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b/dataset/plastic/plastic99.jpg differ diff --git a/snn/nn_train.py b/snn/nn_train.py new file mode 100644 index 0000000..453bd66 --- /dev/null +++ b/snn/nn_train.py @@ -0,0 +1,25 @@ +#niepotrzebny plik, bo algorytm już został wytrenowany na Google Colab +from fastai.vision.all import * + +DATASET_PATH = Path('../dataset') + +glass_train = (DATASET_PATH/'glass').ls().sorted() +plastic_train = (DATASET_PATH/'plastic').ls().sorted() +paper_train = (DATASET_PATH/'paper').ls().sorted() +others_train = (DATASET_PATH/'others').ls().sorted() + +trash_datablock = DataBlock( + get_items=get_image_files, + get_y=parent_label, + blocks=(ImageBlock, CategoryBlock), + item_tfms=RandomResizedCrop(224, min_scale=0.3), + splitter=RandomSplitter(valid_pct=0.2, seed=100), + batch_tfms=aug_transforms(mult=2) + ) + +dls = trash_datablock.dataloaders(os.path.join(Path(os.getcwd()), DATASET_PATH), num_workers=0, bs=32) + +learn = vision_learner(dls, resnet34, metrics=error_rate) +learn.fine_tune(4) +learn.show_results() +learn.export() \ No newline at end of file