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@polyrand
Created December 3, 2020 18:54
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"cells": [
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "AEraioBU5VQr",
"outputId": "d5b98310-cc65-4adc-84d3-1fe7061dc9de"
},
"source": [
"!pip install -Uqq fastai"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"\u001b[K |████████████████████████████████| 194kB 13.4MB/s \n",
"\u001b[K |████████████████████████████████| 61kB 5.2MB/s \n",
"\u001b[?25h"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "2IfJpGZJ5Xzh"
},
"source": [
"from fastai.vision.all import *"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 17
},
"id": "v96gRKe_5dgI",
"outputId": "dd82948c-69b5-42e1-f318-c6186b9d8454"
},
"source": [
"path = untar_data(URLs.IMAGENETTE_160)"
],
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "FUJY9wmN5dxA"
},
"source": [
"dls = ImageDataLoaders.from_folder(path, valid='val', \n",
" item_tfms=RandomResizedCrop(128, min_scale=0.35), batch_tfms=Normalize.from_stats(*imagenet_stats))"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 536
},
"id": "IBE1Uf1i5fAk",
"outputId": "3da50567-8443-4f0d-b1d6-157e25ad5f47"
},
"source": [
"dls.show_batch()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 648x648 with 9 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 83,
"referenced_widgets": [
"8cf865a94a7a4635b96156b77b03f7d7",
"4df418afd667417c9a8bb3472e7cad25",
"fda49933f64e44cf8cc333f4d36377f8",
"f56de869b49c4737be298963277e44fd",
"c1b34c8ccb6f4194a183b3c14f575d47",
"3f2f33478efd4ae3ac6913f4a7795389",
"cd8dcf614b6c41da8f23a524d3f40147",
"02a788a266dc4c00aa5910b10df590b9"
]
},
"id": "x-q-qylL5hRl",
"outputId": "c801a797-9540-4cbf-9918-02d160b153d0"
},
"source": [
"mixup = MixUp(0.4)\n",
"\n",
"learn = cnn_learner(dls, resnet18, metrics=accuracy, pretrained=True, cbs=mixup)"
],
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"text": [
"Downloading: \"https://download.pytorch.org/models/resnet18-5c106cde.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-5c106cde.pth\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8cf865a94a7a4635b96156b77b03f7d7",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, max=46827520.0), HTML(value='')))"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 111
},
"id": "uMyJ1BSb52Hh",
"outputId": "6696094e-c2e2-4790-92b2-b7da65a9180c"
},
"source": [
"learn.fit_one_cycle(2, 5e-3)"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.183603</td>\n",
" <td>0.257202</td>\n",
" <td>0.923312</td>\n",
" <td>00:27</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.947300</td>\n",
" <td>0.230779</td>\n",
" <td>0.943694</td>\n",
" <td>00:27</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "56wwdEMp5_J1",
"outputId": "1ff1267f-c05e-4345-eac3-254255da079c"
},
"source": [
"learn.save(\"model_1\")"
],
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Path('/root/.fastai/data/imagenette2-160/models/model_1.pth')"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DQlG9t3P6TH-",
"outputId": "7223b18d-0665-44bc-d224-c8a13fd9ec78"
},
"source": [
"!ls /root/.fastai/data/imagenette2-160/models/"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"model_1.pth\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "U7dWMlzr6Tbx"
},
"source": [
"learn.export(\"export_1\")"
],
"execution_count": 13,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "YhgIioeM6X-d",
"outputId": "61b72750-6076-4b55-b629-c330e1346988"
},
"source": [
"!ls /root/.fastai/data/imagenette2-160/"
],
"execution_count": 21,
"outputs": [
{
"output_type": "stream",
"text": [
"export_1 models train val\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "EVMUrATF6jTV"
},
"source": [
"import requests"
],
"execution_count": 22,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ixLxZzln7BgE"
},
"source": [
"with open(\"test_image.jpg\", \"wb\") as f:\n",
" f.write(requests.get(\"https://www.humanesociety.org/sites/default/files/styles/1240x698/public/2019/02/dog-451643.jpg?h=bf654dbc&itok=MQGvBmuo\").content)"
],
"execution_count": 23,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 102
},
"id": "PAH2G48b7PH-",
"outputId": "e643dc3d-f66d-4e01-b1cd-1ed2b019b652"
},
"source": [
"learn.predict(\"test_image.jpg\")"
],
"execution_count": 24,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(\"['n01440764', 'n02102040', 'n01440764', 'n02102040', 'n01440764', 'n02102040', 'n03888257', 'n03888257', 'n01440764', 'n03888257']\",\n",
" tensor([ 0.0851, 1.1619, -0.9005, 1.0139, -0.9977, 1.2880, -1.8091, -1.0468,\n",
" -0.6303, -1.2305]),\n",
" tensor([ 0.0851, 1.1619, -0.9005, 1.0139, -0.9977, 1.2880, -1.8091, -1.0468,\n",
" -0.6303, -1.2305]))"
]
},
"metadata": {
"tags": []
},
"execution_count": 24
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "0j5lrn7e7RKl",
"outputId": "966711f3-a992-4eb7-91b6-2345f07e80b1"
},
"source": [
"learn.cbs"
],
"execution_count": 25,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(#4) [TrainEvalCallback,Recorder,ProgressCallback,MixUp]"
]
},
"metadata": {
"tags": []
},
"execution_count": 25
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 17
},
"id": "E91wrksO7T5t",
"outputId": "73ff1ff0-15a1-4dcd-c69c-d6292001da7c"
},
"source": [
"interp = ClassificationInterpretation.from_learner(learn)"
],
"execution_count": 26,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "efBLiOvD7keU"
},
"source": [
"**Error 1**\n",
"\n",
"The shapes don't match"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 341
},
"id": "1U6DhvvB7cuv",
"outputId": "0a75f751-8756-4878-82c0-fc821bc5dcb9"
},
"source": [
"interp.plot_confusion_matrix()"
],
"execution_count": 27,
"outputs": [
{
"output_type": "error",
"ename": "AssertionError",
"evalue": "ignored",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-27-ab4f144f3c10>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0minterp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_confusion_matrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastai/interpret.py\u001b[0m in \u001b[0;36mplot_confusion_matrix\u001b[0;34m(self, normalize, title, cmap, norm_dec, plot_txt, **kwargs)\u001b[0m\n\u001b[1;32m 68\u001b[0m \u001b[0;34m\"Plot the confusion matrix, with `title` and using `cmap`.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[0;31m# This function is mainly copied from the sklearn docs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 70\u001b[0;31m \u001b[0mcm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconfusion_matrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 71\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mnormalize\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mcm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'float'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mcm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnewaxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 72\u001b[0m \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastai/interpret.py\u001b[0m in \u001b[0;36mconfusion_matrix\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[0;34m\"Confusion matrix as an `np.ndarray`.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 61\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvocab\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 62\u001b[0;31m \u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mflatten_check\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecoded\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 63\u001b[0m \u001b[0mcm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m&\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlong\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 64\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mto_np\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastai/torch_core.py\u001b[0m in \u001b[0;36mflatten_check\u001b[0;34m(inp, targ)\u001b[0m\n\u001b[1;32m 781\u001b[0m \u001b[0;34m\"Check that `out` and `targ` have the same number of elements and flatten them.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 782\u001b[0m \u001b[0minp\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtarg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontiguous\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mview\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtarg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontiguous\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mview\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 783\u001b[0;31m \u001b[0mtest_eq\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtarg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 784\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0minp\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtarg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/test.py\u001b[0m in \u001b[0;36mtest_eq\u001b[0;34m(a, b)\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mtest_eq\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;34m\"`test` that `a==b`\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m \u001b[0mtest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mequals\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'=='\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 36\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 37\u001b[0m \u001b[0;31m# Cell\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/test.py\u001b[0m in \u001b[0;36mtest\u001b[0;34m(a, b, cmp, cname)\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0;34m\"`assert` that `cmp(a,b)`; display inputs and `cname or cmp.__name__` if it fails\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcname\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mcname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcmp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 25\u001b[0;31m \u001b[0;32massert\u001b[0m \u001b[0mcmp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34mf\"{cname}:\\n{a}\\n{b}\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 26\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[0;31m# Cell\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mAssertionError\u001b[0m: ==:\n39250\n3925"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6sIoKVfQ7pe4"
},
"source": [
"Let's try removing the MixUp cb using the context manager and saving the learner:"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "8pcaQ99l7ojc",
"outputId": "d68be7ee-17ed-4401-c840-0387e50b1522"
},
"source": [
"learn.cbs"
],
"execution_count": 28,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(#4) [TrainEvalCallback,Recorder,ProgressCallback,MixUp]"
]
},
"metadata": {
"tags": []
},
"execution_count": 28
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nkcrFLF87364"
},
"source": [
"**Error 2**"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 324
},
"id": "jfHITM1r7ghP",
"outputId": "60c57d9c-1df7-476f-ca59-ce8c4a52dfc8"
},
"source": [
"with learn.removed_cbs(MixUp):\n",
" learn.export(\"export_noMixUp\")"
],
"execution_count": 29,
"outputs": [
{
"output_type": "error",
"ename": "TypeError",
"evalue": "ignored",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
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"\u001b[0;32m/usr/lib/python3.6/contextlib.py\u001b[0m in \u001b[0;36m__exit__\u001b[0;34m(self, type, value, traceback)\u001b[0m\n\u001b[1;32m 86\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtype\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 87\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 88\u001b[0;31m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 89\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 90\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/foundation.py\u001b[0m in \u001b[0;36mmap\u001b[0;34m(self, f, gen, *args, **kwargs)\u001b[0m\n\u001b[1;32m 177\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrange_of\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 178\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 179\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgen\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_new\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap_ex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgen\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgen\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 180\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0margwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnegate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_new\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnegate\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 181\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfilter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnoop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnegate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgen\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/basics.py\u001b[0m in \u001b[0;36mmap_ex\u001b[0;34m(iterable, f, gen, *args, **kwargs)\u001b[0m\n\u001b[1;32m 605\u001b[0m \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 606\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mgen\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 607\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 608\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 609\u001b[0m \u001b[0;31m# Cell\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/basics.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 595\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0m_Arg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 596\u001b[0m \u001b[0mfargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_Arg\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpargs\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmaxi\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 597\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mfargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 598\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 599\u001b[0m \u001b[0;31m# Cell\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastai/learner.py\u001b[0m in \u001b[0;36madd_cb\u001b[0;34m(self, cb)\u001b[0m\n\u001b[1;32m 102\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mremove_cbs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcbs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mL\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcbs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mremove_cb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 103\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0madd_cb\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 104\u001b[0;31m \u001b[0mold\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 105\u001b[0m \u001b[0;32massert\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mold\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mold\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34mf\"self.{cb.name} already registered\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 106\u001b[0m \u001b[0mcb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlearn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mTypeError\u001b[0m: getattr(): attribute name must be string"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TOmFKOmw78I9"
},
"source": [
"But now the learner does not have the MixUp cb"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "YrTbscMv7_KO",
"outputId": "88bfebb8-c09d-47c4-b23b-0710b12cadce"
},
"source": [
"learn.cbs"
],
"execution_count": 30,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(#3) [TrainEvalCallback,Recorder,ProgressCallback]"
]
},
"metadata": {
"tags": []
},
"execution_count": 30
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wr15gi1A8G0Z"
},
"source": [
"And the model interpretation works"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 17
},
"id": "Gvf2dqbu71xz",
"outputId": "ea22a90e-de76-4575-e796-b14d7e323201"
},
"source": [
"interp = ClassificationInterpretation.from_learner(learn)"
],
"execution_count": 31,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 311
},
"id": "h8U-TfhI8DnQ",
"outputId": "bf04110b-6625-48b9-b994-482ee81ec576"
},
"source": [
"interp.plot_confusion_matrix()"
],
"execution_count": 32,
"outputs": [
{
"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": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "oOlMcJjH8D3G",
"outputId": "cce34e15-adbd-49b5-9ec5-8959c8ca6141"
},
"source": [
"!ls /root/.fastai/data/imagenette2-160/"
],
"execution_count": 33,
"outputs": [
{
"output_type": "stream",
"text": [
"export_1 export_noMixUp models train val\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Jb6zUDKA8LYW"
},
"source": [
"learn_no_mixup = load_learner(\"/root/.fastai/data/imagenette2-160/export_noMixUp\")\n",
"learn_yes_mixup = load_learner(\"/root/.fastai/data/imagenette2-160/export_1\")"
],
"execution_count": 39,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "zGKN--j78srp"
},
"source": [
"**Error 3**\n",
"\n",
"The learner WITH MixUp gives the wrong ouput when using `.predict()`."
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 85
},
"id": "lZcPiRQP8a58",
"outputId": "7d0f9ec2-9cb4-47e0-b237-67441b3d4a96"
},
"source": [
"learn_no_mixup.predict(\"test_image.jpg\")"
],
"execution_count": 41,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"('n03394916',\n",
" tensor(5),\n",
" tensor([0.0852, 0.2500, 0.0318, 0.2157, 0.0289, 0.2837, 0.0128, 0.0275, 0.0417,\n",
" 0.0229]))"
]
},
"metadata": {
"tags": []
},
"execution_count": 41
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 102
},
"id": "Wqw9F4NZ8PLv",
"outputId": "6d1d15e4-8305-4277-842f-3d426f6c1711"
},
"source": [
"learn_yes_mixup.predict(\"test_image.jpg\")"
],
"execution_count": 42,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(\"['n01440764', 'n02102040', 'n01440764', 'n02102040', 'n01440764', 'n02102040', 'n03888257', 'n03888257', 'n01440764', 'n03888257']\",\n",
" tensor([ 0.0851, 1.1619, -0.9005, 1.0139, -0.9977, 1.2880, -1.8091, -1.0468,\n",
" -0.6303, -1.2305]),\n",
" tensor([ 0.0851, 1.1619, -0.9005, 1.0139, -0.9977, 1.2880, -1.8091, -1.0468,\n",
" -0.6303, -1.2305]))"
]
},
"metadata": {
"tags": []
},
"execution_count": 42
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "wlURs-508b7g"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
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