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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import cv2\n", | |
| "from fastai2.vision.all import * " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "data_path = Path(\"./data/train/\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def custom_get(path):\n", | |
| " files = get_image_files(path)\n", | |
| " files = sorted(files)\n", | |
| " return files[slice(0, len(files), 4)]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def open_4_channels(fname):\n", | |
| " fname = str(fname)\n", | |
| " suffix = '.png'\n", | |
| "\n", | |
| " if fname.endswith('.png') or fname.endswith('.tif'):\n", | |
| " suffix = fname[-4:]\n", | |
| " fname = fname.split('_')[0]\n", | |
| "\n", | |
| " colors = ['red','green','blue','yellow']\n", | |
| " flags = cv2.IMREAD_GRAYSCALE\n", | |
| " img = [cv2.imread(fname+'_'+color+suffix, flags).astype(np.uint8)\n", | |
| " for color in colors]\n", | |
| " \n", | |
| " x = np.stack(img, axis=-1)\n", | |
| " return PILImage.create(x)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 37, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "df = pd.read_csv(\"./data/train.csv\")\n", | |
| "df.set_index(\"Id\", inplace=True)\n", | |
| "\n", | |
| "def get_y(path, df=df):\n", | |
| " path = Path(path)\n", | |
| " path = path.stem\n", | |
| " path = path[:-5]\n", | |
| " return df.loc[path].values[0].split(\" \")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 38, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "atlas = DataBlock(blocks=(ImageBlock(cls=PILImageBW), MultiCategoryBlock),\n", | |
| " get_items=custom_get, \n", | |
| " get_x=open_4_channels,\n", | |
| " get_y=get_y\n", | |
| " )" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 39, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "dls = atlas.dataloaders(data_path)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 40, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 648x648 with 9 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "dls.show_batch()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 47, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def model(pretrained=True):\n", | |
| " m = resnet18(pretrained)\n", | |
| " wt = m.conv1.weight \n", | |
| " conv = nn.Conv2d(4,64,7,stride=2,padding=3)\n", | |
| " weight = conv.weight\n", | |
| " weight[:,3] = wt.data[:,0].clone()\n", | |
| " conv.weight = nn.Parameter(weight)\n", | |
| " m.conv1 = conv\n", | |
| " return m" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 66, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "f1_score = F1ScoreMulti(thresh=0.3)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 61, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "learn = cnn_learner(dls, model, metrics=[f1_score])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 49, | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [], | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "SuggestedLRs(lr_min=0.025118863582611083, lr_steep=0.033113110810518265)" | |
| ] | |
| }, | |
| "execution_count": 49, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "learn.lr_find()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 67, | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "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>f1_score</th>\n", | |
| " <th>time</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <td>0</td>\n", | |
| " <td>0.140984</td>\n", | |
| " <td>00:06</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>" | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "ename": "KeyboardInterrupt", | |
| "evalue": "", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", | |
| "\u001b[0;32m<ipython-input-67-ca61b3aa75fc>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mlearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfine_tune\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[0m", | |
| "\u001b[0;32m~/repos/fastai2/fastai2/callback/schedule.py\u001b[0m in \u001b[0;36mfine_tune\u001b[0;34m(self, epochs, base_lr, freeze_epochs, lr_mult, pct_start, div, **kwargs)\u001b[0m\n\u001b[1;32m 155\u001b[0m \u001b[0;34m\"Fine tune with `freeze` for `freeze_epochs` then with `unfreeze` from `epochs` using discriminative LR\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 156\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfreeze\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--> 157\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit_one_cycle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfreeze_epochs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mslice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbase_lr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpct_start\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.99\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 158\u001b[0m \u001b[0mbase_lr\u001b[0m \u001b[0;34m/=\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 159\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munfreeze\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~/repos/fastai2/fastai2/callback/schedule.py\u001b[0m in \u001b[0;36mfit_one_cycle\u001b[0;34m(self, n_epoch, lr_max, div, div_final, pct_start, wd, moms, cbs, reset_opt)\u001b[0m\n\u001b[1;32m 110\u001b[0m scheds = {'lr': combined_cos(pct_start, lr_max/div, lr_max, lr_max/div_final),\n\u001b[1;32m 111\u001b[0m 'mom': combined_cos(pct_start, *(self.moms if moms is None else moms))}\n\u001b[0;32m--> 112\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_epoch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcbs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mParamScheduler\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mscheds\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[0mreset_opt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mreset_opt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwd\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mwd\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 113\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 114\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~/repos/fastai2/fastai2/learner.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, n_epoch, lr, wd, cbs, reset_opt)\u001b[0m\n\u001b[1;32m 188\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[1;32m 189\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mepoch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mepoch\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'begin_epoch'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 190\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_do_epoch_train\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 191\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_do_epoch_validate\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 192\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mCancelEpochException\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'after_cancel_epoch'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;32m~/repos/fastai2/fastai2/learner.py\u001b[0m in \u001b[0;36m_do_epoch_train\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 161\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[1;32m 162\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'begin_train'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 163\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mall_batches\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 164\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mCancelTrainException\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'after_cancel_train'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'after_train'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;32m~/repos/fastai2/fastai2/learner.py\u001b[0m in \u001b[0;36mall_batches\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 139\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mall_batches\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\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 140\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mn_iter\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[0mdl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 141\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mone_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mo\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 142\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 143\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mone_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\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[0;32m~/repos/fastai2/fastai2/learner.py\u001b[0m in \u001b[0;36mone_batch\u001b[0;34m(self, i, b)\u001b[0m\n\u001b[1;32m 153\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzero_grad\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 154\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mCancelBatchException\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'after_cancel_batch'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 155\u001b[0;31m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'after_batch'\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 156\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 157\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_do_begin_fit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_epoch\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~/repos/fastai2/fastai2/learner.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, event_name)\u001b[0m\n\u001b[1;32m 120\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mordered_cbs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcb_func\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mcb\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mcb\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msort_by_run\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;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcb_func\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 121\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 122\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mevent_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mL\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mevent_name\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[0m_call_one\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 123\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_call_one\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mevent_name\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 124\u001b[0m \u001b[0;32massert\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mevent\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mevent_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;32m~/repos/fastai2/fastcore/fastcore/foundation.py\u001b[0m in \u001b[0;36mmap\u001b[0;34m(self, f, *args, **kwargs)\u001b[0m\n\u001b[1;32m 367\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 368\u001b[0m else f.__getitem__)\n\u001b[0;32m--> 369\u001b[0;31m \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\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\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 370\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 371\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[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;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
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| "\u001b[0;32m~/repos/fastai2/fastai2/torch_core.py\u001b[0m in \u001b[0;36mto_detach\u001b[0;34m(b, cpu, gather)\u001b[0m\n\u001b[1;32m 166\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mgather\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmaybe_gather\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[0m\n\u001b[1;32m 167\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcpu\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 168\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_inner\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcpu\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgather\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgather\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 169\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 170\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~/repos/fastai2/fastai2/torch_core.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(func, x, *args, **kwargs)\u001b[0m\n\u001b[1;32m 146\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_listy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtype\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[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mo\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mx\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 147\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[0mdict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mv\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\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[0;32m--> 148\u001b[0;31m \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\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 149\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mretain_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\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[0m\n\u001b[1;32m 150\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;32m~/repos/fastai2/fastai2/torch_core.py\u001b[0m in \u001b[0;36m_inner\u001b[0;34m(x, cpu, gather)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdetach\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 166\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mgather\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmaybe_gather\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[0m\n\u001b[0;32m--> 167\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcpu\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 168\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_inner\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcpu\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgather\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgather\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 169\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;31mKeyboardInterrupt\u001b[0m: " | |
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| "learn.fine_tune(1)" | |
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| "execution_count": 68, | |
| "metadata": {}, | |
| "outputs": [], | |
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| "learn.metrics.append(f1_score)" | |
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| "execution_count": 69, | |
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| "learn.validate()" | |
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