paorph/figureIdentifier
0
1{2 "cells": [3 {4 "cell_type": "code",5 "execution_count": 7,6 "metadata": {7 "id": "7haMLrpq670g"8 },9 "outputs": [],10 "source": [11 "!pip install -Uqq fastai"12 ]13 },14 {15 "cell_type": "code",16 "execution_count": 8,17 "metadata": {18 "id": "x9JVjkhZ7KdZ"19 },20 "outputs": [21 {22 "ename": "NameError",23 "evalue": "name 'DataBlock' is not defined",24 "output_type": "error",25 "traceback": [26 "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",27 "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",28 "\u001b[0;32m/var/folders/vv/v0lz43mn4fb17tzdd4hshp100000gn/T/ipykernel_3471/1390062116.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m shapes = DataBlock(\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mblocks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mImageBlock\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mCategoryBlock\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 3\u001b[0m \u001b[0mget_items\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mget_image_files\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0msplitter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mRandomSplitter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalid_pct\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mseed\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m42\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 5\u001b[0m \u001b[0mget_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparent_label\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",29 "\u001b[0;31mNameError\u001b[0m: name 'DataBlock' is not defined"30 ]31 }32 ],33 "source": [34 "shapes = DataBlock(\n",35 " blocks=(ImageBlock, CategoryBlock), \n",36 " get_items=get_image_files, \n",37 " splitter=RandomSplitter(valid_pct=0.2, seed=42),\n",38 " get_y=parent_label,\n",39 " item_tfms=Resize(128))"40 ]41 },42 {43 "cell_type": "code",44 "execution_count": 9,45 "metadata": {46 "id": "_z8ijwB37hww"47 },48 "outputs": [49 {50 "ename": "NameError",51 "evalue": "name 'shapes' is not defined",52 "output_type": "error",53 "traceback": [54 "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",55 "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",56 "\u001b[0;32m/var/folders/vv/v0lz43mn4fb17tzdd4hshp100000gn/T/ipykernel_3471/2848649515.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdls\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mshapes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataloaders\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",57 "\u001b[0;31mNameError\u001b[0m: name 'shapes' is not defined"58 ]59 }60 ],61 "source": [62 "dls = shapes.dataloaders(path)"63 ]64 },65 {66 "cell_type": "code",67 "execution_count": 38,68 "metadata": {69 "colab": {70 "base_uri": "https://localhost:8080/",71 "height": 80772 },73 "id": "U2KJsDj27moB",74 "outputId": "ead2618e-1c5a-4ece-81ae-32e6e9ec8a42"75 },76 "outputs": [77 {78 "name": "stderr",79 "output_type": "stream",80 "text": [81 "/usr/local/lib/python3.9/dist-packages/PIL/Image.py:975: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",82 " warnings.warn(\n"83 ]84 },85 {86 "data": {87 "image/png": "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\n",88 "text/plain": [89 "<Figure size 900x900 with 9 Axes>"90 ]91 },92 "metadata": {},93 "output_type": "display_data"94 }95 ],96 "source": [97 "dls.show_batch()"98 ]99 },100 {101 "cell_type": "code",102 "execution_count": 39,103 "metadata": {104 "colab": {105 "base_uri": "https://localhost:8080/",106 "height": 293107 },108 "id": "VzLj5vk57sUn",109 "outputId": "1af66c36-e8c7-43b3-bf73-c08a899bc29f"110 },111 "outputs": [112 {113 "name": "stderr",114 "output_type": "stream",115 "text": [116 "/usr/local/lib/python3.9/dist-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",117 " warnings.warn(\n",118 "/usr/local/lib/python3.9/dist-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",119 " warnings.warn(msg)\n"120 ]121 },122 {123 "data": {124 "text/html": [125 "\n",126 "<style>\n",127 " /* Turns off some styling */\n",128 " progress {\n",129 " /* gets rid of default border in Firefox and Opera. */\n",130 " border: none;\n",131 " /* Needs to be in here for Safari polyfill so background images work as expected. */\n",132 " background-size: auto;\n",133 " }\n",134 " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",135 " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",136 " }\n",137 " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",138 " background: #F44336;\n",139 " }\n",140 "</style>\n"141 ],142 "text/plain": [143 "<IPython.core.display.HTML object>"144 ]145 },146 "metadata": {},147 "output_type": "display_data"148 },149 {150 "data": {151 "text/html": [152 "<table border=\"1\" class=\"dataframe\">\n",153 " <thead>\n",154 " <tr style=\"text-align: left;\">\n",155 " <th>epoch</th>\n",156 " <th>train_loss</th>\n",157 " <th>valid_loss</th>\n",158 " <th>error_rate</th>\n",159 " <th>time</th>\n",160 " </tr>\n",161 " </thead>\n",162 " <tbody>\n",163 " <tr>\n",164 " <td>0</td>\n",165 " <td>1.561770</td>\n",166 " <td>0.678222</td>\n",167 " <td>0.240385</td>\n",168 " <td>00:56</td>\n",169 " </tr>\n",170 " </tbody>\n",171 "</table>"172 ],173 "text/plain": [174 "<IPython.core.display.HTML object>"175 ]176 },177 "metadata": {},178 "output_type": "display_data"179 },180 {181 "data": {182 "text/html": [183 "\n",184 "<style>\n",185 " /* Turns off some styling */\n",186 " progress {\n",187 " /* gets rid of default border in Firefox and Opera. */\n",188 " border: none;\n",189 " /* Needs to be in here for Safari polyfill so background images work as expected. */\n",190 " background-size: auto;\n",191 " }\n",192 " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",193 " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",194 " }\n",195 " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",196 " background: #F44336;\n",197 " }\n",198 "</style>\n"199 ],200 "text/plain": [201 "<IPython.core.display.HTML object>"202 ]203 },204 "metadata": {},205 "output_type": "display_data"206 },207 {208 "data": {209 "text/html": [210 "<table border=\"1\" class=\"dataframe\">\n",211 " <thead>\n",212 " <tr style=\"text-align: left;\">\n",213 " <th>epoch</th>\n",214 " <th>train_loss</th>\n",215 " <th>valid_loss</th>\n",216 " <th>error_rate</th>\n",217 " <th>time</th>\n",218 " </tr>\n",219 " </thead>\n",220 " <tbody>\n",221 " <tr>\n",222 " <td>0</td>\n",223 " <td>0.698874</td>\n",224 " <td>0.302615</td>\n",225 " <td>0.125000</td>\n",226 " <td>01:01</td>\n",227 " </tr>\n",228 " <tr>\n",229 " <td>1</td>\n",230 " <td>0.503609</td>\n",231 " <td>0.280785</td>\n",232 " <td>0.115385</td>\n",233 " <td>01:02</td>\n",234 " </tr>\n",235 " <tr>\n",236 " <td>2</td>\n",237 " <td>0.407629</td>\n",238 " <td>0.294969</td>\n",239 " <td>0.115385</td>\n",240 " <td>01:00</td>\n",241 " </tr>\n",242 " </tbody>\n",243 "</table>"244 ],245 "text/plain": [246 "<IPython.core.display.HTML object>"247 ]248 },249 "metadata": {},250 "output_type": "display_data"251 }252 ],253 "source": [254 "learn = vision_learner(dls, resnet18, metrics=error_rate)\n",255 "learn.fine_tune(3)"256 ]257 },258 {259 "cell_type": "code",260 "execution_count": 40,261 "metadata": {262 "id": "V3YbfDZJJJSU"263 },264 "outputs": [],265 "source": [266 "learn.export('model.pkl')"267 ]268 }269 ],270 "metadata": {271 "colab": {272 "provenance": []273 },274 "kernelspec": {275 "display_name": "Python 3 (ipykernel)",276 "language": "python",277 "name": "python3"278 },279 "language_info": {280 "codemirror_mode": {281 "name": "ipython",282 "version": 3283 },284 "file_extension": ".py",285 "mimetype": "text/x-python",286 "name": "python",287 "nbconvert_exporter": "python",288 "pygments_lexer": "ipython3",289 "version": "3.9.7"290 }291 },292 "nbformat": 4,293 "nbformat_minor": 1294}295 