Using bear_multicat.pkl

app.ipynb

@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "id": "eea0a34c-610b-4cda-a0d0-d33fc5a4d8c6",
    "metadata": {},
    "outputs": [],
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "id": "56b1b84c-124c-4a00-b3a9-825a73b3176c",
    "metadata": {},
    "outputs": [
@@ -36,31 +36,48 @@
        "PILImage mode=RGB size=192x128"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "im = PILImage.create('grizzly.jpg')\n",
+    "im = PILImage.create('images/grizzly.jpg')\n",
     "im.thumbnail((192,192))\n",
     "im"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
+   "id": "efc4a6b6-3351-4679-8d43-6b05895b38a9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Copied from https://n90l9ahmyv.clg07azjl.paperspacegradient.com/lab/tree/bear_multicat.ipynb\n",
+    "\n",
+    "# from parent_label\n",
+    "def get_y(o):\n",
+    "    parent_name = Path(o).parent.name\n",
+    "    if parent_name in bear_types:\n",
+    "        return [parent_name]\n",
+    "    return []"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
    "id": "64fb2afb-d5ae-4fe9-8ede-f269fc731277",
    "metadata": {},
    "outputs": [],
    "source": [
     "#|export\n",
-    "learn = load_learner('export.pkl')"
+    "learn = load_learner('bear_multicat.pkl') #'export.pkl')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "458d4f3f-44c7-40d1-b3f4-ec32505bcd3e",
    "metadata": {},
    "outputs": [
@@ -104,10 +121,12 @@
     {
      "data": {
       "text/plain": [
-       "('grizzly', tensor(1), tensor([9.2093e-04, 9.9894e-01, 1.3686e-04]))"
+       "((#1) ['grizzly'],\n",
+       " tensor([False,  True, False]),\n",
+       " tensor([1.2435e-04, 1.0000e+00, 9.2345e-04]))"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -118,7 +137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "a8b789a2-2333-44ad-b786-ba8d85cc9225",
    "metadata": {},
    "outputs": [],
@@ -133,7 +152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "1faf012d-8159-4aae-b3a9-9c17751fc187",
    "metadata": {},
    "outputs": [
@@ -177,12 +196,12 @@
     {
      "data": {
       "text/plain": [
-       "{'grizzly': 0.0009209336130879819,\n",
-       " 'black': 0.9989421963691711,\n",
-       " 'teddy': 0.00013686473539564759}"
+       "{'black': 0.0001243527658516541,\n",
+       " 'grizzly': 0.9999984502792358,\n",
+       " 'teddy': 0.0009234462631866336}"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -193,7 +212,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "id": "5e10c092-c82d-4d85-8cb9-c7dc791269fc",
    "metadata": {},
    "outputs": [
@@ -201,7 +220,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Running on local URL:  http://127.0.0.1:7860\n",
+      "Running on local URL:  http://127.0.0.1:7862\n",
       "\n",
       "To create a public link, set `share=True` in `launch()`.\n"
      ]
@@ -210,7 +229,7 @@
      "data": {
       "text/plain": []
      },
-     "execution_count": 40,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -241,6 +260,80 @@
      "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": [],
@@ -256,7 +349,8 @@
     "#|export\n",
     "image = gr.Image(width=192, height=192)\n",
     "label = gr.Label()\n",
-    "examples = ['images/grizzly.jpg', 'images/black.jpg', 'images/teddy.jpg', 'images/dunno.jpg']\n",
+    "examples = ['images/grizzly.jpg', 'images/black.jpg', 'images/teddy.jpg',\n",
+    "            'images/text.png', 'images/einstein.png', 'images/dunno.jpg']\n",
     "\n",
     "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
     "intf.launch(inline=False)"
@@ -264,7 +358,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "id": "2017b1ba-f8d3-4a1d-98da-f52ce147df14",
    "metadata": {},
    "outputs": [],
@@ -274,7 +368,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "9e1976f1-79bb-496a-85e0-107766999c62",
    "metadata": {},
    "outputs": [],
@@ -284,32 +378,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "ca8e3d8d-44ab-4d9b-be1b-62735cd85c63",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from nbdev.migrate import migrate_nb"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "id": "098fb721-a743-4cb7-aebd-2b50c338371a",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "\u001b[0;31mSignature:\u001b[0m \u001b[0mmigrate_nb\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moverwrite\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+       "\u001b[0;31mSignature:\u001b[0m\n",
+       "\u001b[0mnbdev\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexport\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnb_export\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0mnbname\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0mlib_path\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0mprocs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0mdebug\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0mmod_maker\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m<\u001b[0m\u001b[0;32mclass\u001b[0m \u001b[0;34m'nbdev.maker.ModuleMaker'\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\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;31mSource:\u001b[0m   \n",
-       "\u001b[0;32mdef\u001b[0m \u001b[0mmigrate_nb\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moverwrite\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
-       "\u001b[0;34m\u001b[0m    \u001b[0;34m\"Migrate Notebooks from nbdev v1 and fastpages.\"\u001b[0m\u001b[0;34m\u001b[0m\n",
-       "\u001b[0;34m\u001b[0m    \u001b[0mnbp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNBProcessor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprocs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mFrontmatterProc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mMigrateProc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_repl_v1shortcuts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_repl_v1dir\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrm_directives\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
-       "\u001b[0;34m\u001b[0m    \u001b[0mnbp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocess\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
-       "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0moverwrite\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mwrite_nb\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
-       "\u001b[0;34m\u001b[0m    \u001b[0;32mreturn\u001b[0m \u001b[0mnbp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnb\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-       "\u001b[0;31mFile:\u001b[0m      ~/repos/minima/.env/lib/python3.12/site-packages/nbdev/migrate.py\n",
+       "\u001b[0;32mdef\u001b[0m \u001b[0mnb_export\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlib_path\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprocs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdebug\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmod_maker\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mModuleMaker\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0;34m\"Create module(s) from notebook\"\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0mlib_path\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mlib_path\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_config\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlib_path\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0mexp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mExportModuleProc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0mnb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNBProcessor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexp\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mL\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprocs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdebug\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdebug\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0mnb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocess\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m    \u001b[0;32mfor\u001b[0m \u001b[0mmod\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcells\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mexp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodules\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\n",
+       "\u001b[0;34m\u001b[0m        \u001b[0;32mif\u001b[0m \u001b[0mfirst\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcells\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcell_type\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m'code'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m            \u001b[0mall_cells\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mexp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0min_all\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmod\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m            \u001b[0mnm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mifnone\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'default_exp'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmod\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m'#'\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mmod\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m            \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mnm\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m                \u001b[0mwarn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Notebook '{nbname}' uses `#|export` without `#|default_exp` cell.\\n\"\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m                     \u001b[0;34m\"Note nbdev2 no longer supports nbdev1 syntax. Run `nbdev_migrate` to upgrade.\\n\"\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m                     \u001b[0;34m\"See https://nbdev.fast.ai/getting_started.html for more information.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m                \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m            \u001b[0mmm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmod_maker\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlib_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnb_path\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnbname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_new\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbool\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mmod\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m'#'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
+       "\u001b[0;34m\u001b[0m            \u001b[0mmm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcells\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mall_cells\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlib_path\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlib_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+       "\u001b[0;31mFile:\u001b[0m      ~/Library/Python/3.9/lib/python/site-packages/nbdev/export.py\n",
        "\u001b[0;31mType:\u001b[0m      function"
       ]
      },
@@ -318,17 +421,7 @@
     }
    ],
    "source": [
-    "??migrate_nb"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "021b2a42-4ddd-472d-8597-f689e777d7ba",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#migrate_nb('app.ipynb', overwrite=True)"
+    "??nbdev.export.nb_export"
    ]
   },
   {
@@ -356,7 +449,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.5"
+   "version": "3.9.6"
   }
  },
  "nbformat": 4,

app.py

@@ -7,20 +7,21 @@ __all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'classif
 from fastai.vision.all import *
 import gradio as gr
 
-# %% ../app.ipynb 3
-learn = load_learner('export.pkl')
+# %% ../app.ipynb 4
+learn = load_learner('bear_multicat.pkl') #'export.pkl')
 
-# %% ../app.ipynb 5
+# %% ../app.ipynb 6
 categories = ('black', 'grizzly', 'teddy')
 
 def classify_image(im):
     pred, idx, probs = learn.predict(im)
     return dict(zip(categories, map(float, probs)))
 
-# %% ../app.ipynb 7
+# %% ../app.ipynb 8
 image = gr.Image(width=192, height=192)
 label = gr.Label()
-examples = ['images/grizzly.jpg', 'images/black.jpg', 'images/teddy.jpg', 'images/dunno.jpg']
+examples = ['images/grizzly.jpg', 'images/black.jpg', 'images/teddy.jpg',
+            'images/text.png', 'images/einstein.png', 'images/dunno.jpg']
 
 intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
 intf.launch(inline=False)

requirements.txt

@@ -1 +1,2 @@
-fastai
+fastai
+gradio