loss, 0.000072 rate, 0.709183 seconds, 26048 images, 0.723432 hours left Loaded: 0.000050 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.512280, GIOU: 0.505065), Class: 0.605462, Obj: 0.019089, No Obj: 0.002095, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.100965, iou_loss = 0.078151, total_loss = 1.179117 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000730, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002171, iou_loss = 0.000000, total_loss = 0.002171 total_bbox = 32570, rewritten_bbox = 0.279398 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.320624, GIOU: 0.184019), Class: 0.640613, Obj: 0.023785, No Obj: 0.002455, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.761862, iou_loss = 0.035735, total_loss = 1.797596 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.450599, GIOU: 0.371229), Class: 0.299065, Obj: 0.002621, No Obj: 0.000750, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.457041, iou_loss = 0.130461, total_loss = 0.587503 total_bbox = 32576, rewritten_bbox = 0.279347 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.600445, GIOU: 0.533375), Class: 0.513998, Obj: 0.024826, No Obj: 0.002284, .5R: 0.800000, .75R: 0.200000, count: 5, class_loss = 1.933517, iou_loss = 0.082013, total_loss = 2.015531 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000690, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001983, iou_loss = 0.000000, total_loss = 0.001983 total_bbox = 32581, rewritten_bbox = 0.279304 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.294440, GIOU: 0.281732), Class: 0.550366, Obj: 0.018203, No Obj: 0.002198, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.481942, iou_loss = 0.010512, total_loss = 1.492454 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000704, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003198, iou_loss = 0.000000, total_loss = 0.003198 total_bbox = 32585, rewritten_bbox = 0.279270 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.476252, GIOU: 0.401194), Class: 0.436997, Obj: 0.015805, No Obj: 0.002628, .5R: 0.666667, .75R: 0.000000, count: 6, class_loss = 2.234413, iou_loss = 0.162593, total_loss = 2.397005 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.356304, GIOU: 0.282812), Class: 0.514531, Obj: 0.003338, No Obj: 0.000749, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.128958, iou_loss = 0.312148, total_loss = 1.441107 total_bbox = 32594, rewritten_bbox = 0.279192 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.327472, GIOU: 0.324679), Class: 0.541059, Obj: 0.050079, No Obj: 0.002637, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.359275, iou_loss = 0.029165, total_loss = 1.388440 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000684, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001791, iou_loss = 0.000000, total_loss = 0.001791 total_bbox = 32598, rewritten_bbox = 0.279158 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.398964, GIOU: 0.362876), Class: 0.655974, Obj: 0.012131, No Obj: 0.002227, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.066225, iou_loss = 0.029191, total_loss = 1.095416 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.289451, GIOU: 0.186951), Class: 0.589829, Obj: 0.002197, No Obj: 0.000683, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.384602, iou_loss = 0.697730, total_loss = 2.082332 total_bbox = 32605, rewritten_bbox = 0.279098 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344237, GIOU: 0.296597), Class: 0.318520, Obj: 0.028344, No Obj: 0.002836, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.747728, iou_loss = 0.008244, total_loss = 1.755972 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000709, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002708, iou_loss = 0.000000, total_loss = 0.002708 total_bbox = 32609, rewritten_bbox = 0.279064 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.331378, GIOU: 0.269874), Class: 0.672262, Obj: 0.044262, No Obj: 0.002748, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.034922, iou_loss = 0.012277, total_loss = 1.047200 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.291989, GIOU: 0.139190), Class: 0.549929, Obj: 0.000468, No Obj: 0.000706, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.721685, iou_loss = 0.208828, total_loss = 0.930513 total_bbox = 32614, rewritten_bbox = 0.279021 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.461220, GIOU: 0.454741), Class: 0.539258, Obj: 0.011206, No Obj: 0.002396, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.462212, iou_loss = 0.176890, total_loss = 1.639102 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000680, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002031, iou_loss = 0.000000, total_loss = 0.002031 total_bbox = 32618, rewritten_bbox = 0.278987 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.406684, GIOU: 0.376295), Class: 0.498086, Obj: 0.005479, No Obj: 0.002292, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.400267, iou_loss = 0.029108, total_loss = 1.429376 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000721, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002073, iou_loss = 0.000000, total_loss = 0.002073 total_bbox = 32622, rewritten_bbox = 0.278953 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.529702, GIOU: 0.526305), Class: 0.667927, Obj: 0.037047, No Obj: 0.002652, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.315227, iou_loss = 0.126458, total_loss = 1.441685 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.427034, GIOU: 0.325229), Class: 0.501088, Obj: 0.004670, No Obj: 0.000755, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.724886, iou_loss = 0.724428, total_loss = 1.449314 total_bbox = 32628, rewritten_bbox = 0.278902 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.259694, GIOU: 0.108344), Class: 0.439398, Obj: 0.025541, No Obj: 0.002727, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.058487, iou_loss = 0.008281, total_loss = 1.066768 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.261537, GIOU: 0.174109), Class: 0.498622, Obj: 0.014535, No Obj: 0.000673, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.385886, iou_loss = 0.048655, total_loss = 0.434540 total_bbox = 32632, rewritten_bbox = 0.278867 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.415414, GIOU: 0.282110), Class: 0.587053, Obj: 0.067321, No Obj: 0.002904, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.254132, iou_loss = 0.029491, total_loss = 1.283622 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.529285, GIOU: 0.484634), Class: 0.427195, Obj: 0.014294, No Obj: 0.000767, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.470695, iou_loss = 0.516889, total_loss = 0.987584 total_bbox = 32637, rewritten_bbox = 0.278825 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.418905, GIOU: 0.331690), Class: 0.521978, Obj: 0.051360, No Obj: 0.002426, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.258210, iou_loss = 0.290453, total_loss = 2.548663 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.267656, GIOU: -0.066048), Class: 0.403502, Obj: 0.012664, No Obj: 0.000758, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.387290, iou_loss = 0.025495, total_loss = 0.412786 total_bbox = 32645, rewritten_bbox = 0.278756 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.439150, GIOU: 0.409285), Class: 0.530605, Obj: 0.096885, No Obj: 0.003221, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.326094, iou_loss = 0.023557, total_loss = 1.349651 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000709, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002193, iou_loss = 0.000000, total_loss = 0.002193 total_bbox = 32649, rewritten_bbox = 0.278722 % Tensor Cores are disabled until the first 3000 iterations are reached. 408: 0.929062, 0.936168 avg loss, 0.000072 rate, 0.727278 seconds, 26112 images, 0.723276 hours left Loaded: 0.000084 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.410097, GIOU: 0.368506), Class: 0.574671, Obj: 0.015866, No Obj: 0.002566, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.048898, iou_loss = 0.101584, total_loss = 1.150482 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.276708, GIOU: 0.172674), Class: 0.406124, Obj: 0.000695, No Obj: 0.000697, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.199643, iou_loss = 0.901517, total_loss = 2.101160 total_bbox = 32655, rewritten_bbox = 0.278671 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.373564, GIOU: 0.306999), Class: 0.537048, Obj: 0.077788, No Obj: 0.002886, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.943770, iou_loss = 0.171882, total_loss = 1.115652 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.517301, GIOU: 0.421608), Class: 0.355073, Obj: 0.019179, No Obj: 0.000701, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.407457, iou_loss = 0.143930, total_loss = 0.551386 total_bbox = 32659, rewritten_bbox = 0.278637 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.325073, GIOU: 0.324260), Class: 0.483584, Obj: 0.011429, No Obj: 0.002485, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.883020, iou_loss = 0.023310, total_loss = 1.906330 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000680, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001965, iou_loss = 0.000000, total_loss = 0.001965 total_bbox = 32664, rewritten_bbox = 0.278594 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.500236, GIOU: 0.441068), Class: 0.592869, Obj: 0.057767, No Obj: 0.002328, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.290397, iou_loss = 0.069505, total_loss = 1.359901 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.377774, GIOU: 0.204182), Class: 0.519531, Obj: 0.006279, No Obj: 0.000749, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.086048, iou_loss = 0.769409, total_loss = 1.855458 total_bbox = 32671, rewritten_bbox = 0.278534 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.414336, GIOU: 0.330638), Class: 0.450935, Obj: 0.037245, No Obj: 0.002510, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.714406, iou_loss = 0.189152, total_loss = 2.903558 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.402664, GIOU: 0.383352), Class: 0.580630, Obj: 0.026422, No Obj: 0.000817, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.074344, iou_loss = 0.420769, total_loss = 1.495113 total_bbox = 32681, rewritten_bbox = 0.278449 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.283831, GIOU: 0.283831), Class: 0.454060, Obj: 0.083490, No Obj: 0.002495, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.431988, iou_loss = 0.034487, total_loss = 1.466476 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000709, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002825, iou_loss = 0.000000, total_loss = 0.002825 total_bbox = 32685, rewritten_bbox = 0.278415 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.210495, GIOU: 0.114479), Class: 0.580208, Obj: 0.099320, No Obj: 0.002996, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.684576, iou_loss = 0.001162, total_loss = 0.685737 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.531487, GIOU: 0.531487), Class: 0.516695, Obj: 0.014258, No Obj: 0.000794, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.341426, iou_loss = 0.245918, total_loss = 0.587344 total_bbox = 32688, rewritten_bbox = 0.278390 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.308720, GIOU: 0.213135), Class: 0.506494, Obj: 0.034742, No Obj: 0.002500, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.780697, iou_loss = 0.030946, total_loss = 1.811643 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000657, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001571, iou_loss = 0.000000, total_loss = 0.001571 total_bbox = 32693, rewritten_bbox = 0.278347 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.550492, GIOU: 0.522691), Class: 0.626988, Obj: 0.026417, No Obj: 0.003378, .5R: 0.600000, .75R: 0.200000, count: 5, class_loss = 1.754433, iou_loss = 0.171300, total_loss = 1.925734 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.474272, GIOU: 0.470637), Class: 0.654430, Obj: 0.016939, No Obj: 0.000771, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.648436, iou_loss = 0.441348, total_loss = 1.089785 total_bbox = 32700, rewritten_bbox = 0.278287 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.575999, GIOU: 0.568785), Class: 0.527574, Obj: 0.038392, No Obj: 0.002861, .5R: 0.500000, .75R: 0.500000, count: 4, class_loss = 1.405120, iou_loss = 0.018825, total_loss = 1.423945 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000720, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002400, iou_loss = 0.000000, total_loss = 0.002400 total_bbox = 32704, rewritten_bbox = 0.278253 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392498, GIOU: 0.284415), Class: 0.416883, Obj: 0.096414, No Obj: 0.002763, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.385538, iou_loss = 0.069766, total_loss = 1.455304 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.622170, GIOU: 0.575360), Class: 0.481221, Obj: 0.006044, No Obj: 0.000694, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.410738, iou_loss = 0.245555, total_loss = 0.656293 total_bbox = 32709, rewritten_bbox = 0.278211 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.465160, GIOU: 0.438511), Class: 0.562602, Obj: 0.018298, No Obj: 0.002797, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.621878, iou_loss = 0.021917, total_loss = 1.643795 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.562597, GIOU: 0.548184), Class: 0.545362, Obj: 0.010665, No Obj: 0.000749, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.344238, iou_loss = 0.526772, total_loss = 0.871010 total_bbox = 32714, rewritten_bbox = 0.278168 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.415290, GIOU: 0.341058), Class: 0.565728, Obj: 0.047261, No Obj: 0.002395, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.328264, iou_loss = 0.053593, total_loss = 1.381857 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000701, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003274, iou_loss = 0.000000, total_loss = 0.003274 total_bbox = 32718, rewritten_bbox = 0.278134 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.276947, GIOU: 0.022498), Class: 0.646078, Obj: 0.188403, No Obj: 0.002451, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.783786, iou_loss = 0.023837, total_loss = 0.807622 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.188773, GIOU: 0.182111), Class: 0.478802, Obj: 0.002637, No Obj: 0.000741, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.718764, iou_loss = 0.253153, total_loss = 0.971917 total_bbox = 32723, rewritten_bbox = 0.278092 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.349735, GIOU: 0.099650), Class: 0.542013, Obj: 0.030072, No Obj: 0.002602, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.411866, iou_loss = 0.012298, total_loss = 1.424163 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000687, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002466, iou_loss = 0.000000, total_loss = 0.002466 total_bbox = 32727, rewritten_bbox = 0.278058 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.445713, GIOU: 0.439969), Class: 0.495971, Obj: 0.034896, No Obj: 0.002766, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.472453, iou_loss = 0.015600, total_loss = 1.488053 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000702, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001907, iou_loss = 0.000000, total_loss = 0.001907 total_bbox = 32731, rewritten_bbox = 0.278024 % Tensor Cores are disabled until the first 3000 iterations are reached. 409: 0.920209, 0.934572 avg loss, 0.000073 rate, 0.718825 seconds, 26176 images, 0.723301 hours left Loaded: 0.000064 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.307340, GIOU: 0.298022), Class: 0.308500, Obj: 0.041209, No Obj: 0.002669, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.251281, iou_loss = 0.079914, total_loss = 1.331195 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000693, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001739, iou_loss = 0.000000, total_loss = 0.001739 total_bbox = 32734, rewritten_bbox = 0.277998 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.275788, GIOU: 0.185077), Class: 0.523209, Obj: 0.031527, No Obj: 0.002111, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.053827, iou_loss = 0.016762, total_loss = 1.070588 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000674, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001629, iou_loss = 0.000000, total_loss = 0.001629 total_bbox = 32737, rewritten_bbox = 0.277973 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.442958, GIOU: 0.374120), Class: 0.417069, Obj: 0.019287, No Obj: 0.002533, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.886795, iou_loss = 0.077605, total_loss = 1.964400 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000769, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001893, iou_loss = 0.000000, total_loss = 0.001893 total_bbox = 32742, rewritten_bbox = 0.277930 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.376547, GIOU: 0.296543), Class: 0.474210, Obj: 0.022040, No Obj: 0.002307, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.651528, iou_loss = 0.029192, total_loss = 1.680720 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000697, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002826, iou_loss = 0.000000, total_loss = 0.002826 total_bbox = 32746, rewritten_bbox = 0.277897 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.438016, GIOU: 0.398096), Class: 0.439469, Obj: 0.012479, No Obj: 0.002864, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.423445, iou_loss = 0.011504, total_loss = 1.434949 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.337286, GIOU: 0.192744), Class: 0.562391, Obj: 0.006709, No Obj: 0.000758, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.688258, iou_loss = 0.133645, total_loss = 0.821903 total_bbox = 32752, rewritten_bbox = 0.277846 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.626117, GIOU: 0.603518), Class: 0.585590, Obj: 0.084257, No Obj: 0.002558, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.674702, iou_loss = 0.041838, total_loss = 0.716540 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.329879, GIOU: 0.276893), Class: 0.396740, Obj: 0.001235, No Obj: 0.000729, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.270867, iou_loss = 1.501038, total_loss = 2.771904 total_bbox = 32757, rewritten_bbox = 0.277803 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.395552, GIOU: 0.338568), Class: 0.487316, Obj: 0.064869, No Obj: 0.003056, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.445284, iou_loss = 0.020748, total_loss = 1.466032 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000712, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003041, iou_loss = 0.000000, total_loss = 0.003041 total_bbox = 32761, rewritten_bbox = 0.277769 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.346698, GIOU: 0.338975), Class: 0.591479, Obj: 0.115626, No Obj: 0.002932, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.121456, iou_loss = 0.069510, total_loss = 1.190966 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000713, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002527, iou_loss = 0.000000, total_loss = 0.002527 total_bbox = 32765, rewritten_bbox = 0.277735 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.483227, GIOU: 0.467443), Class: 0.575001, Obj: 0.023944, No Obj: 0.002330, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.356862, iou_loss = 0.064169, total_loss = 1.421031 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000735, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002187, iou_loss = 0.000000, total_loss = 0.002187 total_bbox = 32769, rewritten_bbox = 0.277701 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.427479, GIOU: 0.392425), Class: 0.610489, Obj: 0.041709, No Obj: 0.003191, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.357288, iou_loss = 0.018315, total_loss = 1.375604 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000682, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001705, iou_loss = 0.000000, total_loss = 0.001705 total_bbox = 32773, rewritten_bbox = 0.277668 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.369704, GIOU: 0.369704), Class: 0.536248, Obj: 0.058481, No Obj: 0.002662, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.338887, iou_loss = 0.038242, total_loss = 1.377129 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000695, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002492, iou_loss = 0.000000, total_loss = 0.002492 total_bbox = 32777, rewritten_bbox = 0.277634 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.689934, GIOU: 0.689248), Class: 0.560082, Obj: 0.016497, No Obj: 0.002988, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.064386, iou_loss = 0.028711, total_loss = 1.093097 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000701, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001949, iou_loss = 0.000000, total_loss = 0.001949 total_bbox = 32780, rewritten_bbox = 0.277608 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.576638, GIOU: 0.513549), Class: 0.545874, Obj: 0.046932, No Obj: 0.002414, .5R: 0.750000, .75R: 0.250000, count: 4, class_loss = 1.329083, iou_loss = 0.064395, total_loss = 1.393478 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000646, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001442, iou_loss = 0.000000, total_loss = 0.001442 total_bbox = 32784, rewritten_bbox = 0.277574 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.555022, GIOU: 0.484123), Class: 0.551363, Obj: 0.020230, No Obj: 0.002974, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.745673, iou_loss = 0.016902, total_loss = 0.762575 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.382064, GIOU: 0.300938), Class: 0.566842, Obj: 0.002930, No Obj: 0.000674, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.561671, iou_loss = 1.928039, total_loss = 3.489711 total_bbox = 32790, rewritten_bbox = 0.277524 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.477254, GIOU: 0.448644), Class: 0.541545, Obj: 0.038340, No Obj: 0.002548, .5R: 0.500000, .75R: 0.166667, count: 6, class_loss = 2.121169, iou_loss = 0.096308, total_loss = 2.217476 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.252052, GIOU: -0.101165), Class: 0.596302, Obj: 0.020908, No Obj: 0.000689, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.329608, iou_loss = 0.020615, total_loss = 0.350223 total_bbox = 32797, rewritten_bbox = 0.277464 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.631776, GIOU: 0.623660), Class: 0.416088, Obj: 0.067216, No Obj: 0.002800, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.773139, iou_loss = 0.019677, total_loss = 0.792816 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.611923, GIOU: 0.569381), Class: 0.678985, Obj: 0.035562, No Obj: 0.000717, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.308592, iou_loss = 0.237945, total_loss = 0.546538 total_bbox = 32800, rewritten_bbox = 0.277439 % Tensor Cores are disabled until the first 3000 iterations are reached. 410: 0.780669, 0.919182 avg loss, 0.000074 rate, 0.716257 seconds, 26240 images, 0.723239 hours left Loaded: 0.000047 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.207062, GIOU: 0.183271), Class: 0.499962, Obj: 0.017843, No Obj: 0.002247, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.555384, iou_loss = 0.012030, total_loss = 1.567413 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000660, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001678, iou_loss = 0.000000, total_loss = 0.001678 total_bbox = 32804, rewritten_bbox = 0.277405 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.401178, GIOU: 0.375329), Class: 0.455973, Obj: 0.054542, No Obj: 0.002809, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.426947, iou_loss = 0.026945, total_loss = 1.453891 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000679, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001800, iou_loss = 0.000000, total_loss = 0.001800 total_bbox = 32808, rewritten_bbox = 0.277371 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.271427, GIOU: 0.270873), Class: 0.505113, Obj: 0.012261, No Obj: 0.002090, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.636214, iou_loss = 0.039567, total_loss = 1.675781 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000694, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002245, iou_loss = 0.000000, total_loss = 0.002245 total_bbox = 32813, rewritten_bbox = 0.277329 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.470104, GIOU: 0.410134), Class: 0.572907, Obj: 0.035558, No Obj: 0.002653, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.748453, iou_loss = 0.162002, total_loss = 1.910454 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.017334, GIOU: 0.017333), Class: 0.475861, Obj: 0.002105, No Obj: 0.000690, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.415499, iou_loss = 0.000740, total_loss = 0.416239 total_bbox = 32819, rewritten_bbox = 0.277278 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.464933, GIOU: 0.349754), Class: 0.481049, Obj: 0.068032, No Obj: 0.003488, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.756669, iou_loss = 0.008228, total_loss = 0.764897 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000780, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002783, iou_loss = 0.000000, total_loss = 0.002783 total_bbox = 32821, rewritten_bbox = 0.277261 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.496559, GIOU: 0.477471), Class: 0.509828, Obj: 0.083421, No Obj: 0.002825, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.390068, iou_loss = 0.187623, total_loss = 1.577690 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.682374, GIOU: 0.648137), Class: 0.600516, Obj: 0.021353, No Obj: 0.000702, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.329966, iou_loss = 0.296790, total_loss = 0.626756 total_bbox = 32826, rewritten_bbox = 0.277219 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.249632, GIOU: 0.234088), Class: 0.473780, Obj: 0.018380, No Obj: 0.003346, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.890821, iou_loss = 0.066879, total_loss = 1.957700 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.569879, GIOU: 0.513683), Class: 0.506145, Obj: 0.000937, No Obj: 0.000696, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.716588, iou_loss = 1.011211, total_loss = 1.727799 total_bbox = 32833, rewritten_bbox = 0.277160 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.390249, GIOU: 0.283677), Class: 0.542466, Obj: 0.063271, No Obj: 0.002924, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.687574, iou_loss = 0.075477, total_loss = 1.763051 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000641, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001522, iou_loss = 0.000000, total_loss = 0.001522 total_bbox = 32838, rewritten_bbox = 0.277118 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.462525, GIOU: 0.442760), Class: 0.248806, Obj: 0.023023, No Obj: 0.002930, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.687138, iou_loss = 0.054588, total_loss = 1.741726 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000677, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001863, iou_loss = 0.000000, total_loss = 0.001863 total_bbox = 32842, rewritten_bbox = 0.277084 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.360072, GIOU: 0.315099), Class: 0.474848, Obj: 0.029182, No Obj: 0.002600, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.899172, iou_loss = 0.102543, total_loss = 2.001715 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.368294, GIOU: 0.173482), Class: 0.447351, Obj: 0.006185, No Obj: 0.000698, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.354998, iou_loss = 0.063870, total_loss = 0.418868 total_bbox = 32848, rewritten_bbox = 0.277034 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.292525, GIOU: 0.241475), Class: 0.495626, Obj: 0.030565, No Obj: 0.002679, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.852566, iou_loss = 0.100668, total_loss = 1.953234 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000643, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001421, iou_loss = 0.000000, total_loss = 0.001421 total_bbox = 32853, rewritten_bbox = 0.276991 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.414900, GIOU: 0.302888), Class: 0.430741, Obj: 0.018656, No Obj: 0.002367, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.542460, iou_loss = 0.109434, total_loss = 1.651895 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.186759, GIOU: -0.262679), Class: 0.327587, Obj: 0.001701, No Obj: 0.000629, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.860507, iou_loss = 0.048908, total_loss = 0.909415 total_bbox = 32859, rewritten_bbox = 0.276941 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.557215, GIOU: 0.425924), Class: 0.770959, Obj: 0.036358, No Obj: 0.002399, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.023681, iou_loss = 0.033742, total_loss = 1.057423 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.495793, GIOU: 0.474275), Class: 0.837493, Obj: 0.002252, No Obj: 0.000730, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.316364, iou_loss = 0.353690, total_loss = 0.670053 total_bbox = 32863, rewritten_bbox = 0.276907 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.431797, GIOU: 0.392793), Class: 0.607951, Obj: 0.048460, No Obj: 0.003553, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.374316, iou_loss = 0.061759, total_loss = 1.436074 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.159399, GIOU: 0.159399), Class: 0.322519, Obj: 0.007000, No Obj: 0.000650, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.370423, iou_loss = 0.022003, total_loss = 0.392427 total_bbox = 32868, rewritten_bbox = 0.276865 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.278991, GIOU: -0.026446), Class: 0.466709, Obj: 0.006382, No Obj: 0.002513, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.482771, iou_loss = 0.002772, total_loss = 0.485544 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000758, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002305, iou_loss = 0.000000, total_loss = 0.002305 total_bbox = 32869, rewritten_bbox = 0.276857 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.451715, GIOU: 0.361088), Class: 0.635231, Obj: 0.027283, No Obj: 0.002621, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.374826, iou_loss = 0.087191, total_loss = 1.462018 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.348010, GIOU: 0.110242), Class: 0.540374, Obj: 0.001524, No Obj: 0.000666, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.757559, iou_loss = 0.154850, total_loss = 0.912409 total_bbox = 32875, rewritten_bbox = 0.276806 % Tensor Cores are disabled until the first 3000 iterations are reached. 411: 0.866518, 0.913915 avg loss, 0.000074 rate, 0.706697 seconds, 26304 images, 0.723150 hours left Loaded: 0.000043 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.306682, GIOU: 0.269472), Class: 0.448139, Obj: 0.016242, No Obj: 0.002810, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.732247, iou_loss = 0.024776, total_loss = 2.757023 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000643, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001523, iou_loss = 0.000000, total_loss = 0.001523 total_bbox = 32882, rewritten_bbox = 0.276747 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.499070, GIOU: 0.454600), Class: 0.629578, Obj: 0.023936, No Obj: 0.002215, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.310724, iou_loss = 0.033134, total_loss = 1.343858 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.177094, GIOU: -0.015949), Class: 0.471286, Obj: 0.000818, No Obj: 0.000732, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.798661, iou_loss = 0.153557, total_loss = 0.952218 total_bbox = 32888, rewritten_bbox = 0.276697 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.514113, GIOU: 0.474826), Class: 0.547358, Obj: 0.017263, No Obj: 0.002184, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.836471, iou_loss = 0.042611, total_loss = 1.879082 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000691, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001740, iou_loss = 0.000000, total_loss = 0.001740 total_bbox = 32893, rewritten_bbox = 0.276655 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.383831, GIOU: 0.252948), Class: 0.475633, Obj: 0.016778, No Obj: 0.002924, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.613573, iou_loss = 0.011916, total_loss = 1.625489 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.443964, GIOU: 0.439107), Class: 0.553995, Obj: 0.001364, No Obj: 0.000709, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.775655, iou_loss = 0.938803, total_loss = 1.714458 total_bbox = 32899, rewritten_bbox = 0.276604 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.395504, GIOU: 0.317833), Class: 0.520784, Obj: 0.073101, No Obj: 0.002627, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.731318, iou_loss = 0.097824, total_loss = 1.829142 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.163459, GIOU: -0.071294), Class: 0.725128, Obj: 0.000843, No Obj: 0.000728, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.344462, iou_loss = 0.224203, total_loss = 0.568665 total_bbox = 32905, rewritten_bbox = 0.276554 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.505792, GIOU: 0.400090), Class: 0.523464, Obj: 0.044013, No Obj: 0.002781, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.514258, iou_loss = 0.030014, total_loss = 1.544271 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.228116, GIOU: -0.089283), Class: 0.585933, Obj: 0.000942, No Obj: 0.000677, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.399056, iou_loss = 0.311005, total_loss = 0.710061 total_bbox = 32910, rewritten_bbox = 0.276512 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.365261, GIOU: 0.357046), Class: 0.445089, Obj: 0.028021, No Obj: 0.002755, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.110691, iou_loss = 0.029768, total_loss = 1.140459 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000674, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001732, iou_loss = 0.000000, total_loss = 0.001732 total_bbox = 32913, rewritten_bbox = 0.276486 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.276086, GIOU: 0.276086), Class: 0.560133, Obj: 0.022702, No Obj: 0.002434, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.975787, iou_loss = 0.080597, total_loss = 1.056384 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.198264, GIOU: 0.033561), Class: 0.420190, Obj: 0.002334, No Obj: 0.000706, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.795293, iou_loss = 1.743196, total_loss = 2.538489 total_bbox = 32918, rewritten_bbox = 0.276444 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.371837, GIOU: 0.324666), Class: 0.562204, Obj: 0.045459, No Obj: 0.002605, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.426654, iou_loss = 0.026931, total_loss = 1.453585 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.066357, GIOU: -0.054800), Class: 0.529584, Obj: 0.000250, No Obj: 0.000720, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.344244, iou_loss = 0.007089, total_loss = 0.351334 total_bbox = 32923, rewritten_bbox = 0.276403 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.656495, GIOU: 0.625902), Class: 0.474276, Obj: 0.075272, No Obj: 0.003001, .5R: 1.000000, .75R: 0.000000, count: 3, class_loss = 1.009768, iou_loss = 0.064542, total_loss = 1.074310 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.523791, GIOU: 0.428292), Class: 0.719317, Obj: 0.001694, No Obj: 0.000643, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.342439, iou_loss = 0.145116, total_loss = 0.487555 total_bbox = 32927, rewritten_bbox = 0.276369 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.258886, GIOU: 0.150906), Class: 0.380716, Obj: 0.022102, No Obj: 0.002396, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.294488, iou_loss = 0.018292, total_loss = 1.312781 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.222087, GIOU: -0.075014), Class: 0.375749, Obj: 0.009503, No Obj: 0.000664, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.445726, iou_loss = 0.083543, total_loss = 0.529270 total_bbox = 32931, rewritten_bbox = 0.276335 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.492052, GIOU: 0.464715), Class: 0.475048, Obj: 0.110505, No Obj: 0.003137, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.356397, iou_loss = 0.097571, total_loss = 1.453968 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.386691, GIOU: 0.314424), Class: 0.450176, Obj: 0.004113, No Obj: 0.000671, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.206619, iou_loss = 3.086421, total_loss = 4.293040 total_bbox = 32938, rewritten_bbox = 0.276277 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.535313, GIOU: 0.481873), Class: 0.600859, Obj: 0.059540, No Obj: 0.002580, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.446704, iou_loss = 0.076570, total_loss = 1.523274 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000651, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001645, iou_loss = 0.000000, total_loss = 0.001645 total_bbox = 32942, rewritten_bbox = 0.276243 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.420274, GIOU: 0.376943), Class: 0.488996, Obj: 0.025812, No Obj: 0.003176, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.640820, iou_loss = 0.059600, total_loss = 1.700420 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000626, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001462, iou_loss = 0.000000, total_loss = 0.001462 total_bbox = 32946, rewritten_bbox = 0.276210 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.360880, GIOU: 0.355155), Class: 0.508608, Obj: 0.094638, No Obj: 0.003009, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.055678, iou_loss = 0.016948, total_loss = 1.072626 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.674980, GIOU: 0.651518), Class: 0.254796, Obj: 0.014149, No Obj: 0.000678, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.478876, iou_loss = 0.268354, total_loss = 0.747230 total_bbox = 32950, rewritten_bbox = 0.276176 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.484616, GIOU: 0.377000), Class: 0.489924, Obj: 0.015285, No Obj: 0.002212, .5R: 0.666667, .75R: 0.000000, count: 6, class_loss = 2.171158, iou_loss = 0.085449, total_loss = 2.256607 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000650, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001497, iou_loss = 0.000000, total_loss = 0.001497 total_bbox = 32956, rewritten_bbox = 0.276126 % Tensor Cores are disabled until the first 3000 iterations are reached. 412: 0.951529, 0.917677 avg loss, 0.000075 rate, 0.729898 seconds, 26368 images, 0.722964 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.485538, GIOU: 0.429834), Class: 0.599378, Obj: 0.198339, No Obj: 0.003456, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.674205, iou_loss = 0.026160, total_loss = 0.700365 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.556900, GIOU: 0.535887), Class: 0.557438, Obj: 0.008296, No Obj: 0.000754, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.705290, iou_loss = 1.471241, total_loss = 2.176531 total_bbox = 32960, rewritten_bbox = 0.276092 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.449185, GIOU: 0.373732), Class: 0.578260, Obj: 0.028277, No Obj: 0.002950, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.686679, iou_loss = 0.125928, total_loss = 1.812607 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000696, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002555, iou_loss = 0.000000, total_loss = 0.002555 total_bbox = 32965, rewritten_bbox = 0.276050 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.422531, GIOU: 0.224560), Class: 0.564205, Obj: 0.030946, No Obj: 0.002606, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.669962, iou_loss = 0.084687, total_loss = 1.754649 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000657, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001941, iou_loss = 0.000000, total_loss = 0.001941 total_bbox = 32970, rewritten_bbox = 0.276008 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.339727, GIOU: 0.109837), Class: 0.529872, Obj: 0.039208, No Obj: 0.002651, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.359408, iou_loss = 0.007717, total_loss = 1.367124 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000620, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001288, iou_loss = 0.000000, total_loss = 0.001288 total_bbox = 32974, rewritten_bbox = 0.275975 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.351013, GIOU: 0.318182), Class: 0.578701, Obj: 0.124127, No Obj: 0.002536, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.902888, iou_loss = 0.016764, total_loss = 0.919652 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.433788, GIOU: 0.402928), Class: 0.498828, Obj: 0.000665, No Obj: 0.000646, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.379820, iou_loss = 0.426040, total_loss = 0.805859 total_bbox = 32978, rewritten_bbox = 0.275942 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.454977, GIOU: 0.416239), Class: 0.545120, Obj: 0.057179, No Obj: 0.002645, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.681121, iou_loss = 0.059676, total_loss = 1.740798 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.365564, GIOU: 0.318416), Class: 0.536729, Obj: 0.000215, No Obj: 0.000652, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.333040, iou_loss = 0.053277, total_loss = 0.386318 total_bbox = 32984, rewritten_bbox = 0.275891 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.472230, GIOU: 0.446595), Class: 0.513414, Obj: 0.017914, No Obj: 0.002724, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.151688, iou_loss = 0.043979, total_loss = 1.195667 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000653, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001979, iou_loss = 0.000000, total_loss = 0.001979 total_bbox = 32987, rewritten_bbox = 0.275866 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.398111, GIOU: 0.265287), Class: 0.488883, Obj: 0.050550, No Obj: 0.002765, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.069189, iou_loss = 0.021679, total_loss = 1.090867 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.574008, GIOU: 0.574008), Class: 0.440950, Obj: 0.029705, No Obj: 0.000656, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.371507, iou_loss = 0.287216, total_loss = 0.658723 total_bbox = 32991, rewritten_bbox = 0.275833 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357745, GIOU: 0.317604), Class: 0.465928, Obj: 0.048110, No Obj: 0.002995, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.146908, iou_loss = 0.021933, total_loss = 1.168841 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.640654, GIOU: 0.621200), Class: 0.453574, Obj: 0.057916, No Obj: 0.000676, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.354864, iou_loss = 0.331168, total_loss = 0.686032 total_bbox = 32995, rewritten_bbox = 0.275799 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.447661, GIOU: 0.357746), Class: 0.424581, Obj: 0.026119, No Obj: 0.002886, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.613380, iou_loss = 0.033787, total_loss = 1.647166 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000632, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001325, iou_loss = 0.000000, total_loss = 0.001325 total_bbox = 32999, rewritten_bbox = 0.275766 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357629, GIOU: 0.170289), Class: 0.410503, Obj: 0.043730, No Obj: 0.002692, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.880952, iou_loss = 0.061083, total_loss = 1.942035 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.225463, GIOU: -0.201004), Class: 0.390655, Obj: 0.003223, No Obj: 0.000624, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.767925, iou_loss = 0.150953, total_loss = 0.918878 total_bbox = 33006, rewritten_bbox = 0.275707 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.297748, GIOU: 0.158958), Class: 0.504475, Obj: 0.079850, No Obj: 0.003443, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.368149, iou_loss = 0.009352, total_loss = 1.377501 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000669, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001986, iou_loss = 0.000000, total_loss = 0.001986 total_bbox = 33010, rewritten_bbox = 0.275674 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.424164, GIOU: 0.410723), Class: 0.478510, Obj: 0.036106, No Obj: 0.002873, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.510326, iou_loss = 0.030610, total_loss = 1.540936 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000693, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003317, iou_loss = 0.000000, total_loss = 0.003317 total_bbox = 33014, rewritten_bbox = 0.275641 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.445385, GIOU: 0.421225), Class: 0.458635, Obj: 0.012886, No Obj: 0.002041, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.613087, iou_loss = 0.069099, total_loss = 2.682187 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000655, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002012, iou_loss = 0.000000, total_loss = 0.002012 total_bbox = 33021, rewritten_bbox = 0.275582 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382403, GIOU: 0.285001), Class: 0.358764, Obj: 0.020469, No Obj: 0.003056, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.970537, iou_loss = 0.026654, total_loss = 1.997191 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000671, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001786, iou_loss = 0.000000, total_loss = 0.001786 total_bbox = 33026, rewritten_bbox = 0.275540 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.472972, GIOU: 0.384708), Class: 0.598914, Obj: 0.099292, No Obj: 0.002777, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.617217, iou_loss = 0.082729, total_loss = 1.699946 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000711, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002782, iou_loss = 0.000000, total_loss = 0.002782 total_bbox = 33031, rewritten_bbox = 0.275499 % Tensor Cores are disabled until the first 3000 iterations are reached. 413: 0.845950, 0.910504 avg loss, 0.000076 rate, 0.694378 seconds, 26432 images, 0.723010 hours left Loaded: 0.000037 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.373708, GIOU: 0.280193), Class: 0.473451, Obj: 0.028881, No Obj: 0.002690, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.659165, iou_loss = 0.017260, total_loss = 1.676425 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000665, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001719, iou_loss = 0.000000, total_loss = 0.001719 total_bbox = 33035, rewritten_bbox = 0.275465 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.312635, GIOU: 0.223087), Class: 0.523985, Obj: 0.048480, No Obj: 0.002683, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.442908, iou_loss = 0.026481, total_loss = 1.469389 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000647, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001560, iou_loss = 0.000000, total_loss = 0.001560 total_bbox = 33039, rewritten_bbox = 0.275432 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.245081, GIOU: 0.090067), Class: 0.453117, Obj: 0.033576, No Obj: 0.002367, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.519503, iou_loss = 0.051207, total_loss = 1.570710 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.259817, GIOU: 0.118250), Class: 0.547396, Obj: 0.002435, No Obj: 0.000669, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.748502, iou_loss = 0.796028, total_loss = 1.544531 total_bbox = 33045, rewritten_bbox = 0.275382 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.308714, GIOU: 0.280016), Class: 0.606114, Obj: 0.063435, No Obj: 0.002443, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.969680, iou_loss = 0.037449, total_loss = 1.007129 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.476149, GIOU: 0.373902), Class: 0.458917, Obj: 0.003345, No Obj: 0.000692, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.770425, iou_loss = 0.586593, total_loss = 1.357019 total_bbox = 33050, rewritten_bbox = 0.275340 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.393980, GIOU: 0.335203), Class: 0.457510, Obj: 0.025619, No Obj: 0.002781, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.488445, iou_loss = 0.069075, total_loss = 1.557520 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000653, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001680, iou_loss = 0.000000, total_loss = 0.001680 total_bbox = 33054, rewritten_bbox = 0.275307 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.428996, GIOU: 0.358994), Class: 0.518880, Obj: 0.009156, No Obj: 0.002953, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.190542, iou_loss = 0.039168, total_loss = 1.229710 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.720124, GIOU: 0.701924), Class: 0.672666, Obj: 0.054544, No Obj: 0.000690, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.285709, iou_loss = 0.784562, total_loss = 1.070271 total_bbox = 33058, rewritten_bbox = 0.275274 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.488735, GIOU: 0.386256), Class: 0.426900, Obj: 0.044818, No Obj: 0.002744, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 2.045115, iou_loss = 0.023139, total_loss = 2.068254 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000633, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001455, iou_loss = 0.000000, total_loss = 0.001455 total_bbox = 33063, rewritten_bbox = 0.275232 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.296773, GIOU: 0.221000), Class: 0.573173, Obj: 0.007814, No Obj: 0.002139, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.543690, iou_loss = 0.009617, total_loss = 1.553307 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000659, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001776, iou_loss = 0.000000, total_loss = 0.001776 total_bbox = 33067, rewritten_bbox = 0.275199 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.239524, GIOU: 0.131806), Class: 0.576353, Obj: 0.062020, No Obj: 0.002751, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.387671, iou_loss = 0.015337, total_loss = 1.403008 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000695, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002080, iou_loss = 0.000000, total_loss = 0.002080 total_bbox = 33071, rewritten_bbox = 0.275166 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.325929, GIOU: 0.310327), Class: 0.612890, Obj: 0.115379, No Obj: 0.003393, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.232087, iou_loss = 0.036051, total_loss = 1.268138 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000644, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001757, iou_loss = 0.000000, total_loss = 0.001757 total_bbox = 33075, rewritten_bbox = 0.275132 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.080129, GIOU: -0.119190), Class: 0.432870, Obj: 0.070593, No Obj: 0.003381, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.085090, iou_loss = 0.000491, total_loss = 1.085581 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.346073, GIOU: 0.333699), Class: 0.497690, Obj: 0.015372, No Obj: 0.000676, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.354640, iou_loss = 0.164077, total_loss = 0.518717 total_bbox = 33079, rewritten_bbox = 0.275099 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.650840, GIOU: 0.640454), Class: 0.437666, Obj: 0.014220, No Obj: 0.002216, .5R: 1.000000, .75R: 0.000000, count: 3, class_loss = 1.134868, iou_loss = 0.019014, total_loss = 1.153882 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.576414, GIOU: 0.576414), Class: 0.402134, Obj: 0.005992, No Obj: 0.000637, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.432693, iou_loss = 0.289654, total_loss = 0.722347 total_bbox = 33083, rewritten_bbox = 0.275066 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.414228, GIOU: 0.284846), Class: 0.584696, Obj: 0.013461, No Obj: 0.002623, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.810622, iou_loss = 0.190500, total_loss = 2.001122 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.387503, GIOU: 0.193413), Class: 0.490820, Obj: 0.020147, No Obj: 0.000710, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.342280, iou_loss = 0.064904, total_loss = 0.407184 total_bbox = 33089, rewritten_bbox = 0.275016 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.267277, GIOU: 0.226015), Class: 0.478554, Obj: 0.044239, No Obj: 0.003069, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.535647, iou_loss = 0.009300, total_loss = 1.544947 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000645, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001834, iou_loss = 0.000000, total_loss = 0.001834 total_bbox = 33093, rewritten_bbox = 0.274983 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.205306, GIOU: 0.119877), Class: 0.442449, Obj: 0.028170, No Obj: 0.002190, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.158265, iou_loss = 0.008477, total_loss = 1.166742 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.143772, GIOU: -0.357074), Class: 0.536355, Obj: 0.002735, No Obj: 0.000692, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.388785, iou_loss = 0.023368, total_loss = 0.412153 total_bbox = 33097, rewritten_bbox = 0.274949 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.379550, GIOU: 0.368461), Class: 0.455976, Obj: 0.095472, No Obj: 0.003176, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.420480, iou_loss = 0.053115, total_loss = 1.473595 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000728, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003054, iou_loss = 0.000000, total_loss = 0.003054 total_bbox = 33101, rewritten_bbox = 0.274916 % Tensor Cores are disabled until the first 3000 iterations are reached. 414: 0.819394, 0.901393 avg loss, 0.000077 rate, 0.692527 seconds, 26496 images, 0.722699 hours left Loaded: 0.000041 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.524722, GIOU: 0.450828), Class: 0.525584, Obj: 0.025009, No Obj: 0.002705, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.516660, iou_loss = 0.087385, total_loss = 1.604045 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.413086, GIOU: 0.413086), Class: 0.427461, Obj: 0.009950, No Obj: 0.000668, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.372442, iou_loss = 0.148357, total_loss = 0.520799 total_bbox = 33106, rewritten_bbox = 0.274875 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.322106, GIOU: 0.232457), Class: 0.465966, Obj: 0.014374, No Obj: 0.002490, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.327652, iou_loss = 0.016513, total_loss = 2.344165 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000611, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001320, iou_loss = 0.000000, total_loss = 0.001320 total_bbox = 33112, rewritten_bbox = 0.274825 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.174550, GIOU: 0.156137), Class: 0.564178, Obj: 0.028483, No Obj: 0.002530, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.072410, iou_loss = 0.001867, total_loss = 1.074277 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.482928, GIOU: 0.400436), Class: 0.480110, Obj: 0.019870, No Obj: 0.000652, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.322676, iou_loss = 0.136105, total_loss = 0.458782 total_bbox = 33116, rewritten_bbox = 0.274792 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.310216, GIOU: 0.309938), Class: 0.411755, Obj: 0.006145, No Obj: 0.002703, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.855221, iou_loss = 0.004335, total_loss = 0.859556 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.335965, GIOU: 0.080312), Class: 0.480964, Obj: 0.001165, No Obj: 0.000723, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.700021, iou_loss = 0.168432, total_loss = 0.868453 total_bbox = 33120, rewritten_bbox = 0.274758 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.375079, GIOU: 0.344464), Class: 0.656007, Obj: 0.009292, No Obj: 0.002301, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.734514, iou_loss = 0.007703, total_loss = 0.742216 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.350367, GIOU: 0.193217), Class: 0.490088, Obj: 0.000928, No Obj: 0.000698, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.730898, iou_loss = 0.775606, total_loss = 1.506504 total_bbox = 33124, rewritten_bbox = 0.274725 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.494902, GIOU: 0.468630), Class: 0.625888, Obj: 0.110132, No Obj: 0.003105, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.865558, iou_loss = 0.061572, total_loss = 0.927130 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.310326, GIOU: 0.152845), Class: 0.532007, Obj: 0.004330, No Obj: 0.000806, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.094577, iou_loss = 0.707959, total_loss = 1.802536 total_bbox = 33130, rewritten_bbox = 0.274676 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.410630, GIOU: 0.396573), Class: 0.560731, Obj: 0.037855, No Obj: 0.002921, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.180699, iou_loss = 0.050041, total_loss = 2.230741 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000620, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001442, iou_loss = 0.000000, total_loss = 0.001442 total_bbox = 33136, rewritten_bbox = 0.274626 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.427277, GIOU: 0.407780), Class: 0.625599, Obj: 0.056816, No Obj: 0.002739, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.997670, iou_loss = 0.013183, total_loss = 1.010853 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.337002, GIOU: 0.178105), Class: 0.420397, Obj: 0.006851, No Obj: 0.000678, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.808749, iou_loss = 1.402646, total_loss = 2.211395 total_bbox = 33141, rewritten_bbox = 0.274584 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.349444, GIOU: 0.345007), Class: 0.497383, Obj: 0.108356, No Obj: 0.002914, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.020333, iou_loss = 0.013502, total_loss = 1.033834 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000718, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001873, iou_loss = 0.000000, total_loss = 0.001873 total_bbox = 33144, rewritten_bbox = 0.274559 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.390490, GIOU: 0.365144), Class: 0.583958, Obj: 0.100841, No Obj: 0.002895, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.295193, iou_loss = 0.027185, total_loss = 1.322379 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.298667, GIOU: 0.078213), Class: 0.664481, Obj: 0.004219, No Obj: 0.000689, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.360613, iou_loss = 0.028213, total_loss = 0.388826 total_bbox = 33149, rewritten_bbox = 0.274518 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.317958, GIOU: 0.317958), Class: 0.370927, Obj: 0.112073, No Obj: 0.003632, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.606135, iou_loss = 0.014530, total_loss = 1.620665 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000616, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001324, iou_loss = 0.000000, total_loss = 0.001324 total_bbox = 33153, rewritten_bbox = 0.274485 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.531918, GIOU: 0.425245), Class: 0.533268, Obj: 0.070479, No Obj: 0.002618, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.246836, iou_loss = 0.027721, total_loss = 1.274557 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.294676, GIOU: 0.197182), Class: 0.541694, Obj: 0.028647, No Obj: 0.000688, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.729006, iou_loss = 0.861770, total_loss = 1.590777 total_bbox = 33159, rewritten_bbox = 0.274435 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.375287, GIOU: 0.266284), Class: 0.581879, Obj: 0.050892, No Obj: 0.002492, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.262233, iou_loss = 0.113112, total_loss = 1.375345 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000670, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001931, iou_loss = 0.000000, total_loss = 0.001931 total_bbox = 33163, rewritten_bbox = 0.274402 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.339798, GIOU: 0.331326), Class: 0.609356, Obj: 0.090676, No Obj: 0.002729, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.569704, iou_loss = 0.030440, total_loss = 1.600144 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000688, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002087, iou_loss = 0.000000, total_loss = 0.002087 total_bbox = 33168, rewritten_bbox = 0.274361 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.442153, GIOU: 0.357712), Class: 0.566972, Obj: 0.013735, No Obj: 0.002430, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.784118, iou_loss = 0.116316, total_loss = 1.900433 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000668, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003352, iou_loss = 0.000000, total_loss = 0.003352 total_bbox = 33173, rewritten_bbox = 0.274319 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.438294, GIOU: 0.326777), Class: 0.556592, Obj: 0.028750, No Obj: 0.002707, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.483821, iou_loss = 0.093383, total_loss = 2.577204 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000638, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001676, iou_loss = 0.000000, total_loss = 0.001676 total_bbox = 33180, rewritten_bbox = 0.274262 % Tensor Cores are disabled until the first 3000 iterations are reached. 415: 0.881700, 0.899424 avg loss, 0.000077 rate, 0.681704 seconds, 26560 images, 0.722371 hours left Loaded: 0.000063 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.503025, GIOU: 0.483679), Class: 0.550448, Obj: 0.020992, No Obj: 0.002805, .5R: 0.750000, .75R: 0.250000, count: 4, class_loss = 1.479836, iou_loss = 0.161769, total_loss = 1.641605 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000740, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002358, iou_loss = 0.000000, total_loss = 0.002358 total_bbox = 33184, rewritten_bbox = 0.274229 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.433326, GIOU: 0.349222), Class: 0.562777, Obj: 0.017307, No Obj: 0.003244, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.900425, iou_loss = 0.098195, total_loss = 1.998620 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000637, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002500, iou_loss = 0.000000, total_loss = 0.002500 total_bbox = 33189, rewritten_bbox = 0.274187 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.300867, GIOU: 0.219441), Class: 0.534886, Obj: 0.046995, No Obj: 0.003171, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.474886, iou_loss = 0.026732, total_loss = 1.501618 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.414678, GIOU: 0.248942), Class: 0.452180, Obj: 0.002453, No Obj: 0.000664, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.133911, iou_loss = 0.427620, total_loss = 1.561531 total_bbox = 33196, rewritten_bbox = 0.274129 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.292601, GIOU: 0.027107), Class: 0.633859, Obj: 0.046584, No Obj: 0.002771, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.920371, iou_loss = 0.050510, total_loss = 0.970882 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000683, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.006719, iou_loss = 0.000000, total_loss = 0.006719 total_bbox = 33199, rewritten_bbox = 0.274105 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.434555, GIOU: 0.382639), Class: 0.596072, Obj: 0.057855, No Obj: 0.002368, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.311139, iou_loss = 0.030839, total_loss = 1.341978 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000616, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001838, iou_loss = 0.000000, total_loss = 0.001838 total_bbox = 33203, rewritten_bbox = 0.274072 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.289873, GIOU: 0.117708), Class: 0.487322, Obj: 0.028122, No Obj: 0.002973, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.629044, iou_loss = 0.014156, total_loss = 1.643200 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000622, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001782, iou_loss = 0.000000, total_loss = 0.001782 total_bbox = 33207, rewritten_bbox = 0.274039 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.333213, GIOU: 0.233828), Class: 0.450032, Obj: 0.021516, No Obj: 0.002677, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.891239, iou_loss = 0.037207, total_loss = 1.928446 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.166966, GIOU: -0.207445), Class: 0.478591, Obj: 0.001785, No Obj: 0.000653, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.363134, iou_loss = 0.013503, total_loss = 0.376637 total_bbox = 33213, rewritten_bbox = 0.273989 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.611235, GIOU: 0.543672), Class: 0.470522, Obj: 0.027478, No Obj: 0.002603, .5R: 0.833333, .75R: 0.000000, count: 6, class_loss = 2.169458, iou_loss = 0.267885, total_loss = 2.437343 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000687, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001684, iou_loss = 0.000000, total_loss = 0.001684 total_bbox = 33219, rewritten_bbox = 0.273940 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.350624, GIOU: 0.320645), Class: 0.564603, Obj: 0.065488, No Obj: 0.002550, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.704015, iou_loss = 0.057562, total_loss = 1.761576 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000637, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001728, iou_loss = 0.000000, total_loss = 0.001728 total_bbox = 33224, rewritten_bbox = 0.273898 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.328419, GIOU: 0.296657), Class: 0.425777, Obj: 0.070877, No Obj: 0.003160, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.829690, iou_loss = 0.123944, total_loss = 0.953633 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.265653, GIOU: 0.265653), Class: 0.529852, Obj: 0.011267, No Obj: 0.000693, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.708062, iou_loss = 0.125113, total_loss = 0.833175 total_bbox = 33228, rewritten_bbox = 0.273865 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.322926, GIOU: 0.123969), Class: 0.512084, Obj: 0.026849, No Obj: 0.002542, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.874250, iou_loss = 0.014074, total_loss = 1.888324 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.250270, GIOU: 0.250270), Class: 0.311015, Obj: 0.018559, No Obj: 0.000613, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.408661, iou_loss = 0.054369, total_loss = 0.463030 total_bbox = 33234, rewritten_bbox = 0.273816 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.452498, GIOU: 0.412429), Class: 0.461696, Obj: 0.055904, No Obj: 0.003039, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.158350, iou_loss = 0.032917, total_loss = 1.191267 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000619, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001712, iou_loss = 0.000000, total_loss = 0.001712 total_bbox = 33237, rewritten_bbox = 0.273791 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.407565, GIOU: 0.386111), Class: 0.481882, Obj: 0.023577, No Obj: 0.002668, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.185714, iou_loss = 0.131231, total_loss = 2.316944 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.344157, GIOU: 0.197658), Class: 0.467900, Obj: 0.015863, No Obj: 0.000657, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.830367, iou_loss = 0.628905, total_loss = 1.459272 total_bbox = 33245, rewritten_bbox = 0.273725 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.383104, GIOU: 0.249054), Class: 0.639854, Obj: 0.030660, No Obj: 0.002546, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.640242, iou_loss = 0.111817, total_loss = 1.752059 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000708, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002747, iou_loss = 0.000000, total_loss = 0.002747 total_bbox = 33250, rewritten_bbox = 0.273684 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.403977, GIOU: 0.280701), Class: 0.577146, Obj: 0.052093, No Obj: 0.002683, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.370787, iou_loss = 0.027192, total_loss = 1.397978 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.143958, GIOU: -0.046925), Class: 0.607408, Obj: 0.000783, No Obj: 0.000644, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.423929, iou_loss = 0.012554, total_loss = 0.436483 total_bbox = 33255, rewritten_bbox = 0.273643 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.797760, GIOU: 0.797760), Class: 0.449005, Obj: 0.007896, No Obj: 0.002507, .5R: 1.000000, .75R: 1.000000, count: 2, class_loss = 0.873164, iou_loss = 0.059620, total_loss = 0.932784 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.523446, GIOU: 0.429964), Class: 0.267906, Obj: 0.021745, No Obj: 0.000635, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.432065, iou_loss = 0.147375, total_loss = 0.579440 total_bbox = 33258, rewritten_bbox = 0.273618 % Tensor Cores are disabled until the first 3000 iterations are reached. 416: 0.905784, 0.900060 avg loss, 0.000078 rate, 0.702210 seconds, 26624 images, 0.721936 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.377228, GIOU: 0.289564), Class: 0.541223, Obj: 0.064049, No Obj: 0.003033, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.763015, iou_loss = 0.030788, total_loss = 1.793802 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000606, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001451, iou_loss = 0.000000, total_loss = 0.001451 total_bbox = 33263, rewritten_bbox = 0.273577 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.476177, GIOU: 0.462730), Class: 0.471905, Obj: 0.014316, No Obj: 0.002696, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.515295, iou_loss = 0.132037, total_loss = 1.647332 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000616, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001362, iou_loss = 0.000000, total_loss = 0.001362 total_bbox = 33267, rewritten_bbox = 0.273544 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.364347, GIOU: 0.259817), Class: 0.444278, Obj: 0.037636, No Obj: 0.003267, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.471517, iou_loss = 0.013898, total_loss = 1.485415 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.189832, GIOU: 0.189833), Class: 0.657655, Obj: 0.078122, No Obj: 0.000692, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.307375, iou_loss = 0.034004, total_loss = 0.341378 total_bbox = 33272, rewritten_bbox = 0.273503 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.390999, GIOU: 0.335166), Class: 0.637998, Obj: 0.053878, No Obj: 0.003565, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.225672, iou_loss = 0.033626, total_loss = 1.259299 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000657, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001749, iou_loss = 0.000000, total_loss = 0.001749 total_bbox = 33276, rewritten_bbox = 0.273470 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.178975, GIOU: 0.158810), Class: 0.508266, Obj: 0.030418, No Obj: 0.002951, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.080808, iou_loss = 0.004492, total_loss = 1.085300 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.698361, GIOU: 0.689873), Class: 0.383723, Obj: 0.037710, No Obj: 0.000603, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.410155, iou_loss = 0.408391, total_loss = 0.818545 total_bbox = 33280, rewritten_bbox = 0.273438 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.304198, GIOU: 0.287328), Class: 0.585582, Obj: 0.091802, No Obj: 0.002890, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.310790, iou_loss = 0.021477, total_loss = 1.332267 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000611, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001359, iou_loss = 0.000000, total_loss = 0.001359 total_bbox = 33284, rewritten_bbox = 0.273405 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.356104, GIOU: 0.356104), Class: 0.454219, Obj: 0.036104, No Obj: 0.003028, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.810919, iou_loss = 0.004641, total_loss = 0.815560 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.393972, GIOU: 0.321631), Class: 0.609885, Obj: 0.004026, No Obj: 0.000637, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.717592, iou_loss = 0.495269, total_loss = 1.212862 total_bbox = 33288, rewritten_bbox = 0.273372 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.329679, GIOU: 0.299970), Class: 0.527388, Obj: 0.041570, No Obj: 0.003002, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.446231, iou_loss = 0.028902, total_loss = 1.475134 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000642, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002239, iou_loss = 0.000000, total_loss = 0.002239 total_bbox = 33292, rewritten_bbox = 0.273339 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.369498, GIOU: 0.369117), Class: 0.399509, Obj: 0.028484, No Obj: 0.002871, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.528810, iou_loss = 0.036234, total_loss = 1.565044 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.617600, GIOU: 0.614650), Class: 0.622781, Obj: 0.001525, No Obj: 0.000656, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.377135, iou_loss = 0.794685, total_loss = 1.171820 total_bbox = 33297, rewritten_bbox = 0.273298 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.352348, GIOU: 0.220465), Class: 0.412507, Obj: 0.047586, No Obj: 0.002942, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.620655, iou_loss = 0.042318, total_loss = 1.662973 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.215199, GIOU: 0.215198), Class: 0.547480, Obj: 0.002739, No Obj: 0.000664, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.354190, iou_loss = 0.123820, total_loss = 0.478010 total_bbox = 33302, rewritten_bbox = 0.273257 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.604647, GIOU: 0.546820), Class: 0.463612, Obj: 0.084430, No Obj: 0.002883, .5R: 1.000000, .75R: 0.250000, count: 4, class_loss = 1.428781, iou_loss = 0.138033, total_loss = 1.566814 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.244305, GIOU: 0.243117), Class: 0.386700, Obj: 0.003324, No Obj: 0.000668, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.404073, iou_loss = 0.653385, total_loss = 1.057458 total_bbox = 33307, rewritten_bbox = 0.273216 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.361011, GIOU: 0.352672), Class: 0.457264, Obj: 0.021617, No Obj: 0.002788, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.558827, iou_loss = 0.026394, total_loss = 1.585221 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000598, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001345, iou_loss = 0.000000, total_loss = 0.001345 total_bbox = 33311, rewritten_bbox = 0.273183 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.347359, GIOU: 0.157153), Class: 0.458451, Obj: 0.022865, No Obj: 0.002306, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.487859, iou_loss = 0.022555, total_loss = 1.510414 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000637, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002207, iou_loss = 0.000000, total_loss = 0.002207 total_bbox = 33315, rewritten_bbox = 0.273150 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.347797, GIOU: 0.262618), Class: 0.598503, Obj: 0.020396, No Obj: 0.002517, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.437068, iou_loss = 0.014241, total_loss = 1.451308 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.202706, GIOU: 0.154395), Class: 0.525753, Obj: 0.002662, No Obj: 0.000630, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.104601, iou_loss = 0.418632, total_loss = 1.523233 total_bbox = 33322, rewritten_bbox = 0.273093 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.361143, GIOU: 0.361142), Class: 0.530779, Obj: 0.048376, No Obj: 0.003184, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.743849, iou_loss = 0.070625, total_loss = 0.814475 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.466218, GIOU: 0.243995), Class: 0.548914, Obj: 0.032263, No Obj: 0.000698, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.654479, iou_loss = 0.346153, total_loss = 1.000633 total_bbox = 33326, rewritten_bbox = 0.273060 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.274477, GIOU: 0.189081), Class: 0.442781, Obj: 0.023637, No Obj: 0.002289, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.111283, iou_loss = 0.022969, total_loss = 1.134252 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.484630, GIOU: 0.436210), Class: 0.505504, Obj: 0.000318, No Obj: 0.000618, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.367946, iou_loss = 0.502940, total_loss = 0.870885 total_bbox = 33330, rewritten_bbox = 0.273027 % Tensor Cores are disabled until the first 3000 iterations are reached. 417: 0.828914, 0.892945 avg loss, 0.000079 rate, 0.716599 seconds, 26688 images, 0.721709 hours left Loaded: 0.000038 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.472583, GIOU: 0.443039), Class: 0.561495, Obj: 0.037406, No Obj: 0.002588, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.348253, iou_loss = 0.103345, total_loss = 1.451598 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.166220, GIOU: 0.046143), Class: 0.430681, Obj: 0.001139, No Obj: 0.000651, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.775118, iou_loss = 0.035856, total_loss = 0.810974 total_bbox = 33336, rewritten_bbox = 0.272978 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.215109, GIOU: 0.215109), Class: 0.464358, Obj: 0.061200, No Obj: 0.002837, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.081732, iou_loss = 0.011177, total_loss = 1.092909 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000601, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001400, iou_loss = 0.000000, total_loss = 0.001400 total_bbox = 33339, rewritten_bbox = 0.272954 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.303522, GIOU: 0.112126), Class: 0.596221, Obj: 0.025322, No Obj: 0.002215, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.790610, iou_loss = 0.019642, total_loss = 1.810252 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000685, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003275, iou_loss = 0.000000, total_loss = 0.003275 total_bbox = 33344, rewritten_bbox = 0.272913 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.447842, GIOU: 0.422691), Class: 0.542300, Obj: 0.042159, No Obj: 0.002296, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.127893, iou_loss = 0.025089, total_loss = 1.152982 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.080056, GIOU: -0.082728), Class: 0.710561, Obj: 0.000263, No Obj: 0.000668, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.371730, iou_loss = 0.005413, total_loss = 0.377143 total_bbox = 33348, rewritten_bbox = 0.272880 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.271757, GIOU: 0.173922), Class: 0.492939, Obj: 0.035726, No Obj: 0.002708, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.188451, iou_loss = 0.043613, total_loss = 2.232064 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.353148, GIOU: 0.303849), Class: 0.533121, Obj: 0.001529, No Obj: 0.000620, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.675374, iou_loss = 1.102307, total_loss = 1.777681 total_bbox = 33356, rewritten_bbox = 0.272814 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.370236, GIOU: 0.274023), Class: 0.408163, Obj: 0.010450, No Obj: 0.002433, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.879456, iou_loss = 0.149675, total_loss = 4.029130 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000611, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001569, iou_loss = 0.000000, total_loss = 0.001569 total_bbox = 33366, rewritten_bbox = 0.272733 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.351511, GIOU: 0.348722), Class: 0.321089, Obj: 0.049568, No Obj: 0.002579, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.510330, iou_loss = 0.058922, total_loss = 1.569252 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.359291, GIOU: 0.141751), Class: 0.424612, Obj: 0.004519, No Obj: 0.000612, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.398534, iou_loss = 0.048898, total_loss = 0.447433 total_bbox = 33371, rewritten_bbox = 0.272692 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.312703, GIOU: 0.169910), Class: 0.553521, Obj: 0.025902, No Obj: 0.002320, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.161953, iou_loss = 0.018453, total_loss = 1.180405 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.280105, GIOU: 0.144925), Class: 0.687622, Obj: 0.001357, No Obj: 0.000616, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.032941, iou_loss = 0.490775, total_loss = 1.523716 total_bbox = 33377, rewritten_bbox = 0.272643 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.137928, GIOU: -0.047108), Class: 0.479644, Obj: 0.018676, No Obj: 0.002805, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.518230, iou_loss = 0.003696, total_loss = 1.521926 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000704, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002125, iou_loss = 0.000000, total_loss = 0.002125 total_bbox = 33381, rewritten_bbox = 0.272610 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.379939, GIOU: 0.326576), Class: 0.573492, Obj: 0.011803, No Obj: 0.002618, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.060830, iou_loss = 0.010664, total_loss = 1.071494 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.201643, GIOU: 0.103804), Class: 0.502105, Obj: 0.002742, No Obj: 0.000653, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.736175, iou_loss = 2.408976, total_loss = 3.145151 total_bbox = 33387, rewritten_bbox = 0.275556 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344050, GIOU: 0.254974), Class: 0.456558, Obj: 0.015653, No Obj: 0.002261, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.557177, iou_loss = 0.028060, total_loss = 2.585238 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000646, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001506, iou_loss = 0.000000, total_loss = 0.001506 total_bbox = 33394, rewritten_bbox = 0.275499 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.355404, GIOU: 0.206321), Class: 0.499517, Obj: 0.028236, No Obj: 0.002484, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.574270, iou_loss = 0.043356, total_loss = 1.617627 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000631, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001528, iou_loss = 0.000000, total_loss = 0.001528 total_bbox = 33398, rewritten_bbox = 0.275466 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.542535, GIOU: 0.520864), Class: 0.537232, Obj: 0.026221, No Obj: 0.002344, .5R: 0.666667, .75R: 0.166667, count: 6, class_loss = 2.134312, iou_loss = 0.162849, total_loss = 2.297161 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.522460, GIOU: 0.470107), Class: 0.576440, Obj: 0.004965, No Obj: 0.000623, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.354732, iou_loss = 0.769881, total_loss = 1.124612 total_bbox = 33405, rewritten_bbox = 0.275408 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.271343, GIOU: 0.229748), Class: 0.575714, Obj: 0.052786, No Obj: 0.002434, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.299779, iou_loss = 0.019673, total_loss = 1.319452 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.584531, GIOU: 0.539462), Class: 0.431702, Obj: 0.002195, No Obj: 0.000587, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.751098, iou_loss = 0.752958, total_loss = 1.504056 total_bbox = 33411, rewritten_bbox = 0.275358 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.428284, GIOU: 0.373304), Class: 0.599654, Obj: 0.036291, No Obj: 0.002520, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.426366, iou_loss = 0.094705, total_loss = 1.521070 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.467560, GIOU: 0.419417), Class: 0.318918, Obj: 0.010952, No Obj: 0.000621, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.855106, iou_loss = 0.701540, total_loss = 1.556646 total_bbox = 33417, rewritten_bbox = 0.275309 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.319566, GIOU: 0.319566), Class: 0.636562, Obj: 0.070098, No Obj: 0.002889, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.244825, iou_loss = 0.028806, total_loss = 1.273631 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.399331, GIOU: 0.215956), Class: 0.511897, Obj: 0.001682, No Obj: 0.000649, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.360701, iou_loss = 0.066392, total_loss = 0.427092 total_bbox = 33422, rewritten_bbox = 0.275268 % Tensor Cores are disabled until the first 3000 iterations are reached. 418: 1.047686, 0.908419 avg loss, 0.000080 rate, 0.696436 seconds, 26752 images, 0.721624 hours left Loaded: 0.000033 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.307555, GIOU: 0.190426), Class: 0.640447, Obj: 0.038732, No Obj: 0.002865, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.360071, iou_loss = 0.026644, total_loss = 1.386715 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000599, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001362, iou_loss = 0.000000, total_loss = 0.001362 total_bbox = 33426, rewritten_bbox = 0.275235 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.460518, GIOU: 0.426262), Class: 0.458337, Obj: 0.043976, No Obj: 0.002660, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.845415, iou_loss = 0.067461, total_loss = 1.912876 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.353506, GIOU: 0.141573), Class: 0.505574, Obj: 0.003181, No Obj: 0.000584, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.373617, iou_loss = 0.164536, total_loss = 0.538152 total_bbox = 33432, rewritten_bbox = 0.275185 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.302595, GIOU: 0.097804), Class: 0.468498, Obj: 0.038706, No Obj: 0.002339, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.152005, iou_loss = 0.003960, total_loss = 1.155965 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.157919, GIOU: -0.306725), Class: 0.580936, Obj: 0.001116, No Obj: 0.000622, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.764945, iou_loss = 0.031559, total_loss = 0.796503 total_bbox = 33437, rewritten_bbox = 0.275144 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.447421, GIOU: 0.397717), Class: 0.475175, Obj: 0.007501, No Obj: 0.001826, .5R: 0.428571, .75R: 0.000000, count: 7, class_loss = 2.354985, iou_loss = 0.233936, total_loss = 2.588920 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.177570, GIOU: 0.177571), Class: 0.285363, Obj: 0.000913, No Obj: 0.000597, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.399302, iou_loss = 0.027517, total_loss = 0.426819 total_bbox = 33445, rewritten_bbox = 0.278068 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.428385, GIOU: 0.410453), Class: 0.524428, Obj: 0.201946, No Obj: 0.003147, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 0.940042, iou_loss = 0.037461, total_loss = 0.977503 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.277903, GIOU: 0.201435), Class: 0.610312, Obj: 0.008592, No Obj: 0.000646, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.751230, iou_loss = 0.103700, total_loss = 0.854930 total_bbox = 33450, rewritten_bbox = 0.278027 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.420811, GIOU: 0.418539), Class: 0.598871, Obj: 0.056190, No Obj: 0.002690, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.006875, iou_loss = 0.091209, total_loss = 1.098084 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: -0.258959), Class: 0.466241, Obj: 0.000562, No Obj: 0.000603, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.359567, iou_loss = 0.066523, total_loss = 0.426090 total_bbox = 33454, rewritten_bbox = 0.277994 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.779132, GIOU: 0.769725), Class: 0.713534, Obj: 0.016387, No Obj: 0.001828, .5R: 1.000000, .75R: 1.000000, count: 1, class_loss = 0.392971, iou_loss = 0.031287, total_loss = 0.424258 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.438411, GIOU: 0.371820), Class: 0.572716, Obj: 0.013716, No Obj: 0.000647, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.712593, iou_loss = 0.836983, total_loss = 1.549576 total_bbox = 33457, rewritten_bbox = 0.277969 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.331174, GIOU: 0.200155), Class: 0.533479, Obj: 0.024347, No Obj: 0.002738, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.726900, iou_loss = 0.031678, total_loss = 1.758578 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.616860, GIOU: 0.565456), Class: 0.584533, Obj: 0.010335, No Obj: 0.000654, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.305938, iou_loss = 0.204960, total_loss = 0.510898 total_bbox = 33463, rewritten_bbox = 0.277919 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.304485, GIOU: 0.215067), Class: 0.576001, Obj: 0.037258, No Obj: 0.002817, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.738144, iou_loss = 0.040938, total_loss = 2.779082 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000567, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001187, iou_loss = 0.000000, total_loss = 0.001187 total_bbox = 33471, rewritten_bbox = 0.277852 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.244956, GIOU: 0.066175), Class: 0.454081, Obj: 0.007129, No Obj: 0.002937, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.218696, iou_loss = 0.017222, total_loss = 1.235919 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.162263, GIOU: -0.219286), Class: 0.493658, Obj: 0.000524, No Obj: 0.000651, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.395467, iou_loss = 0.026809, total_loss = 0.422276 total_bbox = 33475, rewritten_bbox = 0.277819 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.372333, GIOU: 0.334973), Class: 0.478583, Obj: 0.014180, No Obj: 0.002646, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.451013, iou_loss = 0.022726, total_loss = 1.473739 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000620, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001538, iou_loss = 0.000000, total_loss = 0.001538 total_bbox = 33479, rewritten_bbox = 0.277786 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.543234, GIOU: 0.361692), Class: 0.598939, Obj: 0.033923, No Obj: 0.002555, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 0.935754, iou_loss = 0.043604, total_loss = 0.979358 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.468752, GIOU: 0.448820), Class: 0.526285, Obj: 0.018178, No Obj: 0.000675, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.829455, iou_loss = 0.523114, total_loss = 1.352569 total_bbox = 33484, rewritten_bbox = 0.277745 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.197564, GIOU: 0.070918), Class: 0.513649, Obj: 0.020818, No Obj: 0.002789, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.468558, iou_loss = 0.011718, total_loss = 1.480276 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.258301, GIOU: 0.105290), Class: 0.518236, Obj: 0.001433, No Obj: 0.000611, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.663482, iou_loss = 0.170360, total_loss = 0.833841 total_bbox = 33490, rewritten_bbox = 0.277695 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.433950, GIOU: 0.377371), Class: 0.402063, Obj: 0.046870, No Obj: 0.003575, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.810010, iou_loss = 0.063519, total_loss = 1.873529 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.253244, GIOU: -0.060614), Class: 0.683502, Obj: 0.001294, No Obj: 0.000636, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.642972, iou_loss = 0.098207, total_loss = 0.741179 total_bbox = 33497, rewritten_bbox = 0.277637 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.261542, GIOU: 0.076733), Class: 0.510263, Obj: 0.014864, No Obj: 0.002532, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.408385, iou_loss = 0.010135, total_loss = 2.418520 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000622, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001626, iou_loss = 0.000000, total_loss = 0.001626 total_bbox = 33503, rewritten_bbox = 0.277587 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.295157, GIOU: 0.223760), Class: 0.552724, Obj: 0.022643, No Obj: 0.002431, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.539644, iou_loss = 0.023896, total_loss = 1.563540 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000567, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001097, iou_loss = 0.000000, total_loss = 0.001097 total_bbox = 33507, rewritten_bbox = 0.277554 % Tensor Cores are disabled until the first 3000 iterations are reached. 419: 0.964521, 0.914029 avg loss, 0.000080 rate, 0.715421 seconds, 26816 images, 0.721338 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.345743, GIOU: 0.345743), Class: 0.511459, Obj: 0.009881, No Obj: 0.003229, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.509394, iou_loss = 0.060882, total_loss = 1.570276 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.260211, GIOU: -0.066177), Class: 0.586943, Obj: 0.002586, No Obj: 0.000640, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.339109, iou_loss = 0.020903, total_loss = 0.360011 total_bbox = 33512, rewritten_bbox = 0.277513 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.233182, GIOU: 0.125447), Class: 0.308614, Obj: 0.010181, No Obj: 0.002404, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.304259, iou_loss = 0.002318, total_loss = 1.306577 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.317705, GIOU: 0.293329), Class: 0.417709, Obj: 0.003955, No Obj: 0.000639, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.368792, iou_loss = 0.514119, total_loss = 0.882911 total_bbox = 33516, rewritten_bbox = 0.277479 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.408705, GIOU: 0.400516), Class: 0.463632, Obj: 0.079680, No Obj: 0.003390, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.130704, iou_loss = 0.029746, total_loss = 1.160451 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.132339, GIOU: 0.132339), Class: 0.456545, Obj: 0.001742, No Obj: 0.000613, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.352480, iou_loss = 0.015401, total_loss = 0.367881 total_bbox = 33520, rewritten_bbox = 0.277446 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.320960, GIOU: 0.004001), Class: 0.474443, Obj: 0.010165, No Obj: 0.002223, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.077222, iou_loss = 0.022666, total_loss = 1.099888 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.176773, GIOU: -0.305032), Class: 0.546163, Obj: 0.001322, No Obj: 0.000594, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.376901, iou_loss = 0.032043, total_loss = 0.408944 total_bbox = 33524, rewritten_bbox = 0.277413 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.347742, GIOU: 0.298497), Class: 0.520108, Obj: 0.024355, No Obj: 0.002552, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.485474, iou_loss = 0.034166, total_loss = 1.519639 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000583, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001369, iou_loss = 0.000000, total_loss = 0.001369 total_bbox = 33528, rewritten_bbox = 0.277380 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.448524, GIOU: 0.291288), Class: 0.532991, Obj: 0.027382, No Obj: 0.002531, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 2.155953, iou_loss = 0.042248, total_loss = 2.198201 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000633, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002252, iou_loss = 0.000000, total_loss = 0.002252 total_bbox = 33533, rewritten_bbox = 0.277339 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.339615, GIOU: 0.228195), Class: 0.627325, Obj: 0.086944, No Obj: 0.003100, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.004231, iou_loss = 0.067891, total_loss = 1.072122 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000715, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002094, iou_loss = 0.000000, total_loss = 0.002094 total_bbox = 33536, rewritten_bbox = 0.277314 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.387894, GIOU: 0.333520), Class: 0.536340, Obj: 0.031225, No Obj: 0.002610, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.040295, iou_loss = 0.036438, total_loss = 1.076734 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.689219, GIOU: 0.667977), Class: 0.465114, Obj: 0.002401, No Obj: 0.000611, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.380445, iou_loss = 0.704906, total_loss = 1.085351 total_bbox = 33540, rewritten_bbox = 0.277281 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.490994, GIOU: 0.452684), Class: 0.579810, Obj: 0.043418, No Obj: 0.002879, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.683124, iou_loss = 0.104470, total_loss = 1.787594 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000641, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003136, iou_loss = 0.000000, total_loss = 0.003136 total_bbox = 33545, rewritten_bbox = 0.277240 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.322128, GIOU: 0.229047), Class: 0.435832, Obj: 0.034750, No Obj: 0.002452, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.611093, iou_loss = 0.018809, total_loss = 1.629902 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000673, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004135, iou_loss = 0.000000, total_loss = 0.004135 total_bbox = 33549, rewritten_bbox = 0.277206 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.179347, GIOU: 0.179347), Class: 0.533323, Obj: 0.057763, No Obj: 0.002627, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.038255, iou_loss = 0.008074, total_loss = 1.046329 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.068910, GIOU: -0.226372), Class: 0.497125, Obj: 0.000577, No Obj: 0.000659, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.425325, iou_loss = 0.930351, total_loss = 1.355677 total_bbox = 33553, rewritten_bbox = 0.277173 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.283961, GIOU: 0.271529), Class: 0.585953, Obj: 0.077554, No Obj: 0.003104, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.293541, iou_loss = 0.042223, total_loss = 1.335764 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000654, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002082, iou_loss = 0.000000, total_loss = 0.002082 total_bbox = 33557, rewritten_bbox = 0.277140 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.469177, GIOU: 0.367546), Class: 0.462310, Obj: 0.018440, No Obj: 0.002398, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.133087, iou_loss = 0.010290, total_loss = 1.143376 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.231540, GIOU: 0.203673), Class: 0.365711, Obj: 0.003083, No Obj: 0.000656, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.820389, iou_loss = 0.050172, total_loss = 0.870561 total_bbox = 33562, rewritten_bbox = 0.277099 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.477568, GIOU: 0.464495), Class: 0.425594, Obj: 0.028258, No Obj: 0.002517, .5R: 0.600000, .75R: 0.200000, count: 5, class_loss = 2.108365, iou_loss = 0.079502, total_loss = 2.187867 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000593, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001400, iou_loss = 0.000000, total_loss = 0.001400 total_bbox = 33567, rewritten_bbox = 0.277058 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.424313, GIOU: 0.398747), Class: 0.518935, Obj: 0.025589, No Obj: 0.003220, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.743463, iou_loss = 0.030486, total_loss = 1.773949 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000601, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001327, iou_loss = 0.000000, total_loss = 0.001327 total_bbox = 33572, rewritten_bbox = 0.277017 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344437, GIOU: 0.317140), Class: 0.464826, Obj: 0.030482, No Obj: 0.002496, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.472787, iou_loss = 0.045286, total_loss = 1.518073 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000645, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001846, iou_loss = 0.000000, total_loss = 0.001846 total_bbox = 33576, rewritten_bbox = 0.276984 % Tensor Cores are disabled until the first 3000 iterations are reached. 420: 0.816939, 0.904320 avg loss, 0.000081 rate, 0.705226 seconds, 26880 images, 0.721241 hours left Loaded: 0.000057 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.445829, GIOU: 0.355892), Class: 0.548604, Obj: 0.068412, No Obj: 0.002462, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.659109, iou_loss = 0.217644, total_loss = 1.876753 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000604, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001325, iou_loss = 0.000000, total_loss = 0.001325 total_bbox = 33581, rewritten_bbox = 0.276942 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.427824, GIOU: 0.374608), Class: 0.573856, Obj: 0.059441, No Obj: 0.002868, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.034965, iou_loss = 0.107156, total_loss = 1.142121 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.278726, GIOU: 0.048324), Class: 0.280393, Obj: 0.000582, No Obj: 0.000592, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.448879, iou_loss = 0.038918, total_loss = 0.487797 total_bbox = 33585, rewritten_bbox = 0.276909 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.229792, GIOU: -0.005333), Class: 0.464280, Obj: 0.029125, No Obj: 0.002380, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.454657, iou_loss = 0.006656, total_loss = 1.461313 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.283040, GIOU: 0.283040), Class: 0.685002, Obj: 0.002836, No Obj: 0.000595, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.289785, iou_loss = 0.068867, total_loss = 0.358651 total_bbox = 33590, rewritten_bbox = 0.276868 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.247880, GIOU: 0.247410), Class: 0.635245, Obj: 0.058016, No Obj: 0.002189, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.895015, iou_loss = 0.047441, total_loss = 0.942456 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.146233, GIOU: -0.384906), Class: 0.531756, Obj: 0.000492, No Obj: 0.000642, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.395124, iou_loss = 0.007769, total_loss = 0.402894 total_bbox = 33594, rewritten_bbox = 0.276835 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.451968, GIOU: 0.451968), Class: 0.487447, Obj: 0.012101, No Obj: 0.002032, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.443681, iou_loss = 0.015573, total_loss = 0.459253 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.351429, GIOU: 0.190376), Class: 0.571124, Obj: 0.004984, No Obj: 0.000671, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.024434, iou_loss = 0.512557, total_loss = 1.536991 total_bbox = 33598, rewritten_bbox = 0.276802 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.435081, GIOU: 0.372807), Class: 0.491531, Obj: 0.071209, No Obj: 0.003431, .5R: 0.333333, .75R: 0.111111, count: 9, class_loss = 3.184557, iou_loss = 0.188781, total_loss = 3.373338 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.420782, GIOU: 0.420782), Class: 0.556831, Obj: 0.000984, No Obj: 0.000647, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.342495, iou_loss = 0.152995, total_loss = 0.495489 total_bbox = 33608, rewritten_bbox = 0.276720 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.239264, GIOU: 0.196864), Class: 0.383167, Obj: 0.002685, No Obj: 0.002282, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.174955, iou_loss = 0.006768, total_loss = 1.181723 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.461576, GIOU: 0.420754), Class: 0.601472, Obj: 0.000411, No Obj: 0.000602, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.316024, iou_loss = 0.545265, total_loss = 0.861289 total_bbox = 33612, rewritten_bbox = 0.276687 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.521127, GIOU: 0.521127), Class: 0.512605, Obj: 0.045512, No Obj: 0.003063, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.459160, iou_loss = 0.021916, total_loss = 1.481076 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000603, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001446, iou_loss = 0.000000, total_loss = 0.001446 total_bbox = 33616, rewritten_bbox = 0.276654 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392226, GIOU: 0.353427), Class: 0.490287, Obj: 0.039295, No Obj: 0.002763, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.125622, iou_loss = 0.019113, total_loss = 1.144735 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.626675, GIOU: 0.582628), Class: 0.540735, Obj: 0.009903, No Obj: 0.000605, .5R: 0.500000, .75R: 0.500000, count: 2, class_loss = 0.664196, iou_loss = 0.995953, total_loss = 1.660148 total_bbox = 33621, rewritten_bbox = 0.276613 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.464996, GIOU: 0.463947), Class: 0.520385, Obj: 0.019868, No Obj: 0.002251, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.453457, iou_loss = 0.058413, total_loss = 1.511870 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000601, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001351, iou_loss = 0.000000, total_loss = 0.001351 total_bbox = 33625, rewritten_bbox = 0.276580 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.450683, GIOU: 0.404321), Class: 0.465907, Obj: 0.027051, No Obj: 0.002218, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.836798, iou_loss = 0.149928, total_loss = 1.986726 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000624, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001851, iou_loss = 0.000000, total_loss = 0.001851 total_bbox = 33630, rewritten_bbox = 0.276539 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.239031, GIOU: -0.017198), Class: 0.560947, Obj: 0.011534, No Obj: 0.002020, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.525598, iou_loss = 0.013110, total_loss = 1.538708 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.337503, GIOU: 0.160250), Class: 0.458386, Obj: 0.001754, No Obj: 0.000650, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.384009, iou_loss = 2.889205, total_loss = 3.273214 total_bbox = 33635, rewritten_bbox = 0.276498 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.345832, GIOU: 0.238895), Class: 0.602248, Obj: 0.134791, No Obj: 0.003504, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.228346, iou_loss = 0.025336, total_loss = 1.253682 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000620, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002369, iou_loss = 0.000000, total_loss = 0.002369 total_bbox = 33639, rewritten_bbox = 0.276465 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.350507, GIOU: 0.268173), Class: 0.604764, Obj: 0.033730, No Obj: 0.002652, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.476519, iou_loss = 0.010598, total_loss = 1.487116 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000564, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001093, iou_loss = 0.000000, total_loss = 0.001093 total_bbox = 33643, rewritten_bbox = 0.276432 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.271121, GIOU: 0.007622), Class: 0.442657, Obj: 0.074798, No Obj: 0.002583, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.756440, iou_loss = 0.012680, total_loss = 1.769120 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.328663, GIOU: 0.301207), Class: 0.600153, Obj: 0.001861, No Obj: 0.000649, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.688761, iou_loss = 0.972403, total_loss = 1.661163 total_bbox = 33650, rewritten_bbox = 0.276374 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.419242, GIOU: 0.379922), Class: 0.582429, Obj: 0.043009, No Obj: 0.002694, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.353755, iou_loss = 0.119155, total_loss = 1.472910 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.314320, GIOU: 0.066126), Class: 0.406955, Obj: 0.010841, No Obj: 0.000624, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.227283, iou_loss = 2.845667, total_loss = 4.072950 total_bbox = 33657, rewritten_bbox = 0.276317 % Tensor Cores are disabled until the first 3000 iterations are reached. 421: 0.910692, 0.904957 avg loss, 0.000082 rate, 0.736487 seconds, 26944 images, 0.721043 hours left Loaded: 0.000062 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.332007, GIOU: 0.258491), Class: 0.480307, Obj: 0.044993, No Obj: 0.002581, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.839677, iou_loss = 0.026209, total_loss = 1.865886 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000602, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001382, iou_loss = 0.000000, total_loss = 0.001382 total_bbox = 33662, rewritten_bbox = 0.276276 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.190658, GIOU: 0.067932), Class: 0.562732, Obj: 0.013340, No Obj: 0.001957, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.066829, iou_loss = 0.001592, total_loss = 1.068421 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.376798, GIOU: 0.286004), Class: 0.478698, Obj: 0.000492, No Obj: 0.000577, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.443772, iou_loss = 0.113057, total_loss = 0.556830 total_bbox = 33666, rewritten_bbox = 0.276243 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.489109, GIOU: 0.434512), Class: 0.378526, Obj: 0.015057, No Obj: 0.002873, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 2.019035, iou_loss = 0.044898, total_loss = 2.063933 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000577, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001815, iou_loss = 0.000000, total_loss = 0.001815 total_bbox = 33671, rewritten_bbox = 0.276202 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.424056, GIOU: 0.331047), Class: 0.516122, Obj: 0.039827, No Obj: 0.002350, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.963761, iou_loss = 0.009065, total_loss = 0.972826 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.353447, GIOU: 0.173356), Class: 0.487457, Obj: 0.027334, No Obj: 0.000612, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.026291, iou_loss = 1.803989, total_loss = 2.830280 total_bbox = 33677, rewritten_bbox = 0.276153 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.577060, GIOU: 0.576918), Class: 0.468861, Obj: 0.034069, No Obj: 0.002404, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.159317, iou_loss = 0.034513, total_loss = 1.193831 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.424187, GIOU: 0.271611), Class: 0.613525, Obj: 0.007779, No Obj: 0.000573, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.347200, iou_loss = 0.086035, total_loss = 0.433235 total_bbox = 33681, rewritten_bbox = 0.276120 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.376128, GIOU: 0.208553), Class: 0.460637, Obj: 0.033795, No Obj: 0.002640, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.232350, iou_loss = 0.061634, total_loss = 2.293984 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000609, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001528, iou_loss = 0.000000, total_loss = 0.001528 total_bbox = 33687, rewritten_bbox = 0.276071 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.404793, GIOU: 0.274508), Class: 0.569831, Obj: 0.013295, No Obj: 0.002221, .5R: 0.166667, .75R: 0.166667, count: 6, class_loss = 2.136232, iou_loss = 0.029573, total_loss = 2.165806 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000588, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001533, iou_loss = 0.000000, total_loss = 0.001533 total_bbox = 33693, rewritten_bbox = 0.276022 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.390033, GIOU: 0.313834), Class: 0.640920, Obj: 0.029174, No Obj: 0.002462, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.705368, iou_loss = 0.048280, total_loss = 1.753648 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000593, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001767, iou_loss = 0.000000, total_loss = 0.001767 total_bbox = 33698, rewritten_bbox = 0.275981 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.379677, GIOU: 0.238748), Class: 0.403829, Obj: 0.061576, No Obj: 0.002547, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.947217, iou_loss = 0.050546, total_loss = 1.997763 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000565, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001166, iou_loss = 0.000000, total_loss = 0.001166 total_bbox = 33703, rewritten_bbox = 0.275940 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.442976, GIOU: 0.377085), Class: 0.565068, Obj: 0.020949, No Obj: 0.002330, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.042491, iou_loss = 0.060388, total_loss = 1.102879 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.411632, GIOU: 0.346624), Class: 0.553918, Obj: 0.002307, No Obj: 0.000593, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.677271, iou_loss = 0.443215, total_loss = 1.120486 total_bbox = 33708, rewritten_bbox = 0.275899 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.494306, GIOU: 0.494133), Class: 0.490316, Obj: 0.091701, No Obj: 0.003298, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.338694, iou_loss = 0.022207, total_loss = 1.360901 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.589688, GIOU: 0.546338), Class: 0.533238, Obj: 0.006663, No Obj: 0.000622, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.340831, iou_loss = 0.285529, total_loss = 0.626359 total_bbox = 33713, rewritten_bbox = 0.275858 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.346423, GIOU: 0.313491), Class: 0.568918, Obj: 0.037213, No Obj: 0.002810, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.832072, iou_loss = 0.051548, total_loss = 1.883620 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.404052, GIOU: 0.346897), Class: 0.505286, Obj: 0.016031, No Obj: 0.000616, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.379418, iou_loss = 0.159153, total_loss = 0.538571 total_bbox = 33719, rewritten_bbox = 0.275809 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382868, GIOU: 0.323127), Class: 0.555367, Obj: 0.028962, No Obj: 0.002548, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.707359, iou_loss = 0.054044, total_loss = 1.761403 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.536997, GIOU: 0.524104), Class: 0.692203, Obj: 0.002169, No Obj: 0.000594, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.349699, iou_loss = 1.113938, total_loss = 1.463637 total_bbox = 33725, rewritten_bbox = 0.275760 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.267756, GIOU: 0.068012), Class: 0.571918, Obj: 0.032899, No Obj: 0.002516, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.353267, iou_loss = 0.011750, total_loss = 1.365016 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000611, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001364, iou_loss = 0.000000, total_loss = 0.001364 total_bbox = 33729, rewritten_bbox = 0.275727 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.375498, GIOU: 0.314129), Class: 0.438035, Obj: 0.015136, No Obj: 0.002625, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.549089, iou_loss = 0.122213, total_loss = 1.671302 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.343344, GIOU: 0.159512), Class: 0.492951, Obj: 0.002764, No Obj: 0.000630, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.355112, iou_loss = 0.039392, total_loss = 0.394503 total_bbox = 33734, rewritten_bbox = 0.275686 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.503175, GIOU: 0.490643), Class: 0.476556, Obj: 0.017998, No Obj: 0.002327, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.521850, iou_loss = 0.079396, total_loss = 1.601245 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.535516, GIOU: 0.521005), Class: 0.439610, Obj: 0.000648, No Obj: 0.000596, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.432055, iou_loss = 0.446754, total_loss = 0.878809 total_bbox = 33739, rewritten_bbox = 0.275645 % Tensor Cores are disabled until the first 3000 iterations are reached. 422: 0.938536, 0.908315 avg loss, 0.000083 rate, 0.700726 seconds, 27008 images, 0.721155 hours left Loaded: 0.000054 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.323860, GIOU: 0.248703), Class: 0.501582, Obj: 0.019487, No Obj: 0.003100, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.159040, iou_loss = 0.046592, total_loss = 2.205633 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000555, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001068, iou_loss = 0.000000, total_loss = 0.001068 total_bbox = 33745, rewritten_bbox = 0.275596 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.334580, GIOU: 0.200542), Class: 0.599173, Obj: 0.047568, No Obj: 0.002385, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.010307, iou_loss = 0.016174, total_loss = 1.026481 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.081950, GIOU: -0.638007), Class: 0.611733, Obj: 0.001011, No Obj: 0.000583, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.361799, iou_loss = 0.005801, total_loss = 0.367600 total_bbox = 33749, rewritten_bbox = 0.275564 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.377785, GIOU: 0.297438), Class: 0.450692, Obj: 0.031236, No Obj: 0.002633, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.876021, iou_loss = 0.082180, total_loss = 1.958201 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.381639, GIOU: 0.362785), Class: 0.387052, Obj: 0.014858, No Obj: 0.000635, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.016560, iou_loss = 1.772059, total_loss = 3.788619 total_bbox = 33759, rewritten_bbox = 0.275482 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.285640, GIOU: 0.065537), Class: 0.749279, Obj: 0.129075, No Obj: 0.003167, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.063401, iou_loss = 0.026464, total_loss = 1.089865 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000670, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002471, iou_loss = 0.000000, total_loss = 0.002471 total_bbox = 33763, rewritten_bbox = 0.275449 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.504432, GIOU: 0.484469), Class: 0.459831, Obj: 0.050383, No Obj: 0.003108, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.899252, iou_loss = 0.078336, total_loss = 1.977588 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000591, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001385, iou_loss = 0.000000, total_loss = 0.001385 total_bbox = 33768, rewritten_bbox = 0.275409 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.296111, GIOU: 0.130574), Class: 0.441023, Obj: 0.027150, No Obj: 0.002842, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.938116, iou_loss = 0.074490, total_loss = 2.012606 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.365269, GIOU: 0.304064), Class: 0.478075, Obj: 0.001211, No Obj: 0.000583, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.164056, iou_loss = 1.091471, total_loss = 2.255527 total_bbox = 33776, rewritten_bbox = 0.275343 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.239830, GIOU: 0.129651), Class: 0.565175, Obj: 0.012707, No Obj: 0.002290, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.035296, iou_loss = 0.004887, total_loss = 1.040183 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.436367, GIOU: 0.386405), Class: 0.503897, Obj: 0.003762, No Obj: 0.000614, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.729589, iou_loss = 0.277774, total_loss = 1.007363 total_bbox = 33781, rewritten_bbox = 0.275303 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.345412, GIOU: 0.297758), Class: 0.620579, Obj: 0.066269, No Obj: 0.003146, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.053927, iou_loss = 0.013768, total_loss = 1.067696 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.155390, GIOU: -0.046244), Class: 0.352928, Obj: 0.003242, No Obj: 0.000605, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.229554, iou_loss = 3.074447, total_loss = 4.304002 total_bbox = 33787, rewritten_bbox = 0.275254 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.333194, GIOU: 0.333041), Class: 0.586809, Obj: 0.024878, No Obj: 0.002467, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.290125, iou_loss = 0.011409, total_loss = 1.301534 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000608, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001488, iou_loss = 0.000000, total_loss = 0.001488 total_bbox = 33792, rewritten_bbox = 0.278172 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382739, GIOU: 0.361995), Class: 0.454460, Obj: 0.022747, No Obj: 0.002306, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.612408, iou_loss = 0.043674, total_loss = 1.656083 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000561, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001290, iou_loss = 0.000000, total_loss = 0.001290 total_bbox = 33796, rewritten_bbox = 0.278139 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.370136, GIOU: 0.242444), Class: 0.662819, Obj: 0.053307, No Obj: 0.002545, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.145937, iou_loss = 0.078100, total_loss = 1.224037 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.391613, GIOU: 0.211481), Class: 0.468546, Obj: 0.001493, No Obj: 0.000648, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.592755, iou_loss = 1.170506, total_loss = 2.763260 total_bbox = 33804, rewritten_bbox = 0.278074 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.401834, GIOU: 0.392546), Class: 0.421288, Obj: 0.015453, No Obj: 0.002079, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.977928, iou_loss = 0.124702, total_loss = 2.102630 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.362512, GIOU: 0.206518), Class: 0.493214, Obj: 0.002193, No Obj: 0.000569, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.207615, iou_loss = 0.638410, total_loss = 1.846025 total_bbox = 33812, rewritten_bbox = 0.278008 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.290879, GIOU: 0.138185), Class: 0.517877, Obj: 0.046677, No Obj: 0.002484, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.446591, iou_loss = 0.015044, total_loss = 1.461635 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000574, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001223, iou_loss = 0.000000, total_loss = 0.001223 total_bbox = 33816, rewritten_bbox = 0.277975 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.414549, GIOU: 0.341714), Class: 0.487008, Obj: 0.042055, No Obj: 0.002655, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.132157, iou_loss = 0.100784, total_loss = 1.232941 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.510503, GIOU: 0.405618), Class: 0.635719, Obj: 0.001514, No Obj: 0.000610, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.320444, iou_loss = 0.131768, total_loss = 0.452212 total_bbox = 33820, rewritten_bbox = 0.277942 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.496837, GIOU: 0.436271), Class: 0.387205, Obj: 0.047140, No Obj: 0.002497, .5R: 0.400000, .75R: 0.400000, count: 5, class_loss = 1.917870, iou_loss = 0.068087, total_loss = 1.985957 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000570, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001209, iou_loss = 0.000000, total_loss = 0.001209 total_bbox = 33825, rewritten_bbox = 0.277901 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.308157, GIOU: 0.162782), Class: 0.680061, Obj: 0.014250, No Obj: 0.002383, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.712079, iou_loss = 0.013672, total_loss = 1.725751 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000571, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001265, iou_loss = 0.000000, total_loss = 0.001265 total_bbox = 33830, rewritten_bbox = 0.277860 % Tensor Cores are disabled until the first 3000 iterations are reached. 423: 1.036793, 0.921163 avg loss, 0.000084 rate, 0.708526 seconds, 27072 images, 0.720908 hours left Loaded: 0.000061 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.390450, GIOU: 0.320279), Class: 0.646752, Obj: 0.078730, No Obj: 0.002741, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.241347, iou_loss = 0.015595, total_loss = 1.256942 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000566, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001302, iou_loss = 0.000000, total_loss = 0.001302 total_bbox = 33834, rewritten_bbox = 0.277827 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.228781, GIOU: 0.155193), Class: 0.535306, Obj: 0.009501, No Obj: 0.002285, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.443385, iou_loss = 0.004351, total_loss = 1.447736 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000599, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001356, iou_loss = 0.000000, total_loss = 0.001356 total_bbox = 33838, rewritten_bbox = 0.277794 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.436390, GIOU: 0.360950), Class: 0.582317, Obj: 0.047037, No Obj: 0.002357, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.135185, iou_loss = 0.213354, total_loss = 2.348540 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000614, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002810, iou_loss = 0.000000, total_loss = 0.002810 total_bbox = 33844, rewritten_bbox = 0.277745 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.352709, GIOU: 0.252176), Class: 0.615413, Obj: 0.031047, No Obj: 0.003021, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.048725, iou_loss = 0.086621, total_loss = 2.135346 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000593, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001369, iou_loss = 0.000000, total_loss = 0.001369 total_bbox = 33850, rewritten_bbox = 0.277696 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.543079, GIOU: 0.504035), Class: 0.627453, Obj: 0.020446, No Obj: 0.002682, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.375877, iou_loss = 0.028217, total_loss = 1.404094 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.270057, GIOU: 0.258974), Class: 0.565315, Obj: 0.007693, No Obj: 0.000557, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.683772, iou_loss = 0.114037, total_loss = 0.797809 total_bbox = 33856, rewritten_bbox = 0.277647 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.311675, GIOU: 0.241807), Class: 0.614975, Obj: 0.008927, No Obj: 0.002104, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.739927, iou_loss = 0.131160, total_loss = 1.871087 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000549, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001354, iou_loss = 0.000000, total_loss = 0.001354 total_bbox = 33861, rewritten_bbox = 0.277606 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.322441, GIOU: 0.283940), Class: 0.598339, Obj: 0.025788, No Obj: 0.002331, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.416138, iou_loss = 0.043404, total_loss = 1.459542 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000592, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001493, iou_loss = 0.000000, total_loss = 0.001493 total_bbox = 33865, rewritten_bbox = 0.277573 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.469950, GIOU: 0.410313), Class: 0.697782, Obj: 0.045785, No Obj: 0.002326, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.016687, iou_loss = 0.049059, total_loss = 1.065745 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.218119, GIOU: -0.175733), Class: 0.573009, Obj: 0.000660, No Obj: 0.000583, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.380837, iou_loss = 0.018503, total_loss = 0.399340 total_bbox = 33869, rewritten_bbox = 0.277540 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.415117, GIOU: 0.394341), Class: 0.607766, Obj: 0.025619, No Obj: 0.002501, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.346380, iou_loss = 0.114322, total_loss = 2.460702 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.491995, GIOU: 0.356397), Class: 0.487500, Obj: 0.008162, No Obj: 0.000648, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.597806, iou_loss = 0.692060, total_loss = 2.289866 total_bbox = 33880, rewritten_bbox = 0.277450 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.621645, GIOU: 0.610895), Class: 0.520218, Obj: 0.064062, No Obj: 0.002548, .5R: 0.750000, .75R: 0.500000, count: 4, class_loss = 1.289346, iou_loss = 0.033185, total_loss = 1.322530 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000555, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001170, iou_loss = 0.000000, total_loss = 0.001170 total_bbox = 33884, rewritten_bbox = 0.277417 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.480820, GIOU: 0.462152), Class: 0.623431, Obj: 0.018898, No Obj: 0.002588, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.716232, iou_loss = 0.036779, total_loss = 1.753011 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000570, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001300, iou_loss = 0.000000, total_loss = 0.001300 total_bbox = 33889, rewritten_bbox = 0.277376 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.518555, GIOU: 0.505354), Class: 0.428346, Obj: 0.038554, No Obj: 0.002791, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.535700, iou_loss = 0.060996, total_loss = 1.596696 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000570, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001437, iou_loss = 0.000000, total_loss = 0.001437 total_bbox = 33893, rewritten_bbox = 0.277343 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392704, GIOU: 0.369137), Class: 0.408230, Obj: 0.020663, No Obj: 0.002571, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.546009, iou_loss = 0.010665, total_loss = 1.556675 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000608, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001560, iou_loss = 0.000000, total_loss = 0.001560 total_bbox = 33897, rewritten_bbox = 0.277311 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.305122, GIOU: 0.206689), Class: 0.614869, Obj: 0.103176, No Obj: 0.002480, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.185962, iou_loss = 0.135561, total_loss = 1.321523 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.316605, GIOU: 0.226460), Class: 0.355502, Obj: 0.004976, No Obj: 0.000573, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.380914, iou_loss = 0.066846, total_loss = 0.447761 total_bbox = 33902, rewritten_bbox = 0.277270 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.398774, GIOU: 0.298875), Class: 0.688268, Obj: 0.018224, No Obj: 0.002397, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.992433, iou_loss = 0.007292, total_loss = 0.999725 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000581, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001189, iou_loss = 0.000000, total_loss = 0.001189 total_bbox = 33905, rewritten_bbox = 0.277245 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.362242, GIOU: 0.200724), Class: 0.494828, Obj: 0.019414, No Obj: 0.002918, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.972554, iou_loss = 0.098683, total_loss = 3.071237 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000572, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001261, iou_loss = 0.000000, total_loss = 0.001261 total_bbox = 33913, rewritten_bbox = 0.277180 % Tensor Cores are disabled until the first 3000 iterations are reached. 424: 0.914859, 0.920533 avg loss, 0.000084 rate, 0.713326 seconds, 27136 images, 0.720740 hours left Loaded: 0.000039 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.308720, GIOU: 0.282803), Class: 0.567359, Obj: 0.089176, No Obj: 0.002381, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.297325, iou_loss = 0.027365, total_loss = 1.324689 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000533, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001082, iou_loss = 0.000000, total_loss = 0.001082 total_bbox = 33917, rewritten_bbox = 0.277147 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.372434, GIOU: 0.302208), Class: 0.609020, Obj: 0.069213, No Obj: 0.002693, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.961579, iou_loss = 0.161822, total_loss = 2.123400 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.318178, GIOU: 0.059194), Class: 0.662644, Obj: 0.004451, No Obj: 0.000661, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.318092, iou_loss = 0.119951, total_loss = 0.438043 total_bbox = 33924, rewritten_bbox = 0.277090 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.497506, GIOU: 0.467075), Class: 0.536914, Obj: 0.020280, No Obj: 0.002795, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.169338, iou_loss = 0.029029, total_loss = 1.198367 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000619, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001621, iou_loss = 0.000000, total_loss = 0.001621 total_bbox = 33927, rewritten_bbox = 0.277065 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.454583, GIOU: 0.424591), Class: 0.407011, Obj: 0.031457, No Obj: 0.002779, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.917600, iou_loss = 0.089213, total_loss = 2.006813 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000575, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001414, iou_loss = 0.000000, total_loss = 0.001414 total_bbox = 33932, rewritten_bbox = 0.277025 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.271436, GIOU: -0.019159), Class: 0.642615, Obj: 0.021423, No Obj: 0.002483, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.991409, iou_loss = 0.006010, total_loss = 0.997419 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.424763, GIOU: 0.263378), Class: 0.658236, Obj: 0.002416, No Obj: 0.000588, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.333089, iou_loss = 0.257424, total_loss = 0.590514 total_bbox = 33936, rewritten_bbox = 0.276992 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.555171, GIOU: 0.506649), Class: 0.510191, Obj: 0.053549, No Obj: 0.002622, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.360900, iou_loss = 0.026161, total_loss = 1.387061 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000586, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002555, iou_loss = 0.000000, total_loss = 0.002555 total_bbox = 33940, rewritten_bbox = 0.276959 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.386387, GIOU: 0.287011), Class: 0.602479, Obj: 0.026072, No Obj: 0.001957, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.687130, iou_loss = 0.012802, total_loss = 0.699932 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.297426, GIOU: 0.286947), Class: 0.693768, Obj: 0.015388, No Obj: 0.000614, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.670548, iou_loss = 0.224577, total_loss = 0.895125 total_bbox = 33944, rewritten_bbox = 0.276927 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.324064, GIOU: 0.251443), Class: 0.542498, Obj: 0.036772, No Obj: 0.002713, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.500797, iou_loss = 0.073040, total_loss = 1.573836 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000593, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001318, iou_loss = 0.000000, total_loss = 0.001318 total_bbox = 33948, rewritten_bbox = 0.276894 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.509907, GIOU: 0.398741), Class: 0.564291, Obj: 0.020987, No Obj: 0.002636, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.121603, iou_loss = 0.023649, total_loss = 1.145252 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.275285, GIOU: 0.220956), Class: 0.581816, Obj: 0.010682, No Obj: 0.000641, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.649908, iou_loss = 0.126382, total_loss = 0.776291 total_bbox = 33953, rewritten_bbox = 0.276853 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.442302, GIOU: 0.347790), Class: 0.507314, Obj: 0.015730, No Obj: 0.002273, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.489919, iou_loss = 0.083093, total_loss = 1.573012 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000589, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001643, iou_loss = 0.000000, total_loss = 0.001643 total_bbox = 33957, rewritten_bbox = 0.276821 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.454978, GIOU: 0.439194), Class: 0.450614, Obj: 0.026630, No Obj: 0.002526, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.933031, iou_loss = 0.095463, total_loss = 2.028494 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000582, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001261, iou_loss = 0.000000, total_loss = 0.001261 total_bbox = 33962, rewritten_bbox = 0.276780 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.313785, GIOU: 0.141186), Class: 0.338856, Obj: 0.029380, No Obj: 0.002455, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.336304, iou_loss = 0.007247, total_loss = 1.343551 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.071524, GIOU: -0.627241), Class: 0.217403, Obj: 0.001791, No Obj: 0.000655, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.471242, iou_loss = 0.002007, total_loss = 0.473249 total_bbox = 33966, rewritten_bbox = 0.276747 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.434475, GIOU: 0.375181), Class: 0.582258, Obj: 0.021948, No Obj: 0.002626, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.986958, iou_loss = 0.183202, total_loss = 2.170160 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.524062, GIOU: 0.465496), Class: 0.329818, Obj: 0.001827, No Obj: 0.000621, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.512197, iou_loss = 0.365070, total_loss = 0.877266 total_bbox = 33973, rewritten_bbox = 0.276690 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.427714, GIOU: 0.425348), Class: 0.463420, Obj: 0.040533, No Obj: 0.002882, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.451904, iou_loss = 0.032735, total_loss = 1.484639 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000576, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001383, iou_loss = 0.000000, total_loss = 0.001383 total_bbox = 33977, rewritten_bbox = 0.276658 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.477077, GIOU: 0.412145), Class: 0.597264, Obj: 0.047398, No Obj: 0.002269, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.579668, iou_loss = 0.103629, total_loss = 1.683296 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000572, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001164, iou_loss = 0.000000, total_loss = 0.001164 total_bbox = 33982, rewritten_bbox = 0.276617 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.314824, GIOU: 0.193849), Class: 0.621379, Obj: 0.009322, No Obj: 0.002847, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.480692, iou_loss = 0.030306, total_loss = 1.510998 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.161746, GIOU: -0.043222), Class: 0.483656, Obj: 0.001965, No Obj: 0.000639, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.542509, iou_loss = 2.521203, total_loss = 4.063712 total_bbox = 33990, rewritten_bbox = 0.276552 % Tensor Cores are disabled until the first 3000 iterations are reached. 425: 0.875902, 0.916070 avg loss, 0.000085 rate, 0.688588 seconds, 27200 images, 0.720619 hours left Loaded: 0.000037 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392201, GIOU: 0.356895), Class: 0.524404, Obj: 0.073009, No Obj: 0.002903, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.469262, iou_loss = 0.037421, total_loss = 1.506683 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000610, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.008376, iou_loss = 0.000000, total_loss = 0.008376 total_bbox = 33994, rewritten_bbox = 0.276519 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.461021, GIOU: 0.443890), Class: 0.535533, Obj: 0.043182, No Obj: 0.002791, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.835362, iou_loss = 0.161775, total_loss = 1.997138 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000581, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002439, iou_loss = 0.000000, total_loss = 0.002439 total_bbox = 33999, rewritten_bbox = 0.276479 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.207393, GIOU: 0.075739), Class: 0.426399, Obj: 0.051049, No Obj: 0.003505, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.667252, iou_loss = 0.012556, total_loss = 1.679808 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.384037, GIOU: 0.246507), Class: 0.526446, Obj: 0.009551, No Obj: 0.000590, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.340666, iou_loss = 0.220396, total_loss = 0.561062 total_bbox = 34004, rewritten_bbox = 0.276438 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.202685, GIOU: 0.067183), Class: 0.596909, Obj: 0.017492, No Obj: 0.002050, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.562018, iou_loss = 0.016446, total_loss = 1.578465 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000578, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001188, iou_loss = 0.000000, total_loss = 0.001188 total_bbox = 34008, rewritten_bbox = 0.276406 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.430664, GIOU: 0.425334), Class: 0.453802, Obj: 0.112469, No Obj: 0.002467, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.058325, iou_loss = 0.096380, total_loss = 1.154704 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.277502, GIOU: 0.213883), Class: 0.558272, Obj: 0.007695, No Obj: 0.000598, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.679262, iou_loss = 0.740748, total_loss = 1.420010 total_bbox = 34013, rewritten_bbox = 0.276365 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.425543, GIOU: 0.365024), Class: 0.482180, Obj: 0.064598, No Obj: 0.003523, .5R: 0.428571, .75R: 0.142857, count: 7, class_loss = 2.487886, iou_loss = 0.131746, total_loss = 2.619632 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000573, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001768, iou_loss = 0.000000, total_loss = 0.001768 total_bbox = 34020, rewritten_bbox = 0.276308 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.427740, GIOU: 0.414319), Class: 0.447725, Obj: 0.041008, No Obj: 0.002885, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.596977, iou_loss = 0.056868, total_loss = 1.653845 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.553590, GIOU: 0.545782), Class: 0.630936, Obj: 0.000733, No Obj: 0.000606, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.335374, iou_loss = 1.000292, total_loss = 1.335666 total_bbox = 34025, rewritten_bbox = 0.276267 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.307250, GIOU: 0.249539), Class: 0.518718, Obj: 0.028418, No Obj: 0.002259, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.129545, iou_loss = 0.007799, total_loss = 1.137343 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.255872, GIOU: 0.164137), Class: 0.374985, Obj: 0.001456, No Obj: 0.000572, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.281410, iou_loss = 2.461295, total_loss = 3.742705 total_bbox = 34032, rewritten_bbox = 0.279149 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.390083, GIOU: 0.229594), Class: 0.410931, Obj: 0.036308, No Obj: 0.002482, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.783410, iou_loss = 0.019873, total_loss = 0.803283 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.597390, GIOU: 0.591842), Class: 0.482609, Obj: 0.003448, No Obj: 0.000657, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.422386, iou_loss = 0.246225, total_loss = 0.668611 total_bbox = 34035, rewritten_bbox = 0.279124 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.441128, GIOU: 0.419937), Class: 0.523783, Obj: 0.066035, No Obj: 0.003267, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.890080, iou_loss = 0.034384, total_loss = 1.924464 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.288897, GIOU: 0.093108), Class: 0.611097, Obj: 0.000585, No Obj: 0.000551, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.309809, iou_loss = 0.045240, total_loss = 0.355050 total_bbox = 34041, rewritten_bbox = 0.279075 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.248988, GIOU: 0.195564), Class: 0.535073, Obj: 0.069732, No Obj: 0.002351, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.653247, iou_loss = 0.010636, total_loss = 0.663883 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.364555, GIOU: 0.348718), Class: 0.527126, Obj: 0.012150, No Obj: 0.000555, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.771111, iou_loss = 0.422783, total_loss = 1.193894 total_bbox = 34045, rewritten_bbox = 0.279042 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.327211, GIOU: 0.299218), Class: 0.466798, Obj: 0.024603, No Obj: 0.002575, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.883320, iou_loss = 0.026603, total_loss = 1.909923 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000586, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001332, iou_loss = 0.000000, total_loss = 0.001332 total_bbox = 34050, rewritten_bbox = 0.279001 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.402827, GIOU: 0.343081), Class: 0.482601, Obj: 0.034786, No Obj: 0.003004, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.892732, iou_loss = 0.050917, total_loss = 1.943648 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000582, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001560, iou_loss = 0.000000, total_loss = 0.001560 total_bbox = 34055, rewritten_bbox = 0.278960 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.352992, GIOU: 0.297224), Class: 0.553290, Obj: 0.113647, No Obj: 0.002361, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.223522, iou_loss = 0.045247, total_loss = 1.268769 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000609, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004728, iou_loss = 0.000000, total_loss = 0.004728 total_bbox = 34059, rewritten_bbox = 0.278928 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.477742, GIOU: 0.477742), Class: 0.283729, Obj: 0.016489, No Obj: 0.002412, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.464741, iou_loss = 0.003531, total_loss = 0.468272 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.218232, GIOU: -0.074546), Class: 0.477427, Obj: 0.001075, No Obj: 0.000605, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.194476, iou_loss = 0.190099, total_loss = 1.384575 total_bbox = 34063, rewritten_bbox = 0.278895 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.378020, GIOU: 0.355393), Class: 0.535925, Obj: 0.029897, No Obj: 0.002568, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.404416, iou_loss = 0.056885, total_loss = 1.461301 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000567, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001866, iou_loss = 0.000000, total_loss = 0.001866 total_bbox = 34067, rewritten_bbox = 0.278862 % Tensor Cores are disabled until the first 3000 iterations are reached. 426: 0.894550, 0.913918 avg loss, 0.000086 rate, 0.731823 seconds, 27264 images, 0.720251 hours left Loaded: 0.000038 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.393707, GIOU: 0.196391), Class: 0.601279, Obj: 0.030478, No Obj: 0.002646, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.397872, iou_loss = 0.015178, total_loss = 1.413050 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.349595, GIOU: 0.149060), Class: 0.278666, Obj: 0.004354, No Obj: 0.000573, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.477126, iou_loss = 0.042318, total_loss = 0.519444 total_bbox = 34072, rewritten_bbox = 0.278821 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.283102, GIOU: 0.214466), Class: 0.550983, Obj: 0.021405, No Obj: 0.002135, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.414251, iou_loss = 0.041798, total_loss = 1.456049 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.543042, GIOU: 0.533184), Class: 0.443858, Obj: 0.019305, No Obj: 0.000621, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.791715, iou_loss = 2.135986, total_loss = 2.927701 total_bbox = 34078, rewritten_bbox = 0.278772 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.422901, GIOU: 0.338813), Class: 0.501992, Obj: 0.036967, No Obj: 0.003051, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.373684, iou_loss = 0.047596, total_loss = 1.421280 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.574063, GIOU: 0.507293), Class: 0.471391, Obj: 0.020809, No Obj: 0.000588, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.383839, iou_loss = 0.191494, total_loss = 0.575333 total_bbox = 34083, rewritten_bbox = 0.278731 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.277695, GIOU: 0.097304), Class: 0.521690, Obj: 0.011254, No Obj: 0.002401, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.841493, iou_loss = 0.008196, total_loss = 1.849689 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.408347, GIOU: 0.347784), Class: 0.473238, Obj: 0.010783, No Obj: 0.000591, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.145185, iou_loss = 0.587002, total_loss = 1.732186 total_bbox = 34091, rewritten_bbox = 0.278666 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.319550, GIOU: 0.098757), Class: 0.731243, Obj: 0.048738, No Obj: 0.002836, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.644415, iou_loss = 0.008144, total_loss = 0.652559 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.309474, GIOU: 0.251788), Class: 0.501639, Obj: 0.002306, No Obj: 0.000566, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.175412, iou_loss = 0.347000, total_loss = 1.522412 total_bbox = 34096, rewritten_bbox = 0.278625 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.516133, GIOU: 0.448891), Class: 0.434356, Obj: 0.031133, No Obj: 0.002586, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.607640, iou_loss = 0.050418, total_loss = 1.658058 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.085815, GIOU: -0.527241), Class: 0.654491, Obj: 0.000524, No Obj: 0.000556, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.363069, iou_loss = 0.006915, total_loss = 0.369984 total_bbox = 34101, rewritten_bbox = 0.278584 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.419500, GIOU: 0.283248), Class: 0.538130, Obj: 0.020902, No Obj: 0.002153, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.709121, iou_loss = 0.204845, total_loss = 1.913966 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000609, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001646, iou_loss = 0.000000, total_loss = 0.001646 total_bbox = 34106, rewritten_bbox = 0.278543 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.341177, GIOU: 0.303164), Class: 0.454071, Obj: 0.023649, No Obj: 0.002714, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.629701, iou_loss = 0.119155, total_loss = 1.748856 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.256557, GIOU: 0.010610), Class: 0.419407, Obj: 0.000708, No Obj: 0.000615, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.432944, iou_loss = 0.090198, total_loss = 0.523142 total_bbox = 34111, rewritten_bbox = 0.278503 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.349766, GIOU: 0.321142), Class: 0.633529, Obj: 0.026905, No Obj: 0.002713, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.310549, iou_loss = 0.074571, total_loss = 1.385119 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.131651, GIOU: -0.457128), Class: 0.393077, Obj: 0.000689, No Obj: 0.000552, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.371571, iou_loss = 0.004849, total_loss = 0.376420 total_bbox = 34116, rewritten_bbox = 0.278462 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.319603, GIOU: 0.159915), Class: 0.464746, Obj: 0.027103, No Obj: 0.002319, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.224234, iou_loss = 0.016034, total_loss = 1.240268 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.353552, GIOU: 0.353552), Class: 0.567497, Obj: 0.000944, No Obj: 0.000553, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.710306, iou_loss = 0.573297, total_loss = 1.283603 total_bbox = 34121, rewritten_bbox = 0.278421 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.308302, GIOU: 0.137081), Class: 0.539379, Obj: 0.029974, No Obj: 0.002051, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.466685, iou_loss = 0.076637, total_loss = 1.543321 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.467355, GIOU: 0.408620), Class: 0.486702, Obj: 0.014520, No Obj: 0.000638, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.481870, iou_loss = 1.135525, total_loss = 2.617396 total_bbox = 34129, rewritten_bbox = 0.278356 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.330891, GIOU: 0.152298), Class: 0.493220, Obj: 0.028747, No Obj: 0.002104, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.163554, iou_loss = 0.077931, total_loss = 2.241486 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000586, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001506, iou_loss = 0.000000, total_loss = 0.001506 total_bbox = 34135, rewritten_bbox = 0.278307 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.313804, GIOU: 0.313804), Class: 0.693745, Obj: 0.068074, No Obj: 0.002777, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.190110, iou_loss = 0.008846, total_loss = 1.198956 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000621, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003680, iou_loss = 0.000000, total_loss = 0.003680 total_bbox = 34139, rewritten_bbox = 0.278274 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.422168, GIOU: 0.338282), Class: 0.568402, Obj: 0.018742, No Obj: 0.002804, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.677587, iou_loss = 0.068080, total_loss = 1.745667 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000699, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001867, iou_loss = 0.000000, total_loss = 0.001867 total_bbox = 34144, rewritten_bbox = 0.278233 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.208718, GIOU: 0.054193), Class: 0.534277, Obj: 0.012158, No Obj: 0.002434, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.896798, iou_loss = 0.019318, total_loss = 1.916116 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000618, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002313, iou_loss = 0.000000, total_loss = 0.002313 total_bbox = 34149, rewritten_bbox = 0.278193 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.558017, GIOU: 0.533108), Class: 0.479417, Obj: 0.051859, No Obj: 0.002559, .5R: 0.800000, .75R: 0.000000, count: 5, class_loss = 1.714470, iou_loss = 0.159707, total_loss = 1.874177 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000595, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001885, iou_loss = 0.000000, total_loss = 0.001885 total_bbox = 34154, rewritten_bbox = 0.278152 % Tensor Cores are disabled until the first 3000 iterations are reached. 427: 0.996905, 0.922216 avg loss, 0.000087 rate, 0.710928 seconds, 27328 images, 0.720315 hours left Loaded: 0.000038 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.474641, GIOU: 0.426445), Class: 0.627135, Obj: 0.098010, No Obj: 0.002969, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.230213, iou_loss = 0.084448, total_loss = 1.314661 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.370389, GIOU: 0.348476), Class: 0.427558, Obj: 0.006048, No Obj: 0.000599, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.818616, iou_loss = 0.999405, total_loss = 1.818020 total_bbox = 34160, rewritten_bbox = 0.278103 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.484992, GIOU: 0.457537), Class: 0.583598, Obj: 0.140246, No Obj: 0.002828, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.248266, iou_loss = 0.128796, total_loss = 1.377061 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000576, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001638, iou_loss = 0.000000, total_loss = 0.001638 total_bbox = 34164, rewritten_bbox = 0.278070 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.272762, GIOU: 0.241818), Class: 0.611509, Obj: 0.151968, No Obj: 0.003113, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.880446, iou_loss = 0.023867, total_loss = 0.904314 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.587403, GIOU: 0.533593), Class: 0.637986, Obj: 0.000694, No Obj: 0.000556, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.406405, iou_loss = 0.632880, total_loss = 1.039285 total_bbox = 34168, rewritten_bbox = 0.278038 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.366629, GIOU: 0.222470), Class: 0.504151, Obj: 0.070611, No Obj: 0.002711, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.628601, iou_loss = 0.067964, total_loss = 1.696565 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.238540, GIOU: 0.104389), Class: 0.580638, Obj: 0.003052, No Obj: 0.000565, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.308660, iou_loss = 0.173896, total_loss = 0.482556 total_bbox = 34174, rewritten_bbox = 0.277989 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.175627, GIOU: 0.175627), Class: 0.487485, Obj: 0.025151, No Obj: 0.002200, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.006314, iou_loss = 0.002474, total_loss = 1.008788 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000550, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001185, iou_loss = 0.000000, total_loss = 0.001185 total_bbox = 34177, rewritten_bbox = 0.277965 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.463447, GIOU: 0.422605), Class: 0.422402, Obj: 0.034848, No Obj: 0.002526, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.908806, iou_loss = 0.036530, total_loss = 1.945337 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000536, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001112, iou_loss = 0.000000, total_loss = 0.001112 total_bbox = 34182, rewritten_bbox = 0.277924 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.398247, GIOU: 0.384499), Class: 0.465287, Obj: 0.006732, No Obj: 0.001973, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.818830, iou_loss = 0.003956, total_loss = 0.822786 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.272702, GIOU: 0.127666), Class: 0.678264, Obj: 0.011718, No Obj: 0.000530, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.750154, iou_loss = 0.284735, total_loss = 1.034889 total_bbox = 34186, rewritten_bbox = 0.277892 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.365079, GIOU: 0.229867), Class: 0.557530, Obj: 0.053725, No Obj: 0.002729, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.737773, iou_loss = 0.031794, total_loss = 1.769567 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000566, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001347, iou_loss = 0.000000, total_loss = 0.001347 total_bbox = 34191, rewritten_bbox = 0.277851 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.322103, GIOU: 0.293431), Class: 0.472500, Obj: 0.025402, No Obj: 0.003118, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.193967, iou_loss = 0.154281, total_loss = 2.348248 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.348441, GIOU: 0.348440), Class: 0.405298, Obj: 0.007955, No Obj: 0.000622, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.360563, iou_loss = 0.106085, total_loss = 0.466647 total_bbox = 34198, rewritten_bbox = 0.277794 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.492885, GIOU: 0.364638), Class: 0.540221, Obj: 0.064430, No Obj: 0.003082, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.614474, iou_loss = 0.083004, total_loss = 1.697478 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.103607, GIOU: -0.518868), Class: 0.617430, Obj: 0.001057, No Obj: 0.000604, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.705603, iou_loss = 0.408600, total_loss = 1.114203 total_bbox = 34205, rewritten_bbox = 0.277737 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.421076, GIOU: 0.367111), Class: 0.421388, Obj: 0.068928, No Obj: 0.002894, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.530692, iou_loss = 0.035146, total_loss = 1.565838 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000604, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001290, iou_loss = 0.000000, total_loss = 0.001290 total_bbox = 34209, rewritten_bbox = 0.277705 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392310, GIOU: 0.392310), Class: 0.655599, Obj: 0.026627, No Obj: 0.002213, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.979032, iou_loss = 0.013120, total_loss = 0.992152 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.653152, GIOU: 0.622473), Class: 0.420946, Obj: 0.007425, No Obj: 0.000536, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.379665, iou_loss = 0.342871, total_loss = 0.722536 total_bbox = 34213, rewritten_bbox = 0.277672 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.292372, GIOU: 0.129232), Class: 0.539470, Obj: 0.036201, No Obj: 0.002514, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.372587, iou_loss = 0.008113, total_loss = 1.380700 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000553, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001235, iou_loss = 0.000000, total_loss = 0.001235 total_bbox = 34217, rewritten_bbox = 0.277640 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.497554, GIOU: 0.470783), Class: 0.362141, Obj: 0.033948, No Obj: 0.002618, .5R: 0.800000, .75R: 0.000000, count: 5, class_loss = 2.053787, iou_loss = 0.097149, total_loss = 2.150936 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.456689, GIOU: 0.367932), Class: 0.426671, Obj: 0.003058, No Obj: 0.000557, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.772638, iou_loss = 3.417850, total_loss = 4.190488 total_bbox = 34224, rewritten_bbox = 0.277583 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.573256, GIOU: 0.556868), Class: 0.532260, Obj: 0.033216, No Obj: 0.002803, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.706469, iou_loss = 0.008437, total_loss = 0.714907 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.215620, GIOU: -0.196922), Class: 0.643981, Obj: 0.000281, No Obj: 0.000649, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.356095, iou_loss = 0.050385, total_loss = 0.406480 total_bbox = 34227, rewritten_bbox = 0.277559 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.387253, GIOU: 0.285602), Class: 0.555491, Obj: 0.101382, No Obj: 0.002889, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.246284, iou_loss = 0.036036, total_loss = 1.282320 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.293940, GIOU: -0.003299), Class: 0.338995, Obj: 0.002407, No Obj: 0.000550, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.404388, iou_loss = 0.102015, total_loss = 0.506403 total_bbox = 34232, rewritten_bbox = 0.277518 % Tensor Cores are disabled until the first 3000 iterations are reached. 428: 0.865891, 0.916584 avg loss, 0.000088 rate, 0.703664 seconds, 27392 images, 0.720168 hours left Loaded: 0.000043 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.389296, GIOU: 0.358072), Class: 0.509864, Obj: 0.040526, No Obj: 0.002575, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.105804, iou_loss = 0.053673, total_loss = 1.159476 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.293311, GIOU: 0.198855), Class: 0.711122, Obj: 0.006110, No Obj: 0.000599, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.664913, iou_loss = 0.105982, total_loss = 0.770895 total_bbox = 34237, rewritten_bbox = 0.277478 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.431372, GIOU: 0.327999), Class: 0.526968, Obj: 0.045485, No Obj: 0.002561, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.799304, iou_loss = 0.099619, total_loss = 1.898922 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000580, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002598, iou_loss = 0.000000, total_loss = 0.002598 total_bbox = 34242, rewritten_bbox = 0.277437 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.365239, GIOU: 0.320524), Class: 0.466420, Obj: 0.023920, No Obj: 0.002630, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.929192, iou_loss = 0.015415, total_loss = 1.944607 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000534, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001042, iou_loss = 0.000000, total_loss = 0.001042 total_bbox = 34247, rewritten_bbox = 0.277397 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.226089, GIOU: 0.216062), Class: 0.491401, Obj: 0.030764, No Obj: 0.002909, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.850494, iou_loss = 0.036953, total_loss = 1.887448 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000597, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001280, iou_loss = 0.000000, total_loss = 0.001280 total_bbox = 34252, rewritten_bbox = 0.277356 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.571885, GIOU: 0.562524), Class: 0.505392, Obj: 0.098841, No Obj: 0.003272, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.346854, iou_loss = 0.047411, total_loss = 1.394265 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.283412, GIOU: 0.283412), Class: 0.687942, Obj: 0.002970, No Obj: 0.000535, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.354475, iou_loss = 0.070079, total_loss = 0.424554 total_bbox = 34257, rewritten_bbox = 0.277316 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.331606, GIOU: 0.331606), Class: 0.580145, Obj: 0.040100, No Obj: 0.003005, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.074762, iou_loss = 0.008736, total_loss = 1.083497 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.514717, GIOU: 0.514717), Class: 0.372836, Obj: 0.042971, No Obj: 0.000602, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.794935, iou_loss = 1.251460, total_loss = 2.046395 total_bbox = 34262, rewritten_bbox = 0.277275 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.398139, GIOU: 0.364918), Class: 0.605309, Obj: 0.037662, No Obj: 0.002051, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.400155, iou_loss = 0.067294, total_loss = 1.467449 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000554, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001204, iou_loss = 0.000000, total_loss = 0.001204 total_bbox = 34266, rewritten_bbox = 0.277243 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.336346, GIOU: 0.201981), Class: 0.673876, Obj: 0.012678, No Obj: 0.002371, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.935606, iou_loss = 0.006784, total_loss = 0.942390 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000540, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001103, iou_loss = 0.000000, total_loss = 0.001103 total_bbox = 34269, rewritten_bbox = 0.277218 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.314216, GIOU: 0.170285), Class: 0.420494, Obj: 0.045209, No Obj: 0.002469, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.733021, iou_loss = 0.017193, total_loss = 0.750214 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.358782, GIOU: 0.355037), Class: 0.427819, Obj: 0.011988, No Obj: 0.000559, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.804070, iou_loss = 0.242821, total_loss = 1.046890 total_bbox = 34273, rewritten_bbox = 0.277186 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.282104, GIOU: 0.226743), Class: 0.641141, Obj: 0.033022, No Obj: 0.003374, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.483194, iou_loss = 0.051111, total_loss = 1.534305 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000603, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002870, iou_loss = 0.000000, total_loss = 0.002870 total_bbox = 34277, rewritten_bbox = 0.277154 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.389559, GIOU: 0.310774), Class: 0.464810, Obj: 0.016701, No Obj: 0.002077, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.626969, iou_loss = 0.173589, total_loss = 1.800559 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.143636, GIOU: -0.137606), Class: 0.565539, Obj: 0.000353, No Obj: 0.000562, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.759530, iou_loss = 1.016544, total_loss = 1.776074 total_bbox = 34283, rewritten_bbox = 0.277105 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.376091, GIOU: 0.329256), Class: 0.587016, Obj: 0.072927, No Obj: 0.002820, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.516906, iou_loss = 0.069687, total_loss = 1.586593 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000544, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001294, iou_loss = 0.000000, total_loss = 0.001294 total_bbox = 34288, rewritten_bbox = 0.277065 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.496195, GIOU: 0.402529), Class: 0.507900, Obj: 0.056672, No Obj: 0.002707, .5R: 0.600000, .75R: 0.200000, count: 5, class_loss = 1.689834, iou_loss = 0.102166, total_loss = 1.792001 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.698838, GIOU: 0.678660), Class: 0.435639, Obj: 0.003345, No Obj: 0.000550, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.385098, iou_loss = 1.390806, total_loss = 1.775904 total_bbox = 34294, rewritten_bbox = 0.277016 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.340088, GIOU: 0.254118), Class: 0.532015, Obj: 0.023791, No Obj: 0.002186, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.064608, iou_loss = 0.041669, total_loss = 1.106277 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.217622, GIOU: 0.217622), Class: 0.553885, Obj: 0.002796, No Obj: 0.000594, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.339939, iou_loss = 0.041185, total_loss = 0.381123 total_bbox = 34298, rewritten_bbox = 0.276984 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.254933, GIOU: 0.159443), Class: 0.513375, Obj: 0.015623, No Obj: 0.002351, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.854170, iou_loss = 0.021269, total_loss = 1.875439 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.256112, GIOU: 0.173286), Class: 0.772478, Obj: 0.004161, No Obj: 0.000600, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.322172, iou_loss = 0.095031, total_loss = 0.417203 total_bbox = 34304, rewritten_bbox = 0.276936 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.429277, GIOU: 0.415726), Class: 0.525263, Obj: 0.030360, No Obj: 0.002471, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.431621, iou_loss = 0.076267, total_loss = 1.507888 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000577, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002481, iou_loss = 0.000000, total_loss = 0.002481 total_bbox = 34308, rewritten_bbox = 0.276903 % Tensor Cores are disabled until the first 3000 iterations are reached. 429: 0.860915, 0.911017 avg loss, 0.000088 rate, 0.727848 seconds, 27456 images, 0.719949 hours left Loaded: 0.000042 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.468941, GIOU: 0.389488), Class: 0.478710, Obj: 0.025897, No Obj: 0.002468, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.936448, iou_loss = 0.102136, total_loss = 2.038584 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.406311, GIOU: 0.363248), Class: 0.575111, Obj: 0.009332, No Obj: 0.000603, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.020493, iou_loss = 0.521006, total_loss = 1.541499 total_bbox = 34316, rewritten_bbox = 0.276839 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.474192, GIOU: 0.474192), Class: 0.476685, Obj: 0.061088, No Obj: 0.002164, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.727339, iou_loss = 0.007050, total_loss = 0.734389 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.369416, GIOU: 0.307969), Class: 0.319347, Obj: 0.000964, No Obj: 0.000552, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.153432, iou_loss = 7.783303, total_loss = 8.936735 total_bbox = 34321, rewritten_bbox = 0.276798 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.366997, GIOU: 0.317222), Class: 0.586776, Obj: 0.139923, No Obj: 0.003819, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.953338, iou_loss = 0.035380, total_loss = 0.988718 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.392863, GIOU: 0.218530), Class: 0.606458, Obj: 0.000983, No Obj: 0.000551, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.408326, iou_loss = 0.073240, total_loss = 0.481566 total_bbox = 34325, rewritten_bbox = 0.276766 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.448993, GIOU: 0.313160), Class: 0.546897, Obj: 0.040386, No Obj: 0.002189, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.178073, iou_loss = 0.037961, total_loss = 1.216035 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.446221, GIOU: 0.365504), Class: 0.545318, Obj: 0.013879, No Obj: 0.000604, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.357547, iou_loss = 0.332059, total_loss = 0.689606 total_bbox = 34329, rewritten_bbox = 0.276734 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.287426, GIOU: 0.214838), Class: 0.552809, Obj: 0.024555, No Obj: 0.002291, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.340701, iou_loss = 0.007342, total_loss = 1.348043 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000537, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001101, iou_loss = 0.000000, total_loss = 0.001101 total_bbox = 34333, rewritten_bbox = 0.276702 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.370245, GIOU: 0.262174), Class: 0.598091, Obj: 0.131931, No Obj: 0.002633, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.261795, iou_loss = 0.037045, total_loss = 1.298840 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.215158, GIOU: -0.196059), Class: 0.536000, Obj: 0.024825, No Obj: 0.000616, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.335302, iou_loss = 0.013857, total_loss = 0.349158 total_bbox = 34338, rewritten_bbox = 0.276661 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.452113, GIOU: 0.427477), Class: 0.580368, Obj: 0.053866, No Obj: 0.002634, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.282181, iou_loss = 0.036638, total_loss = 1.318820 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.185385, GIOU: 0.185385), Class: 0.513808, Obj: 0.001716, No Obj: 0.000560, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.357098, iou_loss = 0.029952, total_loss = 0.387049 total_bbox = 34343, rewritten_bbox = 0.276621 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.236068, GIOU: 0.087350), Class: 0.588084, Obj: 0.055563, No Obj: 0.002499, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.345716, iou_loss = 0.033162, total_loss = 1.378878 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.440689, GIOU: 0.323665), Class: 0.561395, Obj: 0.012000, No Obj: 0.000586, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.319539, iou_loss = 0.076470, total_loss = 0.396009 total_bbox = 34348, rewritten_bbox = 0.276581 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.389771, GIOU: 0.352158), Class: 0.392140, Obj: 0.040964, No Obj: 0.002519, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.957969, iou_loss = 0.042959, total_loss = 2.000928 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000518, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001007, iou_loss = 0.000000, total_loss = 0.001007 total_bbox = 34353, rewritten_bbox = 0.276541 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.263033, GIOU: 0.156173), Class: 0.438930, Obj: 0.018510, No Obj: 0.002687, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.342340, iou_loss = 0.024706, total_loss = 2.367046 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000544, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001297, iou_loss = 0.000000, total_loss = 0.001297 total_bbox = 34359, rewritten_bbox = 0.276492 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.545557, GIOU: 0.535651), Class: 0.533870, Obj: 0.018903, No Obj: 0.002721, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.385329, iou_loss = 0.019420, total_loss = 1.404749 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.536478, GIOU: 0.536478), Class: 0.602889, Obj: 0.001442, No Obj: 0.000559, .5R: 0.500000, .75R: 0.500000, count: 2, class_loss = 0.652421, iou_loss = 0.671822, total_loss = 1.324243 total_bbox = 34365, rewritten_bbox = 0.276444 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.336195, GIOU: 0.185960), Class: 0.535481, Obj: 0.036047, No Obj: 0.002588, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.408380, iou_loss = 0.043699, total_loss = 1.452079 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000591, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004657, iou_loss = 0.000000, total_loss = 0.004657 total_bbox = 34370, rewritten_bbox = 0.279313 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.519413, GIOU: 0.448045), Class: 0.585378, Obj: 0.039290, No Obj: 0.002485, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.323665, iou_loss = 0.039852, total_loss = 1.363517 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.296447, GIOU: 0.269717), Class: 0.324502, Obj: 0.001904, No Obj: 0.000558, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.415082, iou_loss = 0.170369, total_loss = 0.585452 total_bbox = 34375, rewritten_bbox = 0.279273 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.438965, GIOU: 0.377675), Class: 0.445320, Obj: 0.045922, No Obj: 0.002469, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.541848, iou_loss = 0.038942, total_loss = 1.580790 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000544, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001213, iou_loss = 0.000000, total_loss = 0.001213 total_bbox = 34379, rewritten_bbox = 0.279240 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.455566, GIOU: 0.391129), Class: 0.537071, Obj: 0.054188, No Obj: 0.002935, .5R: 0.428571, .75R: 0.142857, count: 7, class_loss = 2.350549, iou_loss = 0.198717, total_loss = 2.549266 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.429458, GIOU: 0.371427), Class: 0.677124, Obj: 0.021696, No Obj: 0.000604, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.354979, iou_loss = 0.275388, total_loss = 0.630367 total_bbox = 34387, rewritten_bbox = 0.279175 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.378386, GIOU: 0.295523), Class: 0.654872, Obj: 0.101977, No Obj: 0.003034, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.281007, iou_loss = 0.028460, total_loss = 1.309466 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.130385, GIOU: 0.130385), Class: 0.409634, Obj: 0.002489, No Obj: 0.000565, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.416873, iou_loss = 0.015383, total_loss = 0.432257 total_bbox = 34392, rewritten_bbox = 0.279135 % Tensor Cores are disabled until the first 3000 iterations are reached. 430: 0.928426, 0.912758 avg loss, 0.000089 rate, 0.715509 seconds, 27520 images, 0.719969 hours left Loaded: 0.000039 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.359234, GIOU: 0.336862), Class: 0.506835, Obj: 0.111944, No Obj: 0.002729, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.336818, iou_loss = 0.057017, total_loss = 1.393835 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000541, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001684, iou_loss = 0.000000, total_loss = 0.001684 total_bbox = 34396, rewritten_bbox = 0.279102 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.376836, GIOU: 0.232633), Class: 0.503364, Obj: 0.030701, No Obj: 0.002518, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.814458, iou_loss = 0.045216, total_loss = 1.859674 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000598, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001176, iou_loss = 0.000000, total_loss = 0.001176 total_bbox = 34401, rewritten_bbox = 0.279062 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.292318, GIOU: 0.223734), Class: 0.439488, Obj: 0.015766, No Obj: 0.002198, .5R: 0.166667, .75R: 0.166667, count: 6, class_loss = 1.906401, iou_loss = 0.013055, total_loss = 1.919456 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.398488, GIOU: 0.235188), Class: 0.348579, Obj: 0.008445, No Obj: 0.000543, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.404518, iou_loss = 0.078880, total_loss = 0.483398 total_bbox = 34408, rewritten_bbox = 0.281911 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.145273, GIOU: -0.064542), Class: 0.638530, Obj: 0.015614, No Obj: 0.002198, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.938481, iou_loss = 0.016003, total_loss = 0.954484 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.238840, GIOU: 0.238840), Class: 0.337729, Obj: 0.008065, No Obj: 0.000680, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.508904, iou_loss = 0.050038, total_loss = 0.558942 total_bbox = 34412, rewritten_bbox = 0.281878 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.245656, GIOU: 0.073227), Class: 0.615956, Obj: 0.075601, No Obj: 0.002797, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.084113, iou_loss = 0.016210, total_loss = 1.100323 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000570, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001665, iou_loss = 0.000000, total_loss = 0.001665 total_bbox = 34415, rewritten_bbox = 0.281854 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.469273, GIOU: 0.467453), Class: 0.397724, Obj: 0.013051, No Obj: 0.002252, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.820480, iou_loss = 0.012879, total_loss = 0.833358 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.294416, GIOU: 0.179597), Class: 0.498357, Obj: 0.009530, No Obj: 0.000552, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.860100, iou_loss = 1.763449, total_loss = 3.623549 total_bbox = 34423, rewritten_bbox = 0.284693 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.613221, GIOU: 0.599750), Class: 0.461070, Obj: 0.026918, No Obj: 0.002416, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.219874, iou_loss = 0.033458, total_loss = 1.253332 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.256127, GIOU: 0.256127), Class: 0.514693, Obj: 0.002683, No Obj: 0.000530, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.407959, iou_loss = 0.057397, total_loss = 0.465356 total_bbox = 34428, rewritten_bbox = 0.287557 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.348053, GIOU: 0.209808), Class: 0.527738, Obj: 0.040549, No Obj: 0.002552, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.493500, iou_loss = 0.030890, total_loss = 1.524391 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.588305, GIOU: 0.540650), Class: 0.583486, Obj: 0.001687, No Obj: 0.000528, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.357169, iou_loss = 0.265918, total_loss = 0.623087 total_bbox = 34433, rewritten_bbox = 0.287515 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.361660, GIOU: 0.309415), Class: 0.590798, Obj: 0.110576, No Obj: 0.002736, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.236012, iou_loss = 0.015109, total_loss = 1.251122 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.525168, GIOU: 0.525168), Class: 0.507371, Obj: 0.002368, No Obj: 0.000531, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.353377, iou_loss = 0.240496, total_loss = 0.593873 total_bbox = 34438, rewritten_bbox = 0.287473 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.438132, GIOU: 0.396408), Class: 0.560081, Obj: 0.053237, No Obj: 0.002757, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.075236, iou_loss = 0.008213, total_loss = 1.083449 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.493514, GIOU: 0.456652), Class: 0.560966, Obj: 0.004851, No Obj: 0.000555, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.052463, iou_loss = 2.099449, total_loss = 3.151912 total_bbox = 34444, rewritten_bbox = 0.287423 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.466187, GIOU: 0.439178), Class: 0.489699, Obj: 0.077820, No Obj: 0.002563, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.433444, iou_loss = 0.054120, total_loss = 1.487564 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.277513, GIOU: 0.237862), Class: 0.405239, Obj: 0.002401, No Obj: 0.000585, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.878173, iou_loss = 0.180936, total_loss = 1.059109 total_bbox = 34450, rewritten_bbox = 0.287373 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.374141, GIOU: 0.280094), Class: 0.326709, Obj: 0.029492, No Obj: 0.002400, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.266846, iou_loss = 0.022102, total_loss = 1.288948 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.153545, GIOU: 0.153545), Class: 0.543877, Obj: 0.026996, No Obj: 0.000583, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.649586, iou_loss = 0.042089, total_loss = 0.691674 total_bbox = 34455, rewritten_bbox = 0.287331 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.510310, GIOU: 0.483379), Class: 0.622592, Obj: 0.029447, No Obj: 0.002665, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.764460, iou_loss = 0.161231, total_loss = 1.925691 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.478463, GIOU: 0.261713), Class: 0.529005, Obj: 0.030379, No Obj: 0.000582, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.702873, iou_loss = 0.726831, total_loss = 1.429704 total_bbox = 34462, rewritten_bbox = 0.287273 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.257814, GIOU: 0.241272), Class: 0.413667, Obj: 0.114293, No Obj: 0.003005, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.834087, iou_loss = 0.012652, total_loss = 1.846740 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.195662, GIOU: -0.116228), Class: 0.479857, Obj: 0.022222, No Obj: 0.000567, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.807026, iou_loss = 0.887625, total_loss = 1.694651 total_bbox = 34469, rewritten_bbox = 0.287215 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.336796, GIOU: 0.251361), Class: 0.627986, Obj: 0.042497, No Obj: 0.002693, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.238761, iou_loss = 0.086859, total_loss = 1.325620 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.309513, GIOU: 0.184163), Class: 0.543305, Obj: 0.007389, No Obj: 0.000545, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.348188, iou_loss = 0.054738, total_loss = 0.402926 total_bbox = 34474, rewritten_bbox = 0.287173 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.320040, GIOU: 0.242336), Class: 0.550514, Obj: 0.022523, No Obj: 0.002738, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.177240, iou_loss = 0.054984, total_loss = 2.232224 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000527, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001044, iou_loss = 0.000000, total_loss = 0.001044 total_bbox = 34480, rewritten_bbox = 0.287123 % Tensor Cores are disabled until the first 3000 iterations are reached. 431: 0.977779, 0.919260 avg loss, 0.000090 rate, 0.679123 seconds, 27584 images, 0.719866 hours left Loaded: 0.000051 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.411310, GIOU: 0.409168), Class: 0.522308, Obj: 0.092991, No Obj: 0.003177, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.715959, iou_loss = 0.072434, total_loss = 1.788393 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000519, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001097, iou_loss = 0.000000, total_loss = 0.001097 total_bbox = 34485, rewritten_bbox = 0.287081 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382269, GIOU: 0.308250), Class: 0.520587, Obj: 0.042574, No Obj: 0.002748, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.155165, iou_loss = 0.085348, total_loss = 2.240513 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000540, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001063, iou_loss = 0.000000, total_loss = 0.001063 total_bbox = 34491, rewritten_bbox = 0.287031 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.489992, GIOU: 0.451677), Class: 0.524417, Obj: 0.040463, No Obj: 0.002642, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.455478, iou_loss = 0.031583, total_loss = 1.487061 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000534, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001315, iou_loss = 0.000000, total_loss = 0.001315 total_bbox = 34495, rewritten_bbox = 0.286998 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.505827, GIOU: 0.505502), Class: 0.571649, Obj: 0.060209, No Obj: 0.002858, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.036712, iou_loss = 0.084942, total_loss = 1.121655 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.371921, GIOU: 0.270647), Class: 0.545175, Obj: 0.004588, No Obj: 0.000539, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.779106, iou_loss = 0.712843, total_loss = 1.491948 total_bbox = 34500, rewritten_bbox = 0.286957 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.402314, GIOU: 0.370181), Class: 0.551902, Obj: 0.054710, No Obj: 0.002741, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.334917, iou_loss = 0.064072, total_loss = 1.398989 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000595, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001996, iou_loss = 0.000000, total_loss = 0.001996 total_bbox = 34504, rewritten_bbox = 0.286923 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.623358, GIOU: 0.592140), Class: 0.516931, Obj: 0.022743, No Obj: 0.002099, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.534535, iou_loss = 0.058243, total_loss = 1.592777 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000530, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001064, iou_loss = 0.000000, total_loss = 0.001064 total_bbox = 34508, rewritten_bbox = 0.286890 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.422354, GIOU: 0.383291), Class: 0.465756, Obj: 0.019895, No Obj: 0.002455, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.406274, iou_loss = 0.013385, total_loss = 1.419659 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000547, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001060, iou_loss = 0.000000, total_loss = 0.001060 total_bbox = 34512, rewritten_bbox = 0.286857 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344646, GIOU: 0.290683), Class: 0.521044, Obj: 0.032874, No Obj: 0.002086, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.394857, iou_loss = 0.036954, total_loss = 1.431812 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000541, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001261, iou_loss = 0.000000, total_loss = 0.001261 total_bbox = 34516, rewritten_bbox = 0.286824 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.415818, GIOU: 0.349618), Class: 0.375939, Obj: 0.062251, No Obj: 0.002312, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.743596, iou_loss = 0.010673, total_loss = 0.754269 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.410222, GIOU: 0.328394), Class: 0.551396, Obj: 0.004639, No Obj: 0.000550, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.710911, iou_loss = 0.171598, total_loss = 0.882510 total_bbox = 34520, rewritten_bbox = 0.286790 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.318597, GIOU: 0.269831), Class: 0.350416, Obj: 0.101516, No Obj: 0.002672, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.121989, iou_loss = 0.009840, total_loss = 1.131829 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.248967, GIOU: 0.248967), Class: 0.360119, Obj: 0.005206, No Obj: 0.000547, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.430255, iou_loss = 0.055441, total_loss = 0.485695 total_bbox = 34524, rewritten_bbox = 0.286757 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.394783, GIOU: 0.252124), Class: 0.475281, Obj: 0.089298, No Obj: 0.002966, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.067170, iou_loss = 0.048749, total_loss = 2.115920 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000519, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001149, iou_loss = 0.000000, total_loss = 0.001149 total_bbox = 34530, rewritten_bbox = 0.286707 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.300828, GIOU: 0.173770), Class: 0.460498, Obj: 0.026539, No Obj: 0.002235, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.047700, iou_loss = 0.027331, total_loss = 1.075031 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.406701, GIOU: 0.400223), Class: 0.358558, Obj: 0.002244, No Obj: 0.000530, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.412204, iou_loss = 0.507706, total_loss = 0.919910 total_bbox = 34534, rewritten_bbox = 0.286674 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.358851, GIOU: 0.304356), Class: 0.503440, Obj: 0.046825, No Obj: 0.002486, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.370499, iou_loss = 0.056281, total_loss = 1.426780 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.403900, GIOU: 0.285404), Class: 0.466161, Obj: 0.034795, No Obj: 0.000619, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.816547, iou_loss = 1.879328, total_loss = 2.695874 total_bbox = 34540, rewritten_bbox = 0.286624 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.374033, GIOU: 0.370632), Class: 0.428911, Obj: 0.029659, No Obj: 0.002347, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.437384, iou_loss = 0.008819, total_loss = 1.446203 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.355097, GIOU: 0.210171), Class: 0.491280, Obj: 0.000595, No Obj: 0.000534, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.416903, iou_loss = 0.264243, total_loss = 0.681146 total_bbox = 34545, rewritten_bbox = 0.286583 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.370160, GIOU: 0.242027), Class: 0.449545, Obj: 0.025077, No Obj: 0.002357, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.537387, iou_loss = 0.167362, total_loss = 1.704749 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.358871, GIOU: 0.258152), Class: 0.398597, Obj: 0.002486, No Obj: 0.000594, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.402005, iou_loss = 0.312137, total_loss = 0.714142 total_bbox = 34550, rewritten_bbox = 0.286541 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.443817, GIOU: 0.272764), Class: 0.639096, Obj: 0.068364, No Obj: 0.002206, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.925862, iou_loss = 0.055996, total_loss = 0.981858 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.292034, GIOU: 0.193707), Class: 0.660570, Obj: 0.005617, No Obj: 0.000569, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.034260, iou_loss = 4.003753, total_loss = 5.038013 total_bbox = 34556, rewritten_bbox = 0.286491 % Tensor Cores are disabled until the first 3000 iterations are reached. 432: 0.861033, 0.913437 avg loss, 0.000091 rate, 0.688521 seconds, 27648 images, 0.719400 hours left Loaded: 0.000035 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.380552, GIOU: 0.291227), Class: 0.663304, Obj: 0.042896, No Obj: 0.002601, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.200861, iou_loss = 0.054809, total_loss = 1.255670 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000527, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001086, iou_loss = 0.000000, total_loss = 0.001086 total_bbox = 34560, rewritten_bbox = 0.286458 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.327578, GIOU: 0.220246), Class: 0.649377, Obj: 0.017245, No Obj: 0.002446, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.656200, iou_loss = 0.023460, total_loss = 1.679660 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.778126, GIOU: 0.774602), Class: 0.256476, Obj: 0.002758, No Obj: 0.000532, .5R: 1.000000, .75R: 1.000000, count: 1, class_loss = 0.425356, iou_loss = 0.418580, total_loss = 0.843936 total_bbox = 34566, rewritten_bbox = 0.286409 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.501457, GIOU: 0.495918), Class: 0.408385, Obj: 0.073466, No Obj: 0.002988, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.566970, iou_loss = 0.040563, total_loss = 1.607533 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000514, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001199, iou_loss = 0.000000, total_loss = 0.001199 total_bbox = 34570, rewritten_bbox = 0.286375 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.442194, GIOU: 0.379639), Class: 0.572029, Obj: 0.041811, No Obj: 0.002470, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.341100, iou_loss = 0.146662, total_loss = 2.487762 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000561, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002359, iou_loss = 0.000000, total_loss = 0.002359 total_bbox = 34577, rewritten_bbox = 0.286317 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.354211, GIOU: 0.274922), Class: 0.526610, Obj: 0.154709, No Obj: 0.002356, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.179064, iou_loss = 0.093502, total_loss = 1.272566 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000609, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.011152, iou_loss = 0.000000, total_loss = 0.011152 total_bbox = 34581, rewritten_bbox = 0.286284 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.525102, GIOU: 0.374114), Class: 0.564109, Obj: 0.079521, No Obj: 0.002769, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 0.936070, iou_loss = 0.174162, total_loss = 1.110232 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.354911, GIOU: 0.354911), Class: 0.498200, Obj: 0.001265, No Obj: 0.000543, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.353367, iou_loss = 0.109821, total_loss = 0.463188 total_bbox = 34585, rewritten_bbox = 0.286251 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.455774, GIOU: 0.402351), Class: 0.507048, Obj: 0.114162, No Obj: 0.002626, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.359537, iou_loss = 0.069574, total_loss = 1.429111 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000605, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003058, iou_loss = 0.000000, total_loss = 0.003058 total_bbox = 34589, rewritten_bbox = 0.286218 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.393464, GIOU: 0.294251), Class: 0.569764, Obj: 0.040844, No Obj: 0.002401, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.029440, iou_loss = 0.027788, total_loss = 1.057227 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: -0.695652), Class: 0.330632, Obj: 0.001119, No Obj: 0.000577, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.400807, iou_loss = 0.008163, total_loss = 0.408969 total_bbox = 34593, rewritten_bbox = 0.286185 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.482175, GIOU: 0.441171), Class: 0.434814, Obj: 0.054053, No Obj: 0.001993, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.184673, iou_loss = 0.154116, total_loss = 1.338789 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.369424, GIOU: 0.249226), Class: 0.485036, Obj: 0.002978, No Obj: 0.000565, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.760909, iou_loss = 4.848166, total_loss = 5.609075 total_bbox = 34598, rewritten_bbox = 0.286144 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.329545, GIOU: 0.156849), Class: 0.541467, Obj: 0.061472, No Obj: 0.002810, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.726083, iou_loss = 0.012418, total_loss = 1.738501 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.178197, GIOU: -0.138683), Class: 0.615994, Obj: 0.005486, No Obj: 0.000589, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.733661, iou_loss = 0.048505, total_loss = 0.782166 total_bbox = 34605, rewritten_bbox = 0.286086 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.406289, GIOU: 0.253010), Class: 0.554147, Obj: 0.099516, No Obj: 0.003054, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.041743, iou_loss = 0.039241, total_loss = 1.080984 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000592, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002199, iou_loss = 0.000000, total_loss = 0.002199 total_bbox = 34608, rewritten_bbox = 0.286061 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.497205, GIOU: 0.435256), Class: 0.564104, Obj: 0.083520, No Obj: 0.002691, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.399712, iou_loss = 0.050146, total_loss = 1.449858 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.275825, GIOU: -0.044070), Class: 0.409735, Obj: 0.004013, No Obj: 0.000612, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.386697, iou_loss = 0.088018, total_loss = 0.474716 total_bbox = 34613, rewritten_bbox = 0.286020 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.325660, GIOU: 0.250896), Class: 0.633600, Obj: 0.113591, No Obj: 0.002986, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.230238, iou_loss = 0.025359, total_loss = 1.255596 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.183635, GIOU: 0.183633), Class: 0.504113, Obj: 0.018157, No Obj: 0.000550, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.343464, iou_loss = 0.103212, total_loss = 0.446676 total_bbox = 34618, rewritten_bbox = 0.285978 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.484800, GIOU: 0.459496), Class: 0.415605, Obj: 0.077759, No Obj: 0.002693, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.090090, iou_loss = 0.028680, total_loss = 1.118770 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.469343, GIOU: 0.409375), Class: 0.705637, Obj: 0.018531, No Obj: 0.000550, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.688131, iou_loss = 0.296683, total_loss = 0.984814 total_bbox = 34623, rewritten_bbox = 0.285937 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.279384, GIOU: 0.153083), Class: 0.551681, Obj: 0.060695, No Obj: 0.003098, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.429981, iou_loss = 0.013110, total_loss = 1.443091 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000555, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001974, iou_loss = 0.000000, total_loss = 0.001974 total_bbox = 34627, rewritten_bbox = 0.285904 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.558083, GIOU: 0.541227), Class: 0.458745, Obj: 0.055222, No Obj: 0.002898, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.170408, iou_loss = 0.056747, total_loss = 1.227155 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.543073, GIOU: 0.484833), Class: 0.533088, Obj: 0.002574, No Obj: 0.000634, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.688248, iou_loss = 1.789692, total_loss = 2.477940 total_bbox = 34632, rewritten_bbox = 0.285863 % Tensor Cores are disabled until the first 3000 iterations are reached. 433: 0.831568, 0.905250 avg loss, 0.000092 rate, 0.710551 seconds, 27712 images, 0.719031 hours left Loaded: 0.000038 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.464609, GIOU: 0.404787), Class: 0.493867, Obj: 0.067855, No Obj: 0.003462, .5R: 0.428571, .75R: 0.000000, count: 7, class_loss = 2.555328, iou_loss = 0.206610, total_loss = 2.761938 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000576, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002868, iou_loss = 0.000000, total_loss = 0.002868 total_bbox = 34639, rewritten_bbox = 0.285805 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.399442, GIOU: 0.355947), Class: 0.508660, Obj: 0.009512, No Obj: 0.002215, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.442886, iou_loss = 0.054908, total_loss = 1.497793 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000527, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001505, iou_loss = 0.000000, total_loss = 0.001505 total_bbox = 34643, rewritten_bbox = 0.285772 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.601884, GIOU: 0.580053), Class: 0.464395, Obj: 0.047366, No Obj: 0.002291, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.464263, iou_loss = 0.061683, total_loss = 1.525946 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000511, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001099, iou_loss = 0.000000, total_loss = 0.001099 total_bbox = 34647, rewritten_bbox = 0.285739 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.298963, GIOU: 0.070971), Class: 0.487500, Obj: 0.020410, No Obj: 0.002435, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.127267, iou_loss = 0.061061, total_loss = 2.188328 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.417122, GIOU: 0.261237), Class: 0.557948, Obj: 0.010309, No Obj: 0.000583, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.320725, iou_loss = 0.085399, total_loss = 0.406124 total_bbox = 34654, rewritten_bbox = 0.285681 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.587730, GIOU: 0.560854), Class: 0.509374, Obj: 0.041230, No Obj: 0.002414, .5R: 1.000000, .75R: 0.000000, count: 3, class_loss = 1.106982, iou_loss = 0.075568, total_loss = 1.182549 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.100609, GIOU: 0.100609), Class: 0.438777, Obj: 0.193271, No Obj: 0.000645, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.351468, iou_loss = 0.008555, total_loss = 0.360023 total_bbox = 34658, rewritten_bbox = 0.285648 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.239633, GIOU: 0.184279), Class: 0.554646, Obj: 0.032917, No Obj: 0.002386, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.507187, iou_loss = 0.005540, total_loss = 1.512727 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000528, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001332, iou_loss = 0.000000, total_loss = 0.001332 total_bbox = 34662, rewritten_bbox = 0.285615 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.446902, GIOU: 0.298248), Class: 0.513425, Obj: 0.055122, No Obj: 0.002394, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.031292, iou_loss = 0.017759, total_loss = 1.049051 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.478408, GIOU: 0.369118), Class: 0.516208, Obj: 0.027303, No Obj: 0.000604, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.348347, iou_loss = 0.098822, total_loss = 0.447169 total_bbox = 34666, rewritten_bbox = 0.285582 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.280629, GIOU: 0.254167), Class: 0.570422, Obj: 0.044251, No Obj: 0.003159, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.793032, iou_loss = 0.042743, total_loss = 1.835775 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.233634, GIOU: -0.114289), Class: 0.422399, Obj: 0.007981, No Obj: 0.000542, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.425299, iou_loss = 0.022956, total_loss = 0.448256 total_bbox = 34672, rewritten_bbox = 0.285533 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.463198, GIOU: 0.397958), Class: 0.459512, Obj: 0.112757, No Obj: 0.003510, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.540144, iou_loss = 0.078219, total_loss = 1.618362 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.379832, GIOU: 0.347891), Class: 0.588951, Obj: 0.003910, No Obj: 0.000511, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.959302, iou_loss = 0.885552, total_loss = 1.844854 total_bbox = 34679, rewritten_bbox = 0.285475 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.198474, GIOU: -0.022419), Class: 0.471732, Obj: 0.115236, No Obj: 0.003282, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.365074, iou_loss = 0.012873, total_loss = 2.377947 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000555, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001490, iou_loss = 0.000000, total_loss = 0.001490 total_bbox = 34686, rewritten_bbox = 0.285418 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.265422, GIOU: 0.126955), Class: 0.540172, Obj: 0.025881, No Obj: 0.002091, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.737696, iou_loss = 0.027595, total_loss = 1.765290 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000518, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001579, iou_loss = 0.000000, total_loss = 0.001579 total_bbox = 34691, rewritten_bbox = 0.285377 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.231400, GIOU: 0.231400), Class: 0.444113, Obj: 0.046857, No Obj: 0.002603, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.090908, iou_loss = 0.002630, total_loss = 1.093538 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000563, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001796, iou_loss = 0.000000, total_loss = 0.001796 total_bbox = 34694, rewritten_bbox = 0.285352 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.377210, GIOU: 0.288617), Class: 0.402192, Obj: 0.058643, No Obj: 0.002313, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.922837, iou_loss = 0.024719, total_loss = 1.947557 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.624921, GIOU: 0.624921), Class: 0.645321, Obj: 0.001086, No Obj: 0.000518, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.318532, iou_loss = 0.340359, total_loss = 0.658891 total_bbox = 34700, rewritten_bbox = 0.285303 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.355768, GIOU: 0.222886), Class: 0.622749, Obj: 0.039647, No Obj: 0.002265, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.257197, iou_loss = 0.078287, total_loss = 1.335483 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000539, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001587, iou_loss = 0.000000, total_loss = 0.001587 total_bbox = 34704, rewritten_bbox = 0.285270 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.349706, GIOU: 0.264417), Class: 0.523443, Obj: 0.017987, No Obj: 0.001902, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.511175, iou_loss = 0.044044, total_loss = 1.555219 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.321132, GIOU: 0.321131), Class: 0.489300, Obj: 0.061253, No Obj: 0.000535, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.357209, iou_loss = 0.091730, total_loss = 0.448938 total_bbox = 34709, rewritten_bbox = 0.285229 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.309176, GIOU: 0.250244), Class: 0.548598, Obj: 0.017427, No Obj: 0.002411, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.405971, iou_loss = 0.208462, total_loss = 2.614433 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000510, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001164, iou_loss = 0.000000, total_loss = 0.001164 total_bbox = 34716, rewritten_bbox = 0.285171 % Tensor Cores are disabled until the first 3000 iterations are reached. 434: 0.944050, 0.909130 avg loss, 0.000093 rate, 0.740551 seconds, 27776 images, 0.718881 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.300884, GIOU: 0.172122), Class: 0.402751, Obj: 0.025651, No Obj: 0.003049, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.169882, iou_loss = 0.007443, total_loss = 1.177325 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.411174, GIOU: 0.400467), Class: 0.491933, Obj: 0.004264, No Obj: 0.000526, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.379664, iou_loss = 0.376242, total_loss = 0.755907 total_bbox = 34720, rewritten_bbox = 0.285138 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.397100, GIOU: 0.397100), Class: 0.388483, Obj: 0.024640, No Obj: 0.001950, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.655544, iou_loss = 0.010619, total_loss = 1.666163 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000527, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000969, iou_loss = 0.000000, total_loss = 0.000969 total_bbox = 34724, rewritten_bbox = 0.285105 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.236827, GIOU: 0.015157), Class: 0.596194, Obj: 0.032096, No Obj: 0.002762, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.390042, iou_loss = 0.012639, total_loss = 1.402680 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000529, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001151, iou_loss = 0.000000, total_loss = 0.001151 total_bbox = 34728, rewritten_bbox = 0.285073 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.393521, GIOU: 0.311221), Class: 0.438992, Obj: 0.079542, No Obj: 0.002840, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.523655, iou_loss = 0.038558, total_loss = 1.562213 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000506, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001749, iou_loss = 0.000000, total_loss = 0.001749 total_bbox = 34732, rewritten_bbox = 0.285040 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.265092, GIOU: -0.039737), Class: 0.558414, Obj: 0.078700, No Obj: 0.002714, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.119792, iou_loss = 0.019814, total_loss = 2.139607 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.409550, GIOU: 0.401091), Class: 0.396207, Obj: 0.011347, No Obj: 0.000536, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.878288, iou_loss = 0.880562, total_loss = 1.758851 total_bbox = 34740, rewritten_bbox = 0.284974 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.381167, GIOU: 0.311878), Class: 0.602744, Obj: 0.049649, No Obj: 0.002444, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.378758, iou_loss = 0.020896, total_loss = 1.399654 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000504, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001015, iou_loss = 0.000000, total_loss = 0.001015 total_bbox = 34744, rewritten_bbox = 0.284941 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.473732, GIOU: 0.445953), Class: 0.574525, Obj: 0.031107, No Obj: 0.002189, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.358537, iou_loss = 0.065128, total_loss = 1.423665 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.353770, GIOU: 0.258358), Class: 0.764345, Obj: 0.006441, No Obj: 0.000537, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.350959, iou_loss = 2.009640, total_loss = 2.360599 total_bbox = 34749, rewritten_bbox = 0.284900 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.274694, GIOU: 0.177197), Class: 0.512319, Obj: 0.064645, No Obj: 0.002970, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.477194, iou_loss = 0.006483, total_loss = 1.483677 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.387254, GIOU: 0.193713), Class: 0.576278, Obj: 0.003405, No Obj: 0.000510, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.368532, iou_loss = 0.204119, total_loss = 0.572651 total_bbox = 34754, rewritten_bbox = 0.284859 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.349144, GIOU: 0.341065), Class: 0.624481, Obj: 0.085030, No Obj: 0.003118, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.243207, iou_loss = 0.032811, total_loss = 1.276018 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000529, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001930, iou_loss = 0.000000, total_loss = 0.001930 total_bbox = 34758, rewritten_bbox = 0.284827 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.345753, GIOU: 0.309245), Class: 0.517744, Obj: 0.062778, No Obj: 0.002669, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.510050, iou_loss = 0.048446, total_loss = 1.558496 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000499, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000890, iou_loss = 0.000000, total_loss = 0.000890 total_bbox = 34762, rewritten_bbox = 0.284794 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.398233, GIOU: 0.333066), Class: 0.564034, Obj: 0.044006, No Obj: 0.002528, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.350920, iou_loss = 0.028773, total_loss = 1.379693 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.398571, GIOU: 0.360326), Class: 0.528093, Obj: 0.000510, No Obj: 0.000520, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.411936, iou_loss = 0.312430, total_loss = 0.724366 total_bbox = 34767, rewritten_bbox = 0.284753 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.334000, GIOU: 0.334000), Class: 0.490969, Obj: 0.015818, No Obj: 0.001840, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.192641, iou_loss = 0.017125, total_loss = 1.209766 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.716989, GIOU: 0.707048), Class: 0.403398, Obj: 0.061509, No Obj: 0.000556, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.439224, iou_loss = 0.298350, total_loss = 0.737574 total_bbox = 34771, rewritten_bbox = 0.284720 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.427084, GIOU: 0.332637), Class: 0.667728, Obj: 0.062301, No Obj: 0.002751, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.499495, iou_loss = 0.177618, total_loss = 1.677113 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.442701, GIOU: 0.410803), Class: 0.369727, Obj: 0.002046, No Obj: 0.000638, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.482051, iou_loss = 0.411379, total_loss = 0.893430 total_bbox = 34777, rewritten_bbox = 0.284671 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.242764, GIOU: 0.045970), Class: 0.523511, Obj: 0.024781, No Obj: 0.002457, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.793031, iou_loss = 0.048200, total_loss = 1.841231 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000562, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002195, iou_loss = 0.000000, total_loss = 0.002195 total_bbox = 34782, rewritten_bbox = 0.284630 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.352979, GIOU: 0.242484), Class: 0.605390, Obj: 0.017877, No Obj: 0.001852, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.837978, iou_loss = 0.052998, total_loss = 1.890976 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000500, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001033, iou_loss = 0.000000, total_loss = 0.001033 total_bbox = 34787, rewritten_bbox = 0.284589 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.369414, GIOU: 0.358237), Class: 0.414922, Obj: 0.065266, No Obj: 0.002738, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.202810, iou_loss = 0.026045, total_loss = 1.228854 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.353505, GIOU: 0.286423), Class: 0.424335, Obj: 0.001067, No Obj: 0.000557, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.374519, iou_loss = 1.336079, total_loss = 1.710598 total_bbox = 34791, rewritten_bbox = 0.284556 % Tensor Cores are disabled until the first 3000 iterations are reached. 435: 0.864433, 0.904661 avg loss, 0.000093 rate, 0.692929 seconds, 27840 images, 0.719029 hours left Loaded: 0.000037 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.395098, GIOU: 0.391340), Class: 0.517151, Obj: 0.046883, No Obj: 0.001932, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.448303, iou_loss = 0.102820, total_loss = 1.551123 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000584, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004364, iou_loss = 0.000000, total_loss = 0.004364 total_bbox = 34795, rewritten_bbox = 0.284524 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.483647, GIOU: 0.466639), Class: 0.461890, Obj: 0.065283, No Obj: 0.002469, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.129112, iou_loss = 0.029631, total_loss = 1.158744 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: -0.680681), Class: 0.541994, Obj: 0.001563, No Obj: 0.000505, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.362877, iou_loss = 0.010286, total_loss = 0.373163 total_bbox = 34799, rewritten_bbox = 0.284491 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.538517, GIOU: 0.506176), Class: 0.635419, Obj: 0.033144, No Obj: 0.002574, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.699921, iou_loss = 0.219660, total_loss = 1.919581 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.301170, GIOU: 0.256614), Class: 0.502965, Obj: 0.000823, No Obj: 0.000564, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.394468, iou_loss = 0.068973, total_loss = 0.463441 total_bbox = 34805, rewritten_bbox = 0.284442 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.298085, GIOU: 0.131290), Class: 0.442661, Obj: 0.021246, No Obj: 0.002307, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.577872, iou_loss = 0.068292, total_loss = 1.646164 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000529, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001299, iou_loss = 0.000000, total_loss = 0.001299 total_bbox = 34809, rewritten_bbox = 0.284409 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.278127, GIOU: 0.076057), Class: 0.591128, Obj: 0.076503, No Obj: 0.001866, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.329985, iou_loss = 0.053955, total_loss = 1.383940 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.592825, GIOU: 0.586415), Class: 0.551007, Obj: 0.001348, No Obj: 0.000535, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.326040, iou_loss = 0.369775, total_loss = 0.695815 total_bbox = 34814, rewritten_bbox = 0.284368 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344091, GIOU: 0.223298), Class: 0.581919, Obj: 0.027261, No Obj: 0.002828, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.143082, iou_loss = 0.015797, total_loss = 1.158880 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000563, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004561, iou_loss = 0.000000, total_loss = 0.004561 total_bbox = 34817, rewritten_bbox = 0.284344 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.298753, GIOU: 0.203589), Class: 0.540633, Obj: 0.050896, No Obj: 0.002442, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.123890, iou_loss = 0.020640, total_loss = 1.144530 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.350605, GIOU: 0.211727), Class: 0.512432, Obj: 0.030072, No Obj: 0.000610, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.768717, iou_loss = 0.524726, total_loss = 1.293443 total_bbox = 34822, rewritten_bbox = 0.284303 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.541869, GIOU: 0.508295), Class: 0.415311, Obj: 0.045427, No Obj: 0.002540, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.424788, iou_loss = 0.016647, total_loss = 1.441435 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.410139, GIOU: 0.410139), Class: 0.651863, Obj: 0.003069, No Obj: 0.000488, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.331555, iou_loss = 0.146620, total_loss = 0.478175 total_bbox = 34827, rewritten_bbox = 0.284262 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.292735, GIOU: 0.193332), Class: 0.492166, Obj: 0.041083, No Obj: 0.002176, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.087450, iou_loss = 0.010761, total_loss = 1.098211 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.387783, GIOU: 0.275368), Class: 0.540595, Obj: 0.000520, No Obj: 0.000534, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.738636, iou_loss = 0.230866, total_loss = 0.969502 total_bbox = 34832, rewritten_bbox = 0.284221 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.502572, GIOU: 0.492704), Class: 0.625981, Obj: 0.167029, No Obj: 0.002863, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.157017, iou_loss = 0.147457, total_loss = 1.304473 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000527, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001211, iou_loss = 0.000000, total_loss = 0.001211 total_bbox = 34836, rewritten_bbox = 0.284189 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.340280, GIOU: 0.339982), Class: 0.527283, Obj: 0.021979, No Obj: 0.002274, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.411674, iou_loss = 0.010564, total_loss = 1.422238 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000516, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001038, iou_loss = 0.000000, total_loss = 0.001038 total_bbox = 34840, rewritten_bbox = 0.284156 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.507130, GIOU: 0.446532), Class: 0.534497, Obj: 0.106591, No Obj: 0.002414, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.608528, iou_loss = 0.039908, total_loss = 0.648436 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.386753, GIOU: 0.295516), Class: 0.430981, Obj: 0.008673, No Obj: 0.000562, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.180309, iou_loss = 0.626529, total_loss = 1.806839 total_bbox = 34845, rewritten_bbox = 0.284115 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.468016, GIOU: 0.464260), Class: 0.444769, Obj: 0.089482, No Obj: 0.002935, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.019926, iou_loss = 0.043784, total_loss = 1.063710 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.382617, GIOU: 0.321089), Class: 0.418449, Obj: 0.001749, No Obj: 0.000507, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.775476, iou_loss = 0.579661, total_loss = 1.355138 total_bbox = 34850, rewritten_bbox = 0.284075 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.227217, GIOU: 0.209595), Class: 0.500954, Obj: 0.026148, No Obj: 0.002658, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.050477, iou_loss = 0.018054, total_loss = 1.068531 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.601896, GIOU: 0.572727), Class: 0.587727, Obj: 0.003359, No Obj: 0.000573, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.734278, iou_loss = 1.028406, total_loss = 1.762684 total_bbox = 34855, rewritten_bbox = 0.284034 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.415824, GIOU: 0.390127), Class: 0.541724, Obj: 0.022021, No Obj: 0.002506, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.815845, iou_loss = 0.056754, total_loss = 1.872600 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.520550, GIOU: 0.461853), Class: 0.561134, Obj: 0.001316, No Obj: 0.000493, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.473134, iou_loss = 4.633908, total_loss = 6.107041 total_bbox = 34864, rewritten_bbox = 0.283961 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.400487, GIOU: 0.265258), Class: 0.559457, Obj: 0.025553, No Obj: 0.002166, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.829479, iou_loss = 0.099946, total_loss = 1.929425 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000502, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001272, iou_loss = 0.000000, total_loss = 0.001272 total_bbox = 34869, rewritten_bbox = 0.283920 % Tensor Cores are disabled until the first 3000 iterations are reached. 436: 0.882247, 0.902419 avg loss, 0.000094 rate, 0.729443 seconds, 27904 images, 0.718701 hours left Loaded: 0.000038 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.288348, GIOU: 0.288348), Class: 0.445418, Obj: 0.028713, No Obj: 0.002756, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.380577, iou_loss = 0.008641, total_loss = 1.389218 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000528, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001087, iou_loss = 0.000000, total_loss = 0.001087 total_bbox = 34873, rewritten_bbox = 0.283887 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.276120, GIOU: 0.123994), Class: 0.665871, Obj: 0.014434, No Obj: 0.002574, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.310112, iou_loss = 0.010954, total_loss = 1.321066 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.155309, GIOU: -0.310423), Class: 0.566012, Obj: 0.000112, No Obj: 0.000519, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.370652, iou_loss = 0.028245, total_loss = 0.398897 total_bbox = 34878, rewritten_bbox = 0.283847 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.261025, GIOU: 0.145617), Class: 0.543421, Obj: 0.044374, No Obj: 0.002501, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.642193, iou_loss = 0.022365, total_loss = 1.664558 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000534, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002416, iou_loss = 0.000000, total_loss = 0.002416 total_bbox = 34883, rewritten_bbox = 0.283806 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.421604, GIOU: 0.363361), Class: 0.593043, Obj: 0.050241, No Obj: 0.003251, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.480828, iou_loss = 0.025462, total_loss = 1.506290 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000533, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001599, iou_loss = 0.000000, total_loss = 0.001599 total_bbox = 34887, rewritten_bbox = 0.283773 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392627, GIOU: 0.358737), Class: 0.355715, Obj: 0.030518, No Obj: 0.002454, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.750383, iou_loss = 0.041926, total_loss = 1.792309 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.388637, GIOU: 0.265971), Class: 0.567728, Obj: 0.000946, No Obj: 0.000496, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.346108, iou_loss = 0.083908, total_loss = 0.430016 total_bbox = 34892, rewritten_bbox = 0.283733 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.220465, GIOU: 0.000971), Class: 0.475792, Obj: 0.136956, No Obj: 0.002809, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.931728, iou_loss = 0.009351, total_loss = 0.941079 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.282450, GIOU: -0.002762), Class: 0.524241, Obj: 0.007295, No Obj: 0.000531, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.758508, iou_loss = 0.215858, total_loss = 0.974366 total_bbox = 34897, rewritten_bbox = 0.283692 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.543417, GIOU: 0.512779), Class: 0.436768, Obj: 0.034594, No Obj: 0.002404, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.158169, iou_loss = 0.016255, total_loss = 1.174424 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000497, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000979, iou_loss = 0.000000, total_loss = 0.000979 total_bbox = 34900, rewritten_bbox = 0.283668 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.253723, GIOU: 0.241412), Class: 0.381366, Obj: 0.009622, No Obj: 0.003112, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.218327, iou_loss = 0.078642, total_loss = 1.296969 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000571, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001450, iou_loss = 0.000000, total_loss = 0.001450 total_bbox = 34903, rewritten_bbox = 0.283643 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.440450, GIOU: 0.314881), Class: 0.502272, Obj: 0.059869, No Obj: 0.002406, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.877967, iou_loss = 0.073843, total_loss = 1.951810 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.359716, GIOU: 0.252861), Class: 0.560414, Obj: 0.002340, No Obj: 0.000533, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.751906, iou_loss = 1.424896, total_loss = 2.176802 total_bbox = 34910, rewritten_bbox = 0.283586 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.394473, GIOU: 0.309158), Class: 0.571609, Obj: 0.044506, No Obj: 0.002993, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.678604, iou_loss = 0.073880, total_loss = 1.752484 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000547, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001583, iou_loss = 0.000000, total_loss = 0.001583 total_bbox = 34915, rewritten_bbox = 0.283546 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.500122, GIOU: 0.407251), Class: 0.481751, Obj: 0.036425, No Obj: 0.002492, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.032758, iou_loss = 0.016980, total_loss = 1.049739 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000499, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000998, iou_loss = 0.000000, total_loss = 0.000998 total_bbox = 34918, rewritten_bbox = 0.283521 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.431253, GIOU: 0.338932), Class: 0.488788, Obj: 0.027207, No Obj: 0.002444, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.206287, iou_loss = 0.175516, total_loss = 2.381803 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000523, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002145, iou_loss = 0.000000, total_loss = 0.002145 total_bbox = 34925, rewritten_bbox = 0.286328 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.320870, GIOU: 0.231334), Class: 0.561636, Obj: 0.022594, No Obj: 0.002175, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.336275, iou_loss = 0.057593, total_loss = 1.393868 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.208130, GIOU: -0.147016), Class: 0.475490, Obj: 0.002824, No Obj: 0.000530, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.385063, iou_loss = 0.020051, total_loss = 0.405115 total_bbox = 34930, rewritten_bbox = 0.286287 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.381632, GIOU: 0.358123), Class: 0.656372, Obj: 0.026792, No Obj: 0.002876, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.031688, iou_loss = 0.029036, total_loss = 1.060724 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000578, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002216, iou_loss = 0.000000, total_loss = 0.002216 total_bbox = 34933, rewritten_bbox = 0.286262 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.436694, GIOU: 0.410904), Class: 0.635004, Obj: 0.055523, No Obj: 0.002392, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.968975, iou_loss = 0.069982, total_loss = 1.038957 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000497, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001202, iou_loss = 0.000000, total_loss = 0.001202 total_bbox = 34936, rewritten_bbox = 0.286238 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.371156, GIOU: 0.243911), Class: 0.633504, Obj: 0.069135, No Obj: 0.002391, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.286578, iou_loss = 0.043723, total_loss = 1.330301 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000539, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002915, iou_loss = 0.000000, total_loss = 0.002915 total_bbox = 34940, rewritten_bbox = 0.286205 % Tensor Cores are disabled until the first 3000 iterations are reached. 437: 0.786298, 0.890807 avg loss, 0.000095 rate, 0.712001 seconds, 27968 images, 0.718736 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.287049, GIOU: 0.287049), Class: 0.479141, Obj: 0.025585, No Obj: 0.002270, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.119675, iou_loss = 0.055078, total_loss = 1.174753 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.383162, GIOU: 0.383162), Class: 0.519253, Obj: 0.016355, No Obj: 0.000505, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.374695, iou_loss = 0.127817, total_loss = 0.502512 total_bbox = 34944, rewritten_bbox = 0.286172 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.250578, GIOU: 0.196646), Class: 0.420059, Obj: 0.064618, No Obj: 0.002728, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.176493, iou_loss = 0.012604, total_loss = 1.189097 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.313909, GIOU: 0.160096), Class: 0.406646, Obj: 0.003651, No Obj: 0.000471, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.966866, iou_loss = 3.494254, total_loss = 5.461120 total_bbox = 34952, rewritten_bbox = 0.286107 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.403725, GIOU: 0.213716), Class: 0.611908, Obj: 0.029997, No Obj: 0.002606, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.012371, iou_loss = 0.010828, total_loss = 1.023199 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.447313, GIOU: 0.397288), Class: 0.485856, Obj: 0.002124, No Obj: 0.000518, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.389960, iou_loss = 0.210063, total_loss = 0.600022 total_bbox = 34956, rewritten_bbox = 0.286074 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.403452, GIOU: 0.399511), Class: 0.650601, Obj: 0.120914, No Obj: 0.004189, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.215209, iou_loss = 0.082000, total_loss = 1.297208 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.239037, GIOU: 0.065125), Class: 0.549373, Obj: 0.001625, No Obj: 0.000549, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.766786, iou_loss = 0.632401, total_loss = 1.399187 total_bbox = 34961, rewritten_bbox = 0.286033 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.367594, GIOU: 0.198858), Class: 0.464350, Obj: 0.030985, No Obj: 0.002601, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.972257, iou_loss = 0.022710, total_loss = 1.994967 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.359660, GIOU: 0.359660), Class: 0.505737, Obj: 0.001141, No Obj: 0.000503, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.346019, iou_loss = 0.112761, total_loss = 0.458780 total_bbox = 34967, rewritten_bbox = 0.285984 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.457899, GIOU: 0.406436), Class: 0.674184, Obj: 0.018341, No Obj: 0.002371, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.998114, iou_loss = 0.043754, total_loss = 1.041868 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.730574, GIOU: 0.717027), Class: 0.551466, Obj: 0.002065, No Obj: 0.000541, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.339641, iou_loss = 0.453897, total_loss = 0.793539 total_bbox = 34971, rewritten_bbox = 0.285951 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.509765, GIOU: 0.509444), Class: 0.479160, Obj: 0.031049, No Obj: 0.002296, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.141890, iou_loss = 0.129164, total_loss = 1.271054 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.289089, GIOU: 0.195637), Class: 0.502441, Obj: 0.159703, No Obj: 0.000592, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.360906, iou_loss = 0.040119, total_loss = 0.401025 total_bbox = 34975, rewritten_bbox = 0.285919 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.312947, GIOU: 0.312947), Class: 0.441015, Obj: 0.030935, No Obj: 0.002477, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.532548, iou_loss = 0.010458, total_loss = 1.543007 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000561, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001336, iou_loss = 0.000000, total_loss = 0.001336 total_bbox = 34979, rewritten_bbox = 0.285886 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.313103, GIOU: 0.244574), Class: 0.457208, Obj: 0.017260, No Obj: 0.002352, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.212134, iou_loss = 0.158129, total_loss = 2.370262 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.304772, GIOU: 0.123167), Class: 0.502441, Obj: 0.002445, No Obj: 0.000548, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.367610, iou_loss = 1.472839, total_loss = 3.840449 total_bbox = 34991, rewritten_bbox = 0.285788 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.451657, GIOU: 0.433829), Class: 0.460030, Obj: 0.014285, No Obj: 0.002944, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.119383, iou_loss = 0.008286, total_loss = 1.127668 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000511, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001106, iou_loss = 0.000000, total_loss = 0.001106 total_bbox = 34994, rewritten_bbox = 0.285763 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.351991, GIOU: 0.330054), Class: 0.546096, Obj: 0.087754, No Obj: 0.002630, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.616432, iou_loss = 0.116167, total_loss = 1.732598 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.434966, GIOU: 0.309613), Class: 0.491844, Obj: 0.001728, No Obj: 0.000504, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.071609, iou_loss = 0.511104, total_loss = 1.582713 total_bbox = 35002, rewritten_bbox = 0.285698 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.421104, GIOU: 0.302685), Class: 0.621679, Obj: 0.086940, No Obj: 0.002334, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.826400, iou_loss = 0.015611, total_loss = 0.842011 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.486258, GIOU: 0.366908), Class: 0.705589, Obj: 0.028213, No Obj: 0.000537, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.330267, iou_loss = 0.115508, total_loss = 0.445775 total_bbox = 35005, rewritten_bbox = 0.285673 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.593396, GIOU: 0.543914), Class: 0.452756, Obj: 0.063301, No Obj: 0.002585, .5R: 0.750000, .75R: 0.250000, count: 4, class_loss = 1.368219, iou_loss = 0.125917, total_loss = 1.494135 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000502, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001534, iou_loss = 0.000000, total_loss = 0.001534 total_bbox = 35009, rewritten_bbox = 0.285641 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.335233, GIOU: 0.319139), Class: 0.531226, Obj: 0.037748, No Obj: 0.002713, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.379926, iou_loss = 0.034994, total_loss = 1.414920 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000514, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004470, iou_loss = 0.000000, total_loss = 0.004470 total_bbox = 35013, rewritten_bbox = 0.285608 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.399889, GIOU: 0.308716), Class: 0.544067, Obj: 0.078748, No Obj: 0.002684, .5R: 0.166667, .75R: 0.166667, count: 6, class_loss = 2.011610, iou_loss = 0.065434, total_loss = 2.077044 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.318717, GIOU: 0.109609), Class: 0.576992, Obj: 0.012892, No Obj: 0.000508, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.352050, iou_loss = 0.121658, total_loss = 0.473708 total_bbox = 35020, rewritten_bbox = 0.285551 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.399895, GIOU: 0.305868), Class: 0.618926, Obj: 0.143377, No Obj: 0.003172, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.134844, iou_loss = 0.071163, total_loss = 1.206006 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000600, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005579, iou_loss = 0.000000, total_loss = 0.005579 total_bbox = 35024, rewritten_bbox = 0.285518 % Tensor Cores are disabled until the first 3000 iterations are reached. 438: 0.962673, 0.897994 avg loss, 0.000096 rate, 0.693733 seconds, 28032 images, 0.718596 hours left Loaded: 0.000041 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.406351, GIOU: 0.300475), Class: 0.646689, Obj: 0.073340, No Obj: 0.002962, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.293385, iou_loss = 0.012260, total_loss = 1.305645 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000533, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001685, iou_loss = 0.000000, total_loss = 0.001685 total_bbox = 35028, rewritten_bbox = 0.285486 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.446603, GIOU: 0.324478), Class: 0.521803, Obj: 0.029854, No Obj: 0.002303, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.444398, iou_loss = 0.097514, total_loss = 1.541912 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.408666, GIOU: 0.345361), Class: 0.716095, Obj: 0.012996, No Obj: 0.000498, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.285048, iou_loss = 0.156375, total_loss = 0.441424 total_bbox = 35033, rewritten_bbox = 0.285445 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357669, GIOU: 0.303575), Class: 0.490517, Obj: 0.060857, No Obj: 0.002560, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.461569, iou_loss = 0.057864, total_loss = 1.519433 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000537, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.006850, iou_loss = 0.000000, total_loss = 0.006850 total_bbox = 35037, rewritten_bbox = 0.285413 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.351765, GIOU: 0.196768), Class: 0.494622, Obj: 0.170468, No Obj: 0.003201, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 1.996078, iou_loss = 0.059323, total_loss = 2.055401 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.271888, GIOU: 0.096452), Class: 0.589681, Obj: 0.002013, No Obj: 0.000505, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.708365, iou_loss = 0.690907, total_loss = 1.399272 total_bbox = 35047, rewritten_bbox = 0.291038 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.237767, GIOU: 0.237767), Class: 0.514964, Obj: 0.060193, No Obj: 0.002352, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.305581, iou_loss = 0.006140, total_loss = 1.311722 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000481, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000976, iou_loss = 0.000000, total_loss = 0.000976 total_bbox = 35051, rewritten_bbox = 0.291005 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.448723, GIOU: 0.380277), Class: 0.524922, Obj: 0.046617, No Obj: 0.002358, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.477968, iou_loss = 0.030214, total_loss = 1.508182 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.547559, GIOU: 0.490008), Class: 0.597691, Obj: 0.068844, No Obj: 0.000512, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.609958, iou_loss = 0.482287, total_loss = 1.092245 total_bbox = 35057, rewritten_bbox = 0.290955 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.306080, GIOU: 0.243963), Class: 0.465894, Obj: 0.060920, No Obj: 0.003019, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.450704, iou_loss = 0.012517, total_loss = 1.463222 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000497, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001088, iou_loss = 0.000000, total_loss = 0.001088 total_bbox = 35061, rewritten_bbox = 0.290922 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.275869, GIOU: 0.159264), Class: 0.523804, Obj: 0.164124, No Obj: 0.002709, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.661162, iou_loss = 0.007799, total_loss = 0.668960 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.303448, GIOU: 0.142448), Class: 0.418857, Obj: 0.002260, No Obj: 0.000510, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.787262, iou_loss = 0.465446, total_loss = 1.252708 total_bbox = 35065, rewritten_bbox = 0.290888 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.358919, GIOU: 0.207375), Class: 0.694665, Obj: 0.041569, No Obj: 0.002421, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.243788, iou_loss = 0.021856, total_loss = 1.265644 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.132854, GIOU: -0.035779), Class: 0.786430, Obj: 0.001174, No Obj: 0.000536, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.298041, iou_loss = 0.171391, total_loss = 0.469432 total_bbox = 35070, rewritten_bbox = 0.290847 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.399625, GIOU: 0.391467), Class: 0.557782, Obj: 0.071622, No Obj: 0.002357, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.024573, iou_loss = 0.043100, total_loss = 1.067672 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.088988, GIOU: -0.094999), Class: 0.591187, Obj: 0.000558, No Obj: 0.000491, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.347708, iou_loss = 0.014326, total_loss = 0.362034 total_bbox = 35074, rewritten_bbox = 0.290814 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.440001, GIOU: 0.330945), Class: 0.521652, Obj: 0.054976, No Obj: 0.002140, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.723583, iou_loss = 0.088055, total_loss = 1.811638 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000522, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001729, iou_loss = 0.000000, total_loss = 0.001729 total_bbox = 35079, rewritten_bbox = 0.290772 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.332947, GIOU: 0.252688), Class: 0.585546, Obj: 0.072000, No Obj: 0.002584, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.251190, iou_loss = 0.025860, total_loss = 1.277050 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.692507, GIOU: 0.662767), Class: 0.573706, Obj: 0.003432, No Obj: 0.000512, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.344939, iou_loss = 2.275038, total_loss = 2.619977 total_bbox = 35084, rewritten_bbox = 0.290731 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.397764, GIOU: 0.397765), Class: 0.434128, Obj: 0.022180, No Obj: 0.002745, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.572428, iou_loss = 0.093139, total_loss = 1.665567 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.599367, GIOU: 0.559812), Class: 0.579681, Obj: 0.021897, No Obj: 0.000532, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.341560, iou_loss = 0.165740, total_loss = 0.507300 total_bbox = 35089, rewritten_bbox = 0.290689 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.376781, GIOU: 0.376539), Class: 0.491011, Obj: 0.118966, No Obj: 0.003220, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.309678, iou_loss = 0.018540, total_loss = 1.328218 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000479, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000899, iou_loss = 0.000000, total_loss = 0.000899 total_bbox = 35093, rewritten_bbox = 0.290656 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.251900, GIOU: 0.214231), Class: 0.526686, Obj: 0.085466, No Obj: 0.002583, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.365949, iou_loss = 0.003377, total_loss = 1.369326 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000481, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000960, iou_loss = 0.000000, total_loss = 0.000960 total_bbox = 35097, rewritten_bbox = 0.290623 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.697870, GIOU: 0.665272), Class: 0.649041, Obj: 0.084250, No Obj: 0.002327, .5R: 1.000000, .75R: 0.333333, count: 3, class_loss = 0.948239, iou_loss = 0.362295, total_loss = 1.310534 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.334925, GIOU: 0.294049), Class: 0.439386, Obj: 0.002307, No Obj: 0.000517, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.410257, iou_loss = 0.074064, total_loss = 0.484321 total_bbox = 35101, rewritten_bbox = 0.290590 % Tensor Cores are disabled until the first 3000 iterations are reached. 439: 0.810920, 0.889286 avg loss, 0.000097 rate, 0.674987 seconds, 28096 images, 0.718274 hours left Loaded: 0.000062 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.319770, GIOU: 0.236612), Class: 0.518391, Obj: 0.122588, No Obj: 0.002897, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.356645, iou_loss = 0.024985, total_loss = 1.381629 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000512, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001001, iou_loss = 0.000000, total_loss = 0.001001 total_bbox = 35105, rewritten_bbox = 0.290557 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.396013, GIOU: 0.306198), Class: 0.550348, Obj: 0.020926, No Obj: 0.002295, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.545589, iou_loss = 0.049595, total_loss = 1.595184 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000542, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001800, iou_loss = 0.000000, total_loss = 0.001800 total_bbox = 35109, rewritten_bbox = 0.290524 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.558889, GIOU: 0.483074), Class: 0.592151, Obj: 0.052408, No Obj: 0.002177, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.411119, iou_loss = 0.085302, total_loss = 1.496420 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.411159, GIOU: 0.312755), Class: 0.494000, Obj: 0.001622, No Obj: 0.000566, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.396434, iou_loss = 2.568237, total_loss = 2.964671 total_bbox = 35114, rewritten_bbox = 0.290482 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.388959, GIOU: 0.268448), Class: 0.537868, Obj: 0.038786, No Obj: 0.001880, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.427263, iou_loss = 0.035585, total_loss = 1.462848 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000553, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003561, iou_loss = 0.000000, total_loss = 0.003561 total_bbox = 35118, rewritten_bbox = 0.290449 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.551718, GIOU: 0.497085), Class: 0.350258, Obj: 0.053671, No Obj: 0.002245, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.683370, iou_loss = 0.046168, total_loss = 1.729538 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000474, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000997, iou_loss = 0.000000, total_loss = 0.000997 total_bbox = 35122, rewritten_bbox = 0.290416 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.363259, GIOU: 0.319418), Class: 0.478655, Obj: 0.064389, No Obj: 0.003637, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 2.005719, iou_loss = 0.072160, total_loss = 2.077879 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000578, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001568, iou_loss = 0.000000, total_loss = 0.001568 total_bbox = 35127, rewritten_bbox = 0.290375 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.353999, GIOU: 0.210679), Class: 0.568285, Obj: 0.023392, No Obj: 0.001927, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.670007, iou_loss = 0.023307, total_loss = 1.693314 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000509, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002926, iou_loss = 0.000000, total_loss = 0.002926 total_bbox = 35132, rewritten_bbox = 0.290334 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.462387, GIOU: 0.441814), Class: 0.563323, Obj: 0.180016, No Obj: 0.002802, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.274148, iou_loss = 0.193865, total_loss = 1.468013 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.249699, GIOU: -0.040151), Class: 0.787008, Obj: 0.005043, No Obj: 0.000528, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.350500, iou_loss = 0.029219, total_loss = 0.379719 total_bbox = 35137, rewritten_bbox = 0.290292 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.234252, GIOU: 0.094828), Class: 0.450177, Obj: 0.047413, No Obj: 0.002362, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.482536, iou_loss = 0.004628, total_loss = 1.487164 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.094382, GIOU: -0.401956), Class: 0.720928, Obj: 0.001422, No Obj: 0.000489, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.290604, iou_loss = 0.004511, total_loss = 0.295115 total_bbox = 35142, rewritten_bbox = 0.290251 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.281336, GIOU: 0.197551), Class: 0.473653, Obj: 0.011412, No Obj: 0.001879, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.503837, iou_loss = 0.067214, total_loss = 1.571051 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000518, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000989, iou_loss = 0.000000, total_loss = 0.000989 total_bbox = 35146, rewritten_bbox = 0.290218 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.502700, GIOU: 0.456019), Class: 0.584083, Obj: 0.037934, No Obj: 0.002016, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.656258, iou_loss = 0.146397, total_loss = 1.802655 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.332735, GIOU: 0.332735), Class: 0.543866, Obj: 0.002250, No Obj: 0.000539, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.115069, iou_loss = 0.344582, total_loss = 1.459651 total_bbox = 35154, rewritten_bbox = 0.290152 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.556451, GIOU: 0.531809), Class: 0.599562, Obj: 0.097037, No Obj: 0.002828, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.245438, iou_loss = 0.036695, total_loss = 1.282133 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000550, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002741, iou_loss = 0.000000, total_loss = 0.002741 total_bbox = 35158, rewritten_bbox = 0.290119 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.450500, GIOU: 0.384168), Class: 0.630373, Obj: 0.150046, No Obj: 0.003595, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.966641, iou_loss = 0.048773, total_loss = 1.015414 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000502, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001327, iou_loss = 0.000000, total_loss = 0.001327 total_bbox = 35161, rewritten_bbox = 0.290094 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.421544, GIOU: 0.323489), Class: 0.473669, Obj: 0.022686, No Obj: 0.002318, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.349113, iou_loss = 0.198305, total_loss = 2.547418 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000507, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001724, iou_loss = 0.000000, total_loss = 0.001724 total_bbox = 35167, rewritten_bbox = 0.290045 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.477478, GIOU: 0.375055), Class: 0.509880, Obj: 0.073444, No Obj: 0.002436, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.308708, iou_loss = 0.088962, total_loss = 1.397670 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.497033, GIOU: 0.444041), Class: 0.405690, Obj: 0.000758, No Obj: 0.000509, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.381794, iou_loss = 0.225610, total_loss = 0.607404 total_bbox = 35173, rewritten_bbox = 0.292838 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.429665, GIOU: 0.403123), Class: 0.582720, Obj: 0.105663, No Obj: 0.002629, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.971742, iou_loss = 0.061015, total_loss = 1.032757 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.446257, GIOU: 0.313956), Class: 0.461886, Obj: 0.027262, No Obj: 0.000522, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.426080, iou_loss = 0.102381, total_loss = 0.528461 total_bbox = 35177, rewritten_bbox = 0.292805 % Tensor Cores are disabled until the first 3000 iterations are reached. 440: 0.845894, 0.884947 avg loss, 0.000098 rate, 0.717721 seconds, 28160 images, 0.717769 hours left Loaded: 0.000043 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.354101, GIOU: 0.327457), Class: 0.560726, Obj: 0.100312, No Obj: 0.002103, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.211494, iou_loss = 0.257318, total_loss = 1.468812 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.477911, GIOU: 0.437677), Class: 0.533433, Obj: 0.002628, No Obj: 0.000556, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.720206, iou_loss = 1.238159, total_loss = 1.958365 total_bbox = 35183, rewritten_bbox = 0.292755 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.300464, GIOU: 0.265512), Class: 0.490185, Obj: 0.085345, No Obj: 0.002566, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.346874, iou_loss = 0.033640, total_loss = 1.380514 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.300296, GIOU: 0.300296), Class: 0.665470, Obj: 0.008986, No Obj: 0.000516, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.324708, iou_loss = 0.079497, total_loss = 0.404205 total_bbox = 35188, rewritten_bbox = 0.292713 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.416635, GIOU: 0.367660), Class: 0.553513, Obj: 0.033905, No Obj: 0.001964, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.842770, iou_loss = 0.052507, total_loss = 1.895277 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000504, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000974, iou_loss = 0.000000, total_loss = 0.000974 total_bbox = 35193, rewritten_bbox = 0.292672 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.332076, GIOU: 0.204662), Class: 0.617024, Obj: 0.079335, No Obj: 0.002574, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.295691, iou_loss = 0.007823, total_loss = 1.303513 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: -0.681203), Class: 0.492666, Obj: 0.000504, No Obj: 0.000504, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.406032, iou_loss = 0.077545, total_loss = 0.483577 total_bbox = 35198, rewritten_bbox = 0.292630 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.386940, GIOU: 0.359869), Class: 0.500083, Obj: 0.045945, No Obj: 0.002925, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.384060, iou_loss = 0.015316, total_loss = 1.399377 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.219591, GIOU: 0.158090), Class: 0.474391, Obj: 0.001963, No Obj: 0.000515, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.428729, iou_loss = 0.802779, total_loss = 1.231509 total_bbox = 35203, rewritten_bbox = 0.292589 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.570993, GIOU: 0.566089), Class: 0.560434, Obj: 0.019114, No Obj: 0.002212, .5R: 0.500000, .75R: 0.500000, count: 2, class_loss = 0.679664, iou_loss = 0.009914, total_loss = 0.689578 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.469377, GIOU: 0.345973), Class: 0.466676, Obj: 0.003375, No Obj: 0.000499, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.741512, iou_loss = 0.375638, total_loss = 1.117151 total_bbox = 35207, rewritten_bbox = 0.292555 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.421514, GIOU: 0.316394), Class: 0.502415, Obj: 0.048705, No Obj: 0.002536, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.112374, iou_loss = 0.038095, total_loss = 1.150468 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.357746, GIOU: 0.318103), Class: 0.530536, Obj: 0.002288, No Obj: 0.000488, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.655885, iou_loss = 0.191061, total_loss = 0.846946 total_bbox = 35212, rewritten_bbox = 0.292514 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.575349, GIOU: 0.520647), Class: 0.552175, Obj: 0.034517, No Obj: 0.002627, .5R: 0.750000, .75R: 0.250000, count: 4, class_loss = 1.508889, iou_loss = 0.033536, total_loss = 1.542425 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000502, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000987, iou_loss = 0.000000, total_loss = 0.000987 total_bbox = 35216, rewritten_bbox = 0.292481 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.259250, GIOU: 0.104470), Class: 0.562925, Obj: 0.039919, No Obj: 0.002409, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.129167, iou_loss = 0.085682, total_loss = 2.214848 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.418307, GIOU: 0.334474), Class: 0.437684, Obj: 0.022376, No Obj: 0.000540, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.415898, iou_loss = 0.119504, total_loss = 0.535402 total_bbox = 35223, rewritten_bbox = 0.292423 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.394355, GIOU: 0.219399), Class: 0.488865, Obj: 0.036039, No Obj: 0.002107, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.358288, iou_loss = 0.010189, total_loss = 1.368477 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000506, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001398, iou_loss = 0.000000, total_loss = 0.001398 total_bbox = 35227, rewritten_bbox = 0.292389 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.436413, GIOU: 0.316890), Class: 0.520569, Obj: 0.024034, No Obj: 0.002235, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.602203, iou_loss = 0.014925, total_loss = 1.617128 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.378568, GIOU: 0.316553), Class: 0.308067, Obj: 0.008445, No Obj: 0.000525, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.424304, iou_loss = 0.785296, total_loss = 1.209600 total_bbox = 35232, rewritten_bbox = 0.292348 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.345948, GIOU: 0.171049), Class: 0.525255, Obj: 0.040015, No Obj: 0.002387, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.436824, iou_loss = 0.016216, total_loss = 1.453040 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000503, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002332, iou_loss = 0.000000, total_loss = 0.002332 total_bbox = 35236, rewritten_bbox = 0.292315 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.370953, GIOU: 0.370953), Class: 0.452460, Obj: 0.038480, No Obj: 0.002581, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.404104, iou_loss = 0.010938, total_loss = 1.415042 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000476, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001099, iou_loss = 0.000000, total_loss = 0.001099 total_bbox = 35240, rewritten_bbox = 0.292282 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.277309, GIOU: 0.137991), Class: 0.428957, Obj: 0.051388, No Obj: 0.002284, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.520514, iou_loss = 0.009501, total_loss = 1.530014 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000476, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001278, iou_loss = 0.000000, total_loss = 0.001278 total_bbox = 35244, rewritten_bbox = 0.292248 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.301301, GIOU: 0.132281), Class: 0.455660, Obj: 0.037295, No Obj: 0.002933, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.870244, iou_loss = 0.018215, total_loss = 1.888459 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000559, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001362, iou_loss = 0.000000, total_loss = 0.001362 total_bbox = 35249, rewritten_bbox = 0.292207 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.303928, GIOU: 0.034603), Class: 0.387837, Obj: 0.046282, No Obj: 0.001988, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 3.003402, iou_loss = 0.053455, total_loss = 3.056857 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.348348, GIOU: 0.178476), Class: 0.567100, Obj: 0.008283, No Obj: 0.000501, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.714499, iou_loss = 0.127294, total_loss = 0.841793 total_bbox = 35258, rewritten_bbox = 0.292132 % Tensor Cores are disabled until the first 3000 iterations are reached. 441: 0.932108, 0.889663 avg loss, 0.000099 rate, 0.721203 seconds, 28224 images, 0.717689 hours left Loaded: 0.000029 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.317228, GIOU: 0.249184), Class: 0.458952, Obj: 0.101300, No Obj: 0.002732, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.840194, iou_loss = 0.071191, total_loss = 1.911385 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000526, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002532, iou_loss = 0.000000, total_loss = 0.002532 total_bbox = 35263, rewritten_bbox = 0.292091 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.490077, GIOU: 0.459842), Class: 0.557450, Obj: 0.041605, No Obj: 0.003003, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.042825, iou_loss = 0.030274, total_loss = 1.073099 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.539855, GIOU: 0.490829), Class: 0.362517, Obj: 0.007781, No Obj: 0.000496, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.821316, iou_loss = 0.403837, total_loss = 1.225153 total_bbox = 35268, rewritten_bbox = 0.292049 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.241919, GIOU: 0.001091), Class: 0.498829, Obj: 0.028704, No Obj: 0.002339, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.462622, iou_loss = 0.008162, total_loss = 1.470784 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.165139, GIOU: 0.126293), Class: 0.480337, Obj: 0.000976, No Obj: 0.000502, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.406238, iou_loss = 0.039695, total_loss = 0.445933 total_bbox = 35273, rewritten_bbox = 0.292008 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.519390, GIOU: 0.519389), Class: 0.610546, Obj: 0.054714, No Obj: 0.002332, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.609237, iou_loss = 0.040843, total_loss = 0.650081 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.501157, GIOU: 0.422227), Class: 0.498442, Obj: 0.002183, No Obj: 0.000509, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.175946, iou_loss = 1.897387, total_loss = 3.073333 total_bbox = 35278, rewritten_bbox = 0.291967 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.396518, GIOU: 0.226392), Class: 0.631320, Obj: 0.069835, No Obj: 0.002038, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.234833, iou_loss = 0.136738, total_loss = 1.371571 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000484, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001976, iou_loss = 0.000000, total_loss = 0.001976 total_bbox = 35282, rewritten_bbox = 0.291934 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.321192, GIOU: 0.208624), Class: 0.487444, Obj: 0.040322, No Obj: 0.002758, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.521332, iou_loss = 0.018889, total_loss = 1.540221 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000490, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001048, iou_loss = 0.000000, total_loss = 0.001048 total_bbox = 35286, rewritten_bbox = 0.291900 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.473235, GIOU: 0.322970), Class: 0.666121, Obj: 0.025118, No Obj: 0.002786, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.689961, iou_loss = 0.005223, total_loss = 0.695183 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.334189, GIOU: 0.298155), Class: 0.490662, Obj: 0.005094, No Obj: 0.000585, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.717786, iou_loss = 0.439088, total_loss = 1.156874 total_bbox = 35290, rewritten_bbox = 0.291867 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.454680, GIOU: 0.331608), Class: 0.590839, Obj: 0.061496, No Obj: 0.003391, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.692561, iou_loss = 0.052464, total_loss = 1.745025 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000535, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001736, iou_loss = 0.000000, total_loss = 0.001736 total_bbox = 35295, rewritten_bbox = 0.291826 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.357961, GIOU: 0.309829), Class: 0.467774, Obj: 0.030216, No Obj: 0.002331, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.094372, iou_loss = 0.073524, total_loss = 1.167896 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.385864, GIOU: 0.189945), Class: 0.421450, Obj: 0.002386, No Obj: 0.000491, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.434854, iou_loss = 0.063611, total_loss = 0.498465 total_bbox = 35299, rewritten_bbox = 0.291793 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.368775, GIOU: 0.350144), Class: 0.444275, Obj: 0.059002, No Obj: 0.002468, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.444849, iou_loss = 0.097917, total_loss = 1.542766 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.512054, GIOU: 0.468933), Class: 0.511404, Obj: 0.002025, No Obj: 0.000504, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.699250, iou_loss = 0.343543, total_loss = 1.042794 total_bbox = 35305, rewritten_bbox = 0.291743 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.424417, GIOU: 0.322863), Class: 0.564387, Obj: 0.061714, No Obj: 0.002410, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.294325, iou_loss = 0.073297, total_loss = 1.367622 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000481, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001057, iou_loss = 0.000000, total_loss = 0.001057 total_bbox = 35309, rewritten_bbox = 0.291710 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.252942, GIOU: 0.147767), Class: 0.503028, Obj: 0.076406, No Obj: 0.003362, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.802007, iou_loss = 0.015545, total_loss = 1.817552 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.466390, GIOU: 0.466390), Class: 0.544592, Obj: 0.001287, No Obj: 0.000480, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.330286, iou_loss = 0.592186, total_loss = 0.922472 total_bbox = 35315, rewritten_bbox = 0.291661 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.437986, GIOU: 0.396125), Class: 0.461022, Obj: 0.176927, No Obj: 0.003493, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.475647, iou_loss = 0.076196, total_loss = 1.551843 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.346841, GIOU: 0.346841), Class: 0.662012, Obj: 0.006439, No Obj: 0.000509, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.296964, iou_loss = 0.323059, total_loss = 0.620023 total_bbox = 35320, rewritten_bbox = 0.291619 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.421127, GIOU: 0.339059), Class: 0.503215, Obj: 0.100181, No Obj: 0.002909, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.410638, iou_loss = 0.012618, total_loss = 1.423255 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000478, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001340, iou_loss = 0.000000, total_loss = 0.001340 total_bbox = 35324, rewritten_bbox = 0.291586 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.369374, GIOU: 0.369374), Class: 0.601301, Obj: 0.069667, No Obj: 0.003019, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.818694, iou_loss = 0.004239, total_loss = 0.822933 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.298890, GIOU: 0.187809), Class: 0.653125, Obj: 0.001264, No Obj: 0.000546, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.359035, iou_loss = 0.769152, total_loss = 1.128188 total_bbox = 35327, rewritten_bbox = 0.291562 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.455452, GIOU: 0.364742), Class: 0.444030, Obj: 0.022097, No Obj: 0.002821, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.443728, iou_loss = 0.010654, total_loss = 1.454382 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000487, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000969, iou_loss = 0.000000, total_loss = 0.000969 total_bbox = 35331, rewritten_bbox = 0.291529 % Tensor Cores are disabled until the first 3000 iterations are reached. 442: 0.824851, 0.883182 avg loss, 0.000100 rate, 0.701101 seconds, 28288 images, 0.717643 hours left Loaded: 0.000036 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.125482, GIOU: 0.002885), Class: 0.619904, Obj: 0.100850, No Obj: 0.002148, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.588518, iou_loss = 0.000767, total_loss = 0.589285 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.169216, GIOU: -0.372758), Class: 0.666051, Obj: 0.000666, No Obj: 0.000513, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.680895, iou_loss = 0.034288, total_loss = 0.715183 total_bbox = 35335, rewritten_bbox = 0.291496 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.485483, GIOU: 0.428896), Class: 0.539995, Obj: 0.013234, No Obj: 0.002359, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.159017, iou_loss = 0.183519, total_loss = 1.342536 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000525, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002024, iou_loss = 0.000000, total_loss = 0.002024 total_bbox = 35338, rewritten_bbox = 0.291471 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.485308, GIOU: 0.447064), Class: 0.661195, Obj: 0.141482, No Obj: 0.003854, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.152935, iou_loss = 0.112564, total_loss = 1.265498 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.599587, GIOU: 0.593268), Class: 0.451194, Obj: 0.032674, No Obj: 0.000502, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.382957, iou_loss = 0.193255, total_loss = 0.576212 total_bbox = 35343, rewritten_bbox = 0.291430 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.459613, GIOU: 0.365536), Class: 0.606233, Obj: 0.071750, No Obj: 0.002372, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.384760, iou_loss = 0.116389, total_loss = 1.501149 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000544, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001979, iou_loss = 0.000000, total_loss = 0.001979 total_bbox = 35347, rewritten_bbox = 0.291397 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.484951, GIOU: 0.401188), Class: 0.471611, Obj: 0.069379, No Obj: 0.002260, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.381137, iou_loss = 0.051297, total_loss = 1.432435 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000470, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000859, iou_loss = 0.000000, total_loss = 0.000859 total_bbox = 35351, rewritten_bbox = 0.291364 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.372392, GIOU: 0.174879), Class: 0.594593, Obj: 0.144696, No Obj: 0.002882, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.830078, iou_loss = 0.016014, total_loss = 0.846093 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.520332, GIOU: 0.405133), Class: 0.509980, Obj: 0.003429, No Obj: 0.000481, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.727921, iou_loss = 0.664168, total_loss = 1.392089 total_bbox = 35356, rewritten_bbox = 0.291323 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.348448, GIOU: 0.214422), Class: 0.535982, Obj: 0.033434, No Obj: 0.002852, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.500800, iou_loss = 0.053224, total_loss = 1.554024 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000499, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001681, iou_loss = 0.000000, total_loss = 0.001681 total_bbox = 35360, rewritten_bbox = 0.291290 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.269790, GIOU: 0.160414), Class: 0.694458, Obj: 0.128404, No Obj: 0.003110, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.137929, iou_loss = 0.020046, total_loss = 1.157975 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.178547, GIOU: 0.035702), Class: 0.556079, Obj: 0.005713, No Obj: 0.000499, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.962163, iou_loss = 0.547859, total_loss = 1.510023 total_bbox = 35367, rewritten_bbox = 0.291232 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.252132, GIOU: 0.252132), Class: 0.377658, Obj: 0.048092, No Obj: 0.003546, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.449161, iou_loss = 0.004827, total_loss = 0.453987 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.402359, GIOU: 0.392859), Class: 0.508155, Obj: 0.010712, No Obj: 0.000589, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.085373, iou_loss = 1.107185, total_loss = 2.192558 total_bbox = 35371, rewritten_bbox = 0.291199 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413607, GIOU: 0.351993), Class: 0.540249, Obj: 0.031824, No Obj: 0.002253, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.444115, iou_loss = 0.055217, total_loss = 1.499331 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000462, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000914, iou_loss = 0.000000, total_loss = 0.000914 total_bbox = 35375, rewritten_bbox = 0.291166 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.355974, GIOU: 0.258389), Class: 0.556130, Obj: 0.029296, No Obj: 0.003312, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.500560, iou_loss = 0.022134, total_loss = 1.522694 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.758372, GIOU: 0.745917), Class: 0.583817, Obj: 0.065160, No Obj: 0.000624, .5R: 1.000000, .75R: 1.000000, count: 1, class_loss = 0.303711, iou_loss = 0.460493, total_loss = 0.764204 total_bbox = 35380, rewritten_bbox = 0.291125 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.280861, GIOU: 0.220199), Class: 0.513065, Obj: 0.007297, No Obj: 0.002347, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.121643, iou_loss = 0.059058, total_loss = 2.180701 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000513, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001802, iou_loss = 0.000000, total_loss = 0.001802 total_bbox = 35386, rewritten_bbox = 0.291076 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.355945, GIOU: 0.278542), Class: 0.561883, Obj: 0.024209, No Obj: 0.001931, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.282943, iou_loss = 0.013090, total_loss = 1.296032 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000466, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000906, iou_loss = 0.000000, total_loss = 0.000906 total_bbox = 35390, rewritten_bbox = 0.291043 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.265889, GIOU: 0.186476), Class: 0.482150, Obj: 0.045773, No Obj: 0.002665, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.444586, iou_loss = 0.044173, total_loss = 1.488759 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.577170, GIOU: 0.554449), Class: 0.459557, Obj: 0.003218, No Obj: 0.000502, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.109850, iou_loss = 1.924970, total_loss = 3.034820 total_bbox = 35397, rewritten_bbox = 0.290985 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.323427, GIOU: 0.278906), Class: 0.552916, Obj: 0.035762, No Obj: 0.002304, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.766873, iou_loss = 0.010035, total_loss = 1.776908 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000460, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001153, iou_loss = 0.000000, total_loss = 0.001153 total_bbox = 35402, rewritten_bbox = 0.290944 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.494468, GIOU: 0.463050), Class: 0.512629, Obj: 0.010858, No Obj: 0.002351, .5R: 0.600000, .75R: 0.200000, count: 5, class_loss = 1.825946, iou_loss = 0.084739, total_loss = 1.910685 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.181188, GIOU: -0.267659), Class: 0.603327, Obj: 0.000935, No Obj: 0.000504, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.359229, iou_loss = 0.008651, total_loss = 0.367880 total_bbox = 35408, rewritten_bbox = 0.290895 % Tensor Cores are disabled until the first 3000 iterations are reached. 443: 0.839191, 0.878783 avg loss, 0.000101 rate, 0.694104 seconds, 28352 images, 0.717396 hours left Loaded: 0.000041 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.320162, GIOU: 0.164478), Class: 0.544312, Obj: 0.040473, No Obj: 0.002421, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.539119, iou_loss = 0.039768, total_loss = 1.578886 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000466, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001001, iou_loss = 0.000000, total_loss = 0.001001 total_bbox = 35412, rewritten_bbox = 0.290862 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.293464, GIOU: 0.264318), Class: 0.552529, Obj: 0.029976, No Obj: 0.002962, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.395337, iou_loss = 0.026135, total_loss = 1.421471 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.253407, GIOU: 0.227113), Class: 0.548165, Obj: 0.001560, No Obj: 0.000504, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.758348, iou_loss = 0.444130, total_loss = 1.202478 total_bbox = 35418, rewritten_bbox = 0.290813 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.418944, GIOU: 0.393616), Class: 0.484804, Obj: 0.066947, No Obj: 0.002670, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.109465, iou_loss = 0.103169, total_loss = 2.212635 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.187185, GIOU: -0.238906), Class: 0.445211, Obj: 0.000272, No Obj: 0.000482, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.817491, iou_loss = 0.076481, total_loss = 0.893973 total_bbox = 35426, rewritten_bbox = 0.290747 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.204437, GIOU: 0.097983), Class: 0.510447, Obj: 0.127247, No Obj: 0.002399, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.702936, iou_loss = 0.053575, total_loss = 1.756511 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.524715, GIOU: 0.513985), Class: 0.515876, Obj: 0.001266, No Obj: 0.000466, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.777979, iou_loss = 1.475771, total_loss = 2.253750 total_bbox = 35433, rewritten_bbox = 0.290689 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.289415, GIOU: 0.205919), Class: 0.540565, Obj: 0.057597, No Obj: 0.002567, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.360137, iou_loss = 0.024215, total_loss = 1.384352 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000476, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001022, iou_loss = 0.000000, total_loss = 0.001022 total_bbox = 35437, rewritten_bbox = 0.290657 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.591423, GIOU: 0.543568), Class: 0.520676, Obj: 0.024861, No Obj: 0.002355, .5R: 0.833333, .75R: 0.000000, count: 6, class_loss = 2.134851, iou_loss = 0.274573, total_loss = 2.409424 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000531, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004554, iou_loss = 0.000000, total_loss = 0.004554 total_bbox = 35443, rewritten_bbox = 0.290607 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.410554, GIOU: 0.261964), Class: 0.554681, Obj: 0.169260, No Obj: 0.002317, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.983539, iou_loss = 0.114583, total_loss = 1.098122 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000539, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002958, iou_loss = 0.000000, total_loss = 0.002958 total_bbox = 35446, rewritten_bbox = 0.290583 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.384455, GIOU: 0.365037), Class: 0.633947, Obj: 0.094836, No Obj: 0.002543, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.859094, iou_loss = 0.061143, total_loss = 0.920238 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.252820, GIOU: 0.144491), Class: 0.528268, Obj: 0.011142, No Obj: 0.000537, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.887280, iou_loss = 0.065050, total_loss = 0.952329 total_bbox = 35451, rewritten_bbox = 0.290542 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.410138, GIOU: 0.403689), Class: 0.603657, Obj: 0.047786, No Obj: 0.002856, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.107202, iou_loss = 0.111019, total_loss = 1.218221 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.343751, GIOU: 0.148854), Class: 0.465127, Obj: 0.000942, No Obj: 0.000497, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.224966, iou_loss = 4.134154, total_loss = 6.359121 total_bbox = 35461, rewritten_bbox = 0.293280 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.363382, GIOU: 0.297846), Class: 0.542515, Obj: 0.021972, No Obj: 0.002723, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.430493, iou_loss = 0.061389, total_loss = 1.491881 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000464, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001023, iou_loss = 0.000000, total_loss = 0.001023 total_bbox = 35465, rewritten_bbox = 0.293247 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.512804, GIOU: 0.413057), Class: 0.465109, Obj: 0.038705, No Obj: 0.002160, .5R: 0.600000, .75R: 0.200000, count: 5, class_loss = 1.860902, iou_loss = 0.118820, total_loss = 1.979722 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000492, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002387, iou_loss = 0.000000, total_loss = 0.002387 total_bbox = 35470, rewritten_bbox = 0.293206 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.318453, GIOU: 0.166421), Class: 0.607138, Obj: 0.048172, No Obj: 0.002754, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.970624, iou_loss = 0.087773, total_loss = 2.058397 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.190069, GIOU: 0.190070), Class: 0.782441, Obj: 0.000452, No Obj: 0.000530, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.350787, iou_loss = 0.031600, total_loss = 0.382387 total_bbox = 35477, rewritten_bbox = 0.293148 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.386835, GIOU: 0.267834), Class: 0.530561, Obj: 0.037375, No Obj: 0.002443, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.753983, iou_loss = 0.030780, total_loss = 1.784763 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000442, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000755, iou_loss = 0.000000, total_loss = 0.000755 total_bbox = 35482, rewritten_bbox = 0.293106 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.423419, GIOU: 0.374689), Class: 0.596072, Obj: 0.062189, No Obj: 0.002345, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.385585, iou_loss = 0.028120, total_loss = 1.413706 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000446, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000754, iou_loss = 0.000000, total_loss = 0.000754 total_bbox = 35486, rewritten_bbox = 0.293073 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.429080, GIOU: 0.411185), Class: 0.474822, Obj: 0.024133, No Obj: 0.002220, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.445986, iou_loss = 0.032542, total_loss = 1.478528 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.359312, GIOU: 0.163523), Class: 0.462789, Obj: 0.002307, No Obj: 0.000479, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.764045, iou_loss = 0.655277, total_loss = 1.419322 total_bbox = 35492, rewritten_bbox = 0.293024 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.213716, GIOU: 0.213716), Class: 0.481717, Obj: 0.071899, No Obj: 0.002382, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.418787, iou_loss = 0.005995, total_loss = 1.424782 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000489, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002172, iou_loss = 0.000000, total_loss = 0.002172 total_bbox = 35496, rewritten_bbox = 0.292991 % Tensor Cores are disabled until the first 3000 iterations are reached. 444: 0.978645, 0.888769 avg loss, 0.000101 rate, 0.703904 seconds, 28416 images, 0.717081 hours left Loaded: 0.000055 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.275214, GIOU: 0.234027), Class: 0.591970, Obj: 0.037480, No Obj: 0.001989, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.099950, iou_loss = 0.063673, total_loss = 1.163623 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.109033, GIOU: -0.313332), Class: 0.493331, Obj: 0.000852, No Obj: 0.000485, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.394297, iou_loss = 0.016195, total_loss = 0.410492 total_bbox = 35500, rewritten_bbox = 0.292958 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.259324, GIOU: 0.220126), Class: 0.458075, Obj: 0.031626, No Obj: 0.002202, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.577165, iou_loss = 0.015750, total_loss = 1.592914 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000520, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001208, iou_loss = 0.000000, total_loss = 0.001208 total_bbox = 35504, rewritten_bbox = 0.292925 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.249574, GIOU: 0.166077), Class: 0.477097, Obj: 0.041251, No Obj: 0.001909, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.501539, iou_loss = 0.011482, total_loss = 1.513021 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000466, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000859, iou_loss = 0.000000, total_loss = 0.000859 total_bbox = 35508, rewritten_bbox = 0.292892 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.489552, GIOU: 0.482184), Class: 0.565361, Obj: 0.034847, No Obj: 0.002471, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.239063, iou_loss = 0.018610, total_loss = 1.257673 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000489, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001122, iou_loss = 0.000000, total_loss = 0.001122 total_bbox = 35512, rewritten_bbox = 0.292859 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.399754, GIOU: 0.321749), Class: 0.523508, Obj: 0.088371, No Obj: 0.002400, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.415173, iou_loss = 0.029891, total_loss = 1.445063 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000468, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001024, iou_loss = 0.000000, total_loss = 0.001024 total_bbox = 35516, rewritten_bbox = 0.292826 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.724941, GIOU: 0.705716), Class: 0.701909, Obj: 0.031065, No Obj: 0.002579, .5R: 1.000000, .75R: 0.333333, count: 3, class_loss = 0.873140, iou_loss = 0.056096, total_loss = 0.929236 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.391053, GIOU: 0.221744), Class: 0.643669, Obj: 0.001707, No Obj: 0.000458, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.662037, iou_loss = 0.164706, total_loss = 0.826743 total_bbox = 35521, rewritten_bbox = 0.292785 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.316938, GIOU: 0.280765), Class: 0.448984, Obj: 0.029665, No Obj: 0.002701, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.505313, iou_loss = 0.053583, total_loss = 1.558896 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000526, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001736, iou_loss = 0.000000, total_loss = 0.001736 total_bbox = 35525, rewritten_bbox = 0.292752 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.392178, GIOU: 0.357085), Class: 0.487602, Obj: 0.099111, No Obj: 0.002549, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.942236, iou_loss = 0.081219, total_loss = 1.023456 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.308673, GIOU: 0.308673), Class: 0.365804, Obj: 0.012556, No Obj: 0.000588, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.376842, iou_loss = 0.082333, total_loss = 0.459176 total_bbox = 35529, rewritten_bbox = 0.292719 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.409195, GIOU: 0.360650), Class: 0.559134, Obj: 0.028891, No Obj: 0.003092, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.992170, iou_loss = 0.081698, total_loss = 2.073868 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000499, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001372, iou_loss = 0.000000, total_loss = 0.001372 total_bbox = 35535, rewritten_bbox = 0.292669 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.364603, GIOU: 0.295210), Class: 0.391208, Obj: 0.020443, No Obj: 0.002493, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.182227, iou_loss = 0.057168, total_loss = 1.239396 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000445, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001228, iou_loss = 0.000000, total_loss = 0.001228 total_bbox = 35538, rewritten_bbox = 0.292645 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.346098, GIOU: 0.201397), Class: 0.393241, Obj: 0.009255, No Obj: 0.002566, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.748454, iou_loss = 0.088457, total_loss = 1.836911 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.368002, GIOU: 0.316283), Class: 0.490229, Obj: 0.000498, No Obj: 0.000484, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.384778, iou_loss = 0.045470, total_loss = 0.430247 total_bbox = 35543, rewritten_bbox = 0.292603 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.414845, GIOU: 0.396195), Class: 0.645999, Obj: 0.096832, No Obj: 0.003148, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.468522, iou_loss = 0.057763, total_loss = 1.526286 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000520, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001956, iou_loss = 0.000000, total_loss = 0.001956 total_bbox = 35548, rewritten_bbox = 0.292562 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.527589, GIOU: 0.450752), Class: 0.562164, Obj: 0.032584, No Obj: 0.002906, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.463161, iou_loss = 0.048277, total_loss = 1.511438 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.510236, GIOU: 0.429041), Class: 0.528274, Obj: 0.026030, No Obj: 0.000485, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.683871, iou_loss = 0.372797, total_loss = 1.056668 total_bbox = 35554, rewritten_bbox = 0.292513 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.523961, GIOU: 0.472988), Class: 0.537543, Obj: 0.032927, No Obj: 0.002879, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.494601, iou_loss = 0.018675, total_loss = 1.513275 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000439, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000754, iou_loss = 0.000000, total_loss = 0.000754 total_bbox = 35558, rewritten_bbox = 0.292480 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.352214, GIOU: 0.321876), Class: 0.535989, Obj: 0.014218, No Obj: 0.002400, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.404963, iou_loss = 0.024980, total_loss = 1.429943 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.483993, GIOU: 0.413283), Class: 0.566801, Obj: 0.006284, No Obj: 0.000469, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.020560, iou_loss = 0.369453, total_loss = 1.390013 total_bbox = 35565, rewritten_bbox = 0.292422 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.446683, GIOU: 0.385802), Class: 0.502692, Obj: 0.031844, No Obj: 0.002381, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.086873, iou_loss = 0.019357, total_loss = 1.106230 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.326573, GIOU: 0.326573), Class: 0.318377, Obj: 0.004919, No Obj: 0.000522, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.873934, iou_loss = 0.222634, total_loss = 1.096568 total_bbox = 35570, rewritten_bbox = 0.292381 % Tensor Cores are disabled until the first 3000 iterations are reached. 445: 0.832728, 0.883165 avg loss, 0.000102 rate, 0.675946 seconds, 28480 images, 0.716863 hours left Loaded: 0.000080 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.201985, GIOU: 0.150884), Class: 0.568367, Obj: 0.040288, No Obj: 0.002253, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.329805, iou_loss = 0.007170, total_loss = 1.336976 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000498, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001237, iou_loss = 0.000000, total_loss = 0.001237 total_bbox = 35574, rewritten_bbox = 0.292348 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.477035, GIOU: 0.372881), Class: 0.484412, Obj: 0.078095, No Obj: 0.002680, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.407298, iou_loss = 0.138480, total_loss = 1.545777 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000485, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001311, iou_loss = 0.000000, total_loss = 0.001311 total_bbox = 35578, rewritten_bbox = 0.292315 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.320667, GIOU: 0.132787), Class: 0.606977, Obj: 0.032911, No Obj: 0.002231, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.737423, iou_loss = 0.010996, total_loss = 1.748419 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000460, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001105, iou_loss = 0.000000, total_loss = 0.001105 total_bbox = 35583, rewritten_bbox = 0.292274 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.437407, GIOU: 0.376104), Class: 0.474791, Obj: 0.029578, No Obj: 0.002620, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.946399, iou_loss = 0.014828, total_loss = 1.961227 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.486369, GIOU: 0.367135), Class: 0.515577, Obj: 0.016862, No Obj: 0.000470, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.339805, iou_loss = 0.112235, total_loss = 0.452041 total_bbox = 35589, rewritten_bbox = 0.292225 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.407669, GIOU: 0.247717), Class: 0.374497, Obj: 0.019176, No Obj: 0.002309, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.004803, iou_loss = 0.026028, total_loss = 2.030831 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.363086, GIOU: 0.297388), Class: 0.367530, Obj: 0.001646, No Obj: 0.000505, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.637845, iou_loss = 1.608364, total_loss = 3.246209 total_bbox = 35598, rewritten_bbox = 0.292151 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.322866, GIOU: 0.165139), Class: 0.370609, Obj: 0.017371, No Obj: 0.001802, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.589171, iou_loss = 0.057799, total_loss = 1.646970 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000476, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001624, iou_loss = 0.000000, total_loss = 0.001624 total_bbox = 35602, rewritten_bbox = 0.292118 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.342021, GIOU: 0.270875), Class: 0.408354, Obj: 0.046303, No Obj: 0.002696, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.362829, iou_loss = 0.096609, total_loss = 2.459438 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.414136, GIOU: 0.241358), Class: 0.574615, Obj: 0.035084, No Obj: 0.000554, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.742066, iou_loss = 0.364490, total_loss = 1.106556 total_bbox = 35610, rewritten_bbox = 0.292053 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.557539, GIOU: 0.540790), Class: 0.565520, Obj: 0.106946, No Obj: 0.002943, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.221957, iou_loss = 0.050876, total_loss = 1.272833 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000511, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004236, iou_loss = 0.000000, total_loss = 0.004236 total_bbox = 35614, rewritten_bbox = 0.292020 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.421339, GIOU: 0.363724), Class: 0.503469, Obj: 0.112867, No Obj: 0.002778, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.342226, iou_loss = 0.028751, total_loss = 1.370978 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.587004, GIOU: 0.587006), Class: 0.499306, Obj: 0.001214, No Obj: 0.000523, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.370977, iou_loss = 0.949624, total_loss = 1.320601 total_bbox = 35619, rewritten_bbox = 0.291979 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.210303, GIOU: 0.121454), Class: 0.611820, Obj: 0.108334, No Obj: 0.002718, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.174622, iou_loss = 0.023591, total_loss = 1.198212 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.439237, GIOU: 0.299597), Class: 0.648220, Obj: 0.003063, No Obj: 0.000548, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.427789, iou_loss = 1.558501, total_loss = 2.986290 total_bbox = 35627, rewritten_bbox = 0.291913 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.572191, GIOU: 0.557728), Class: 0.540375, Obj: 0.021387, No Obj: 0.002466, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.083723, iou_loss = 0.057433, total_loss = 1.141156 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.488902, GIOU: 0.424905), Class: 0.379205, Obj: 0.037033, No Obj: 0.000471, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.395269, iou_loss = 0.121621, total_loss = 0.516891 total_bbox = 35631, rewritten_bbox = 0.291881 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.314806, GIOU: 0.266174), Class: 0.529230, Obj: 0.024939, No Obj: 0.002902, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.799798, iou_loss = 0.025724, total_loss = 1.825522 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000466, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000952, iou_loss = 0.000000, total_loss = 0.000952 total_bbox = 35636, rewritten_bbox = 0.291840 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.228353, GIOU: 0.153342), Class: 0.589644, Obj: 0.044355, No Obj: 0.002075, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.915980, iou_loss = 0.032535, total_loss = 0.948515 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.256223, GIOU: -0.091212), Class: 0.574822, Obj: 0.000199, No Obj: 0.000472, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.365316, iou_loss = 0.070743, total_loss = 0.436058 total_bbox = 35640, rewritten_bbox = 0.291807 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.260914, GIOU: 0.260914), Class: 0.471487, Obj: 0.045864, No Obj: 0.002883, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.657446, iou_loss = 0.002213, total_loss = 0.659659 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.154925, GIOU: -0.058861), Class: 0.445353, Obj: 0.001495, No Obj: 0.000519, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.083575, iou_loss = 2.429381, total_loss = 3.512956 total_bbox = 35646, rewritten_bbox = 0.294563 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.296309, GIOU: 0.270504), Class: 0.611334, Obj: 0.115437, No Obj: 0.002786, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.240422, iou_loss = 0.020191, total_loss = 1.260613 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000445, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000763, iou_loss = 0.000000, total_loss = 0.000763 total_bbox = 35650, rewritten_bbox = 0.294530 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.349744, GIOU: 0.239640), Class: 0.578945, Obj: 0.088687, No Obj: 0.002189, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.679409, iou_loss = 0.048919, total_loss = 1.728328 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.323978, GIOU: 0.116811), Class: 0.404252, Obj: 0.024487, No Obj: 0.000552, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.830618, iou_loss = 0.572172, total_loss = 1.402789 total_bbox = 35657, rewritten_bbox = 0.294472 % Tensor Cores are disabled until the first 3000 iterations are reached. 446: 0.967927, 0.891641 avg loss, 0.000103 rate, 0.690634 seconds, 28544 images, 0.716370 hours left Loaded: 0.000070 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.384098, GIOU: 0.373458), Class: 0.604730, Obj: 0.139302, No Obj: 0.002969, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.218374, iou_loss = 0.017238, total_loss = 1.235612 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000460, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000869, iou_loss = 0.000000, total_loss = 0.000869 total_bbox = 35661, rewritten_bbox = 0.294439 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.319157, GIOU: 0.282366), Class: 0.566371, Obj: 0.075290, No Obj: 0.002053, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.345738, iou_loss = 0.106869, total_loss = 1.452607 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.366902, GIOU: 0.366902), Class: 0.421734, Obj: 0.006520, No Obj: 0.000580, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.372075, iou_loss = 0.116038, total_loss = 0.488113 total_bbox = 35666, rewritten_bbox = 0.294398 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.555477, GIOU: 0.492854), Class: 0.515190, Obj: 0.024626, No Obj: 0.002079, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.433399, iou_loss = 0.083142, total_loss = 1.516541 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000460, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001880, iou_loss = 0.000000, total_loss = 0.001880 total_bbox = 35670, rewritten_bbox = 0.294365 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.362125, GIOU: 0.226002), Class: 0.425111, Obj: 0.033141, No Obj: 0.002816, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.551560, iou_loss = 0.011057, total_loss = 1.562616 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000473, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001186, iou_loss = 0.000000, total_loss = 0.001186 total_bbox = 35674, rewritten_bbox = 0.294332 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.449669, GIOU: 0.368279), Class: 0.519048, Obj: 0.018447, No Obj: 0.002316, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 1.982440, iou_loss = 0.094487, total_loss = 2.076927 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.245631, GIOU: -0.006605), Class: 0.467307, Obj: 0.000333, No Obj: 0.000459, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.340446, iou_loss = 0.067140, total_loss = 0.407586 total_bbox = 35681, rewritten_bbox = 0.294274 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344957, GIOU: 0.313638), Class: 0.448008, Obj: 0.028033, No Obj: 0.003068, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 3.034264, iou_loss = 0.098680, total_loss = 3.132944 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.217309, GIOU: 0.134626), Class: 0.446920, Obj: 0.001491, No Obj: 0.000507, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.372290, iou_loss = 0.032313, total_loss = 0.404603 total_bbox = 35689, rewritten_bbox = 0.294208 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.394972, GIOU: 0.394972), Class: 0.483663, Obj: 0.042948, No Obj: 0.002470, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.453223, iou_loss = 0.039502, total_loss = 1.492725 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000452, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000928, iou_loss = 0.000000, total_loss = 0.000928 total_bbox = 35693, rewritten_bbox = 0.294175 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.375823, GIOU: 0.317352), Class: 0.525668, Obj: 0.058834, No Obj: 0.002026, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.642208, iou_loss = 0.207834, total_loss = 1.850042 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.513378, GIOU: 0.315976), Class: 0.524579, Obj: 0.007518, No Obj: 0.000542, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.110833, iou_loss = 2.172134, total_loss = 3.282967 total_bbox = 35701, rewritten_bbox = 0.294109 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.227942, GIOU: 0.206692), Class: 0.493377, Obj: 0.027046, No Obj: 0.002267, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.888538, iou_loss = 0.030562, total_loss = 1.919100 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.285823, GIOU: 0.285823), Class: 0.369411, Obj: 0.002673, No Obj: 0.000504, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.765647, iou_loss = 0.142916, total_loss = 0.908563 total_bbox = 35709, rewritten_bbox = 0.296844 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.302324, GIOU: 0.155734), Class: 0.572841, Obj: 0.014543, No Obj: 0.002068, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.993031, iou_loss = 0.014336, total_loss = 1.007368 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000470, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001788, iou_loss = 0.000000, total_loss = 0.001788 total_bbox = 35712, rewritten_bbox = 0.296819 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.269967, GIOU: 0.147653), Class: 0.538150, Obj: 0.038919, No Obj: 0.002275, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.126833, iou_loss = 0.043768, total_loss = 2.170601 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000527, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001566, iou_loss = 0.000000, total_loss = 0.001566 total_bbox = 35718, rewritten_bbox = 0.296769 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.466935, GIOU: 0.404530), Class: 0.504240, Obj: 0.045700, No Obj: 0.002669, .5R: 0.428571, .75R: 0.000000, count: 7, class_loss = 2.774477, iou_loss = 0.117219, total_loss = 2.891696 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000473, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001325, iou_loss = 0.000000, total_loss = 0.001325 total_bbox = 35725, rewritten_bbox = 0.296711 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.415167, GIOU: 0.314704), Class: 0.592823, Obj: 0.039419, No Obj: 0.002614, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.718988, iou_loss = 0.026893, total_loss = 1.745881 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000465, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001034, iou_loss = 0.000000, total_loss = 0.001034 total_bbox = 35730, rewritten_bbox = 0.296669 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.336954, GIOU: 0.317213), Class: 0.459425, Obj: 0.078956, No Obj: 0.002777, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.364841, iou_loss = 0.017145, total_loss = 1.381986 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.542783, GIOU: 0.534624), Class: 0.342228, Obj: 0.001321, No Obj: 0.000525, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.863947, iou_loss = 1.581746, total_loss = 2.445693 total_bbox = 35736, rewritten_bbox = 0.296620 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.330632, GIOU: 0.173091), Class: 0.567127, Obj: 0.103982, No Obj: 0.002319, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.889061, iou_loss = 0.101801, total_loss = 1.990862 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.376708, GIOU: 0.347246), Class: 0.343700, Obj: 0.001641, No Obj: 0.000538, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.467818, iou_loss = 0.537498, total_loss = 1.005316 total_bbox = 35743, rewritten_bbox = 0.296562 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.527572, GIOU: 0.406543), Class: 0.538668, Obj: 0.057608, No Obj: 0.002854, .5R: 0.500000, .75R: 0.166667, count: 6, class_loss = 1.943425, iou_loss = 0.367993, total_loss = 2.311418 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000537, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.010234, iou_loss = 0.000000, total_loss = 0.010234 total_bbox = 35749, rewritten_bbox = 0.296512 % Tensor Cores are disabled until the first 3000 iterations are reached. 447: 1.028939, 0.905371 avg loss, 0.000104 rate, 0.721285 seconds, 28608 images, 0.716025 hours left Loaded: 0.000064 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.339356, GIOU: 0.177758), Class: 0.537393, Obj: 0.015808, No Obj: 0.002275, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.345162, iou_loss = 0.107920, total_loss = 2.453082 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000537, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003290, iou_loss = 0.000000, total_loss = 0.003290 total_bbox = 35755, rewritten_bbox = 0.296462 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.407014, GIOU: 0.263471), Class: 0.615663, Obj: 0.045739, No Obj: 0.002480, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.576049, iou_loss = 0.082449, total_loss = 1.658498 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.461439, GIOU: 0.380633), Class: 0.714864, Obj: 0.003709, No Obj: 0.000460, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.656755, iou_loss = 0.642593, total_loss = 1.299348 total_bbox = 35762, rewritten_bbox = 0.296404 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.429944, GIOU: 0.378430), Class: 0.487990, Obj: 0.060028, No Obj: 0.002228, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.055753, iou_loss = 0.036867, total_loss = 1.092620 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.236300, GIOU: 0.171988), Class: 0.532701, Obj: 0.012151, No Obj: 0.000483, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.349438, iou_loss = 0.439851, total_loss = 0.789288 total_bbox = 35766, rewritten_bbox = 0.296371 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.346726, GIOU: 0.244311), Class: 0.580266, Obj: 0.102629, No Obj: 0.002848, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.161277, iou_loss = 0.043555, total_loss = 1.204831 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.817116, GIOU: 0.812417), Class: 0.638182, Obj: 0.001544, No Obj: 0.000463, .5R: 1.000000, .75R: 1.000000, count: 1, class_loss = 0.315427, iou_loss = 0.622454, total_loss = 0.937881 total_bbox = 35771, rewritten_bbox = 0.296329 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.359427, GIOU: 0.317230), Class: 0.491210, Obj: 0.063514, No Obj: 0.003251, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.731784, iou_loss = 0.020795, total_loss = 1.752579 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.591081, GIOU: 0.525345), Class: 0.266293, Obj: 0.027182, No Obj: 0.000496, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.487674, iou_loss = 0.195839, total_loss = 0.683512 total_bbox = 35777, rewritten_bbox = 0.296280 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413069, GIOU: 0.323249), Class: 0.521819, Obj: 0.067777, No Obj: 0.002086, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.372285, iou_loss = 0.042211, total_loss = 1.414495 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.292719, GIOU: 0.102313), Class: 0.640781, Obj: 0.000607, No Obj: 0.000477, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.356132, iou_loss = 0.122091, total_loss = 0.478223 total_bbox = 35782, rewritten_bbox = 0.296238 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.601038, GIOU: 0.600221), Class: 0.621201, Obj: 0.071016, No Obj: 0.002788, .5R: 1.000000, .75R: 0.000000, count: 3, class_loss = 0.981964, iou_loss = 0.125867, total_loss = 1.107831 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.249033, GIOU: 0.039099), Class: 0.709569, Obj: 0.017811, No Obj: 0.000506, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.309883, iou_loss = 0.033089, total_loss = 0.342972 total_bbox = 35786, rewritten_bbox = 0.296205 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.353673, GIOU: 0.327854), Class: 0.623469, Obj: 0.115155, No Obj: 0.002373, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.105618, iou_loss = 0.044234, total_loss = 1.149853 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000489, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002164, iou_loss = 0.000000, total_loss = 0.002164 total_bbox = 35790, rewritten_bbox = 0.296172 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.252574, GIOU: 0.218389), Class: 0.521341, Obj: 0.067706, No Obj: 0.002297, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.917487, iou_loss = 0.019019, total_loss = 1.936506 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.234398, GIOU: -0.088537), Class: 0.721163, Obj: 0.004557, No Obj: 0.000443, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.347227, iou_loss = 0.015437, total_loss = 0.362664 total_bbox = 35796, rewritten_bbox = 0.296122 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.460625, GIOU: 0.422803), Class: 0.568081, Obj: 0.054288, No Obj: 0.002535, .5R: 0.333333, .75R: 0.166667, count: 6, class_loss = 2.020344, iou_loss = 0.217906, total_loss = 2.238250 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000510, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.004689, iou_loss = 0.000000, total_loss = 0.004689 total_bbox = 35802, rewritten_bbox = 0.296073 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.529763, GIOU: 0.450499), Class: 0.738167, Obj: 0.046408, No Obj: 0.002575, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.214283, iou_loss = 0.036823, total_loss = 1.251106 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000475, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001559, iou_loss = 0.000000, total_loss = 0.001559 total_bbox = 35806, rewritten_bbox = 0.296040 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.433372, GIOU: 0.383858), Class: 0.546791, Obj: 0.082653, No Obj: 0.002226, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.570388, iou_loss = 0.120949, total_loss = 1.691337 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.554570, GIOU: 0.511243), Class: 0.581758, Obj: 0.000925, No Obj: 0.000450, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.315277, iou_loss = 0.400827, total_loss = 0.716104 total_bbox = 35812, rewritten_bbox = 0.295990 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.321209, GIOU: 0.078080), Class: 0.513005, Obj: 0.023522, No Obj: 0.002604, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.766207, iou_loss = 0.009482, total_loss = 1.775689 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000479, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001418, iou_loss = 0.000000, total_loss = 0.001418 total_bbox = 35817, rewritten_bbox = 0.295949 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.420996, GIOU: 0.398230), Class: 0.651622, Obj: 0.033332, No Obj: 0.002563, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 0.934841, iou_loss = 0.016708, total_loss = 0.951548 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.467796, GIOU: 0.417372), Class: 0.553815, Obj: 0.016004, No Obj: 0.000525, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.113709, iou_loss = 0.711747, total_loss = 1.825457 total_bbox = 35823, rewritten_bbox = 0.295899 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.205395, GIOU: 0.071865), Class: 0.629745, Obj: 0.126859, No Obj: 0.002435, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.771227, iou_loss = 0.002835, total_loss = 0.774062 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000488, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001034, iou_loss = 0.000000, total_loss = 0.001034 total_bbox = 35826, rewritten_bbox = 0.295875 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.524705, GIOU: 0.478172), Class: 0.500219, Obj: 0.054450, No Obj: 0.002424, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.403611, iou_loss = 0.062634, total_loss = 1.466244 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000461, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001353, iou_loss = 0.000000, total_loss = 0.001353 total_bbox = 35830, rewritten_bbox = 0.295841 % Tensor Cores are disabled until the first 3000 iterations are reached. 448: 0.857891, 0.900623 avg loss, 0.000105 rate, 0.678296 seconds, 28672 images, 0.715985 hours left Loaded: 0.000037 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.307620, GIOU: 0.206237), Class: 0.663852, Obj: 0.050643, No Obj: 0.002699, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.293022, iou_loss = 0.017624, total_loss = 1.310646 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000462, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001449, iou_loss = 0.000000, total_loss = 0.001449 total_bbox = 35834, rewritten_bbox = 0.295808 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.438490, GIOU: 0.419531), Class: 0.552631, Obj: 0.154201, No Obj: 0.002763, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.632937, iou_loss = 0.013476, total_loss = 0.646413 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.362075, GIOU: 0.256839), Class: 0.555517, Obj: 0.003078, No Obj: 0.000456, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.356880, iou_loss = 0.251169, total_loss = 0.608048 total_bbox = 35837, rewritten_bbox = 0.295784 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.496530, GIOU: 0.421298), Class: 0.571016, Obj: 0.125208, No Obj: 0.002651, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.515749, iou_loss = 0.178984, total_loss = 1.694734 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.291509, GIOU: 0.146218), Class: 0.607983, Obj: 0.009130, No Obj: 0.000505, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.124957, iou_loss = 1.164176, total_loss = 2.289134 total_bbox = 35845, rewritten_bbox = 0.295718 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.278510, GIOU: 0.253202), Class: 0.638671, Obj: 0.036314, No Obj: 0.002218, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.367929, iou_loss = 0.011837, total_loss = 1.379767 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000502, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003582, iou_loss = 0.000000, total_loss = 0.003582 total_bbox = 35849, rewritten_bbox = 0.295685 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.411321, GIOU: 0.393012), Class: 0.453923, Obj: 0.005130, No Obj: 0.002172, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.596959, iou_loss = 0.076637, total_loss = 1.673595 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.275037, GIOU: 0.275037), Class: 0.652843, Obj: 0.003290, No Obj: 0.000444, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.334685, iou_loss = 0.070128, total_loss = 0.404813 total_bbox = 35854, rewritten_bbox = 0.295643 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.511583, GIOU: 0.404849), Class: 0.548441, Obj: 0.059163, No Obj: 0.001901, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.397512, iou_loss = 0.145605, total_loss = 1.543117 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000499, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003128, iou_loss = 0.000000, total_loss = 0.003128 total_bbox = 35858, rewritten_bbox = 0.295610 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.444110, GIOU: 0.423404), Class: 0.543648, Obj: 0.031832, No Obj: 0.002275, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.365301, iou_loss = 0.044889, total_loss = 1.410190 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000486, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001140, iou_loss = 0.000000, total_loss = 0.001140 total_bbox = 35862, rewritten_bbox = 0.295577 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.444049, GIOU: 0.396993), Class: 0.540751, Obj: 0.042197, No Obj: 0.002058, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.475155, iou_loss = 0.013217, total_loss = 1.488372 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000420, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000748, iou_loss = 0.000000, total_loss = 0.000748 total_bbox = 35866, rewritten_bbox = 0.295545 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.447430, GIOU: 0.401033), Class: 0.575903, Obj: 0.075844, No Obj: 0.002504, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.300390, iou_loss = 0.072603, total_loss = 1.372993 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.473687, GIOU: 0.401158), Class: 0.452731, Obj: 0.007167, No Obj: 0.000530, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.480475, iou_loss = 1.288225, total_loss = 2.768700 total_bbox = 35874, rewritten_bbox = 0.295479 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.503040, GIOU: 0.373851), Class: 0.423530, Obj: 0.067530, No Obj: 0.003245, .5R: 0.600000, .75R: 0.200000, count: 5, class_loss = 1.945954, iou_loss = 0.087133, total_loss = 2.033086 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.371470, GIOU: 0.216695), Class: 0.469774, Obj: 0.068105, No Obj: 0.000486, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.356247, iou_loss = 0.124478, total_loss = 0.480724 total_bbox = 35880, rewritten_bbox = 0.295429 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.473566, GIOU: 0.469398), Class: 0.504861, Obj: 0.069641, No Obj: 0.002594, .5R: 0.428571, .75R: 0.000000, count: 7, class_loss = 2.305790, iou_loss = 0.098941, total_loss = 2.404731 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000438, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000824, iou_loss = 0.000000, total_loss = 0.000824 total_bbox = 35887, rewritten_bbox = 0.295372 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.337607, GIOU: 0.330377), Class: 0.403052, Obj: 0.024829, No Obj: 0.002095, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.567784, iou_loss = 0.146170, total_loss = 1.713954 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.340897, GIOU: 0.296435), Class: 0.478473, Obj: 0.017074, No Obj: 0.000477, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.125316, iou_loss = 1.600895, total_loss = 2.726210 total_bbox = 35894, rewritten_bbox = 0.295314 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413941, GIOU: 0.283747), Class: 0.492252, Obj: 0.021518, No Obj: 0.002184, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.478397, iou_loss = 0.016901, total_loss = 1.495299 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000437, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000783, iou_loss = 0.000000, total_loss = 0.000783 total_bbox = 35898, rewritten_bbox = 0.295281 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.459322, GIOU: 0.398849), Class: 0.535906, Obj: 0.033160, No Obj: 0.002497, .5R: 0.428571, .75R: 0.142857, count: 7, class_loss = 2.477019, iou_loss = 0.149243, total_loss = 2.626262 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.488886, GIOU: 0.431417), Class: 0.513247, Obj: 0.003114, No Obj: 0.000484, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.402803, iou_loss = 0.507297, total_loss = 0.910100 total_bbox = 35906, rewritten_bbox = 0.295215 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.451169, GIOU: 0.409174), Class: 0.568840, Obj: 0.051116, No Obj: 0.001836, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.325276, iou_loss = 0.032974, total_loss = 1.358251 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.476433, GIOU: 0.454471), Class: 0.756144, Obj: 0.003174, No Obj: 0.000515, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.358404, iou_loss = 0.213933, total_loss = 0.572337 total_bbox = 35911, rewritten_bbox = 0.295174 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.462016, GIOU: 0.308834), Class: 0.519751, Obj: 0.043600, No Obj: 0.002087, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.450858, iou_loss = 0.016179, total_loss = 1.467037 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000468, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000880, iou_loss = 0.000000, total_loss = 0.000880 total_bbox = 35915, rewritten_bbox = 0.295141 % Tensor Cores are disabled until the first 3000 iterations are reached. 449: 0.946688, 0.905229 avg loss, 0.000106 rate, 0.735156 seconds, 28736 images, 0.715518 hours left Loaded: 0.000038 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.442476, GIOU: 0.423805), Class: 0.520260, Obj: 0.034946, No Obj: 0.001894, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.054076, iou_loss = 0.025102, total_loss = 1.079178 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.623250, GIOU: 0.612770), Class: 0.263999, Obj: 0.001297, No Obj: 0.000451, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.937284, iou_loss = 0.660769, total_loss = 1.598054 total_bbox = 35920, rewritten_bbox = 0.295100 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.458814, GIOU: 0.326820), Class: 0.535205, Obj: 0.080314, No Obj: 0.003326, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.302021, iou_loss = 0.024906, total_loss = 1.326927 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.066676, GIOU: -0.694491), Class: 0.516545, Obj: 0.000629, No Obj: 0.000535, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.367953, iou_loss = 0.003632, total_loss = 0.371585 total_bbox = 35925, rewritten_bbox = 0.295059 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.409093, GIOU: 0.309065), Class: 0.487147, Obj: 0.016357, No Obj: 0.001721, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.144895, iou_loss = 0.061506, total_loss = 1.206401 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.286509, GIOU: 0.286509), Class: 0.546930, Obj: 0.002557, No Obj: 0.000528, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.355014, iou_loss = 0.071546, total_loss = 0.426560 total_bbox = 35929, rewritten_bbox = 0.295026 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.504805, GIOU: 0.419894), Class: 0.631270, Obj: 0.086934, No Obj: 0.003004, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.559438, iou_loss = 0.106307, total_loss = 1.665745 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.603574, GIOU: 0.603575), Class: 0.571157, Obj: 0.004724, No Obj: 0.000474, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.353048, iou_loss = 0.318004, total_loss = 0.671052 total_bbox = 35935, rewritten_bbox = 0.294977 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.231164, GIOU: 0.214538), Class: 0.581448, Obj: 0.031941, No Obj: 0.002434, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.282744, iou_loss = 0.026906, total_loss = 1.309651 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.361398, GIOU: 0.236772), Class: 0.525275, Obj: 0.001381, No Obj: 0.000457, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.427927, iou_loss = 0.073360, total_loss = 0.501286 total_bbox = 35940, rewritten_bbox = 0.294936 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.212045, GIOU: 0.105859), Class: 0.534115, Obj: 0.049596, No Obj: 0.001778, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.010617, iou_loss = 0.014849, total_loss = 1.025466 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.620387, GIOU: 0.581212), Class: 0.496725, Obj: 0.001197, No Obj: 0.000459, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.392466, iou_loss = 0.311632, total_loss = 0.704098 total_bbox = 35944, rewritten_bbox = 0.294903 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.438062, GIOU: 0.339271), Class: 0.589396, Obj: 0.027063, No Obj: 0.002975, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.641509, iou_loss = 0.067717, total_loss = 1.709226 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000575, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.003279, iou_loss = 0.000000, total_loss = 0.003279 total_bbox = 35949, rewritten_bbox = 0.294862 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.294495, GIOU: 0.144746), Class: 0.523795, Obj: 0.046846, No Obj: 0.002652, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.429158, iou_loss = 0.047591, total_loss = 2.476749 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.272553, GIOU: 0.144265), Class: 0.604907, Obj: 0.002071, No Obj: 0.000461, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.343945, iou_loss = 1.195717, total_loss = 1.539662 total_bbox = 35957, rewritten_bbox = 0.294797 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.449088, GIOU: 0.348008), Class: 0.650970, Obj: 0.103273, No Obj: 0.002588, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.896553, iou_loss = 0.031788, total_loss = 0.928341 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.803040, GIOU: 0.791536), Class: 0.395743, Obj: 0.035495, No Obj: 0.000453, .5R: 1.000000, .75R: 1.000000, count: 1, class_loss = 0.416039, iou_loss = 0.448945, total_loss = 0.864984 total_bbox = 35961, rewritten_bbox = 0.294764 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.316098, GIOU: 0.281384), Class: 0.617439, Obj: 0.030967, No Obj: 0.003328, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.306713, iou_loss = 0.022347, total_loss = 1.329060 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.376247, GIOU: 0.254159), Class: 0.507024, Obj: 0.000271, No Obj: 0.000520, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.420211, iou_loss = 0.219922, total_loss = 0.640133 total_bbox = 35966, rewritten_bbox = 0.294723 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.385855, GIOU: 0.341869), Class: 0.372456, Obj: 0.051002, No Obj: 0.002416, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.577612, iou_loss = 0.012403, total_loss = 1.590015 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.552738, GIOU: 0.540567), Class: 0.477232, Obj: 0.004414, No Obj: 0.000451, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.394655, iou_loss = 0.619973, total_loss = 1.014628 total_bbox = 35971, rewritten_bbox = 0.294682 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413223, GIOU: 0.336836), Class: 0.446549, Obj: 0.112022, No Obj: 0.003412, .5R: 0.333333, .75R: 0.166667, count: 6, class_loss = 2.310311, iou_loss = 0.167001, total_loss = 2.477312 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.282854, GIOU: 0.282854), Class: 0.268321, Obj: 0.000690, No Obj: 0.000506, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.452755, iou_loss = 0.069754, total_loss = 0.522510 total_bbox = 35978, rewritten_bbox = 0.294625 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.187734, GIOU: 0.187734), Class: 0.486796, Obj: 0.043896, No Obj: 0.002254, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.060593, iou_loss = 0.007137, total_loss = 1.067729 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000490, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001038, iou_loss = 0.000000, total_loss = 0.001038 total_bbox = 35981, rewritten_bbox = 0.294600 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.328103, GIOU: 0.320920), Class: 0.570549, Obj: 0.142074, No Obj: 0.002859, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.316420, iou_loss = 0.022454, total_loss = 1.338874 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.161260, GIOU: 0.027720), Class: 0.558229, Obj: 0.001453, No Obj: 0.000452, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.357978, iou_loss = 0.040848, total_loss = 0.398826 total_bbox = 35986, rewritten_bbox = 0.294559 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.364477, GIOU: 0.359010), Class: 0.499234, Obj: 0.031826, No Obj: 0.002690, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.579038, iou_loss = 0.078189, total_loss = 1.657227 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.528001, GIOU: 0.522240), Class: 0.226413, Obj: 0.002252, No Obj: 0.000488, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.498048, iou_loss = 0.434586, total_loss = 0.932634 total_bbox = 35991, rewritten_bbox = 0.294518 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.300755, GIOU: 0.184045), Class: 0.575016, Obj: 0.020727, No Obj: 0.002005, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.934593, iou_loss = 0.034250, total_loss = 1.968843 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.300755, GIOU: 0.298581), Class: 0.459274, Obj: 0.007689, No Obj: 0.000421, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.407208, iou_loss = 0.067486, total_loss = 0.474695 total_bbox = 35997, rewritten_bbox = 0.294469 % Tensor Cores are disabled until the first 3000 iterations are reached. 450: 0.933049, 0.908011 avg loss, 0.000107 rate, 0.753847 seconds, 28800 images, 0.715615 hours left Loaded: 0.000067 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.380392, GIOU: 0.377676), Class: 0.582772, Obj: 0.038686, No Obj: 0.002672, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.026706, iou_loss = 0.011877, total_loss = 1.038583 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.134382, GIOU: -0.362258), Class: 0.574011, Obj: 0.000308, No Obj: 0.000529, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.350435, iou_loss = 0.125087, total_loss = 0.475522 total_bbox = 36001, rewritten_bbox = 0.294436 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.322192, GIOU: 0.322192), Class: 0.438661, Obj: 0.036920, No Obj: 0.002639, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.517338, iou_loss = 0.015879, total_loss = 1.533217 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000437, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002321, iou_loss = 0.000000, total_loss = 0.002321 total_bbox = 36005, rewritten_bbox = 0.294404 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.431777, GIOU: 0.349441), Class: 0.548229, Obj: 0.052985, No Obj: 0.002819, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.383320, iou_loss = 0.049073, total_loss = 1.432392 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.210818, GIOU: 0.210818), Class: 0.509128, Obj: 0.004459, No Obj: 0.000432, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.349463, iou_loss = 0.038289, total_loss = 0.387751 total_bbox = 36010, rewritten_bbox = 0.294363 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.307465, GIOU: 0.290495), Class: 0.471503, Obj: 0.028544, No Obj: 0.002324, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.555158, iou_loss = 0.004966, total_loss = 1.560123 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.226106, GIOU: 0.226105), Class: 0.476228, Obj: 0.001106, No Obj: 0.000466, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.361397, iou_loss = 0.044418, total_loss = 0.405814 total_bbox = 36015, rewritten_bbox = 0.294322 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.508617, GIOU: 0.456296), Class: 0.482625, Obj: 0.162101, No Obj: 0.002457, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.252613, iou_loss = 0.199321, total_loss = 1.451934 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000505, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002427, iou_loss = 0.000000, total_loss = 0.002427 total_bbox = 36019, rewritten_bbox = 0.294289 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.319083, GIOU: 0.055412), Class: 0.603951, Obj: 0.148618, No Obj: 0.002958, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.138465, iou_loss = 0.016732, total_loss = 1.155198 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.310383, GIOU: 0.287324), Class: 0.434784, Obj: 0.071976, No Obj: 0.000477, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.736098, iou_loss = 0.850252, total_loss = 1.586350 total_bbox = 36025, rewritten_bbox = 0.294240 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.332667, GIOU: 0.194780), Class: 0.536333, Obj: 0.029836, No Obj: 0.002595, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.751849, iou_loss = 0.090811, total_loss = 2.842660 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000481, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001777, iou_loss = 0.000000, total_loss = 0.001777 total_bbox = 36033, rewritten_bbox = 0.294175 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.374535, GIOU: 0.314567), Class: 0.460975, Obj: 0.094862, No Obj: 0.002826, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.411426, iou_loss = 0.079578, total_loss = 1.491004 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.637767, GIOU: 0.628015), Class: 0.457573, Obj: 0.024424, No Obj: 0.000511, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.331756, iou_loss = 0.359324, total_loss = 0.691080 total_bbox = 36038, rewritten_bbox = 0.294134 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.455245, GIOU: 0.411613), Class: 0.603313, Obj: 0.015871, No Obj: 0.001924, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.753079, iou_loss = 0.022716, total_loss = 1.775795 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.438853, GIOU: 0.286919), Class: 0.443930, Obj: 0.003049, No Obj: 0.000467, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.137256, iou_loss = 1.065397, total_loss = 2.202652 total_bbox = 36046, rewritten_bbox = 0.294069 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.333181, GIOU: 0.217035), Class: 0.600474, Obj: 0.052415, No Obj: 0.002212, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.971320, iou_loss = 0.025579, total_loss = 0.996900 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.266423, GIOU: 0.083724), Class: 0.794356, Obj: 0.008020, No Obj: 0.000497, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.332960, iou_loss = 0.039079, total_loss = 0.372038 total_bbox = 36050, rewritten_bbox = 0.294036 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.259373, GIOU: 0.118826), Class: 0.434238, Obj: 0.064326, No Obj: 0.002832, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.481672, iou_loss = 0.022840, total_loss = 1.504512 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000439, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000781, iou_loss = 0.000000, total_loss = 0.000781 total_bbox = 36054, rewritten_bbox = 0.294003 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.346714, GIOU: 0.299134), Class: 0.555035, Obj: 0.046615, No Obj: 0.002676, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.046288, iou_loss = 0.022630, total_loss = 1.068918 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000467, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001234, iou_loss = 0.000000, total_loss = 0.001234 total_bbox = 36057, rewritten_bbox = 0.293979 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.231412, GIOU: 0.139378), Class: 0.514165, Obj: 0.018429, No Obj: 0.001839, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.489078, iou_loss = 0.069167, total_loss = 1.558244 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000456, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000906, iou_loss = 0.000000, total_loss = 0.000906 total_bbox = 36061, rewritten_bbox = 0.293946 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.341888, GIOU: 0.155996), Class: 0.535077, Obj: 0.042707, No Obj: 0.002669, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.469380, iou_loss = 0.056029, total_loss = 1.525409 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000545, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002361, iou_loss = 0.000000, total_loss = 0.002361 total_bbox = 36065, rewritten_bbox = 0.293914 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.475232, GIOU: 0.460913), Class: 0.603740, Obj: 0.183523, No Obj: 0.002299, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 0.857190, iou_loss = 0.105402, total_loss = 0.962592 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.329875, GIOU: 0.262535), Class: 0.380115, Obj: 0.052828, No Obj: 0.000578, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.439617, iou_loss = 0.123625, total_loss = 0.563242 total_bbox = 36069, rewritten_bbox = 0.293881 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.254430, GIOU: 0.034878), Class: 0.490698, Obj: 0.071807, No Obj: 0.002285, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.117200, iou_loss = 0.198380, total_loss = 2.315580 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000486, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001892, iou_loss = 0.000000, total_loss = 0.001892 total_bbox = 36075, rewritten_bbox = 0.293832 % Tensor Cores are disabled until the first 3000 iterations are reached. 451: 0.860961, 0.903306 avg loss, 0.000108 rate, 0.727972 seconds, 28864 images, 0.715893 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.389569, GIOU: 0.279456), Class: 0.565400, Obj: 0.087663, No Obj: 0.002909, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.848254, iou_loss = 0.042082, total_loss = 1.890336 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.423172, GIOU: 0.291734), Class: 0.568555, Obj: 0.013259, No Obj: 0.000467, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.113461, iou_loss = 0.407348, total_loss = 1.520809 total_bbox = 36083, rewritten_bbox = 0.293767 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.304031, GIOU: 0.304031), Class: 0.534936, Obj: 0.015253, No Obj: 0.002237, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.181672, iou_loss = 0.020586, total_loss = 1.202257 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.366344, GIOU: 0.313580), Class: 0.524095, Obj: 0.000469, No Obj: 0.000460, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.329631, iou_loss = 0.455276, total_loss = 0.784907 total_bbox = 36087, rewritten_bbox = 0.293735 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.266178, GIOU: 0.266178), Class: 0.468665, Obj: 0.011441, No Obj: 0.001653, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.133464, iou_loss = 0.011352, total_loss = 2.144816 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.644167, GIOU: 0.644167), Class: 0.588182, Obj: 0.001228, No Obj: 0.000422, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.366514, iou_loss = 1.138504, total_loss = 1.505018 total_bbox = 36094, rewritten_bbox = 0.293678 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.472397, GIOU: 0.414116), Class: 0.529562, Obj: 0.105003, No Obj: 0.002545, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.478017, iou_loss = 0.060007, total_loss = 1.538024 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.210275, GIOU: 0.210275), Class: 0.498104, Obj: 0.006145, No Obj: 0.000468, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.361200, iou_loss = 0.118757, total_loss = 0.479957 total_bbox = 36099, rewritten_bbox = 0.293637 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.403364, GIOU: 0.225516), Class: 0.671729, Obj: 0.015278, No Obj: 0.002314, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.655041, iou_loss = 0.002783, total_loss = 0.657824 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.429209, GIOU: 0.331935), Class: 0.483353, Obj: 0.015600, No Obj: 0.000450, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.694812, iou_loss = 0.454183, total_loss = 1.148995 total_bbox = 36103, rewritten_bbox = 0.293604 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.287657, GIOU: 0.287657), Class: 0.591777, Obj: 0.053353, No Obj: 0.002684, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.038510, iou_loss = 0.019227, total_loss = 1.057737 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.513648, GIOU: 0.457759), Class: 0.500803, Obj: 0.041450, No Obj: 0.000526, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.732237, iou_loss = 0.371302, total_loss = 1.103539 total_bbox = 36108, rewritten_bbox = 0.293564 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.444380, GIOU: 0.392885), Class: 0.691443, Obj: 0.045782, No Obj: 0.002664, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.196832, iou_loss = 0.076327, total_loss = 1.273160 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000435, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000824, iou_loss = 0.000000, total_loss = 0.000824 total_bbox = 36112, rewritten_bbox = 0.293531 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.433966, GIOU: 0.261903), Class: 0.513971, Obj: 0.012412, No Obj: 0.002008, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.059206, iou_loss = 0.140363, total_loss = 1.199569 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.473157, GIOU: 0.383068), Class: 0.587788, Obj: 0.004580, No Obj: 0.000424, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.672355, iou_loss = 0.869151, total_loss = 1.541506 total_bbox = 36117, rewritten_bbox = 0.293491 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.417536, GIOU: 0.317432), Class: 0.561339, Obj: 0.066486, No Obj: 0.002768, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.644768, iou_loss = 0.074602, total_loss = 1.719370 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000519, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001893, iou_loss = 0.000000, total_loss = 0.001893 total_bbox = 36122, rewritten_bbox = 0.293450 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.413012, GIOU: 0.255567), Class: 0.509107, Obj: 0.024106, No Obj: 0.002495, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.058106, iou_loss = 0.013161, total_loss = 1.071267 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.447765, GIOU: 0.285229), Class: 0.459092, Obj: 0.001611, No Obj: 0.000467, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.739716, iou_loss = 0.702893, total_loss = 1.442609 total_bbox = 36127, rewritten_bbox = 0.293409 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.359968, GIOU: 0.180228), Class: 0.618807, Obj: 0.077736, No Obj: 0.002031, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.002107, iou_loss = 0.034000, total_loss = 1.036107 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.217308, GIOU: 0.217308), Class: 0.491035, Obj: 0.005469, No Obj: 0.000510, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.375602, iou_loss = 0.134469, total_loss = 0.510071 total_bbox = 36131, rewritten_bbox = 0.293377 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.418419, GIOU: 0.376913), Class: 0.525019, Obj: 0.304408, No Obj: 0.002972, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.890038, iou_loss = 0.058528, total_loss = 0.948566 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.506828, GIOU: 0.488164), Class: 0.644573, Obj: 0.006968, No Obj: 0.000528, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.689673, iou_loss = 2.253315, total_loss = 3.942988 total_bbox = 36139, rewritten_bbox = 0.293312 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.471364, GIOU: 0.421690), Class: 0.564102, Obj: 0.065395, No Obj: 0.002632, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.374217, iou_loss = 0.033824, total_loss = 1.408042 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000493, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001715, iou_loss = 0.000000, total_loss = 0.001715 total_bbox = 36143, rewritten_bbox = 0.293279 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.553676, GIOU: 0.535143), Class: 0.505121, Obj: 0.024085, No Obj: 0.002191, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.687133, iou_loss = 0.017690, total_loss = 0.704823 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.399500, GIOU: 0.328599), Class: 0.318041, Obj: 0.001807, No Obj: 0.000445, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.464459, iou_loss = 0.365994, total_loss = 0.830453 total_bbox = 36146, rewritten_bbox = 0.293255 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.472238, GIOU: 0.340020), Class: 0.509802, Obj: 0.022782, No Obj: 0.001969, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.747368, iou_loss = 0.046608, total_loss = 1.793977 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.386894, GIOU: 0.205350), Class: 0.654217, Obj: 0.001233, No Obj: 0.000425, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.312961, iou_loss = 0.057032, total_loss = 0.369993 total_bbox = 36152, rewritten_bbox = 0.293206 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.510026, GIOU: 0.497010), Class: 0.641008, Obj: 0.017701, No Obj: 0.002410, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.352594, iou_loss = 0.131387, total_loss = 1.483981 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.066611, GIOU: -0.475269), Class: 0.811893, Obj: 0.002203, No Obj: 0.000439, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.328422, iou_loss = 0.001023, total_loss = 0.329445 total_bbox = 36157, rewritten_bbox = 0.293166 % Tensor Cores are disabled until the first 3000 iterations are reached. 452: 0.901109, 0.903087 avg loss, 0.000109 rate, 0.724741 seconds, 28928 images, 0.715911 hours left Loaded: 0.000036 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.522521, GIOU: 0.500932), Class: 0.458866, Obj: 0.064406, No Obj: 0.002811, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.079924, iou_loss = 0.020182, total_loss = 1.100105 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000422, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001473, iou_loss = 0.000000, total_loss = 0.001473 total_bbox = 36160, rewritten_bbox = 0.293142 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.438583, GIOU: 0.359364), Class: 0.561305, Obj: 0.042595, No Obj: 0.002122, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.240197, iou_loss = 0.094477, total_loss = 2.334674 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.451523, GIOU: 0.360873), Class: 0.407195, Obj: 0.001939, No Obj: 0.000490, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.314774, iou_loss = 0.774867, total_loss = 2.089641 total_bbox = 36169, rewritten_bbox = 0.293069 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.395597, GIOU: 0.310898), Class: 0.501981, Obj: 0.023670, No Obj: 0.002751, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.308259, iou_loss = 0.033760, total_loss = 2.342020 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000454, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000939, iou_loss = 0.000000, total_loss = 0.000939 total_bbox = 36175, rewritten_bbox = 0.293020 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382433, GIOU: 0.300814), Class: 0.588871, Obj: 0.085323, No Obj: 0.002555, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.497672, iou_loss = 0.060971, total_loss = 1.558643 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.270526, GIOU: -0.057677), Class: 0.685906, Obj: 0.001616, No Obj: 0.000478, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.296116, iou_loss = 0.024852, total_loss = 0.320968 total_bbox = 36181, rewritten_bbox = 0.292971 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.332474, GIOU: 0.232253), Class: 0.457720, Obj: 0.057025, No Obj: 0.002373, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.146908, iou_loss = 0.007914, total_loss = 1.154822 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.373004, GIOU: 0.183243), Class: 0.410904, Obj: 0.017861, No Obj: 0.000422, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.372048, iou_loss = 0.200453, total_loss = 0.572501 total_bbox = 36185, rewritten_bbox = 0.292939 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.369650, GIOU: 0.227134), Class: 0.547816, Obj: 0.052926, No Obj: 0.002396, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.352122, iou_loss = 0.059620, total_loss = 1.411742 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.215203, GIOU: 0.209562), Class: 0.473852, Obj: 0.014561, No Obj: 0.000512, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.064816, iou_loss = 0.160536, total_loss = 1.225353 total_bbox = 36192, rewritten_bbox = 0.292882 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.355345, GIOU: 0.320447), Class: 0.486466, Obj: 0.081217, No Obj: 0.002517, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.704733, iou_loss = 0.058628, total_loss = 1.763362 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000453, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002226, iou_loss = 0.000000, total_loss = 0.002226 total_bbox = 36197, rewritten_bbox = 0.292842 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.509567, GIOU: 0.461262), Class: 0.504420, Obj: 0.021927, No Obj: 0.001955, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.517599, iou_loss = 0.013080, total_loss = 1.530679 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000449, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001064, iou_loss = 0.000000, total_loss = 0.001064 total_bbox = 36201, rewritten_bbox = 0.292810 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.443180, GIOU: 0.264514), Class: 0.489578, Obj: 0.037181, No Obj: 0.002331, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.372573, iou_loss = 0.228748, total_loss = 1.601321 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.578843, GIOU: 0.515332), Class: 0.545949, Obj: 0.005800, No Obj: 0.000517, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.344143, iou_loss = 0.631544, total_loss = 0.975687 total_bbox = 36206, rewritten_bbox = 0.292769 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.287275, GIOU: 0.102942), Class: 0.440937, Obj: 0.021113, No Obj: 0.002349, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.781141, iou_loss = 0.005421, total_loss = 1.786562 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.155339, GIOU: 0.155338), Class: 0.680853, Obj: 0.000414, No Obj: 0.000444, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.343386, iou_loss = 0.065555, total_loss = 0.408941 total_bbox = 36211, rewritten_bbox = 0.292729 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.337590, GIOU: 0.315896), Class: 0.569372, Obj: 0.029126, No Obj: 0.002076, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.252424, iou_loss = 0.036830, total_loss = 1.289255 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000419, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000747, iou_loss = 0.000000, total_loss = 0.000747 total_bbox = 36215, rewritten_bbox = 0.292696 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.444332, GIOU: 0.349243), Class: 0.600200, Obj: 0.060133, No Obj: 0.002525, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.363276, iou_loss = 0.020920, total_loss = 1.384196 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.264520, GIOU: 0.133337), Class: 0.462205, Obj: 0.001757, No Obj: 0.000459, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.351162, iou_loss = 1.039091, total_loss = 1.390252 total_bbox = 36220, rewritten_bbox = 0.292656 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.458327, GIOU: 0.384924), Class: 0.505207, Obj: 0.016637, No Obj: 0.002444, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.085904, iou_loss = 0.009238, total_loss = 1.095142 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.215857, GIOU: -0.121667), Class: 0.653933, Obj: 0.001769, No Obj: 0.000428, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.667067, iou_loss = 0.321654, total_loss = 0.988721 total_bbox = 36225, rewritten_bbox = 0.292616 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.351325, GIOU: 0.206450), Class: 0.533905, Obj: 0.016179, No Obj: 0.001821, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.062077, iou_loss = 0.055382, total_loss = 1.117459 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.340839, GIOU: 0.326939), Class: 0.391521, Obj: 0.089397, No Obj: 0.000485, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.350088, iou_loss = 0.050751, total_loss = 0.400839 total_bbox = 36229, rewritten_bbox = 0.292583 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.374013, GIOU: 0.281499), Class: 0.659621, Obj: 0.097109, No Obj: 0.002003, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.580116, iou_loss = 0.004606, total_loss = 0.584722 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.632040, GIOU: 0.610254), Class: 0.463471, Obj: 0.026096, No Obj: 0.000653, .5R: 0.600000, .75R: 0.400000, count: 5, class_loss = 1.955971, iou_loss = 3.395414, total_loss = 5.351385 total_bbox = 36236, rewritten_bbox = 0.292527 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.424966, GIOU: 0.393216), Class: 0.643227, Obj: 0.111918, No Obj: 0.002513, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.265278, iou_loss = 0.187296, total_loss = 1.452574 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.455419, GIOU: 0.455419), Class: 0.528265, Obj: 0.010369, No Obj: 0.000497, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.332970, iou_loss = 0.179870, total_loss = 0.512840 total_bbox = 36241, rewritten_bbox = 0.292486 % Tensor Cores are disabled until the first 3000 iterations are reached. 453: 0.946876, 0.907466 avg loss, 0.000110 rate, 0.715680 seconds, 28992 images, 0.715895 hours left Loaded: 0.000062 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.289833, GIOU: 0.127101), Class: 0.667556, Obj: 0.035781, No Obj: 0.002308, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.458630, iou_loss = 0.010009, total_loss = 1.468639 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.495032, GIOU: 0.484771), Class: 0.532905, Obj: 0.010641, No Obj: 0.000549, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.703788, iou_loss = 2.346734, total_loss = 3.050522 total_bbox = 36247, rewritten_bbox = 0.292438 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.528593, GIOU: 0.450442), Class: 0.474627, Obj: 0.037786, No Obj: 0.002472, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.120071, iou_loss = 0.013114, total_loss = 1.133185 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.263181, GIOU: 0.091712), Class: 0.555264, Obj: 0.002491, No Obj: 0.000411, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.694350, iou_loss = 0.087202, total_loss = 0.781552 total_bbox = 36252, rewritten_bbox = 0.292398 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.277509, GIOU: 0.268566), Class: 0.591414, Obj: 0.058801, No Obj: 0.003071, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.802802, iou_loss = 0.029466, total_loss = 1.832268 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.451126, GIOU: 0.310454), Class: 0.570011, Obj: 0.021146, No Obj: 0.000498, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.643133, iou_loss = 0.403717, total_loss = 1.046850 total_bbox = 36259, rewritten_bbox = 0.292341 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.367988, GIOU: 0.267982), Class: 0.460056, Obj: 0.036098, No Obj: 0.001873, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.155301, iou_loss = 0.027051, total_loss = 1.182352 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.640657, GIOU: 0.617425), Class: 0.580296, Obj: 0.009123, No Obj: 0.000462, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.356825, iou_loss = 0.623598, total_loss = 0.980423 total_bbox = 36263, rewritten_bbox = 0.292309 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.383882, GIOU: 0.374550), Class: 0.561272, Obj: 0.074540, No Obj: 0.002411, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.379456, iou_loss = 0.061760, total_loss = 1.441217 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.609881, GIOU: 0.578782), Class: 0.437419, Obj: 0.008379, No Obj: 0.000415, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.797495, iou_loss = 0.508486, total_loss = 1.305981 total_bbox = 36269, rewritten_bbox = 0.292261 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.393602, GIOU: 0.266467), Class: 0.526488, Obj: 0.017690, No Obj: 0.001992, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.096697, iou_loss = 0.021967, total_loss = 1.118664 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.454904, GIOU: 0.454905), Class: 0.618680, Obj: 0.003262, No Obj: 0.000484, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.355315, iou_loss = 0.571973, total_loss = 0.927288 total_bbox = 36273, rewritten_bbox = 0.292228 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.422892, GIOU: 0.399418), Class: 0.527588, Obj: 0.076684, No Obj: 0.001541, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.723416, iou_loss = 0.024762, total_loss = 0.748178 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.415221, GIOU: 0.253559), Class: 0.461226, Obj: 0.003602, No Obj: 0.000490, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.539332, iou_loss = 0.693483, total_loss = 2.232814 total_bbox = 36279, rewritten_bbox = 0.292180 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.457357, GIOU: 0.365958), Class: 0.367430, Obj: 0.025518, No Obj: 0.002683, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.635654, iou_loss = 0.059100, total_loss = 1.694754 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000455, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000983, iou_loss = 0.000000, total_loss = 0.000983 total_bbox = 36283, rewritten_bbox = 0.292148 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.433278, GIOU: 0.370551), Class: 0.594682, Obj: 0.070945, No Obj: 0.002631, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.307994, iou_loss = 0.074149, total_loss = 1.382142 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.515649, GIOU: 0.421830), Class: 0.551133, Obj: 0.007013, No Obj: 0.000461, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.367154, iou_loss = 0.123947, total_loss = 0.491101 total_bbox = 36288, rewritten_bbox = 0.292108 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.270546, GIOU: 0.152314), Class: 0.658472, Obj: 0.007415, No Obj: 0.002508, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.089508, iou_loss = 0.023159, total_loss = 1.112667 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.492197, GIOU: 0.416592), Class: 0.399389, Obj: 0.031233, No Obj: 0.000558, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.863064, iou_loss = 0.359884, total_loss = 1.222948 total_bbox = 36293, rewritten_bbox = 0.292067 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.219190, GIOU: 0.129430), Class: 0.460560, Obj: 0.025110, No Obj: 0.002189, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.568045, iou_loss = 0.039929, total_loss = 1.607974 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000531, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001320, iou_loss = 0.000000, total_loss = 0.001320 total_bbox = 36297, rewritten_bbox = 0.292035 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.435650, GIOU: 0.428986), Class: 0.671380, Obj: 0.060441, No Obj: 0.002198, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.884293, iou_loss = 0.009860, total_loss = 0.894153 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.258220, GIOU: -0.084363), Class: 0.540751, Obj: 0.045046, No Obj: 0.000420, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.343209, iou_loss = 0.021818, total_loss = 0.365027 total_bbox = 36301, rewritten_bbox = 0.292003 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.585413, GIOU: 0.555746), Class: 0.478425, Obj: 0.034068, No Obj: 0.002471, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.633808, iou_loss = 0.056191, total_loss = 1.689999 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.157975, GIOU: -0.370413), Class: 0.680963, Obj: 0.002273, No Obj: 0.000441, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.330489, iou_loss = 0.007175, total_loss = 0.337664 total_bbox = 36306, rewritten_bbox = 0.291963 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.334743, GIOU: 0.334743), Class: 0.548219, Obj: 0.059239, No Obj: 0.003679, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.382134, iou_loss = 0.007638, total_loss = 1.389772 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.291067, GIOU: 0.012592), Class: 0.717418, Obj: 0.000883, No Obj: 0.000486, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.324621, iou_loss = 0.036524, total_loss = 0.361145 total_bbox = 36311, rewritten_bbox = 0.291923 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.282962, GIOU: 0.215558), Class: 0.439021, Obj: 0.023862, No Obj: 0.002359, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.612148, iou_loss = 0.005362, total_loss = 1.617510 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000475, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.008426, iou_loss = 0.000000, total_loss = 0.008426 total_bbox = 36315, rewritten_bbox = 0.291890 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.463748, GIOU: 0.373708), Class: 0.553783, Obj: 0.124841, No Obj: 0.002250, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.045016, iou_loss = 0.043236, total_loss = 1.088253 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.231300, GIOU: 0.220132), Class: 0.604254, Obj: 0.010911, No Obj: 0.000528, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.958210, iou_loss = 0.328695, total_loss = 1.286904 total_bbox = 36321, rewritten_bbox = 0.291842 % Tensor Cores are disabled until the first 3000 iterations are reached. 454: 0.921571, 0.908876 avg loss, 0.000111 rate, 0.688772 seconds, 29056 images, 0.715788 hours left Loaded: 0.000054 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.368034, GIOU: 0.341874), Class: 0.621911, Obj: 0.047143, No Obj: 0.002213, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.982983, iou_loss = 0.025694, total_loss = 1.008677 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.235757, GIOU: 0.116397), Class: 0.438533, Obj: 0.001629, No Obj: 0.000486, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 2.023506, iou_loss = 4.263137, total_loss = 6.286643 total_bbox = 36329, rewritten_bbox = 0.291778 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.218292, GIOU: 0.014839), Class: 0.555885, Obj: 0.055707, No Obj: 0.002531, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.060397, iou_loss = 0.018384, total_loss = 2.078781 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000442, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001566, iou_loss = 0.000000, total_loss = 0.001566 total_bbox = 36335, rewritten_bbox = 0.291730 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.399860, GIOU: 0.283544), Class: 0.594411, Obj: 0.075524, No Obj: 0.002229, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.279843, iou_loss = 0.042715, total_loss = 1.322557 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000461, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001013, iou_loss = 0.000000, total_loss = 0.001013 total_bbox = 36339, rewritten_bbox = 0.291698 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.361668, GIOU: 0.165717), Class: 0.489560, Obj: 0.010104, No Obj: 0.002368, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 2.054306, iou_loss = 0.114921, total_loss = 2.169227 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000450, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001963, iou_loss = 0.000000, total_loss = 0.001963 total_bbox = 36344, rewritten_bbox = 0.291658 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.395978, GIOU: 0.291087), Class: 0.607750, Obj: 0.041498, No Obj: 0.001765, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.301261, iou_loss = 0.027376, total_loss = 1.328637 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.242756, GIOU: -0.005808), Class: 0.523381, Obj: 0.003267, No Obj: 0.000447, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.723351, iou_loss = 2.130354, total_loss = 2.853704 total_bbox = 36350, rewritten_bbox = 0.291609 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.372024, GIOU: 0.280715), Class: 0.511337, Obj: 0.041736, No Obj: 0.002360, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.813828, iou_loss = 0.069048, total_loss = 1.882876 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000463, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002995, iou_loss = 0.000000, total_loss = 0.002995 total_bbox = 36355, rewritten_bbox = 0.291569 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.345608, GIOU: 0.316262), Class: 0.603260, Obj: 0.199942, No Obj: 0.003525, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.160330, iou_loss = 0.020293, total_loss = 1.180624 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.122953, GIOU: -0.213046), Class: 0.528035, Obj: 0.001757, No Obj: 0.000434, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.338049, iou_loss = 0.008306, total_loss = 0.346355 total_bbox = 36360, rewritten_bbox = 0.291529 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.471903, GIOU: 0.420505), Class: 0.541244, Obj: 0.025439, No Obj: 0.002440, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.434654, iou_loss = 0.048081, total_loss = 1.482735 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.483115, GIOU: 0.360018), Class: 0.492274, Obj: 0.000740, No Obj: 0.000466, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.779385, iou_loss = 0.908603, total_loss = 1.687988 total_bbox = 36366, rewritten_bbox = 0.291481 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.382534, GIOU: 0.302253), Class: 0.508301, Obj: 0.003378, No Obj: 0.002440, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.071649, iou_loss = 0.031812, total_loss = 1.103461 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.593136, GIOU: 0.588403), Class: 0.499791, Obj: 0.025869, No Obj: 0.000508, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.412906, iou_loss = 0.338397, total_loss = 0.751303 total_bbox = 36370, rewritten_bbox = 0.291449 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344455, GIOU: 0.330460), Class: 0.571433, Obj: 0.025207, No Obj: 0.002144, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.986080, iou_loss = 0.006291, total_loss = 0.992371 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.540162, GIOU: 0.496634), Class: 0.537301, Obj: 0.010378, No Obj: 0.000523, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.335697, iou_loss = 0.222809, total_loss = 0.558506 total_bbox = 36374, rewritten_bbox = 0.291417 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.397223, GIOU: 0.289772), Class: 0.399419, Obj: 0.040572, No Obj: 0.002379, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.563848, iou_loss = 0.011784, total_loss = 1.575632 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000423, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000925, iou_loss = 0.000000, total_loss = 0.000925 total_bbox = 36378, rewritten_bbox = 0.291385 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.300858, GIOU: 0.179163), Class: 0.543743, Obj: 0.159066, No Obj: 0.003117, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.193154, iou_loss = 0.036266, total_loss = 1.229421 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.392181, GIOU: 0.277425), Class: 0.514434, Obj: 0.046487, No Obj: 0.000556, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.342696, iou_loss = 0.680588, total_loss = 1.023284 total_bbox = 36383, rewritten_bbox = 0.291345 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.338635, GIOU: 0.248469), Class: 0.502284, Obj: 0.053260, No Obj: 0.002169, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.698027, iou_loss = 0.030760, total_loss = 0.728787 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.594382, GIOU: 0.589674), Class: 0.212996, Obj: 0.008311, No Obj: 0.000449, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.436911, iou_loss = 0.397503, total_loss = 0.834414 total_bbox = 36386, rewritten_bbox = 0.291321 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.258682, GIOU: 0.251614), Class: 0.532966, Obj: 0.011176, No Obj: 0.002075, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.875561, iou_loss = 0.058536, total_loss = 1.934097 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000498, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.006318, iou_loss = 0.000000, total_loss = 0.006318 total_bbox = 36391, rewritten_bbox = 0.291281 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.464082, GIOU: 0.412935), Class: 0.629698, Obj: 0.104599, No Obj: 0.002530, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.217059, iou_loss = 0.050054, total_loss = 1.267113 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.336116, GIOU: 0.191672), Class: 0.522531, Obj: 0.009946, No Obj: 0.000451, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.675467, iou_loss = 0.410606, total_loss = 1.086073 total_bbox = 36397, rewritten_bbox = 0.291233 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.522834, GIOU: 0.515396), Class: 0.458655, Obj: 0.039531, No Obj: 0.002521, .5R: 0.400000, .75R: 0.400000, count: 5, class_loss = 1.904527, iou_loss = 0.072904, total_loss = 1.977430 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.536120, GIOU: 0.461716), Class: 0.670009, Obj: 0.017874, No Obj: 0.000494, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.349535, iou_loss = 0.166923, total_loss = 0.516458 total_bbox = 36403, rewritten_bbox = 0.291185 % Tensor Cores are disabled until the first 3000 iterations are reached. 455: 0.915920, 0.909581 avg loss, 0.000112 rate, 0.688398 seconds, 29120 images, 0.715416 hours left Loaded: 0.000062 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.322509, GIOU: 0.275437), Class: 0.402646, Obj: 0.084087, No Obj: 0.002768, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.618708, iou_loss = 0.039608, total_loss = 1.658317 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000508, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.005096, iou_loss = 0.000000, total_loss = 0.005096 total_bbox = 36407, rewritten_bbox = 0.291153 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.429379, GIOU: 0.346886), Class: 0.504240, Obj: 0.062664, No Obj: 0.002534, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.746793, iou_loss = 0.167186, total_loss = 1.913979 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000515, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.007796, iou_loss = 0.000000, total_loss = 0.007796 total_bbox = 36412, rewritten_bbox = 0.291113 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.458246, GIOU: 0.434323), Class: 0.574990, Obj: 0.073394, No Obj: 0.002298, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 0.917068, iou_loss = 0.009532, total_loss = 0.926600 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.086277, GIOU: 0.086276), Class: 0.411742, Obj: 0.000588, No Obj: 0.000451, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.407644, iou_loss = 0.020000, total_loss = 0.427644 total_bbox = 36416, rewritten_bbox = 0.291081 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.336905, GIOU: 0.310073), Class: 0.584888, Obj: 0.031557, No Obj: 0.002449, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.415574, iou_loss = 0.032817, total_loss = 1.448392 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000444, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.002337, iou_loss = 0.000000, total_loss = 0.002337 total_bbox = 36420, rewritten_bbox = 0.291049 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.444312, GIOU: 0.411455), Class: 0.668506, Obj: 0.085538, No Obj: 0.002456, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.501477, iou_loss = 0.082991, total_loss = 1.584467 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000432, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.000807, iou_loss = 0.000000, total_loss = 0.000807 total_bbox = 36425, rewritten_bbox = 0.291009 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.353780, GIOU: 0.281061), Class: 0.426866, Obj: 0.179680, No Obj: 0.002848, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.646065, iou_loss = 0.008807, total_loss = 0.654872 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.348564, GIOU: 0.314536), Class: 0.559629, Obj: 0.001693, No Obj: 0.000458, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.715602, iou_loss = 0.983099, total_loss = 1.698701 total_bbox = 36429, rewritten_bbox = 0.290977 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.289066, GIOU: 0.126059), Class: 0.546020, Obj: 0.028603, No Obj: 0.002059, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.088302, iou_loss = 0.011871, total_loss = 1.100173 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.271435, GIOU: 0.154148), Class: 0.462103, Obj: 0.000427, No Obj: 0.000384, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.519102, iou_loss = 0.449516, total_loss = 1.968619 total_bbox = 36436, rewritten_bbox = 0.290921 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.245482, GIOU: 0.154609), Class: 0.563875, Obj: 0.096483, No Obj: 0.002956, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.956289, iou_loss = 0.005552, total_loss = 0.961841 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: -0.408296), Class: 0.544232, Obj: 0.000343, No Obj: 0.000425, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.418112, iou_loss = 0.350844, total_loss = 0.768956 total_bbox = 36440, rewritten_bbox = 0.290889 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 30 Avg (IOU: 0.344600, GIOU: 0.262897), Class: 0.396470, Obj: 0.042405, No Obj: 0.002378, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.502419, iou_loss = 0.019614, total_loss = 1.522033 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 37 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.000473, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.001401, iou_loss = 0.000000, total_loss = 0.001401 total_bbox = 36444, rewritten_bbox = 0.290857 %
from torch_snippets import Glob, stem, show, read
# upload your own images to a folder
image_paths = Glob('images-of-trucks-and-busses')
for f in image_paths:
!./darknet detector test data/obj.data cfg/yolov4-tiny-bus-trucks.cfg\
backup/yolov4-tiny-bus-trucks_4000.weights {f}
!mv predictions.jpg {stem(f)}_pred.jpg
for i in Glob('*_pred.jpg', silent=True):
show(read(i, 1), sz=20)2020-11-09 03:24:37.260 | INFO | torch_snippets.loader:Glob:181 - 3 files found at pred_*.png