diff --git a/TD2 Deep Learning.ipynb b/TD2 Deep Learning.ipynb index e87c5ede1ce4027374a1b0aa131471e5a19e027c..3d43dccbc89c2593521a0dd082c6f92518c951c8 100644 --- a/TD2 Deep Learning.ipynb +++ b/TD2 Deep Learning.ipynb @@ -1621,10 +1621,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 144, "id": "be2d31f5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import os\n", "\n", @@ -1713,10 +1724,113 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 146, + "id": "af604ea6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " % Total % Received % Xferd Average Speed Time Time Time Current\n", + " Dload Upload Total Spent Left Speed\n", + "100 44.6M 100 44.6M 0 0 24.2M 0 0:00:01 0:00:01 --:--:-- 24.3M\n" + ] + } + ], + "source": [ + "! curl -o ~/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth https://download.pytorch.org/models/resnet18-f37072fd.pth" + ] + }, + { + "cell_type": "code", + "execution_count": 147, "id": "572d824c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", + " warnings.warn(\n", + "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n", + " warnings.warn(msg)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "----------\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/torch/optim/lr_scheduler.py:143: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`. Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate\n", + " warnings.warn(\"Detected call of `lr_scheduler.step()` before `optimizer.step()`. \"\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train Loss: 0.6819 Acc: 0.5984\n", + "val Loss: 0.3048 Acc: 0.8758\n", + "\n", + "Epoch 2/10\n", + "----------\n", + "train Loss: 0.4707 Acc: 0.7951\n", + "val Loss: 0.1704 Acc: 0.9673\n", + "\n", + "Epoch 3/10\n", + "----------\n", + "train Loss: 0.3930 Acc: 0.7992\n", + "val Loss: 0.1557 Acc: 0.9542\n", + "\n", + "Epoch 4/10\n", + "----------\n", + "train Loss: 0.7669 Acc: 0.6926\n", + "val Loss: 0.4019 Acc: 0.8366\n", + "\n", + "Epoch 5/10\n", + "----------\n", + "train Loss: 0.4818 Acc: 0.7910\n", + "val Loss: 0.1617 Acc: 0.9477\n", + "\n", + "Epoch 6/10\n", + "----------\n", + "train Loss: 0.3933 Acc: 0.8197\n", + "val Loss: 0.1570 Acc: 0.9477\n", + "\n", + "Epoch 7/10\n", + "----------\n", + "train Loss: 0.3754 Acc: 0.8320\n", + "val Loss: 0.1770 Acc: 0.9346\n", + "\n", + "Epoch 8/10\n", + "----------\n", + "train Loss: 0.3656 Acc: 0.8238\n", + "val Loss: 0.1637 Acc: 0.9477\n", + "\n", + "Epoch 9/10\n", + "----------\n", + "train Loss: 0.4324 Acc: 0.8320\n", + "val Loss: 0.1714 Acc: 0.9477\n", + "\n", + "Epoch 10/10\n", + "----------\n", + "train Loss: 0.3326 Acc: 0.8566\n", + "val Loss: 0.1610 Acc: 0.9477\n", + "\n", + "Training complete in 9m 53s\n", + "Best val Acc: 0.967320\n" + ] + } + ], "source": [ "import copy\n", "import os\n", diff --git a/hymenoptera_data/train/ants/formica.jpeg b/hymenoptera_data/train/ants/formica.jpeg new file mode 100644 index 0000000000000000000000000000000000000000..af83327233be73099c700fce654749842aad4a9d Binary files /dev/null and b/hymenoptera_data/train/ants/formica.jpeg differ diff --git a/hymenoptera_data/train/ants/imageNotFound.gif b/hymenoptera_data/train/ants/imageNotFound.gif new file mode 100644 index 0000000000000000000000000000000000000000..bdeaae94004e06c6a35d147ec58fb35062076b52 Binary files /dev/null and b/hymenoptera_data/train/ants/imageNotFound.gif differ