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{
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   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-06-04T12:37:03.552218Z",
     "start_time": "2025-06-04T12:37:03.550250Z"
    }
   },
   "source": [
    "from fastai.vision.all import *\n",
    "import fastai\n",
    "print(f\"Fastai version: {fastai.__version__}\")\n",
    "print(f\"PyTorch version: {torch.__version__}\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fastai version: 2.8.2\n",
      "PyTorch version: 2.7.0\n"
     ]
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-04T11:45:40.483459Z",
     "start_time": "2025-06-04T11:44:29.844932Z"
    }
   },
   "cell_type": "code",
   "source": "path = untar_data(URLs.PETS)/'images'",
   "id": "1818d3bd22ae29fe",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='811712512' class='' max='811706944' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [811712512/811706944 01:05&lt;00:00]\n",
       "    </div>\n",
       "    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-04T11:45:40.497272Z",
     "start_time": "2025-06-04T11:45:40.495484Z"
    }
   },
   "cell_type": "code",
   "source": "def is_cat(x): return x[0].isupper()",
   "id": "f65b4fc326ad3402",
   "outputs": [],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-04T11:45:48.560082Z",
     "start_time": "2025-06-04T11:45:48.462205Z"
    }
   },
   "cell_type": "code",
   "source": [
    "dls = ImageDataLoaders.from_name_func('.',\n",
    "    get_image_files(path), valid_pct=0.2, seed=42,\n",
    "    label_func=is_cat,\n",
    "    item_tfms=Resize(192))"
   ],
   "id": "299a64e9b56c7340",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-04T11:47:52.783098Z",
     "start_time": "2025-06-04T11:45:50.640397Z"
    }
   },
   "cell_type": "code",
   "source": [
    "learn = vision_learner(dls, resnet18, metrics=error_rate)\n",
    "learn.fine_tune(3)"
   ],
   "id": "54f0841448ee0f27",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "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>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.175021</td>\n",
       "      <td>0.045238</td>\n",
       "      <td>0.015562</td>\n",
       "      <td>00:28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "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>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.066847</td>\n",
       "      <td>0.037843</td>\n",
       "      <td>0.010149</td>\n",
       "      <td>00:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.043575</td>\n",
       "      <td>0.032583</td>\n",
       "      <td>0.009472</td>\n",
       "      <td>00:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.025633</td>\n",
       "      <td>0.022578</td>\n",
       "      <td>0.009472</td>\n",
       "      <td>00:31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-04T11:53:44.862955Z",
     "start_time": "2025-06-04T11:53:44.774570Z"
    }
   },
   "cell_type": "code",
   "source": "learn.export('model.pkl')",
   "id": "5009321985e48ebc",
   "outputs": [],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-04T11:53:46.844730Z",
     "start_time": "2025-06-04T11:53:46.830804Z"
    }
   },
   "cell_type": "code",
   "source": "# learn2 = load_learner('model.pkl')",
   "id": "1b9c1cef1e44f3eb",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/gd/.pyenv/versions/forge3/lib/python3.11/site-packages/fastai/learner.py:455: UserWarning: load_learner` uses Python's insecure pickle module, which can execute malicious arbitrary code when loading. Only load files you trust.\n",
      "If you only need to load model weights and optimizer state, use the safe `Learner.load` instead.\n",
      "  warn(\"load_learner` uses Python's insecure pickle module, which can execute malicious arbitrary code when loading. Only load files you trust.\\nIf you only need to load model weights and optimizer state, use the safe `Learner.load` instead.\")\n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-04T12:03:53.183821Z",
     "start_time": "2025-06-04T12:03:53.157474Z"
    }
   },
   "cell_type": "code",
   "source": "Image.open('dog.jpg').to_thumb(256,256)",
   "id": "2640386cce9f6194",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256>"
      ],
      "image/png": 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",
      "image/jpeg": 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"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-04T12:05:53.519249Z",
     "start_time": "2025-06-04T12:05:53.449191Z"
    }
   },
   "cell_type": "code",
   "source": [
    "pred,idx,probs = learn.predict(PILImage.create('dunno.jpg'))\n",
    "pred,idx,probs"
   ],
   "id": "ecd497c32280557e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "('False', tensor(0), tensor([0.9977, 0.0023]))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "bbf8607cb420a014"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}