app.py for hf space

.ipynb_checkpoints/app-checkpoint.ipynb

@@ -0,0 +1,793 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "30969580",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| default_exp app"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f1e83085",
+   "metadata": {},
+   "source": [
+    "### Ecommerece Image classification app"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "f348ee66",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| export\n",
+    "from fastai.vision.all import *\n",
+    "import gradio as gr\n",
+    "# ['jeans', 'sofa', 'tshirt', 'tv']\n",
+    "\n",
+    "def is_jeans(x): return x[0].isupper()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "671f8897",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "PILImage mode=RGB size=128x192"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "im = PILImage.create('jeans.jpeg')\n",
+    "im.thumbnail((192,192))\n",
+    "im"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "3d33d0e3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "learn = load_learner('export.pkl')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "44200237",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 4 µs, sys: 1e+03 ns, total: 5 µs\n",
+      "Wall time: 9.3 µs\n"
+     ]
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "('jeans', tensor(0), tensor([9.9999e-01, 5.7923e-06, 1.3877e-07, 3.3944e-07]))"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%time\n",
+    "learn.predict(im)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "e086efd0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "categories = ('Jeans', 'Sofa', 'Tshirt', 'Tv')\n",
+    "\n",
+    "def classify_images(img):\n",
+    "    pred, idx, probs = learn.predict(img)\n",
+    "    return dict(zip(categories, map(float, probs)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "c87bab9d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'Jeans': 0.9999936819076538,\n",
+       " 'Sofa': 5.792319825559389e-06,\n",
+       " 'Tshirt': 1.3876962157155504e-07,\n",
+       " 'Tv': 3.3943663879654196e-07}"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "classify_images(im)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "d53dd3f5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_143421/1632555779.py:2: GradioDeprecationWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n",
+      "  image = gr.inputs.Image(shape=(192,192))\n",
+      "/tmp/ipykernel_143421/1632555779.py:2: GradioDeprecationWarning: `optional` parameter is deprecated, and it has no effect\n",
+      "  image = gr.inputs.Image(shape=(192,192))\n",
+      "/tmp/ipykernel_143421/1632555779.py:3: GradioDeprecationWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
+      "  label = gr.outputs.Label()\n",
+      "/tmp/ipykernel_143421/1632555779.py:3: GradioUnusedKwargWarning: You have unused kwarg parameters in Label, please remove them: {'type': 'auto'}\n",
+      "  label = gr.outputs.Label()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7860\n",
+      "\n",
+      "To create a public link, set `share=True` in `launch()`.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#|export\n",
+    "image = gr.inputs.Image(shape=(192,192))\n",
+    "label = gr.outputs.Label()\n",
+    "examples = ['jeans.jpeg', 'sofa.jpeg', 'tshirt.jpg', 'tv.jpeg']\n",
+    "\n",
+    "intf = gr.Interface(fn=classify_images, inputs=image, outputs=label, examples=examples)\n",
+    "intf.launch(inline=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "49311045",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Export successful\n"
+     ]
+    }
+   ],
+   "source": [
+    "import nbdev\n",
+    "nbdev.export.nb_export('app.ipynb', 'app')\n",
+    "print('Export successful')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4fd11c82",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

app.ipynb

@@ -0,0 +1,793 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "1e001f5b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| default_exp app"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5b00e76",
+   "metadata": {},
+   "source": [
+    "### Ecommerece Image classification app"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "619b731d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| export\n",
+    "from fastai.vision.all import *\n",
+    "import gradio as gr\n",
+    "# ['jeans', 'sofa', 'tshirt', 'tv']\n",
+    "\n",
+    "def is_jeans(x): return x[0].isupper()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "657bff40",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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X0XVa+Sk4/ZwKXn/KfhMKMENVNjMET0j98vSj73z3z3/4oxjThx98OD892t275G/eakLIkmJMVTu7euXSO7duHc/nR0fHW1tT32yHSdNUdee6vh+J6NLl/ZTT7t7+T3/x05Pjk3Ect2Y7BsguiCEjPTo8jtmW/Xz89Je//3u/+3f/7t87evTlgy8epiyHx8cGOPRdjMPJ8WPL8YP3bp2cHvd9F9oKzpmg8xb/gvLF7qW9OM47dlw7oqcvwa/+ekMWZMdVSDmyc6z9L3/6wxt7zXdu7b23//d3ZpNuGE6SLZedoTttL/3Dv/07ITR//pd/fXx0qgDE1aPDk62sWOX56TFBlhy74WRveyuNy4oodT0Lytgp03QyCb5a9KNz9WS3zeNAqLfvfSFpvLa788G774mkceiWy/nMeUnaQHN5/+bu7lbT+EePvtj71rfPsi5E9LQFAjRYIUKqSKtk9VOxEKJ+7cai5SWbWAEEYJpN0JHLIodHhyeni+3tneP5slucEvJ0Z0sEp1t7Xd8nO57Pl8enD09P59du3IgiqjaZTlVlGMfpdHp6enp4dNz3vb+0P5/Pvfe7u7sHB49jjDu7gZgn00kz3YoxOudwOjk+fHR8dAimFWFg9t6FukHHBICoN999Zxw68i5mG4bknCu5AeeciDy9CH5zS5Re9hmMCBJT5qp1HHLO7WTy848/YfbT2TSRv/Pl49HIe394fHy66I5OThV4urWzs78/xjQMMYsFR8MwHB93wzDEGJu6FpHZ3p4B1HW9t7c/RlFVTSmn7IJr2jYOQ86JiCbTqcSxG+LJOAIYOwSzKpBIaqoKQLe2fNd3i34ghDOSxHn7s/71t9AHGIAnI7CoiTQDe0T87u/93me370Kovzw4rqfbs72rLTEiRODQbDdbe8MQ0bmcVQR8XR8fn+ztTFX15OQEEUMVxMTMFotFCMHMiKhtayZWgOVyaf0429padh0jpJQ0R0bgqpYkKlkEmMgopKyNC1UVThbdshtEMcZY9lllFwbP7gZ+C6EIBDAVBAmODHUY+pPTeczSxdwaUWgT+vnxwjUVoQP0HHhWNewHNYgpu+BLEv/45BhtvUdFNNWc82w2e/TwYRmsbjln54c0Wj9Ot3abukYAUAHLJs4kGWJoGu8dM0lKQNiGWgmXfVouI3Ft6Pq+D1XtvS9KhQsrjjyTlyvgm38DMzMTMwArjE6rJy07T75q6gn6qp5VMQ7AQM7HMeac1EDNiAmJTW02neRElmWxsJQSqNV1Hcdhe2tLVb0PIYSYdDJptRvUMHiPiFVVHR8eqKqZocEYkxITIhgMOZmoqjjmadtOt/diyg8fPc75Vt2QmYkIM5+/91cdh/PmC16UMCiyAR+AqpYkk/fgXI75eD7vx9RMZ8iuahpi7ypnaIDoPPoQhmFkl4Zh0Cgq0nXdycnJZNrUoaqqOoSQY2LmB4eHgHj16lUidM41TTMMw3KxCFW77Do6OhKR46NDRgPNbR1CVeXC9kVAJHQEQmcIM7swXywLRxEAChb0fFbgleTr6GwjYByhgkciJM6WT07noupC6Iae2J3OTydt652LMRJz8E5y8q6qHA/DIKJjJzn2y87iGM3Eez/0/VYza5om53z//v3ptF0ul/fuP9ja2gF282WPPHfOMbP3nkAZ2TunjswUyRCQmQgRmHOScUxmBsh9HGIcV8DnpnqvbEABZuSAUNGDcTfGBw8fRSUOtagYiCkiqomlGME7RmAA0Vx5YgzL+WJSuXevXz2NGQGZ0TknMc/n82vXrpnZ559/fu3a1a5bzk/nXT9yqJpmOtuZNG0LBp4pjp1JiikRI6ioqRqIZCSOMZooqFPRnFXS0TAM5xHQDcgmVoCqCbLzQREfHRz+2Q9/2M523nv/2z7UklITvGcioDp4InCMvqmWy0QqpHnsF2PXO++GIRJi01SI2E7aR48fjn2HZqK6u7tz//69+WL+zrvvhWaSs8UxHh0eeu8r78ZxBM0S4yQwIpjkQpgnZM+sgN6xADC7YTF2XX/eZG9ANgFHIzExi1rMMozxdLEYxtF7P20nOY5xHOI4IFrwzIig4h1NJ01dh6aud7Znk0mlkkSyiOScU0pEFEJYLpd1U0/b9vj4OKW0u7O7v3+JiEUEiVQ1hNC2bVXV3nskdESeiZmY2DN7771zYJZTBrO6CgCQUjYrYNwGBgbgtTbr+JWsCEZlzAo1V7MYZX//+t6l61nIB9+2Pg7H2LKjCTINw1CSYj4EBg+YqmbaiCGHq5WMYn2CZZ896fakaaSm7hGNB/d++aUKud2rR53GpAA0DEMchhRCdui9V6aUNEYlRgM0NSIexjgMg3eOmEV00HTY5dOxFdcgR7ChcrWpgbKpEwCgiKi0wl3sXIL+ySMC0nNz+qnF9Jxf3ggUgZhF+9ijhnEYb1y/Od3Zr+vGOSfslB2Aeu9FsqoW56mqOed1TELMLgCCI6q8LXuH0oawfBzD9uRbH3zrF5/dHea9975p2wbqHGNKqZD9U85xHAFWo0TEJbgsMpvNzCylpKaazQBFrUBAaqqSEcKFYNDnZBMKENWcxLnGhWYYxq2t7STa931T+XLDwxC7btk0zWQyIaKcMxE552KMMUYzFZGckgCjCwaWRb2vJ9NZSiJik9n2fHiSMffeO89VVfngqio4ZlVRz2bqnCs756LacRxjjCLinGPnqlDFOMKa6Z0lO/YXPTgb8QFI7Jxz3sBOTk77vi8VMux8me85qYiM4ziOo6pWVRVCYOYyXlVVVVXFzjl2Zuq9R8AxRXKevFcAdv7o9NR5Zsau67puiYiqcnJynGIsG0FRjTEVF3L2WDSBiN57x+ycWywWiGUPyJupwtyAAjDnjEjee1V9+ODhX/3VT05PTyfT2dZsNptu1XUTgq/qKuc8n8+7riv2QURszQ1h5mnbTtoGENqmdc71/UDsxphu3/3C+drXTQjBe59zypKLAoaxT2kUyYjW1NVk0rZtWy5rmmY6nZ7tFbz3Oeec83K5VFVT9c4553Bl7i9QNtcrQkT7YQghXLlyeRyjqhoAIlZVbU5LkZD3HgByznVdI2Lf9zHGvu/Hcazb2tTAzIeQvB+6tL0zddgA8/vf/nAhKKY5pxCCY6oq31aVgdZ1hYh1HRCo77txXO2znHOl/qJsd1NKY4wAMJ/Pc86eSVUd8gZqVjexEUNEM0DAnDIx37z5zv0HByYgWXJMDIaIfdcjrtg4zjnvPSKejZeZjePQJVBlAAg+ZBdEzHl+/4MPyQU1SllijHVdOaacswaXc+qWC0BknvV9LyKqVvZZBeopK6BYvxLd9v2Qc64CxzggB0Q2WCVjXrg7e+bJXwM324gPAGJiEc1ZFvPOOV9VjZoFX4dQMzsRKdNTRGKMXbcC/RExhFCccx2CI2ImABNVNf3iiy/Zhe3d3aTm68kYB9HkPTdNzYxm1jR1KaFkx1tbM+8DM1dVVcDOcRzzWkREcjazuq5UNaWEiBcd/xTZCCuC0Hmn5lPuTk5OjNu6rnPWLCIiwTkA64csIiGElFIJDVNKIquaRTNDgBB81WyBq+MwLPt+fjo/nS+crx+eLqqmmc5mRKSmzFRVlXd8VlsxjqOp5JzPwtDiYMqE1SJmznEIVUopeERPiN+8bPvlshl2NEhWDqwZ6roG1/ZJu+VyGAZNI1VEBN77GOOZgS7BIgCUYHG5XJpG4Xpn5zK4AIRV3RxKOjg8arf3QlUvHp/WdQOW+75zRIjGGCaTrZwzU+G0ldT3KsXIzIiYc4ZzZqRtGmZeLBbbW7sAChecCSiyIWJWSinpeHJ64n1wdZN0AKSmmagDz2aWESWl5JyLZfnDqptACKGU1TsOvSARZbVitXOWYUi7VyrEqq4by8uck5mFEJyjynskSikJgg++rmvVUVVTMkQoXkbNwGxF/0dsmoYQ+74P4QrIuBlAwuHLWBEvjcPsXPXdi0sSiNGAvO/HMebsmDh4YsoakYw9oBETVJVH0MrzOPTes+QcY/KOp9NWJSnA/s5uu7U9JDkAyd0cc0RLy8Wi3plWTZvmA2JwrBqzgRvzoDmSQUwjWzWkkVTbpirtD5ApZxGClFRiikNkZFE4jcO8y8TTNGS0VFdIpExKVCEEe26+ns8br+71uX4Hzw7G01rdUBiKyEgUc0o5pZwAQE2zpDZwXXvTHEYp8RLiCqwXADPN2XJKKUUFbFY23Rgxjv3p6XGK4yB4pdlx3qMP2VYV4aZKgI5dYHIO6yqAmSNo28bMREABJBsYpDECYlVVXTccHh2GS9vsnIh58rQqS1LE0oiFvt7W7NUM12aIWYaEIjIOY855jNH5JuY4jqMnP0YzSaqiKuvqXHGOnKvX/U8s53bMWoLRfox910lO/XJ5enxUT3cq5+I415TAZFWJrCAoOaEJIELOCQFBLcaISACExERUVZWIGpKqidrYRQCIMamIdwR5A2OzsRUAqGoxRlgXa5iZZBEhAEJE51iVV7WJzgGAc0xUAwAze++W/UghmHNi1k6a7a3tyrtuOf/i3u3tq7fiqDUjoiNHtXcAplb6IljwgQicK71qkIjMEMoGG7Cqqn6MwzAw8f7eHpEcHR0BoojQ3xgnbKroGMwK2OmDT7Ji2Zsqs6uq0Nm4Ah4Qg/clUiQiyVlFCLGqKgwV+MqHSvb3xqPt+enx/PjAgAJTE8ibMYF3XAWvKibiHBLapG0ANHiPUIgOKGKGBABnoJCImmkmcs5KHAwATPysM7sA2YgCoDRCQgAIIfgQ+nlvaGY2xtgtgdoaTE0FibKYcxzAMyEiJJWck4iokcYIimomKjkN06be++C9IaPlQQZ1zhF5BAQzRlKScRi8pxRHUzGRstMmYkIHVH7X8pWYXdcNJycnfntSVUFVHTtGAE0XPTgvUMBrV3sh8xTSZKH8zefzUAdVrSoXY4S2Ds6rCBH1fa/ZaRYFZGbPTjlLluVymYA5pJxl7Lqjw8fvvnOzravP7z3IYzdtt+KQnWPHKDmH4KtQm6ZJ0wCoqMRRQghQoA7vZB2wee/HJGcorA8+pawiSpZy8nzuLkq+hfCsQubXHo3z/9xQfQARW5YY4ziOBMO1a9fGNKaUKu/QEzOJpDr4lJNjVE2qzqzgoATgiRB8UPCCfHJyMj89Xs7nwQQ0NcGB5q2mPo4LR9g2DQKYZgBt6xoRmDl4pypIhEirQFkNAOq66fsBsxBRXbsmtA5z13UGkHNmFWB+2c19U9lUrwizkmtlZudDVVXI6D2KCNe+bdpFOg3eqwoASM6Ss2MG88wEziNgAgMOUcFUlsvl0HVVDZZTE5ylOG2qmJSIEMAzmwMCI/KSk3fsvcspARLgEyK3mZmVrZjlLCkNOeLupFrRcj3yxY8+bLJXhKohIrOr6/r27dt1W7//zg2CZKaiUnnPTJ55MMs5SfbmnamYIqiYyny+BA5jtpOTk5Ojw5RGCF40O0aVSGht04zjOA491lVVeYeIbGiKCAgQnDckMS3tjYpVBERmKtB0zpLGcavhkhvA4JgZ7MIbaG1kBSAikmpOKcU4uhTbtgWElFJwVsDhugo5Zx+8qkjOqmJmqiJiOa/9sMa+T33f931PCKaa8gguWM45RcBKJItBVQcEUBAHzI5MVXIOIQDzmU81M1UTzSlLShER6roJrmYqxAATEcMXbGtfu7yWI80NYLUBtPN9mdaPCprByJFYNhORfPnyvoGBKRMzmKSkCKKKCKGqFDA0rbFLBkheCLs0DknIO0U0A2JHRMWcmKlZJpDKueQcmDFiabLBVajrSkVyHhG0tBctbfnQJDhngCra1o0piOhs2pDFRd+JKRCLZCqotCEBFgdSijTWrddeMBpnPvZXkUGfkdeTD1iP+K/4QTMy0SwaJ9MW0B4+fqSSHTsmIkQiUpPSqDVUwdcVMZMLyC6pJjVgVzdtqGokGnMehjHGRAhc7lINVCaTtqprAM0pmikRGRghOseeXbH9TORK9Tdi8Fx519R1wZ1N83I5jzmRd8SMiLhuY4mrn5X//uqfV40hN9Kl0RABs4iIee+IqOuW4xgL27xsfUv7ycJOCM7BuglLTklyZiLvPFgxNlFzRjODFVWd0FJKIYSqCgiYczaDEIJjl7OoWnGnTOy9c9477733xIxE7Kgg1Yg4jGNKyTFz6Xe5ctoXKxtqk5mzEDERdd1QVfX16zem0ymAMROgpZyImBmdI+98FXwVguTUdx0AeMeSU98tF/P5fLEYh8FAyZUCrlwi8jiOKeXgw2Q6raoKsXAxqDgSQODCiCMiLvUXyEwieRgG73yJ7gspZhgGFXHsCrh90RrYVFJe0RRUiwXnWdN45whSqV4CUCYyMMfsnSA6YhqjqWQTBuZSmpJzin0/DkNOCc3QTHXVXTrFcRiHUFVt28QRAa2Yb2IWSSLqQiDCrAamAHhWcgegQHaW8BUVVUQqVQQXXp0Bm1oBSORSzDnldjIx1ZOTYzOpqoBkROidIwCGYoXYO6cihOAcxxTTOHgmxtLYWxnBO/aOwAxAyQzBcs4mAuv0lnPOOY8IzAQABfMzK/y3kh1TVXGOm6aWnFTVTE9OT4Z+rKrKO2cGzjkiumgN/DoKsBdJ+dMLqQNmgFh8LcUx9cOwWCyHYcg5AmrdBAMBMCYEVY/IhM4RguU4ggoiAljT1HXwcYzeOzDNKac4OscGykRDtyxTl4m990QEYFVVlWqLpmnErO+XBe1GwqZpSuLBe8+OmVFyqkKYTNr1rkVKwvKr5ayg7ExedTA3Y4LQsVcdVCDGtLc7dT4ggnOOWcZxAOXtuik3IEgeRVUJwTEDonNsZjmnlJKaqIqpIhqAkRZMT8GMEJnZlSbQJkh4Nj5MVDbhRLBKPJAjQgMjQiIMwYlUxEQgIYSz7qx/Q9BQAGAOKpZFVLRt23Y2TXH03je1N9G2Co7XzhFBEGrmUlKWsuYUU0pDn/puKSlJTlkzQWEQloyfAViMMaVEBT9bMXnWGnCOzJCBPKeUS6N0ohUVF0onFATnWFJm51QV0TnmDdAiNrQCAEBUVTVU1TiOwASWU4risfKuCh5NCWllIhBAFM2IiEkLoWgY+m65lJwkZ03CYACyasmrBs4WiwX5QJOWafWRuGr8ycXHoCF5RqSMgsSiYqJEwI69eVX13g+SzCznnDOgZRcufHw2lA/IWcwMDKbT6fHxcQa7ennfeWcggJBSrByBCAGomqmpqEpBI1QKhDGMQ9+LqIiqJiinchiggaKZwTAM1TjOJq333oAd0zrJTMxMiKbggvPeJyc5G6TsnEuqOaXlcrlcLkOocopdxSJC5AOHDTSz38gKUJE4GEACiKoG5kG3a7fl2TGZiAiY94AIyIQqlpgxhBCziNgQZdnFUTHmLHlIw6kjJQUDUCQm8KgAUSy1lQcTx1UIgYji2IEJmKkoMTEiGyIiMIBmZohjAiRmR+S9a0KoHVHOUk4yiJrJc+HiwaoB/HMKea58/lwQ8kytypNLzv/DfXM/89J3CI4NNOWUFDLAzs52gDjzWGkk4CRIVQVcARohAYvkTETgkNkBOiCfjSKQAKAmTV3NoFkVUImAwJM6SkuL02mDoCn1nht2gRBVBAElZQLnCC0rICIognrHoDDkcmKNU5VhSG3lmNAMnQsOwEwLlLJSgGkhLJ6Dgp6j4NDThOrntnLP9Hy68DVmAEzMzuWUzMw71/W9D1VV10hcquCdcysWv+QSgRTmrGNmJkZCxJQiEYaqqsKTjjLn7yrGlGLy3ovoMI6FZ7d2A7hi2J57BSKGqiqsUCI0067r1Mw5pyoISK+7Q+ULZROtCkQyGBrAOA4EnmiV6ChJWueCCwHAym6omF0iKrsHKCWNpmlMZlZ2E1YOGeSnPsXMjo6OvN+v69o5l3PG9WEAhKj2jArQTHNOTASIKWXn3Haz7T0sl0szy5Icqb94OHpDWBAhiUhKqa7r3Z0dVVERQmJmXE80EckixfeWZwrclkVyzjHFlFJMKYuY6rMrH6F0mslZCgWamPSsFTrhOlp9+kWIBRsFMO99Kf1Y5QOyqOkGamQ20jXRTE0JsW1b5/2XX34Zx8hlAwpQEsWry0R03a9NVVWekpRyHMec0guaIhl4H3zwzrlCc3fsbd0EHQBWK+DcLr38ablcLhaLGNNyuTw4OBCRqqoKI8Y5t4EqpZcr4FehDq8giGY2jKOIFiqOmRGhDwGJvHcppZhiYeOWBBkAIGKMaRxjHONisRQRZso5e+9TSqXXfzlKyVTVlJgcu2Homdk7V9dV0zRWiiDVCElyOa5KTJWIwEBy1vWpMSmlwo1wziFAXdfFrCEiFT9Cz4MsT7ihuJZXHZsNmSBEVJG+7xDh1jvvOOdSziUZUAqmbW2k12R9W/N8lZCcYxEZ+mGMUU35halCM0CoqgoJ+3E0sxKMFtNXUjTMXFBx51xRZ6GCFWr09s42M5f5kUWybOJEpQ2ZoBJy1HVNROMw8CryAS03qnpmdkpYUkbBe8fMhXydc+76PsYxp8zOnXny859CSE3TIGC3WOScnWPnnJnllFbnk50tYjMDCCHUdcXMhY1RCmP7vgcABCh5gosenM2UqWIxBc4573w/DMWIl5qt8zynooCUc6kOc87D2knknE2ViVNKCID0LE5T1k15zCLjGEWUmZnJ1rUeMeecU845ppRzLmAFM5eWT5JlRVZZLcOXNuB7DbIhE1QyUzlnZt7e3iZEKQHPOuQv15QlsC7UZpG8WCz6rivhUaiqtm1zzqKKz7tHREAchgER67rKOQ19z0whBFwvlzVKtErvlqCLmJ3zMcblcsnO1XVdjOA4jmb6NyEjpiLsXNu2TVObqYr64JmQHKlIlqxqSIoFYl6d4slm2I9jN4xDzKLmEJHJoWNGVIN1M+cy7oCIkhjFRAgR0KlqFiNmImKHRIbISOyY1MQQg4FKJizItmYVzTnnsApeEZ1zJS/2tHd9YUuM8/JSlT1d0PHrjuqrCJqBpDSYyfHJ8Wef/3Icu5gH59B7b6BEiGbMhIRq4JyPMXVDitlCM1PyyzE3gSUOluPWpEFTMy2nTBa0jcgFGVvMO01Vu5CihDDx9USMsmajRC4JQQZGcqYIYoGYASrnEMwFd/n6pctXLwHAippYzjIBPEu5rA+re+nPywYD7PzPJhTAvO7QoBqC397eJqLVhMupcHJLZbaISJYy60QyEjV1XQqpzYywOEZOKcFzXX1KpNQPfYxjQRp4Zd4JFFLKAIUUZGqac44xFq9cot6zVk2EWPz535wiPQBLWVJOCDCdTrdm2zXlFUKAhS3incMCBNk6gVk8QVVXAKCqbR0G5jgOJrlQbnF1uGqxD0iEMcVh7LmarE0UMbMQA2DO6ldtUqC4GTNjV7EJABChZHGeSg85lUIr2sT5zptYAaqmIimmcRxLxwzHzjlXQvCz/jTrZLpjJkAEAyZGRMmZmX3wdVV13dJEPXM5GRrBCMujGWhMJVgSFU0pZclmSOSImJBzlnMtcAARXeELrT4dRKTstkSFuPSsvPDB2UwYehbvrYqQSrxzNhylQB5WnWY8EZb/laLqnLN3DlXatpEUvWMkzCmVnSmuS/tEkuRoJkioJmXHsAZEmbk0hsuy3vqWvkCigogFOi0F8ohYZsML4aPXLr9OgcbXucCeOgmhwF6cUur7PsZU7c1GFmfK7KAc2MIskhHRO5clD8MA7BbL5eHhcUpJVJddb5KrKqhmBjDCZ7yZYzYmRFzM58iVsBhYSskzMXswIAVTVcWyOwMAMXXsqrpuYs7d4JwvrSMQV70tyzdfKXodbeHLDjd8JdnMTngdd+cMAMF7XvcRAChnW63mIxS/apAln2UKywReLBZx6Au6YKoAhkW167iCGImJmHJO5XkVk6ymYAYiVrzOE3hO1dQKzEfEpSLc1AqUtC6iX9FzL25wNsSKKFalbDAdO8eOGZHQSnWACj9zj2Zjin3Xld57AORsOw9dP3Zo6j0zOCrHASEQACEAozEwgyEwu7OTnVc8OEPiFaJW8A5VVbCCfIhkKFUxDCGEEsuXFjoXPjIX/QEAhYqjzjsAWC67k5OTLCvrXxzAs6ckI5hBinEcVvAkEXXLZZZcmisBAKxLKnFFJAQr+GhpjozrI9HLJcCIqw5YZ5huCXmLMRGRgks75hL1+lWzir8R3NBiWsrR7ZYTIY3jOAKRsmMP7EwNnl4CVuamKhGhmohsb2+lsYuaoBhxdWiyVgESIjkyx0/CKsDiVAk4pwSaC8uFSqkYITODADHR6jn0IQDgGCMgmCo9yf5eoGykayIRMquaSg5ETdOkmCKxAyDyhQQLpmXOWqF8mmVVYmZDyMlU0hhLAArGo6mBEZWqL0REIDI1BFBVZFTTrFnEiNDUaY4mEZ1nI0KHTEjMQEAI4ypTvTWbBh/y0I/jELyPMbbhxbD36xW3ht1/ZablG/t6y+aAGudC40hT9+DwMO5drm5eR8PKNYSYhyVlNDNfN6Nqn5I6l4mrSb08PolprGrkNB0WJ6FqkG0MrMiMhISGpOSdqxgcA2tSIB2HQdEZcuXJEbrK5zGZZcmYEUSInEekWMxgjhZ7j0gKGZQIVXNpIEJoSIZoiAZkXwPngZceCfOMXLgPQEBRieNY4noELDHMOEYFGPohZ8lZFEEBtVQw5dK6hlNK3bJT1b4fECCmmFNyjpu6KT3NVigNEhEBgncupViCrhLarxpfApaqprODaUWkL5lL530IOeeDg4PDw0NErOsaAEs8uu4ydIGyGVoKAUAcY9/1RDTd2jKAZdepWBRBZnZeFEQ1Z4m5KED6fpC8qjwNwTvvCqvBOUdMSMhrQrJzxMzBuaapS1TKhFmySB6TjCmrrk4lQUQkB0AxphiT977ru5xy3TQKeLpYGFgVwmpnl2UDO+FNNeswqypPzF3XHZx2u3tXPLsxJgoUs7rKDeNgAECmRgrI7MYxxhjLDmJrayvPO+ccQFYTRGQmQCIkIij/R2hM5JljTCK9imYRx6wGY0yOkJEAKYsClP6LNo7RDFLOY0xtO3FBSkKHmNa9+i5cNuOEMYOhGSLUVbMFgZiy6OlyaVqleLi3s6WaEYkcGjJzleLI7BApxWgApycn2o3O0XTSBswDrjhFTAXwRyL0jj3TdNI8XowxG/smZ5lOpwTWD5131ISgBpIiEpdmsvPFApCz6DBGAGzbiaqM48jFpf86OfZXFnceMyjyujVviOiInHNNXSv7rWpycrok5JD1dNFVnp3rvWNipJgVbIxJxHLWk5OTcRhCVS2WHQzRJBF5UA2Vd1RLHFeBIhoVarVJU9fcRQYyImA2wHIgCoqJGuqKmlLGdoyp6+eihkSq1vddHXxd18RsZohPdsKIFxWPvgZu6MsEVcRMUsqI1PeDkMWcfQAg7oaOuenGWEFFCorJALo+Gsgwjjkrk9csy/ncqzGpDwFTYkZURucKr6LQDz2jY3QhVCEQ1aOyAcUYUxw9gYowoUgGBNGSc/NIzM6ncez73ofK1tlKM2VmsFxmz4XGohvqmOU8B++8d9KPJ4tT8o0aJlE1iFk5KjEQlZgPkbjvhhQzIWUTZjdp29R1iMCEwOCcF4uotG7ogczomXwpOwYrSKaIGmoJscjEJJc6gRgjEDdNqwZIZGYpq6+oCg7R0phKG1+UFQq0WgIXQ9LayGGeRHUI3jtTiHE8PD6dbpMhhRAYGYmjaJwvAEpxL0lOJWMvaohQ1zUzHQ8dI7JjBAfBZfBiomLs2HvHnr1j71yJjVbb45IOIwJTBeyGvlgYQE4pA/RjysuuizEjkYh0KU7q0DQNE+ecPSiiOwNGoWjgdduLzRxhoqXiFxGm09lOpmwwxjim1HingCqCyKZKYsSI7OM4DsOQUw6Vc8wpApRaS8cIDr0HdajOSIm8c6785x0D06pCpviHQlQBMFHJOSGEEMqs78cIYKIGSCppvuxAZVIH5lItqEBrSBoQSt32BVjrTfSOZsdmUAqjibxjB8DlNB1VSClLSohsKlnENCChmhpAaRmwmC8ePHjQVmvcjQjZKaERWqHeEpVNFq5RHUIyhUJ8SymDqUkmg5TSousRSUSzSMzZ++A9LJaZCqWXqO/6rOq9R10x44obVrCLsEIXrwBDYiFWBCX0dTXZ321O+kXMfda5wjQltGxqc3IeAHsVhz4CJ/RRYVj2O7N2d3cWbJ6GriJRUEVq6jaTkywAROQAEV1gXxuSpDQMY2i2xpSIA6qpAoLPgMkURkDQmLKKOO9LQUiMsre311SNjAPqEimSi6wGwGg1WPHP2dAQfYlNn45Qn0Qy+IpDevEKQBARA3SO66paZhzHscDHcRwcOA7eMaMxEJY8pSqknJ33zjmxXLL0puqYiQmIkBnUKYkxQPHDxIUFUbVtU9fHyznkHLwzZDRQUVUreQGRBGs2mK3OK3SIOI4jGnnEsuxs3Who3avjomQzLctK920kptinZbcEz6JqBqamqgKmJlAIh1jK2BUBCmGEHVdVlRZWh+Cck8yIzkTBfCExeO+dc9674B0itO2kv/uwcjWUDW35DoAxp9KadE09h77vVbVwVwBARByT846Q7Gsib99YNtMxCxWUiKbTmTqkqn54/BgMgvc+eDPIktUyITpGZmbnsyQ1dezIoWQ5OT6uUKpJ60pHDwBNClaMMpbzBhyziHrmqqq2trbUhcUQiUv+lthTP3ZqWgjCACAiK6Z7KQCJ0RiqpvalQ0HZsW1gJ3zhn7CO3ArP4HQ+f3BwhJVjxyVScY4B0cABr+E1RCJaLpfdYj5pwqydAKCqFqNkiTz5rHk1uQ1LkxtenUcSJhPLORm41e54lf+yVU2ASEmBnf2pxKzjOArpVts475FQVeE5AvZFyGY2Yioi3tdt205a2xEbNEHMqbDGyYL3apm8J/ZAKKKypugS0TiOKSfUVCBo5xxBdo4RbGWC1kfBFFpRqGzZdVSRq6el96VqqbzGMwUAQHnnEvmU3JnnAKtT3NakxzMB+JrHyTyDLLwUTrqQMtWzZ9Z3wgbGzCknM5vNZsPJITFZtHI8gKtJTR2S994AkwrCqsmqiMyHzjmX+9zUNSJWVaXJ2PvSAQKByIcSRJZzUQuzQVQL7YeZzVBEJWc1Lb5XVUvCAAAKJWm2NatdnYehNHiiJ+0liJAA11o513TxheP7/Gh8tQ421bZyPaHUNKZcyPjlsBCPLsVEbsVOt3VJqXNOIuScx75bLua7ravq2jnHpgwODaTwc4DIOXYOS8Udk3Ouqqqo7qsnbPEExQ8DwONHj2vfbE9bJvbOF6LcBhDpTZwnbKZlNnnnvfMJZGVkAVLOxJIlOyoH7KgBrtgrzi9zXs6PT48OmjqYml9PXgJYdR8wQyD2npxTVU/IRFVVbc1mi2hj/qrhs3Uv67IaVJWYmNlMRTJAKO0sL3p0NnSKUoFzRaUf+tN+KCUuzKzJEKlUCKuo8koB5YC7EqKo6XQ6NT3x3qsJmpWaGuecrhQQyDkCKse/eXBt244ah/ySzs8lJC2ftX9pf9ZsSRzUTNbF4hc/OJtCQwFglbolRkBmx0wImFJmJlBbFemV1j9m69HX3Z3dtg6TprKhq5oaJaKiZ/NsBEhFAeW0AVe1bWvsezEDLKTPc1boBXOZiIpjZ+YUU4+9R2Di4AMhSha4eBVs4kx5Ak4p+xa9N+dltjMZks2XXRqHQARpCWiiAXPOotWkQdQQ2JSyDNPZzKRLcTHTYUYqBlx67MFZJpLYOURybZ3JCKEKblzOv7x9t57MfD0BQLMsaem8U/BM1A99qdIxs8Vy4YP3lS/cLxR57513jW2wkRwLC5MBKikBwvMHbb/IQj2dxzf86vHbCDdUFQxyitNpm9JoZqpG4Jk8ACXNaqtj3FW1NDUws5QioKUcsyYVaTw7AkfoqNhqx+yZPTtf+koAQqnmrSqfxnEcejAgQmJcdMssuR/6nCVLBoDCjyCmYRxUdVWkp5LS6Bw7z2rK3p0N8Crz9oqUk3L3X/2zIWJWHfyo2jaN986AzISdQ2xyGnIUIGaAVYxYiLeIOefgg6khoAHMZrMC9EPxwOvqxhXZhNhQHDMguaoyMOfCmHIA56oq2imHhlJGpJwVgFRtGCIYIHLTTFLKi0XnAdkUTWsfCMTxqosBrObxhUREG9oJI9hk0rRVkBR//umnV299i5gFQBNnZAcMJX4nNjA1894jkvOuqirJVR50Z2e7lBeU897OKIgrIBrJKAVHhlSFup1Mtvd2l9EUidCzr4aYHFeaVRXNUMQAwPtQcRiHHGOatNs1YewOnAMmYCQCxNXBPWgXBkpsBAsy8+xyyt7R/s7WB++/C64aU59zNmRDr0hgWQ2YyHTVrIwQckp1XY09RsnT2eysoLfwq84rgJCAgLHgnLi3t3vSiXVpjKmTpSAtx+gtl4SZioEhs5OsVRXimHPOpyeLmvWdK9PKO1VxniSLOnO0PjwJL4SocvE+ADFJNoB+7Jo6oMm0rixHTUPsu2EcxhRjjGg5EDCa5mySY9/1i9PTw4NhOdcUTVKp4lt3GXiigNXvpfEcYqFH7O/uOSZmOj4+fvzooWZBgJxi5ZlBcxwlDiAJTSTF4OjKpf3Ll3anTWgC1R5RhAE0C8IKnrWvXQT5qvLrQBEvfQmeFV+YgZljx85pP07qumJkGbfqpgo7jvB02XNVbbXNjS3PwSO5o9NTVVzG6MnaivvFiWfIaHVVl7edTCZQssfnVwARM6asBbfZ39u7duXStTAh9/nJcuCqYrKJq2ZNM4zjtKma4o3Mlstud2enbhrb253VqOPB5f1dBEHgpm4rFxCcGagpwqrFx1cPxavu3TYRBYla1w/MLgRXObx5Za/xNvPYoqTFMcTl/laDeTh+/CB2p1tN0LHzKJe2291pffPy/sTTtOJQhQK3lbnvvednxRNxXVUqedJUs0kDaZwE3t9qthu+ut3utE7TcqtxMp7WTjD3AXPrTeNC4xzS4ujxFw+/vAuWGMwUNIuty3Bw1cb+AlbAa3/HZ8QM2LlS51UHvzNrs9DBuCBgyvPF43ujr9JuOz96AMyL44Ptnd07n36yvbOFko8fffHhrSvVrL79+Iu2aZqmKSA+M5daJVyft+2c8xV5UUMvCevK537JCnF5uFj2yLi7v/vg3pfdspttbR1+eQfSYhiG99577/NPfra7s3Pt+nXn/bVLWwdwqjm2bY2yPucT6EKLNC6+ZRmaGQFy8BRCtbs1u3Pn7nZbhVB3J0c/+N0P2+mWI3TVJWTmUFV1c+XSjqkcHjzM3XYeFrtb04++/d50Oq3rOsZY1kEIAZ6OR7NmZDaxtm2cD9uzNsZ8fW9nWrGoNGxXfvfD27fvXr165VvvXh/G4fjo+Mre7P3//o9SSkeHRzn3aYT93e3t2UxSnjZ1E1oqJxTgGkostcOvd3wePrj3qq95NR9QzlcoHSOY0ziaWRxjTDqf91VTx2wmOTiMY+IQYs7sHZg6AomdQ0vDAsEMvQ+h7/tyKHwVgj2tgGQJEJkq7xsVXCx7731KsZwpn3Oqp7ODw+NixJbdUvKKMl02gMxcN7X34FlUhmndeG7rsAXgjQ1dRjcaAOX6pff+SoP5AgW89mBL1QoVRySXNo6qGlMGoJRT3w/OsVkutI8VJgQGZpKTZ8opqooZlqbCbi0rAsq6LyIgmQGXKr1SI19qkFUATFX6cUDicRwKzkxIZwmDUhhchRoRiKCtK+89Ajv2AAxkSEZsBoD6muGhTSXlVaCc5FowZKIQvEg2g0lbqWbD1bnLpaix/Ch7VeWqIi19/TEEz2s+NDEDwqq5JCICIdKaVGtq2UCRgIsRJFcppxwrj+a4NCwABEQPYOURQJmcY6dKIsAMCkq0csGghF8zK/YqshkFrKqgzn5/Ui6xwqIZUM+uKWioqhKtGjAZEa+Tt4XQcAZLPMkZWnlPeuZTzKwUYXof2PH5vk5nV67shq0ScbzmN559yvpGXn/zgo2dJ/xUu8LzCT9VBTBDOX8O01kR61lVKTw9WE8IoGtdgtH5C877oRWC5BDAfYUCzMD0rOzpSR+v84nh1y4bTUnCmVs+VxhcAC9De+ogrHU/ibNHWpfSP/3C51fAU0o64z2YWeH6F70+M5qrtzAsjYafycafXXMRUMTmFFAEz9oEPJ24f8a0ng3u2fCVxh1nqwGeYS08qbp4ogNcE0/WI75qP3P2p/PvA6ul+ayPvdDpDxsp0HhBDeyLbgnP/gTn1sHZlWcEnl/1DkRPcQjPf+jKGaybUsA59/Dsd7An3+G8FXr+Fl6XbHoFvJKcXwGvaw5+1Xsa2osnxwXKb6gCzs/6XzX6rzpMX+M9n1pDm1HDb7QCXu2al0E2CC/leq4UcN6XXLT8hirgvLxeE/QV72nwJBbYmBX6dRRwMe7oBdMZYR2cvq6MoOFXv+cmrX+RDSnga7zkqczEuatXvNhvDgGcO0zkxe+5fnajsqHWxW/lV8lbBbxheauANyxvFfCGxT3bMO852QBW8Vrkt+V7PiNvV8AblrcKeMPyVgFvWN4q4A3LWwW8YbmQhMxvaUACb+Kbv10Bb1jeKuANy1sFvGF5q4A3LJsoU31db/I3Ut6ugDcsbxXwhuWtAt6wvFXAG5a3CnjD8nIo4m0Ac16eJ7l+9QUvlbcr4A3L/w++iMMDCxxFkgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "PILImage mode=RGB size=128x192"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "im = PILImage.create('jeans.jpeg')\n",
+    "im.thumbnail((192,192))\n",
+    "im"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "2a7914b1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "learn = load_learner('export.pkl')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "cb34f2f8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 4 µs, sys: 1e+03 ns, total: 5 µs\n",
+      "Wall time: 9.3 µs\n"
+     ]
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "('jeans', tensor(0), tensor([9.9999e-01, 5.7923e-06, 1.3877e-07, 3.3944e-07]))"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%time\n",
+    "learn.predict(im)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "5def95a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "categories = ('Jeans', 'Sofa', 'Tshirt', 'Tv')\n",
+    "\n",
+    "def classify_images(img):\n",
+    "    pred, idx, probs = learn.predict(img)\n",
+    "    return dict(zip(categories, map(float, probs)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "4a5a6ba6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'Jeans': 0.9999936819076538,\n",
+       " 'Sofa': 5.792319825559389e-06,\n",
+       " 'Tshirt': 1.3876962157155504e-07,\n",
+       " 'Tv': 3.3943663879654196e-07}"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "classify_images(im)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "9a2b8f4b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_143421/1632555779.py:2: GradioDeprecationWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n",
+      "  image = gr.inputs.Image(shape=(192,192))\n",
+      "/tmp/ipykernel_143421/1632555779.py:2: GradioDeprecationWarning: `optional` parameter is deprecated, and it has no effect\n",
+      "  image = gr.inputs.Image(shape=(192,192))\n",
+      "/tmp/ipykernel_143421/1632555779.py:3: GradioDeprecationWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
+      "  label = gr.outputs.Label()\n",
+      "/tmp/ipykernel_143421/1632555779.py:3: GradioUnusedKwargWarning: You have unused kwarg parameters in Label, please remove them: {'type': 'auto'}\n",
+      "  label = gr.outputs.Label()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7860\n",
+      "\n",
+      "To create a public link, set `share=True` in `launch()`.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
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+       "    /* Turns off some styling */\n",
+       "    progress {\n",
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+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
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+       "    }\n",
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+    },
+    {
+     "data": {
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+       "\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",
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+      ]
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+    },
+    {
+     "data": {
+      "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",
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+       "    }\n",
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+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
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+       "<IPython.core.display.HTML object>"
+      ]
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+      "text/html": [],
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+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
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+     "metadata": {},
+     "output_type": "display_data"
+    },
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+     "data": {
+      "text/html": [],
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+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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",
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+       "\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",
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+       "\n",
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+       "    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",
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+      ]
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+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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",
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+       "    }\n",
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+      ],
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+      ]
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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",
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+       "        background: #F44336;\n",
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+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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",
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+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "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"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#|export\n",
+    "image = gr.inputs.Image(shape=(192,192))\n",
+    "label = gr.outputs.Label()\n",
+    "examples = ['jeans.jpeg', 'sofa.jpeg', 'tshirt.jpg', 'tv.jpeg']\n",
+    "\n",
+    "intf = gr.Interface(fn=classify_images, inputs=image, outputs=label, examples=examples)\n",
+    "intf.launch(inline=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "d38ebcd4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Export successful\n"
+     ]
+    }
+   ],
+   "source": [
+    "import nbdev\n",
+    "nbdev.export.nb_export('app.ipynb', 'app.py')\n",
+    "print('Export successful')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "67795634",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

app.py

@@ -1,9 +1,29 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb.
+
+# %% auto 0
+__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'is_jeans', 'classify_images']
+
+# %% app.ipynb 2
+from fastai.vision.all import *
 import gradio as gr
+# ['jeans', 'sofa', 'tshirt', 'tv']
+
+def is_jeans(x): return x[0].isupper()
+
+# %% app.ipynb 4
+learn = load_learner('export.pkl')
 
+# %% app.ipynb 6
+categories = ('Jeans', 'Sofa', 'Tshirt', 'Tv')
 
-def greet(name):
-    return "Hello " + name + "!!"
+def classify_images(img):
+    pred, idx, probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
 
+# %% app.ipynb 8
+image = gr.inputs.Image(shape=(192,192))
+label = gr.outputs.Label()
+examples = ['jeans.jpeg', 'sofa.jpeg', 'tshirt.jpg', 'tv.jpeg']
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+intf = gr.Interface(fn=classify_images, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)

export.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1218c4603d336cd8155bad6389d995ab2b2a995cc53a5a11ff5fd65cc3412834
+size 102907965