Computer_Vision/Chapter05/age_gender_torch_snippets.ipynb
2024-02-13 03:34:51 +01:00

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{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/github/PacktPublishing/Hands-On-Computer-Vision-with-PyTorch/blob/master/Chapter05/age_gender_torch_snippets.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "bZVyS3nCku1o"
},
"source": [
"from pydrive.auth import GoogleAuth\n",
"from pydrive.drive import GoogleDrive\n",
"from google.colab import auth\n",
"from oauth2client.client import GoogleCredentials\n",
"\n",
"auth.authenticate_user()\n",
"gauth = GoogleAuth()\n",
"gauth.credentials = GoogleCredentials.get_application_default()\n",
"drive = GoogleDrive(gauth)\n",
"\n",
"def getFile_from_drive( file_id, name ):\n",
" downloaded = drive.CreateFile({'id': file_id})\n",
" downloaded.GetContentFile(name)\n",
"\n",
"getFile_from_drive('1Z1RqRo0_JiavaZw2yzZG6WETdZQ8qX86', 'fairface-img-margin025-trainval.zip')\n",
"getFile_from_drive('1k5vvyREmHDW5TSM9QgB04Bvc8C8_7dl-', 'fairface-label-train.csv')\n",
"getFile_from_drive('1_rtz1M1zhvS0d5vVoXUamnohB6cJ02iJ', 'fairface-label-val.csv')\n",
"\n",
"!unzip -qq fairface-img-margin025-trainval.zip"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "NK77ld3gkyvk",
"outputId": "faecbc74-51e1-4ae7-8d73-a3d4becaa1f0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 805
}
},
"source": [
"!pip install torch_snippets\n",
"from torch_snippets import *\n",
"\n",
"trn_df = pd.read_csv('fairface-label-train.csv')\n",
"val_df = pd.read_csv('fairface-label-val.csv')\n",
"trn_df.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Collecting torch_snippets\n",
" Downloading https://files.pythonhosted.org/packages/e5/57/7d513a66ffc00d1495c8a8eeac8754b42233d8a68aa565077db8939b0452/torch_snippets-0.235-py3-none-any.whl\n",
"Requirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (3.2.2)\n",
"Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (1.1.4)\n",
"Collecting loguru\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/6d/48/0a7d5847e3de329f1d0134baf707b689700b53bd3066a5a8cfd94b3c9fc8/loguru-0.5.3-py3-none-any.whl (57kB)\n",
"\u001b[K |████████████████████████████████| 61kB 4.3MB/s \n",
"\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (1.18.5)\n",
"Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (4.41.1)\n",
"Collecting opencv-python-headless\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/08/e9/57d869561389884136be65a2d1bc038fe50171e2ba348fda269a4aab8032/opencv_python_headless-4.4.0.46-cp36-cp36m-manylinux2014_x86_64.whl (36.7MB)\n",
"\u001b[K |████████████████████████████████| 36.7MB 84kB/s \n",
"\u001b[?25hRequirement already satisfied: dill in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (0.3.3)\n",
"Requirement already satisfied: Pillow in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (7.0.0)\n",
"Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->torch_snippets) (2.8.1)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->torch_snippets) (0.10.0)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->torch_snippets) (1.3.1)\n",
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->torch_snippets) (2.4.7)\n",
"Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas->torch_snippets) (2018.9)\n",
"Collecting aiocontextvars>=0.2.0; python_version < \"3.7\"\n",
" Downloading https://files.pythonhosted.org/packages/db/c1/7a723e8d988de0a2e623927396e54b6831b68cb80dce468c945b849a9385/aiocontextvars-0.2.2-py2.py3-none-any.whl\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.1->matplotlib->torch_snippets) (1.15.0)\n",
"Collecting contextvars==2.4; python_version < \"3.7\"\n",
" Downloading https://files.pythonhosted.org/packages/83/96/55b82d9f13763be9d672622e1b8106c85acb83edd7cc2fa5bc67cd9877e9/contextvars-2.4.tar.gz\n",
"Collecting immutables>=0.9\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/99/e0/ea6fd4697120327d26773b5a84853f897a68e33d3f9376b00a8ff96e4f63/immutables-0.14-cp36-cp36m-manylinux1_x86_64.whl (98kB)\n",
"\u001b[K |████████████████████████████████| 102kB 13.5MB/s \n",
"\u001b[?25hBuilding wheels for collected packages: contextvars\n",
" Building wheel for contextvars (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for contextvars: filename=contextvars-2.4-cp36-none-any.whl size=7666 sha256=8739abbc29c7cccf1228c26f5f6c1f8f85fd05588ecd8af21af7ef90e86b8876\n",
" Stored in directory: /root/.cache/pip/wheels/a5/7d/68/1ebae2668bda2228686e3c1cf16f2c2384cea6e9334ad5f6de\n",
"Successfully built contextvars\n",
"Installing collected packages: immutables, contextvars, aiocontextvars, loguru, opencv-python-headless, torch-snippets\n",
"Successfully installed aiocontextvars-0.2.2 contextvars-2.4 immutables-0.14 loguru-0.5.3 opencv-python-headless-4.4.0.46 torch-snippets-0.235\n"
],
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>file</th>\n",
" <th>age</th>\n",
" <th>gender</th>\n",
" <th>race</th>\n",
" <th>service_test</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>train/1.jpg</td>\n",
" <td>59</td>\n",
" <td>Male</td>\n",
" <td>East Asian</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>train/2.jpg</td>\n",
" <td>39</td>\n",
" <td>Female</td>\n",
" <td>Indian</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>train/3.jpg</td>\n",
" <td>11</td>\n",
" <td>Female</td>\n",
" <td>Black</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>train/4.jpg</td>\n",
" <td>26</td>\n",
" <td>Female</td>\n",
" <td>Indian</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>train/5.jpg</td>\n",
" <td>26</td>\n",
" <td>Female</td>\n",
" <td>Indian</td>\n",
" <td>True</td>\n",
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"text/plain": [
" file age gender race service_test\n",
"0 train/1.jpg 59 Male East Asian True\n",
"1 train/2.jpg 39 Female Indian False\n",
"2 train/3.jpg 11 Female Black False\n",
"3 train/4.jpg 26 Female Indian True\n",
"4 train/5.jpg 26 Female Indian True"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "XVOL0emTljbq"
},
"source": [
"IMAGE_SIZE = 224\n",
"class GenderAgeClass(Dataset):\n",
" def __init__(self, df, tfms=None):\n",
" self.df = df\n",
" self.normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
" def __len__(self): return len(self.df)\n",
" def __getitem__(self, ix):\n",
" f = self.df.iloc[ix].squeeze()\n",
" file = f.file\n",
" gen = f.gender == 'Female'\n",
" age = f.age\n",
" im = read(file, 1)\n",
" return im, age, gen\n",
"\n",
" def preprocess_image(self, im):\n",
" im = resize(im, IMAGE_SIZE)\n",
" im = torch.tensor(im).permute(2,0,1)\n",
" im = self.normalize(im/255.)\n",
" return im[None]\n",
"\n",
" def collate_fn(self, batch):\n",
" 'preprocess images, ages and genders'\n",
" ims, ages, genders = [], [], []\n",
" for im, age, gender in batch:\n",
" im = self.preprocess_image(im)\n",
" ims.append(im)\n",
"\n",
" ages.append(float(int(age)/80))\n",
" genders.append(float(gender))\n",
"\n",
" ages, genders = [torch.tensor(x).to(device).float() for x in [ages, genders]]\n",
" ims = torch.cat(ims).to(device)\n",
"\n",
" return ims, ages, genders"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "eJEiuBhlnPd-",
"outputId": "700b6a74-dd7c-4cf7-9af5-c48428e0ea58",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 334
}
},
"source": [
"trn = GenderAgeClass(trn_df)\n",
"val = GenderAgeClass(val_df)\n",
"im, gen, age = trn[0]\n",
"show(im, title=f'Gender: {gen}\\nAge: {age}', sz=5)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "PCtYZiakx3zQ",
"outputId": "bef72300-8e2b-4855-bf7d-44f29b4d68a5",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"source": [
"train_loader = DataLoader(trn, batch_size=32, shuffle=True, drop_last=True, collate_fn=trn.collate_fn)\n",
"test_loader = DataLoader(val, batch_size=32, collate_fn=val.collate_fn)\n",
"\n",
"ims, gens, ages = next(iter(train_loader))\n",
"inspect(ims, gens, ages)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"==================================================================\n",
"Tensor\tShape: torch.Size([32, 3, 224, 224])\tMin: -2.118\tMax: 2.640\tMean: -0.403\tdtype: torch.float32\n",
"==================================================================\n",
"Tensor\tShape: torch.Size([32])\tMin: 0.000\tMax: 0.762\tMean: 0.345\tdtype: torch.float32\n",
"==================================================================\n",
"Tensor\tShape: torch.Size([32])\tMin: 0.000\tMax: 1.000\tMean: 0.438\tdtype: torch.float32\n",
"==================================================================\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "nvj3Nb6_ngim",
"outputId": "f2c80e5a-c153-4ee4-f926-c4cfa7f9b3f0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 84,
"referenced_widgets": [
"4106f4a1d2754a809c11c8bb4de6360d",
"05b1cdef52914b6db88e28e282e55a11",
"2b46911d47804a1dbc0a0222fe339bb9",
"3a3e1bc916d4470ca8be8a86ab4e5c8e",
"80ec3c8efb3a4b7da681eb04b28bc765",
"cdc1f797029b4171b2826091a02c0319",
"67d5bc082e4041bc8587d45023e987b6",
"776ceea8083a48de94f6d21328c6bf5e"
]
}
},
"source": [
"from torchvision import models\n",
"def get_model():\n",
" model = models.vgg16(pretrained = True)\n",
" # Freeze parameters so we don't backprop through them\n",
" for param in model.parameters():\n",
" param.requires_grad = False\n",
" model.avgpool = nn.Sequential(\n",
" nn.Conv2d(512,512, kernel_size=3),\n",
" nn.MaxPool2d(2),\n",
" nn.ReLU(),\n",
" nn.Flatten()\n",
" )\n",
" class ageGenderClassifier(nn.Module):\n",
" def __init__(self):\n",
" super(ageGenderClassifier, self).__init__()\n",
" self.intermediate = nn.Sequential(\n",
" nn.Linear(2048,512),\n",
" nn.ReLU(),\n",
" nn.Dropout(0.4),\n",
" nn.Linear(512,128),\n",
" nn.ReLU(),\n",
" nn.Dropout(0.4),\n",
" nn.Linear(128,64),\n",
" nn.ReLU(),\n",
" )\n",
" self.age_classifier = nn.Sequential(\n",
" nn.Linear(64, 1),\n",
" nn.Sigmoid()\n",
" )\n",
" self.gender_classifier = nn.Sequential(\n",
" nn.Linear(64, 1),\n",
" nn.Sigmoid()\n",
" )\n",
" def forward(self, x):\n",
" x = self.intermediate(x)\n",
" age = self.age_classifier(x)\n",
" gender = self.gender_classifier(x)\n",
" return gender, age\n",
" \n",
" model.classifier = ageGenderClassifier()\n",
" \n",
" gender_criterion = nn.BCELoss()\n",
" age_criterion = nn.L1Loss()\n",
" loss_functions = gender_criterion, age_criterion\n",
" optimizer = torch.optim.Adam(model.parameters(), lr= 1e-4)\n",
" \n",
" return model.to(device), loss_functions, optimizer\n",
"\n",
"model, loss_functions, optimizer = get_model()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Downloading: \"https://download.pytorch.org/models/vgg16-397923af.pth\" to /root/.cache/torch/hub/checkpoints/vgg16-397923af.pth\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4106f4a1d2754a809c11c8bb4de6360d",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, max=553433881.0), HTML(value='')))"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "XceUr1tWoJEL",
"outputId": "a00af58f-8adf-4084-8c5b-d5f3689ed8d4",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"source": [
"!pip install torchsummary\n",
"from torchsummary import summary\n",
"summary(model, input_size=(3,224,224), device=device)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: torchsummary in /usr/local/lib/python3.6/dist-packages (1.5.1)\n",
"----------------------------------------------------------------\n",
" Layer (type) Output Shape Param #\n",
"================================================================\n",
" Conv2d-1 [-1, 64, 224, 224] 1,792\n",
" ReLU-2 [-1, 64, 224, 224] 0\n",
" Conv2d-3 [-1, 64, 224, 224] 36,928\n",
" ReLU-4 [-1, 64, 224, 224] 0\n",
" MaxPool2d-5 [-1, 64, 112, 112] 0\n",
" Conv2d-6 [-1, 128, 112, 112] 73,856\n",
" ReLU-7 [-1, 128, 112, 112] 0\n",
" Conv2d-8 [-1, 128, 112, 112] 147,584\n",
" ReLU-9 [-1, 128, 112, 112] 0\n",
" MaxPool2d-10 [-1, 128, 56, 56] 0\n",
" Conv2d-11 [-1, 256, 56, 56] 295,168\n",
" ReLU-12 [-1, 256, 56, 56] 0\n",
" Conv2d-13 [-1, 256, 56, 56] 590,080\n",
" ReLU-14 [-1, 256, 56, 56] 0\n",
" Conv2d-15 [-1, 256, 56, 56] 590,080\n",
" ReLU-16 [-1, 256, 56, 56] 0\n",
" MaxPool2d-17 [-1, 256, 28, 28] 0\n",
" Conv2d-18 [-1, 512, 28, 28] 1,180,160\n",
" ReLU-19 [-1, 512, 28, 28] 0\n",
" Conv2d-20 [-1, 512, 28, 28] 2,359,808\n",
" ReLU-21 [-1, 512, 28, 28] 0\n",
" Conv2d-22 [-1, 512, 28, 28] 2,359,808\n",
" ReLU-23 [-1, 512, 28, 28] 0\n",
" MaxPool2d-24 [-1, 512, 14, 14] 0\n",
" Conv2d-25 [-1, 512, 14, 14] 2,359,808\n",
" ReLU-26 [-1, 512, 14, 14] 0\n",
" Conv2d-27 [-1, 512, 14, 14] 2,359,808\n",
" ReLU-28 [-1, 512, 14, 14] 0\n",
" Conv2d-29 [-1, 512, 14, 14] 2,359,808\n",
" ReLU-30 [-1, 512, 14, 14] 0\n",
" MaxPool2d-31 [-1, 512, 7, 7] 0\n",
" Conv2d-32 [-1, 512, 5, 5] 2,359,808\n",
" MaxPool2d-33 [-1, 512, 2, 2] 0\n",
" ReLU-34 [-1, 512, 2, 2] 0\n",
" Flatten-35 [-1, 2048] 0\n",
" Linear-36 [-1, 512] 1,049,088\n",
" ReLU-37 [-1, 512] 0\n",
" Dropout-38 [-1, 512] 0\n",
" Linear-39 [-1, 128] 65,664\n",
" ReLU-40 [-1, 128] 0\n",
" Dropout-41 [-1, 128] 0\n",
" Linear-42 [-1, 64] 8,256\n",
" ReLU-43 [-1, 64] 0\n",
" Linear-44 [-1, 1] 65\n",
" Sigmoid-45 [-1, 1] 0\n",
" Linear-46 [-1, 1] 65\n",
" Sigmoid-47 [-1, 1] 0\n",
"ageGenderClassifier-48 [[-1, 1], [-1, 1]] 0\n",
"================================================================\n",
"Total params: 18,197,634\n",
"Trainable params: 3,482,946\n",
"Non-trainable params: 14,714,688\n",
"----------------------------------------------------------------\n",
"Input size (MB): 0.57\n",
"Forward/backward pass size (MB): 218.55\n",
"Params size (MB): 69.42\n",
"Estimated Total Size (MB): 288.55\n",
"----------------------------------------------------------------\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "aJoiV7T2oMRc"
},
"source": [
"def train_batch(data, model, optimizer, criteria):\n",
" model.train()\n",
" ims, age, gender = data\n",
" optimizer.zero_grad()\n",
" pred_gender, pred_age = model(ims) \n",
" gender_criterion, age_criterion = criteria\n",
" gender_loss = gender_criterion(pred_gender.squeeze(), gender)\n",
" age_loss = age_criterion(pred_age.squeeze(), age)\n",
" total_loss = gender_loss + age_loss\n",
" total_loss.backward()\n",
" optimizer.step()\n",
" return total_loss\n",
"\n",
"def validate_batch(data, model, criteria):\n",
" model.eval()\n",
" ims, age, gender = data\n",
" with torch.no_grad():\n",
" pred_gender, pred_age = model(ims)\n",
" gender_criterion, age_criterion = criteria\n",
" gender_loss = gender_criterion(pred_gender.squeeze(), gender)\n",
" age_loss = age_criterion(pred_age.squeeze(), age)\n",
" total_loss = gender_loss + age_loss\n",
" pred_gender = (pred_gender > 0.5).squeeze()\n",
" gender_acc = (pred_gender == gender).float().sum()\n",
" age_mae = torch.abs(age - pred_age).float().sum()\n",
" return total_loss, gender_acc, age_mae"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "uhbO3pA0oTuc",
"outputId": "18a69635-95fd-400a-b8a0-104b65d5c06b",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"source": [
"model, criterion, optimizer = get_model()\n",
"n_epochs = 5\n",
"log = Report(n_epochs)\n",
"for epoch in range(n_epochs):\n",
" N = len(train_loader)\n",
" for ix, data in enumerate(train_loader):\n",
" if ix==N: break\n",
" total_loss = train_batch(data, model, optimizer, criterion)\n",
" log.record(epoch+(ix+1)/N, trn_loss=total_loss, end='\\r')\n",
"\n",
" N = len(test_loader)\n",
" for ix, data in enumerate(test_loader):\n",
" if ix==N: break\n",
" total_loss, gender_acc, age_mae = validate_batch(data, model, criterion)\n",
" gender_acc /= len(data[0])\n",
" age_mae /= len(data[0])\n",
" log.record(epoch+(ix+1)/N, val_loss=total_loss, val_gender_acc=gender_acc, val_age_mae=age_mae, end='\\r')\n",
" log.report_avgs(epoch+1)\n",
"log.plot_epochs(['trn_loss','val_loss'])"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"EPOCH: 1.000\ttrn_loss: 0.551\tval_loss: 0.465\tval_gender_acc: 0.834\tval_age_mae: 6.238\t(779.37s - 3117.47s remaining)\n",
"EPOCH: 2.000\ttrn_loss: 0.401\tval_loss: 0.444\tval_gender_acc: 0.847\tval_age_mae: 6.229\t(1555.70s - 2333.56s remaining)\n",
"EPOCH: 3.000\ttrn_loss: 0.284\tval_loss: 0.493\tval_gender_acc: 0.846\tval_age_mae: 6.340\t(2335.09s - 1556.73s remaining)\n",
"EPOCH: 4.000\ttrn_loss: 0.198\tval_loss: 0.655\tval_gender_acc: 0.842\tval_age_mae: 6.339\t(3110.83s - 777.71s remaining)\n",
"EPOCH: 4.994\tval_loss: 0.375\tval_gender_acc: 0.969\tval_age_mae: 6.541\t(3887.91s - 4.54s remaining)"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
" 0%| | 0/6 [00:00<?, ?it/s]/usr/local/lib/python3.6/dist-packages/numpy/core/fromnumeric.py:3335: RuntimeWarning: Mean of empty slice.\n",
" out=out, **kwargs)\n",
"/usr/local/lib/python3.6/dist-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n",
" ret = ret.dtype.type(ret / rcount)\n",
"100%|██████████| 6/6 [00:00<00:00, 291.40it/s]"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"\rEPOCH: 4.997\tval_loss: 1.030\tval_gender_acc: 0.844\tval_age_mae: 7.533\t(3888.16s - 2.27s remaining)\rEPOCH: 5.000\tval_loss: 0.171\tval_gender_acc: 0.900\tval_age_mae: 1.977\t(3888.25s - 0.00s remaining)\rEPOCH: 5.000\ttrn_loss: 0.157\tval_loss: 0.733\tval_gender_acc: 0.847\tval_age_mae: 6.322\t(3888.25s - 0.00s remaining)\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
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/XyVRBVASFxHxbYWFkPE05GyES16Dque4HZH4EA2ni4j4qoN5MHYgTH0WPEFOzXORYtQTFxHxRdkbYPQA2L4cejwNHW7X9W/5DSVxERFfU5APH14Ce3fCtZ/CORe4HZH4KCVxERFfExQMfV6EyHioWt/taMSHKYmLiPiCgnz47yNO4k69C5LPczsi8QOa2CYi4rb92TDqSpj1qlPMRaSE1BMXEXHTzjUw+mrYnQl9hkPrG9yOSPyIkriIiFsO5MA7Fzqzzq//DySluh2R+BklcRERt4RHQ8+noXZHiK3jdjTih3RNXESkLOUfgvH3wM//dbabX60ELmdNSVxEpKzs3Qkf9oN578GWRW5HIwFAw+kiImVh61KnAtve7XD5O5DS3+2IJAAoiYuIeNuutfBOdwiPgkEToGZrtyOSAKEkLiLibZXrwnn3Q/NrICre7WgkgOiauIiINxzeD+Pugp0/O7eQdblfCVxKnXriIiKlbc9mGHMNbF4INVup/rl4jZK4iEhpyprnJPBDeXD1KGh4sdsRSQBTEhcRKS0bZjm3kEVUh4HfQ40mbkckAU5JXESktMS3gNY3wnl/hUpV3Y5GygFNbBMR+SMO5sKEB2D/bggJh4ueUQKXMuPVJG6M6WmMWWWMWWOMGXqKY640xiw3xiwzxozyZjwiIqVqd6Zz//ect2H9TLejkXLIa8PpxpggYARwIZAFzDHGjLPWLi92TH3gISDVWrvbGFPdW/GIiJSqzGnwyUCwBXDd51Av3e2IpBzyZk+8HbDGWrvOWnsIGAP0O+GYW4ER1trdANba7V6MR0SkdKwY70xgq1gFbp2sBC6u8WYSrwlsLLadVbSvuAZAA2PMdGPMLGNMTy/GIyJSOhLbQsqVcMsPUKWe29FIOWastd45sTH9gZ7W2luKtgcC7a21Q4od8zVwGLgSSASmAinW2uwTznUbcBtAjRo1Wo8ZM6bU4szLyyMiIqLUzucmtcU3BUpbAqUdcHZtCT6cR2LWODKTrgIT5KXIzlygfF0CpR1Q+m1JT0+fZ61tc7LXvHmL2SagVrHtxKJ9xWUBs621h4FfjDGrgfrAnOIHWWvfBN4EaNOmjU1LSyu1IDMyMijN87lJbfFNgdKWQGkHnEVbdqyG0VdD9gaSLrwNEk/6+9QVgfJ1CZR2QNm2xZvD6XOA+saYZGNMKHA1MO6EY74C0gCMMVVxhtfXeTEmEZEz8/MP8PYFcHAP3Pi1TyVwEa8lcWttPjAEmAisAMZaa5cZY54wxvQtOmwisMsYsxyYDPzVWrvLWzGJiJyReR/AqCsgprYzga12B7cjEjmOVyu2WWsnABNO2PdosecWuK/oISLiW+KaQtP+0OdFCK3kdjQiv6GKbSIixeVthznvOM9rtobL31ICF5+l2ukiIkdsWQyjB8C+XVC/O8TUOv17RFyknriICMDycfBuD8DCTd8pgYtfUBIXEfnpBRg70Fk69NbJkNDC7YhESkTD6SIi0YnQfAD0ftFZiUzET6gnLiLlU04WrPrWed7sSrj0dSVw8TtK4iJS7kTlrII30+E/g+FgntvhiJw1JXERKV8WjqbFwochtCLc+A2EBUa9bimfdE1cRMoHa+G/j8KM4eTEpBB76zioWNntqET+ECVxESkfjAHjgba3sLjCRXRVApcAoCQuIoHt13WwPxtqtoILHgdjsBkZLgclUjp0TVxEAte6KfDW+fDVHVBY6PTGRQKIkriIBKb/vQUjL4VK1WHAKPDo150EHg2ni0hgKTgM3z4Ic9+B+j3g8rchPMrtqES8QklcRAKL8TiFXFLvhm6PgSfI7YhEvEZJXEQCw/aVTo87KgGuHgVB+vUmgU8XiUTE/636Dt6+AMbf42wrgUs5oSQuIv7LWpj2Ioy+GqrUhd4vuB2RSJkq93+uWmvdDkFEzsbhAzD+blg8BppcCv1edUqpipQj5bonvnRTDs/MOcDm7P1uhyIiZ6rgIGxZCOl/g/7vKYFLuVSuk/j23ANk5hTSa/hPZKza7nY4IlIS25bB4f0QHg23ZUDXB1TERcqtcp3Ez29Yg8c7VaBGVDiD3p/Dv75fRUGhhtdFfNayL+GtbvDjE852SAV34xFxWblO4gBxlTx8NTiVK1on8vKkNQx8ZzY7cg+6HZaIFFdYCJOfgk9vhPhm0PletyMS8QnlPokDhIcE8Wz/5jzXvxnzN+ym1/CfmL1ul9thiQjAob3w6fUw5RlocR3cMB4iqrsdlYhPUBIv5oo2tfhqcCoRYcFc8/ZsXstYS6GG10XclbcN1s+AHk9Bv1cgOMztiER8hpL4CRrGRfGfIan0bBrHM9+t5NYP55K975DbYYmUPztWO/eBV64Ldy2AjoM1gU3kBEriJxEZHsIrA1ry975NmPrzDnoNn8aijdluhyVSfswfCa91chYxAWcmuoj8hpL4KRhjuKFTEp/+uRMA/V+fwQczMlUcRsSbCvLhu4dh3BBISoWml7sdkYhPUxI/jRa1Yvjmrs50qV+Nx8Yt487RC8g7mO92WCKBZ382jLoSZo2A9n+Gaz+HCrFuRyXi05TESyCmYihvX9+GB3qey4QlW+j78jRWbt3jdlgigWXrYlg/HXq/CBc9o0VMREpASbyEPB7DHWnnMOrWDuQezOeSEdP5bF6W22GJ+L+cop+j5PPg7sXQZpC78Yj4ESXxM9ShbhW+uaszLWrF8JdPF/HgZ4s5cLjA7bBE/I+1MPsNeKkFrJ3s7Ius4W5MIn5GSfwsVI8M56Ob2zM4vR6fzN3Ipa/O4Jede90OS8R/5B9yViD79gGofyEktnE7IhG/pCR+loKDPPy1R0Peu7EtW3L20+flaXy7ZIvbYYn4vr07YeQlMP8D6HI/XPUxhEW6HZWIX1IS/4PSG1bnm7u6cE71CG7/eD5/H7+MQ/mFbocl4rtWfg2b5sFlb0O3R8GjX0MiZ0s/PaWgZkwFxv6pI4NSk3hveiZXvTmTTVqjXOR4+351/m11A9wxC5pd4W48IgFASbyUhAZ7eKxPE169thU/b8uj1/CfmKw1ykWcCWw//QuGt4Cda5zSqZWT3Y5KJCAoiZeyi1PiGX9nZ+Kiwhn03hyen6g1yqUcO7wfvrjVWf+7fneIrul2RCIBRUncC5KrVuKrwalc1aYWr0xew3Vvz2Z77gG3wxIpW3u2wHsXw5JPnWvfl70FIRXcjkokoCiJe0l4SBDP9G/G81c0Z8HG3fQaPo1ZWqNcypOZr8COVXD1KGcWulYgEyl1SuJe1r91Il8NTiUyLJhr3prFqxlrtEa5BLaDec6/3R6F2zKgYS83oxEJaEriZaBhXBTj7uzMxSnxPPvdKq1RLoGpsBB++Du8cR7s3w3BYVCtgdtRiQQ0JfEyEhEWzMsDWvJEv2NrlC/UGuUSKA7mwifXwbQXIKkzhFRyOyKRcsGrSdwY09MYs8oYs8YYM/Qkr99ojNlhjFlY9LjFm/G4zRjD9R2PrVF+hdYol0CwOxPe6Q6rv4OLnoU+L0FwqNtRiZQLXkvixpggYARwEdAYGGCMaXySQz+x1rYoerztrXh8yYlrlA/RGuXiz757CPZsgus+g/Z/0gQ2kTLkzQV72wFrrLXrAIwxY4B+wHIvfqbfOLJG+etT1/L8xFWs2LyHV69rRcO4KLdDEymZ/ENOj7v3i85wetVz3I5IpNwx3hrKNcb0B3paa28p2h4ItLfWDil2zI3A08AOYDVwr7V240nOdRtwG0CNGjVajxkzptTizMvLIyIiotTOdzZW/lrAa4sOsv+wZWDjULokhpzVeXyhLaVFbfE9R9phCguot/YdKu7bxJKUR7GeILdDO2OB8jWBwGlLoLQDSr8t6enp86y1J1/qz1rrlQfQH3i72PZA4JUTjqkChBU9/xMw6XTnbd26tS1NkydPLtXzna1te/bbq9+Yaes8+LX966cL7f5D+Wd8Dl9pS2lQW3zP5MmTrd33q7Uf9LX2sShrv33I2vzDbod1VgLla2Jt4LQlUNphbem3BZhrT5ETvTmxbRNQq9h2YtG+4n9A7LLWHizafBto7cV4fFr1yHA+uqU9Q9LPYezcLC4ZMV1rlItPqbg3C97qBpnToe8r0PMpCPLmFTkROR1vJvE5QH1jTLIxJhS4GhhX/ABjTHyxzb7ACi/G4/OCPIa/9DiX9wa1ZeueA/R5eRoTtEa5uOlw0Wp8hYU0Xv4sHNwDN34NrQa6G5eIAF5M4tbafGAIMBEnOY+11i4zxjxhjOlbdNhdxphlxphFwF3Ajd6Kx5+kn3tsjfI7Pp7P4+O0RrmUkYO58PMP8MPj8PaF8HQt2LsTPB5WNLoXbp0EtTu4HaWIFPHqWJi1dgIw4YR9jxZ7/hDwkDdj8FdH1igf9u1K3p3+Cws3ZjPi2lbUjNECElKKDuSACYKwCFgxHsbeALYAPMGQ0BI6DYHCAgD2RiRDTG2XAxaR4nRBy4eFBnt4tE9j2ibF8sBni+k1/Cf+fVUL0s+t7nZo4q/274b1M2H9dMicBlsXQ5/hzvB4fHPofC8kpUKt9hCqqmsivk5J3A9clBJPo/gobv94PoPem8Pg9Hrce0EDgoNUNVdOY+8uOJgDlevCvl/huXpgCyEoDBLbwnkPQGLRnSsxtaHbI+7GKyJnREncTyRVrcSXd3Ti8XHLGDF5LfPW72b4gJZUjwx3OzTxJXk7jvWy10+H7cvh3F4wYBRUrAw9h0GNplCzNYToe0fE3ymJ+5HwkCCGXd6MNkmV+b+vltBr+DReHtCSDnWruB2auCV3K+xYCXXTnO3RV8OmuRBS0ZmA1vRyqJt+7Pj2f3IjShHxEiVxP9S/dSJNa0Zxx8fzueatWdzf/Vxu71rP7bCkLORug1+mHOtp71rjDI0P3eD0rC94HILDIaEFBJ1d5T8R8R9K4n6qYVwU44Z0Zujni3lu4irmrd/NZQlaDS3gZG9wiqs0vBjCo2HBSJj0JIRFQ52O0OoGZyLakYSd3MXdeEWkTCmJ+7Eja5S3S67Mk18vZ1EmJDbKpkWtGLdDk7O171dY+U3Rde3pkLPB2T/gEzi3JzQfAPUvdK5r+2HNchEpXSWa3myMudsYE2Uc7xhj5htjuns7ODm9I2uUf1ZsjfL3p/+iNcr9gbWway3M+wA2zHL25W6BcUPg5+8hoTn0fAb+PA3qF/24Rdd0bgVTAhcRSt4Tv8la+5IxpgcQi7OYyUjge69FJmekea0Y/t6pAl9ujuDx8cuZk7mbYZenEBmu66I+pbAQ5r13rKedt9XZ3/7PzkS0ao3gjllQraHW5RaR0yppEj/y2+RiYGRR+VT9hvExEaGGt65vwxtT1/H896tYvmUPr17bikbxWqPcFYWFsGMlCZu+gZnLoONg8Hhg+otQcBiSOjvXs5O6QJWitbg9HqjeyN24RcRvlDSJzzPGfA8kAw8ZYyIBFfP2QR6P4fa0erSqHcOdoxdwyYjpPHlJU65sU+v0b5bSsfQLWPaF09Pe/ysNAPa2dJI4wK0Zzj3b+jtYRP6gkibxm4EWwDpr7T5jTBVgkPfCKjuxvy6EhZshMh6iakJUPIRFuh3WH9a+bhW+uasLd49ZwAOfLWbOL7/yRL+mVAjVtdRSU1gAW5c4Q+MbZ8Pl7zizxDf+D7YsggY9ISmVWVtD6NDzymPvq6T7+kWkdJQ0ifcDJllrc4q2C4C6wGKvRFWG4rd8D4unH78zpg7cU9S0/73lFNSIiofIBIhKgOhEqFS17IM9Q9Uiwxh5c3te/GE1L09aw5JNObx6bSvqVotwOzT/tmE2THvBqUF+sOhHIjYZ9myG2Dpw4RNw0bCjhx/IyFCvW0S8oqRJ/DFr7ZdHNqy12caYx4CvvBNW2VnZ8G6qD3jF+QW8Zwvs2eTUlj5i7SRYPdFZ2emIuBRnxjDA+HvgQLbTi4+Md5J9lfoQ36xsG3IKQR7D/d3PpXWdWO79ZCF9X5nOM5c3o1ez+NO/ubwrOAybF0LmT05vO/Ue5z7s/ANOkZUmlzjXs5NSnT/ujggOdS9mESlXSprET3YrWkDcY14YFOYsDlG57skPGDDaGTbN2w65m51k7ynW9IN7nCHV1RPh8D5nX4OL4JoxzvPXOwPG+SUfleD05mu1PTKp4U4AACAASURBVFYm82AuhEZ4vaeWVrRG+eBR8xk8aj5zMpN4+OJGhAZrEZXfyNsBX9zqDIsf3uvsq9bQ+VoBJJ8Hd85zLz4RkSIlTcRzjTEvACOKtgcD5ee3mCfI6WFHxTsLRxTX/13nX2udtZlzt3BsMj+Q2A5yNkLOJicp7P8V2tzsJPGCfBhW26lzHRl/LNE36utU6CoscJaKjEyAStWcmct/QEJMBT657dga5Qs2ZjPimpYkxlb8Q+f1W4cPOHXGM6fD+mkQ3wK6P+lMOju0F1peC3VSnUdEtWPv09C4iPiIkibxO4FHgE+Ktv+Lk8jlCGOgQozzKK73C8dvHz4ABQed54X5cMHfncS/Z5MznJ85zen1cbGz/80051hPsJPoI+Mh9S5o1Af2Z8OaH44mf1N4+LRhnrhGee+Xp/HvK1uQ3rAcrFFeWHCsSMqng5zKaAUHAQNxTZ0/lMA55pb/uhamiEhJlSiJW2v3AkO9HEv5EBJ+bAnIkHAnIZ9KeAxc9XFRki8ays/dDKYoEe1YBZ/ffPTwrgBzq0K/EU6Jzl1rYennx/fyI+MhPPr4Ncrfn8MdafW478IAW6P80F5n1njmNKe3vXc73Dnf+YOran1od6tzr3btDlAh1u1oRUTO2O8mcWPMi9bae4wx44Hf1PG01vb1WmQCYRHQqPepX09oAXfMdnrxuVv4ZdEMkquEOrPnwVlLevI/f/u+GydAUipJufP4OvEjpgYHM+mnEF5cVZubLk6lcnJLCA7zTpu86cAeZ36BxwPT/g2T/uGMdpggSGjpjF4UHHYmnqU/7Ha0IiJ/2Ol64iOL/n3e24HIWQgOg+oNnQewPieR5LS0Y6836gP/t/2EnvwWqNrAeT13G0EbZpCeu4X0kHzYDXwM8y+ZTKsWrZya3gtGHn8PfVRN57zBYc48ADevD+/PdmqOry/qaW9ZCLdlOLXFE1pCp7ucmeO12gfEvf8iIif63SRurZ1njAkCbrPWXltGMUlpCg6D2CTncaJmVziPwkLYt5PMX37m7QnT+PSTjdy1O4rbK1fAE1IRdqx0brU7lOe872/bnH+/ewgWf3JsmD4qwUnyXR9wknvuNqfXGx5TOsl+36/OHw6Vqjj3aL9/sXM7YFAo1GwDXe4/NixeN+3YHQAiIgHqtNfErbUFxpg6xphQa+2hsghKypjHAxHVSUqpztAG7cn5YgnPTVzF3HOTeOHKz4itVHTf84E9TuGbI9f063R0Jobt2eJcq9+yEDCQ9qDz+oT7YcX442ffV28MFz/rvJ411zk+Kh4iavx2Za69u5z7s9dPd65rb1sGaUOdR40mcN4DTk87sS2EVCiL/ykREZ9S0tnp64DpxphxwN4jO621L5z6LeKPIsKCGX51C9olxfLk1yvo/fI0XrmmJS1rx0J4lPM4onE/51FcQf6x521uhlodjk3I27MFsjcce33CX2HzfOe5CXISed00uPQ1TGEBvJji3KcdXAFqtXOuY597kXN8eBSkP+SN/wIREb9R0iS+tujhAY5cXNSC1QHKGMPAjkk0rxXDHR/P58o3ZvLwxY24sVMSp128LqjYt1S9dOdxKv1GQPb646/XRzsLtVhPEPR5CWJqO9e3VQVNROQ3SprEl1trPy2+wxhzhRfiER/SLDGGb+7swv2fLuTv45czt7TXKK/R2HmcMgB9i4mI/J6S3hR8snFLjWWWA9EVQ3hzYBuGXtSQ75Ztpe8r01mxZY/bYYmICKe/T/wi4GKgpjFmeLGXooD8k79LAo3HY/hz13q0rFVsjfJ+TbmyrdYoFxFx0+l64puBucABnFrpRx7jgB7eDU18zZE1ylvXieWBzxfzl08Xsf9QwenfKCIiXnG6+8QXAYuMMaOKjq1trV1VJpGJTzqyRvlLP6zm5clrWKo1ykVEXFPSa+I9gYXAdwDGmBZFt5tJORTkMdzX/Vzeu7Et2/YcoM/L0/h68Wa3wxIRKXdKmsQfB9oB2QDW2oVAspdiEj9xZI3yc+MiGTJqAY+PW8ah/EK3wxIRKTdKmsQPW2tzTtin+8SFhJgKjLmtIzd3Tub9GZlc8cZMsnbvczssEZFyoaRJfJkx5hogyBhT3xjzMjDDi3GJHwkN9vBI78a8fl0r1m3Po9fwaUxauc3tsEREAl5Jk/idQBPgIDAa2APc462gxD/1bBrP+Ds7UzOmAje9P5dnv1tJfoGG10VEvKVESdxau89a+zdrbVtrbZui5we8HZz4n6Sqlfjijk4MaFeLVzPWcu3bs9m+R98qIiLecLpiL787A91a27d0w5FAEB4SxNOXNaNtUmX+9uVSLh4+jZcHtKRjvSpuhyYiElBOVzu9I7ARZwh9NlAKi0JLeXFZq0Sa1ozm9o/mce3bs7i/+7nc3rUeHo++jURESsPphtPjgIeBpsBLwIXATmvtFGvtFG8HJ/6vQY1Ixg3pTO9mCTw3cRU3fTCH3Xu1LL2ISGn43SRurS2w1n5nrb0B6ACsATKMMUPKJDoJCJXCgnnp6hY8eUlTZqzZRa/hPzF/w263wxIR8XunndhmjAkzxlwGfAQMBoYDX3o7MAksxhgGdqjDZ7d3xOMxXPXGTN6d9gvWqtyAiMjZ+t0kboz5EJgJtAL+XjQ7/Ulr7aYyiU4CzpE1yrs2qM4TXy9n8Kj55B447HZYIiJ+6XQ98euA+sDdwAxjzJ6iR64xRotKy1mJrhjCW9e35qGLGjJx2Tb6vDyN5Zv17SQicqZOd03cY62NLHpEFXtEWmujTndyY0xPY8wqY8waY8zQ3znucmOMNca0OZtGiP8xxvCnrvUYfWsH9h0q4NJXpzN2zka3wxIR8Sslrdh2xowxQcAI4CKgMTDAGNP4JMdF4vT0Z3srFvFd7ZIrM+HuLrRJ0hrlIiJnymtJHGfVszXW2nXW2kPAGKDfSY57EngGUFmvcqpqRBgf3tSeu84/h8/nZ3HJiOlsylW5VhGR0/FmEq+JUyjmiKyifUcZY1oBtay133gxDvEDR9Yof39QO3bkHeTRGft5asIK8g7mux2aiIjPMt66xccY0x/oaa29pWh7INDeWjukaNsDTAJutNZmGmMygL9Ya+ee5Fy3AbcB1KhRo/WYMWNKLc68vDwiIiJK7XxuCpS27DlkGbNsLzO3GaLDDFeeG0rH+CCM8c9Kb4HydQmUdoDa4osCpR1Q+m1JT0+fZ6096Zyx05Vd/SM2AbWKbScW7TsiEqcSXEbRL+c4YJwxpu+Jidxa+ybwJkCbNm1sWlpaqQWZkZFBaZ7PTYHUlqjQDB6o14JH/7OUNxfnsDC3Mk/0a0LDuNPOp/Q5gfJ1CZR2gNriiwKlHVC2bfHmcPocoL4xJtkYEwpcDRxdUMVam2OtrWqtTbLWJgGzgN8kcCm/WtSK4as7Unn6shR+3pZLr+HTeHzcMnL2675yERHwYhK31uYDQ4CJwApgrLV2mTHmCWOMVj+TEvF4DAPa1WbyX9IY0K4WH8zMpNu/Mvh07kYKC1XtTUTKN2/2xLHWTrDWNrDW1rPW/rNo36PW2t8scWqtTVMvXE4lpmIo/7gkhfFDOlO7ckX++tli+r8+g6WbctwOTUTENV5N4iKlrWnNaD77cyeev6I5G37dR59XpvF/Xy0he59WRhOR8kdJXPyOx2Po3zqRH+9P48ZOSYz+30bSn89g9P82UKAhdhEpR5TExW9FVwjhsT5N+PrOztSvEclDXyzh0lens3BjttuhiYiUCSVx8XuN4qP45LYOvHR1C7bmHOCSEdN58LPF7Mo76HZoIiJepSQuAcEYQ78WNfnx/q7cdl5dPp+fRfrzGXw4M1ND7CISsJTEJaBEhofw8MWN+O6eLqQkRvPof5bR5+VpzM381e3QRERKnZK4BKRzqkfy0c3tGXFNK3bvO0T/12dy39iFbM/VOjsiEjiUxCVgGWPo1SyeH+/vyh1p9Ri/aDPdnp/CO9N+4XCBVkkTEf+nJC4Br2JoMA/0bMjEe86jVZ1Ynvx6Ob2HT2Pm2l1uhyYi8ocoiUu5UbdaBO8PasubA1uz91A+A96axZ2jF7A1R0PsIuKflMSlXDHG0L1JHD/c15W7u9Vn4rKtdPtXBm9MWcuhfA2xi4h/URKXcik8JIh7L2zAD/d2pWO9qjz97Up6vjSVn37e4XZoIiIlpiQu5VrtKhV5+4Y2vHdjWwoKLQPf+R+3fzSPTdn73Q5NROS0gt0OQMQXpDesTsd6VXj7p3W8MnkNk1dtZ0j6Odx6Xl3CgoPcDk9E5KTUExcpEh4SxJDz6/Pj/Wmkn1ud579fTY9/T2Xyyu1uhyYiclJK4iInqBlTgdeua83Im9vh8RgGvT+HWz6Yw4Zd+9wOTUTkOEriIqfQpX41vrv7PIZe1JAZa3dxwb+n8O//rubA4QK3QxMRAZTERX5XaLCHP3etx6T70+jZJI6XfvyZC16YwvfLtmKtFlYREXcpiYuUQFx0OMMHtGT0rR2oGBrEbSPnceN7c/hl5163QxORckxJXOQMdKxXhW/u6sIjvRszf/1uevx7Ks9NXMm+Q/luhyYi5ZCSuMgZCgnycHPnZH78S1d6N49nxOS1dPvXFL5ZvEVD7CJSppTERc5S9chwXriyBZ/9uSOxFUMZPGo+170zmzXbc90OTUTKCSVxkT+oTVJlxt/ZmSf6NWFJVg49X/yJpyasIO+ghthFxLtUsU2kFAR5DNd3TKJXSjzPfreKN6eu46sFm/hbr0ZEaYhdRLxEPXGRUlQlIoxn+jfjq8GpxEWHc/eYhQz73wFWbt3jdmgiEoCUxEW8oEWtGL68I5WnL0thU14hvYZP4+/jl5Gz/7DboYlIANFwuoiXBHkMA9rVJjJ7LbP2VeX9GZmMX7SZoRc14rKWNfF4jNshioifU09cxMsiQg3/uCSF8UM6U6tyRf7y6SL6vz6DpZty3A5NRPyckrhIGWlaM5rP/9yJ5/o3Y/2uffR5ZRr/99USsvcdcjs0EfFTSuIiZcjjMVzRphaT/pLGDR2TGDV7A+nPZzD6fxsoLNQsdhE5M0riIi6IrhDC432b8M1dXahfPZKHvljCpa9OZ+HGbLdDExE/oiQu4qJG8VF88qcOvHhVCzbnHODSV6cz9PPF7Mo76HZoIuIHlMRFXGaM4ZKWNZl0f1du6ZzMZ/OyOP9fUxg5M5MCDbGLyO9QEhfxEZHhIfytV2O+vbsLTRKieOQ/y+jz8jTmrf/V7dBExEcpiYv4mPo1Ivn4lvaMuKYVu/cd4vLXZnLf2IXsyNUQu4gcT0lcxAcZY+jVLJ4f7uvKHWn1GL9oM+c/n8G7034hv6DQ7fBExEcoiYv4sEphwTzQsyET7zmPlnVieeLr5fQaPo1Z63a5HZqI+AAlcRE/ULdaBB8MassbA1uTdzCfq9+cxV2jF7BtzwG3QxMRFymJi/gJYww9msTxw31duatbfb5btpXzn8/gjSlrOZSvIXaR8khJXMTPVAgN4r4LG/DDvV3pWK8KT3+7kotemsq0n3e6HZqIlDElcRE/VbtKRd6+oS3v3tiG/ELLde/M5vaP5rEpe7/boYlIGdFSpCJ+7vyGNehUrypvTV3HiIw1ZKzawZDzz+GWLsmEBQe5HZ6IeJF64iIBIDwkiDu71eeH+7qSdm41npu4ih7/nsrkVdvdDk1EvMirSdwY09MYs8oYs8YYM/Qkr//ZGLPEGLPQGDPNGNPYm/GIBLrE2Iq8dl1rPrypHR6PYdB7c7jlg7ls/HWf26GJiBd4LYkbY4KAEcBFQGNgwEmS9ChrbYq1tgXwLPCCt+IRKU/Oa1CN7+4+j6EXNWTG2p1c8MIU/v3f1Rw4XOB2aCJSirzZE28HrLHWrrPWHgLGAP2KH2Ct3VNssxKg1R5ESklosIc/d63Hj/d3pXuTOF768WcueGEK3y/birX6URMJBMZbP8zGmP5AT2vtLUXbA4H21tohJxw3GLgPCAXOt9b+fJJz3QbcBlCjRo3WY8aMKbU48/LyiIiIKLXzuUlt8U2+0pYVuwoYueIgm/MszaoGcU2jUOIqlfzveF9pR2lQW3xPoLQDSr8t6enp86y1bU76orXWKw+gP/B2se2BwCu/c/w1wAenO2/r1q1taZo8eXKpns9Naotv8qW2HMovsG9NXWubPPqdrf/wBPvsdyvs3oOHS/ReX2rHH6W2+J5AaYe1pd8WYK49RU705nD6JqBWse3Eon2nMga4xIvxiJR7IUEebulSl0l/6UrvZvGMmLyWC/41hQlLtmiIXcQPeTOJzwHqG2OSjTGhwNXAuOIHGGPqF9vsBfxmKF1ESl/1yHBeuKoFn/65I9EVQ7nj4/kMfOd/rNme63ZoInIGvJbErbX5wBBgIrACGGutXWaMecIY07fosCHGmGXGmIU418Vv8FY8IvJbbZMqM35IKk/0a8LirGx6vvgTT09YQd7BfLdDE5ES8GrFNmvtBGDCCfseLfb8bm9+voicXnCQh+s7JnFxSjzPfbeKN6au46uFm3j44kb0bZ6AMcbtEEXkFFSxTUQAqBoRxjP9m/HlHZ2oHhnO3WMWctWbs1i5dc/p3ywirlASF5HjtKwdy1eDU3nq0hRWb8ul1/Bp/H38MvYd1sQ3EV+jBVBE5DeCPIZr2tfmoqZxPP/9Kt6fkcmnwbDCruK6DnWoERXudogignriIvI7YiuF8s9LUxg3uDP1Y4N4ZfIaUodN4u4xC1i4Mdvt8ETKPfXEReS0UhKjubtVOMkpbflgxnrGzt3IfxZuplXtGAalJtOzaRwhQeoTiJQ1JXERKbE6VSrxaJ/G3HthfT6bl8X7MzK5c/QC4qPDGdixDgPa1ia2UqjbYYqUG/rTWUTOWGR4CINSk5l8fxrv3NCGutUq8ex3q+g47Ece+mIJq7epaIxIWVBPXETOmsdj6NaoBt0a1WDl1j28Pz2TL+ZnMfp/G+hSvyqDUpNIa1Adj0f3mot4g3riIlIqGsZFMezyZsx8qBt/7XEuP2/L46b359LthSl8MCNTVeBEvEBJXERKVeVKoQxOP4efHkxn+ICWxFQM4bFxy+j41I88+fVyNv66z+0QRQKGhtNFxCtCgjz0bZ5A3+YJLNiwm/emZ/LBjEzem/4LFzSqwaDUZDrUrayyriJ/gJK4iHhdy9qxtKwdy8MXN2LkrExGzd7A98u30Sg+ikGpSfRtnkB4SJDbYYr4HQ2ni0iZiYsO5689GjLzoW48c3kKhYWWBz5bTOqwSbzw/Sq27zngdogifkU9cREpc+EhQVzVtjZXtqnFzLW7eHd6Ji9PXsNrU9bSKyWemzon0ywxxu0wRXyekriIuMYYQ6dzqtLpnKpk7tzLBzMz+XRuFl8t3EzrOrEMSk2iZ5M4glUNTuSklMRFxCckVa3EY32acN+FDfh0bhYfzMxkyKgFJESHM7BjEgPa1SKmoqrBiRSnP29FxKdEhodwU+dkJt2fxlvXtyGpaiWe+W4lHZ7+kYe/XMLPqgYncpR64iLik4I8hgsb1+DCxk41uPemZfLZvCxGzXaqwd2UmkzXBtVUDU7KNfXERcTnNYyL4pn+zZhVVA1u9bZcBr0/hwtemMKHMzPZq2pwUk4piYuI3zhSDW7ag+fz0tUtiKoQwqP/WUaHp3/kH6oGJ+WQhtNFxO+EBHno16Im/VrUZH5RNbj3Z2Ty7vRfuLCxUw2ufbKqwUngUxIXEb/WqnYsrWrHsuXihoycuZ7R/9vAxGXbaFxUDa6PqsFJANNwuogEhPjoCjzQ06kGN+yyFPILC/nrkWpw/13N9lxVg5PAo564iASU8JAgrm5Xm6va1mLG2l28O+0XXp70M69lrKF3swRuSk12O0SRUqMkLiIByRhD6jlVSS2qBvf+jEw+nbuRLxdson6Mh72Vt9CjSQ1VgxO/pu9eEQl4SVUr8XjfJsx8uBuP9G5M9kHL4FHzOe/Zybw+ZS3Z+w65HaLIWVFPXETKjajwEG7unEzy4UzyqzfivemZDPt2JS/98DOXtarJoNQkzqke6XaYIiWmJC4i5Y7HGLo3iaN7kzhWbNnDe9N/4dN5WXw8ewPnNajGoNQkutZXNTjxfRpOF5FyrVF8FM/2b87Moefzl+4NWLllD4Pem8MF/57CyJmqBie+TUlcRASoEhHGkPPrH60GFxkWzCNF1eD++Y2qwYlv0nC6iEgxocFONbi+zROYvyGb96b/wrvTM3ln2i90bxzHoNQk2qkanPgIJXERkZMwxtC6Tiyt68SyOXs/I2c51eC+W7aVJglRDEpNpk/zeMKCVQ1O3KPhdBGR00iIqcCDPRsyc2g3nro0hUP5hfzl00WkDpvEv1UNTlyknriISAlVCA3imva1GdCuFtPX7OLd6b/w0o8/82rGGvo0S2BQajIpidFuhynliJK4iMgZMsbQuX5VOtevyi879/JBUTW4LxZsom1SLDelJnNhY1WDE+/Td5iIyB+QXKwa3P/1asTWPQe4/eP5dH0ugzemrCVn32G3Q5QApiQuIlIKosJDuKVLXTL+ks4bA1tTq3IFnv52JR2e/pH/+2oJa7bnuR2iBCANp4uIlKIgj6FHkzh6NIlj+WanGtzYuVl8NGsDXYuqwZ2nanBSStQTFxHxksYJUTx3RXNmDD2f+y5swPIte7jxSDW4WevZd0jV4OSPURIXEfGyqhFh3NWtPtMfPJ8Xr2pBRFgwj3y1lA5P/chTE1aQtVvV4OTsaDhdRKSMhAZ7uKRlTfq1SGD+ht1HK8G9/dM6ejSJY1BqMm2TYlUNTkpMSVxEpIw51eAq07pOZTZn7+fDmU41uG+XbqVpzSgGdUqmt6rBSQloOF1ExEUJMRUYelFDZj3UjX9e2pQDhwu5/9NFpA6bzIs/rGZH7kG3QxQf5tUkbozpaYxZZYxZY4wZepLX7zPGLDfGLDbG/GiMqePNeEREfFWF0CCubV+H/957HiNvbkdKzShe/OFnUodN4r6xC1m6KcftEMUHeW043RgTBIwALgSygDnGmHHW2uXFDlsAtLHW7jPG3A48C1zlrZhERHydMYYu9avRpX411u3Ic6rBzcvii/mbaJdUmUGpSaoGJ0d587ugHbDGWrvOWnsIGAP0K36AtXaytfbItMxZQKIX4xER8St1q0Xw935NmfmQUw1uc87+o9Xg3py6lpz9qgZX3hlrrXdObEx/oKe19pai7YFAe2vtkFMc/wqw1Vr7j5O8dhtwG0CNGjVajxkzptTizMvLIyIiotTO5ya1xTcFSlsCpR3gv20ptJYF2wv4PvMwq3YXEhYE50RZzqkcSnK0h7rRQUSF+efMdn/9mpxMabclPT19nrW2zcle84nZ6caY64A2QNeTvW6tfRN4E6BNmzY2LS2t1D47IyOD0jyfm9QW3xQobQmUdoB/t+V84H5g2eYcPp69gSnLNjJu3WGO9MdqxlSgea1omiXG0CwxmpSa0USGh7gZcon489fkRGXZFm8m8U1ArWLbiUX7jmOMuQD4G9DVWqtpmCIiJdAkIZqnLk0hI3YXbTt2ZummHBZlZbMoK4fFWdlMWLIVAGOgXrUImiVG07wosTeKjyI8RLevBQJvJvE5QH1jTDJO8r4auKb4AcaYlsAbOMPu270Yi4hIwKoUFkz7ulVoX7fK0X2/7j3E4qxsFmflsGhjNlNX7+SL+U4/KiTIcG5cJM0TY5zEXiua+tUjCVI9d7/jtSRurc03xgwBJgJBwLvW2mXGmCeAudbaccBzQATwaVGFog3W2r7eiklEpLyoXCmUtHOrk3ZudQCstWzJOcDiot76oo3ZjFu4mY9nbwCgQkgQTWtGFSX1GJonRlO7ckVVj/NxXr0mbq2dAEw4Yd+jxZ5f4M3PFxERhzGGhJgKJMRUoGfTeAAKCy2/7NrrJPaNzjD8yFnrOTjtFwBiKoaQUtMZhm9elNirR4W72Qw5gU9MbBMRkbLn8RjqVYugXrUILm3p3OF7uKCQVVtzWVx0bX1RVg6vTVlLQaEzcy4uKty5vl7LGYpPSYwmuoLvT5wLVEriIiJyVEiQh6Y1o2laM5pr2tcGYP+hApZtzjk6aW5xVg7fL9929D3JVSvRLNGZEd88MZomCdFUCNXEubKgJC4iIr+rQmgQbZIq0yap8tF9OfsOs+TIjPiN2cxe9yv/WbgZgCCPoUGNSJonHrvV7dy4SEJUZa7UKYmLiMgZi64YQuf6Velcv+rRfdv3HDg6aW5RVjbfLt3KmDkbAQgL9tAkIcrprRfdx55cpRIezYj/Q5TERUSkVFSPCufCxuFc2LgG4MyI3/DrPmcYviixfzJnI+/PyAQgMjzYmThXK4ag7HwaZO8nPjpcM+LPgJK4iIh4hTGGOlUqUadKJfo2TwAgv6CQNTvyWLzxSHGabN6auo78QssrCydRNSKM5kUT544UqImtFOpyS3yXkriIiJSZ4CAPDeOiaBgXxZVtnaKeBw4X8PE3GQRXr8eioolzk1ZtP1pKtlblCkcnzTVPjKFpzWgqhSl9gZK4iIi4LDwkiHoxQaR1Sjq6L/eAM3HuyK1uCzdk883iLQB4DJxTPeJYYq8VQ8O4KEKDy9/EOSVxERHxOZHhIXSqV5VO9Y5NnNuZd/C4wjSTV27ns3lZAIQGeWgUH3l0NnzzWjHUqxYR8KVklcRFRMQvVI0I4/yGNTi/4bGJc5uy9x+tD78oK5svF2xi5Kz1AFQKDaJpzeOvryfGVgioiXNK4iIi4peMMSTGViQxtiIXpxwrJbtuZx6LNh5b1e396ZkcKigEnJryxQvTNEuMoVpkmJvN+EOUxEVEJGB4PIZzqkdyTvVILm/tlJI9lO+Ukj1SmGZxVg5TV/9MUSVZEqLDi+5fdxJ708RoovxgDXZQEhcRkf9v725j5KqrOI5/f9stUFu7xXaFttsHGsqL0oKtpKKgYI0GhRQTSKgRFYMxNCo1MQr6QqPxjb4wpEg0iEh5De+YJQAAB/5JREFUxoAlFaGhgaKgQi2lFAuGNKaNfbJPdGsrVtseX9z/dsd1p3u33Z2Z/8zvk2z2zr23t+fsydwz92Huv8md1t7GnK4O5nR1cP3F0wA4dPgIG7cf+J9R3VZu3Hn838zoHJ2Gau3gginjmNWgY7C7iZuZWcsZfXo78895F/PP6X2U7FuH/s2GbT0PpunmhU17WP5KMQZ7e1sxBnvlHfEz3z2G9jo/StZN3MzMDDhz9Glcdl4nl53XCRQ3zu088K/jd8Nv2NrNbzZs56E1xRjsZ4xsY/akjuOPkr2waxzTxr+jpjG7iZuZmfVDEhM7RjGxYxRXzD4bKG6c27z3UHFHfGrsD67Zwt2/L26c6xg1kimjj3HpB4/V5CjdTdzMzKyktjYxo3MMMzrH8Mm5k4HiUbJv/v1gur6+nze3bK/ZaXY3cTMzs1PQPqKNWZPGMmvSWBbNn8pzz+2r2f/des+oMzMzaxJu4mZmZplyEzczM8uUm7iZmVmm3MTNzMwy5SZuZmaWKTdxMzOzTLmJm5mZZcpN3MzMLFNu4mZmZplyEzczM8uUm7iZmVmm3MTNzMwypYiodwyDImk3sGUINzkB2DOE26sn59KYmiWXZskDnEsjapY8YOhzmRYRnf0tyK6JDzVJayPionrHMRScS2NqllyaJQ9wLo2oWfKA2ubi0+lmZmaZchM3MzPLlJs43FnvAIaQc2lMzZJLs+QBzqURNUseUMNcWv6auJmZWa58JG5mZpaplmniku6WtEvSn6ssl6SlkjZJ2iBpXq1jLKNEHpdL6pa0Pv18u9YxliVpiqTVkl6XtFHSkn7Wafi6lMwji7pIOkPSGkmvply+2886p0t6JNXkJUnTax/pwErmcoOk3RV1+UI9Yi1D0ghJr0h6op9lWdSkxwC55FSTzZJeS3Gu7Wf5sO+/2od6gw3sHuDHwL1Vln8cmJl+3gf8JP1uNPdw4jwAno+Iq2oTzik5AnwtItZJeifwsqRVEfF6xTo51KVMHpBHXQ4DCyLioKSRwAuSnoqIFyvWuRF4KyLOlbQI+AFwXT2CHUCZXAAeiYgv1yG+wVoCvAGM7WdZLjXpcaJcIJ+aAHw4Iqp9J3zY918tcyQeEb8D9p1glauBe6PwIjBO0sTaRFdeiTyyERE7ImJdmv4HxZt6cp/VGr4uJfPIQvo7H0wvR6afvjfOXA0sS9OPAh+RpBqFWFrJXLIgqQu4EriryipZ1ARK5dJMhn3/1TJNvITJwN8qXm8l0x0x8P50CvEpSefXO5gy0um/ucBLfRZlVZcT5AGZ1CWd6lwP7AJWRUTVmkTEEaAbGF/bKMspkQvANelU56OSptQ4xLJuA74BHKuyPJuaMHAukEdNoPhQ+LSklyV9sZ/lw77/chNvPusoHtF3IXA78Hid4xmQpDHAY8BXI+JAveM5WQPkkU1dIuJoRLwH6ALmS5pd75hOVolcfg1Mj4gLgFX0Hs02DElXAbsi4uV6x3KqSubS8DWpcGlEzKM4bf4lSR+qdQBu4r22AZWf+LrSvKxExIGeU4gR8SQwUtKEOodVVbpW+RjwQET8qp9VsqjLQHnkVheAiNgPrAau6LPoeE0ktQMdwN7aRjc41XKJiL0RcTi9vAt4b61jK+ESYKGkzcDDwAJJ9/dZJ5eaDJhLJjUBICK2pd+7gOXA/D6rDPv+y0281wrgs+luwouB7ojYUe+gBkvS2T3XwiTNp6hxI76ZSXH+HHgjIn5UZbWGr0uZPHKpi6ROSePS9Cjgo8Bf+qy2Avhcmr4WeDYa8IETZXLpc31yIcX9DA0lIr4ZEV0RMR1YRPH3vr7PalnUpEwuOdQEQNLodCMrkkYDHwP6fmto2PdfLXN3uqSHgMuBCZK2At+huNGFiPgp8CTwCWAT8E/g8/WJ9MRK5HEtsFjSEeBtYFEjvpmTS4DPAK+l65YA3wKmQlZ1KZNHLnWZCCyTNILig8YvI+IJSd8D1kbECooPLPdJ2kRxk+Wi+oV7QmVyuVnSQopvGOwDbqhbtIOUaU36lWlNzgKWp8/m7cCDEbFS0k1Qu/2Xn9hmZmaWKZ9ONzMzy5SbuJmZWabcxM3MzDLlJm5mZpYpN3EzM7NMuYmbtQBJR9U7KtR6SbcO4banq8qoemY2vFrme+JmLe7t9PhRM2siPhI3a2EqxkP+oYoxkddIOjfNny7p2TQIxTOSpqb5Z0langZyeVXSB9KmRkj6mYpxu59OT0hD0s0qxlnfIOnhOqVp1rTcxM1aw6g+p9Mrx5rujog5FOPU35bm3Q4sS4NQPAAsTfOXAr9NA7nMAzam+TOBOyLifGA/cE2afyswN23npuFKzqxV+YltZi1A0sGIGNPP/M3Agoj4axrEZWdEjJe0B5gYEf9J83dExARJu4GuigEqeoZfXRURM9PrW4CREfF9SSuBgxSjtj1eMb63mQ0BH4mbWVSZHozDFdNH6b3f5krgDoqj9j+lEbbMbIi4iZvZdRW//5im/0DvIBqfBp5P088AiwEkjZDUUW2jktqAKRGxGriFYnjM/zsbYGYnz5+KzVrDqIoR1gBWRkTP18zOlLSB4mj6U2neV4BfSPo6sJve0ZeWAHdKupHiiHsxUG1oxRHA/anRC1iaxvU2syHia+JmLSxdE78oIvbUOxYzGzyfTjczM8uUj8TNzMwy5SNxMzOzTLmJm5mZZcpN3MzMLFNu4mZmZplyEzczM8uUm7iZmVmm/gvLwsXZbb/8BAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "U3MVHGy2tQgn",
"outputId": "ae584f29-c92e-4e4e-8108-15e2ada04ab8",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"source": [
"!wget https://www.dropbox.com/s/6kzr8l68e9kpjkf/5_9.JPG\n",
"im = cv2.imread('/content/5_9.JPG')\n",
"im = trn.preprocess_image(im).to(device)\n",
"gender, age = model(im)\n",
"pred_gender = gender.to('cpu').detach().numpy()\n",
"pred_age = age.to('cpu').detach().numpy()\n",
"im = cv2.imread('/content/5_9.JPG')\n",
"im = cv2.cvtColor(im, cv2.COLOR_BGR2RGB)\n",
"plt.imshow(im)\n",
"print('predicted gender:',np.where(pred_gender[0][0]<0.5,'Male','Female'), '; Predicted age', int(pred_age[0][0]*80))"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"--2020-11-08 12:56:14-- https://www.dropbox.com/s/6kzr8l68e9kpjkf/5_9.JPG\n",
"Resolving www.dropbox.com (www.dropbox.com)... 162.125.1.1, 2620:100:6016:1::a27d:101\n",
"Connecting to www.dropbox.com (www.dropbox.com)|162.125.1.1|:443... connected.\n",
"HTTP request sent, awaiting response... 301 Moved Permanently\n",
"Location: /s/raw/6kzr8l68e9kpjkf/5_9.JPG [following]\n",
"--2020-11-08 12:56:14-- https://www.dropbox.com/s/raw/6kzr8l68e9kpjkf/5_9.JPG\n",
"Reusing existing connection to www.dropbox.com:443.\n",
"HTTP request sent, awaiting response... 302 Found\n",
"Location: https://uc177111820f4b375b4969ae95e7.dl.dropboxusercontent.com/cd/0/inline/BCx_9g_kyOTpcIFyCAe6R019q6zv2sreGAJzOnco0RygfRp0a253M-JC2VhM9pBdc9xj107QBfquDj3PkN8_exIM5Qnz4eSpipop6_K1f5IM8IC-5z2-zxEmkQUiSQRE-XM/file# [following]\n",
"--2020-11-08 12:56:14-- https://uc177111820f4b375b4969ae95e7.dl.dropboxusercontent.com/cd/0/inline/BCx_9g_kyOTpcIFyCAe6R019q6zv2sreGAJzOnco0RygfRp0a253M-JC2VhM9pBdc9xj107QBfquDj3PkN8_exIM5Qnz4eSpipop6_K1f5IM8IC-5z2-zxEmkQUiSQRE-XM/file\n",
"Resolving uc177111820f4b375b4969ae95e7.dl.dropboxusercontent.com (uc177111820f4b375b4969ae95e7.dl.dropboxusercontent.com)... 162.125.1.15, 2620:100:6016:15::a27d:10f\n",
"Connecting to uc177111820f4b375b4969ae95e7.dl.dropboxusercontent.com (uc177111820f4b375b4969ae95e7.dl.dropboxusercontent.com)|162.125.1.15|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 46983 (46K) [image/jpeg]\n",
"Saving to: 5_9.JPG\n",
"\n",
"5_9.JPG 100%[===================>] 45.88K --.-KB/s in 0.01s \n",
"\n",
"2020-11-08 12:56:15 (3.59 MB/s) - 5_9.JPG saved [46983/46983]\n",
"\n",
"predicted gender: Female ; Predicted age 25\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "kst7Qp5lwlhJ"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}