add grizzle model

.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text

app.ipynb

@@ -0,0 +1,424 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "initial_id",
+   "metadata": {
+    "collapsed": true,
+    "ExecuteTime": {
+     "end_time": "2024-01-31T12:25:20.508204Z",
+     "start_time": "2024-01-31T12:25:14.887824Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: pip in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (23.3.2)\r\n",
+      "Requirement already satisfied: gradio in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (3.43.1)\r\n",
+      "Requirement already satisfied: aiofiles<24.0,>=22.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (23.2.1)\r\n",
+      "Requirement already satisfied: altair<6.0,>=4.2.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (5.2.0)\r\n",
+      "Requirement already satisfied: fastapi in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (0.109.0)\r\n",
+      "Requirement already satisfied: ffmpy in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (0.3.1)\r\n",
+      "Requirement already satisfied: gradio-client==0.5.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (0.5.0)\r\n",
+      "Requirement already satisfied: httpx in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (0.26.0)\r\n",
+      "Requirement already satisfied: huggingface-hub>=0.14.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (0.20.3)\r\n",
+      "Requirement already satisfied: importlib-resources<7.0,>=1.3 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (6.1.1)\r\n",
+      "Requirement already satisfied: jinja2<4.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (3.1.2)\r\n",
+      "Requirement already satisfied: markupsafe~=2.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (2.1.2)\r\n",
+      "Requirement already satisfied: matplotlib~=3.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (3.8.2)\r\n",
+      "Requirement already satisfied: numpy~=1.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (1.24.3)\r\n",
+      "Requirement already satisfied: orjson~=3.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (3.9.12)\r\n",
+      "Requirement already satisfied: packaging in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (23.1)\r\n",
+      "Requirement already satisfied: pandas<3.0,>=1.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (2.0.2)\r\n",
+      "Requirement already satisfied: pillow<11.0,>=8.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (10.2.0)\r\n",
+      "Requirement already satisfied: pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,<3.0.0,>=1.7.4 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (2.6.0)\r\n",
+      "Requirement already satisfied: pydub in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (0.25.1)\r\n",
+      "Requirement already satisfied: python-multipart in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (0.0.6)\r\n",
+      "Requirement already satisfied: pyyaml<7.0,>=5.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (6.0)\r\n",
+      "Requirement already satisfied: requests~=2.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (2.31.0)\r\n",
+      "Requirement already satisfied: semantic-version~=2.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (2.10.0)\r\n",
+      "Requirement already satisfied: typing-extensions~=4.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (4.9.0)\r\n",
+      "Requirement already satisfied: uvicorn>=0.14.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (0.27.0.post1)\r\n",
+      "Requirement already satisfied: websockets<12.0,>=10.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio) (11.0.3)\r\n",
+      "Requirement already satisfied: fsspec in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from gradio-client==0.5.0->gradio) (2023.5.0)\r\n",
+      "Requirement already satisfied: jsonschema>=3.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from altair<6.0,>=4.2.0->gradio) (4.21.1)\r\n",
+      "Requirement already satisfied: toolz in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from altair<6.0,>=4.2.0->gradio) (0.12.1)\r\n",
+      "Requirement already satisfied: filelock in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from huggingface-hub>=0.14.0->gradio) (3.12.0)\r\n",
+      "Requirement already satisfied: tqdm>=4.42.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from huggingface-hub>=0.14.0->gradio) (4.65.0)\r\n",
+      "Requirement already satisfied: contourpy>=1.0.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from matplotlib~=3.0->gradio) (1.2.0)\r\n",
+      "Requirement already satisfied: cycler>=0.10 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from matplotlib~=3.0->gradio) (0.12.1)\r\n",
+      "Requirement already satisfied: fonttools>=4.22.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from matplotlib~=3.0->gradio) (4.47.2)\r\n",
+      "Requirement already satisfied: kiwisolver>=1.3.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from matplotlib~=3.0->gradio) (1.4.5)\r\n",
+      "Requirement already satisfied: pyparsing>=2.3.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from matplotlib~=3.0->gradio) (3.1.1)\r\n",
+      "Requirement already satisfied: python-dateutil>=2.7 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from matplotlib~=3.0->gradio) (2.8.2)\r\n",
+      "Requirement already satisfied: pytz>=2020.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from pandas<3.0,>=1.0->gradio) (2023.3)\r\n",
+      "Requirement already satisfied: tzdata>=2022.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from pandas<3.0,>=1.0->gradio) (2023.3)\r\n",
+      "Requirement already satisfied: annotated-types>=0.4.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,<3.0.0,>=1.7.4->gradio) (0.6.0)\r\n",
+      "Requirement already satisfied: pydantic-core==2.16.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,<3.0.0,>=1.7.4->gradio) (2.16.1)\r\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from requests~=2.0->gradio) (3.1.0)\r\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from requests~=2.0->gradio) (3.4)\r\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from requests~=2.0->gradio) (2.0.2)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from requests~=2.0->gradio) (2023.5.7)\r\n",
+      "Requirement already satisfied: click>=7.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from uvicorn>=0.14.0->gradio) (8.1.3)\r\n",
+      "Requirement already satisfied: h11>=0.8 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from uvicorn>=0.14.0->gradio) (0.14.0)\r\n",
+      "Requirement already satisfied: starlette<0.36.0,>=0.35.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from fastapi->gradio) (0.35.1)\r\n",
+      "Requirement already satisfied: anyio in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from httpx->gradio) (4.2.0)\r\n",
+      "Requirement already satisfied: httpcore==1.* in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from httpx->gradio) (1.0.2)\r\n",
+      "Requirement already satisfied: sniffio in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from httpx->gradio) (1.3.0)\r\n",
+      "Requirement already satisfied: attrs>=22.2.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (23.2.0)\r\n",
+      "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (2023.12.1)\r\n",
+      "Requirement already satisfied: referencing>=0.28.4 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.33.0)\r\n",
+      "Requirement already satisfied: rpds-py>=0.7.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.17.1)\r\n",
+      "Requirement already satisfied: six>=1.5 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio) (1.16.0)\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install -Uqq fastai\n",
+    "!pip install --upgrade pip\n",
+    "!pip install gradio"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "outputs": [],
+   "source": [
+    "#|default_exp app"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-01-31T12:25:20.511978Z",
+     "start_time": "2024-01-31T12:25:20.509240Z"
+    }
+   },
+   "id": "131cfda07ddd85ac",
+   "execution_count": 22
+  },
+  {
+   "cell_type": "code",
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "from fastai.vision.all import *\n",
+    "import gradio as gr\n",
+    "\n",
+    "def is_grizzly(x): return x[0].isupper()"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-01-31T12:25:20.515452Z",
+     "start_time": "2024-01-31T12:25:20.513410Z"
+    }
+   },
+   "id": "69aefb3580da341f",
+   "execution_count": 23
+  },
+  {
+   "cell_type": "code",
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "learn = load_learner('export.pkl')"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-01-31T12:25:20.540837Z",
+     "start_time": "2024-01-31T12:25:20.516440Z"
+    }
+   },
+   "id": "65a607022a16cd59",
+   "execution_count": 24
+  },
+  {
+   "cell_type": "code",
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "categories = ('black', 'grizzly', 'teddy')\n",
+    "\n",
+    "def classify_image(img):\n",
+    "    pred,pred_idx,probs = learn.predict(img)\n",
+    "    return dict(zip(categories, map(float, probs)))"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-01-31T12:25:20.545161Z",
+     "start_time": "2024-01-31T12:25:20.541167Z"
+    }
+   },
+   "id": "5d718a1ff473d36f",
+   "execution_count": 25
+  },
+  {
+   "cell_type": "code",
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "image = gr.Image(shape=(224, 224))\n",
+    "label = gr.Label()\n",
+    "examples = [\n",
+    "    ['images/grizzly.png'],\n",
+    "    ['images/black.png'],\n",
+    "    ['images/teddy.png']\n",
+    "]"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-01-31T12:25:20.548430Z",
+     "start_time": "2024-01-31T12:25:20.544100Z"
+    }
+   },
+   "id": "f3eb492b280e1353",
+   "execution_count": 26
+  },
+  {
+   "cell_type": "code",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7861\n",
+      "\n",
+      "To create a public link, set `share=True` in `launch()`.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": "<IPython.core.display.HTML object>",
+      "text/html": "<div><iframe src=\"http://127.0.0.1:7861/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": ""
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#|export\n",
+    "gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples).launch()"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-01-31T12:25:20.730168Z",
+     "start_time": "2024-01-31T12:25:20.549165Z"
+    }
+   },
+   "id": "2f43279622f0bad4",
+   "execution_count": 27
+  },
+  {
+   "cell_type": "code",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: nbdev in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (2.3.13)\r\n",
+      "Requirement already satisfied: ipywidgets<=8.0.4 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbdev) (7.8.1)\r\n",
+      "Requirement already satisfied: fastcore>=1.5.27 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbdev) (1.5.29)\r\n",
+      "Requirement already satisfied: execnb>=0.1.4 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbdev) (0.1.5)\r\n",
+      "Requirement already satisfied: astunparse in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbdev) (1.6.3)\r\n",
+      "Requirement already satisfied: ghapi>=1.0.3 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbdev) (1.0.4)\r\n",
+      "Requirement already satisfied: watchdog in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbdev) (3.0.0)\r\n",
+      "Requirement already satisfied: asttokens in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbdev) (2.4.1)\r\n",
+      "Requirement already satisfied: PyYAML in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbdev) (6.0)\r\n",
+      "Requirement already satisfied: ipython in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from execnb>=0.1.4->nbdev) (8.21.0)\r\n",
+      "Requirement already satisfied: pip in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from fastcore>=1.5.27->nbdev) (23.3.2)\r\n",
+      "Requirement already satisfied: packaging in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from fastcore>=1.5.27->nbdev) (23.1)\r\n",
+      "Requirement already satisfied: comm>=0.1.3 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipywidgets<=8.0.4->nbdev) (0.2.1)\r\n",
+      "Requirement already satisfied: ipython-genutils~=0.2.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipywidgets<=8.0.4->nbdev) (0.2.0)\r\n",
+      "Requirement already satisfied: traitlets>=4.3.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipywidgets<=8.0.4->nbdev) (5.14.1)\r\n",
+      "Requirement already satisfied: widgetsnbextension~=3.6.6 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipywidgets<=8.0.4->nbdev) (3.6.6)\r\n",
+      "Requirement already satisfied: jupyterlab-widgets<3,>=1.0.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipywidgets<=8.0.4->nbdev) (1.1.7)\r\n",
+      "Requirement already satisfied: six>=1.12.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from asttokens->nbdev) (1.16.0)\r\n",
+      "Requirement already satisfied: wheel<1.0,>=0.23.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from astunparse->nbdev) (0.40.0)\r\n",
+      "Requirement already satisfied: decorator in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipython->execnb>=0.1.4->nbdev) (5.1.1)\r\n",
+      "Requirement already satisfied: jedi>=0.16 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipython->execnb>=0.1.4->nbdev) (0.19.1)\r\n",
+      "Requirement already satisfied: matplotlib-inline in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipython->execnb>=0.1.4->nbdev) (0.1.6)\r\n",
+      "Requirement already satisfied: prompt-toolkit<3.1.0,>=3.0.41 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipython->execnb>=0.1.4->nbdev) (3.0.43)\r\n",
+      "Requirement already satisfied: pygments>=2.4.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipython->execnb>=0.1.4->nbdev) (2.17.2)\r\n",
+      "Requirement already satisfied: stack-data in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipython->execnb>=0.1.4->nbdev) (0.6.3)\r\n",
+      "Requirement already satisfied: pexpect>4.3 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipython->execnb>=0.1.4->nbdev) (4.9.0)\r\n",
+      "Requirement already satisfied: notebook>=4.4.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (7.0.7)\r\n",
+      "Requirement already satisfied: parso<0.9.0,>=0.8.3 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jedi>=0.16->ipython->execnb>=0.1.4->nbdev) (0.8.3)\r\n",
+      "Requirement already satisfied: jupyter-server<3,>=2.4.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.12.5)\r\n",
+      "Requirement already satisfied: jupyterlab-server<3,>=2.22.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.25.2)\r\n",
+      "Requirement already satisfied: jupyterlab<5,>=4.0.2 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (4.0.12)\r\n",
+      "Requirement already satisfied: notebook-shim<0.3,>=0.2 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.2.3)\r\n",
+      "Requirement already satisfied: tornado>=6.2.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (6.4)\r\n",
+      "Requirement already satisfied: ptyprocess>=0.5 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from pexpect>4.3->ipython->execnb>=0.1.4->nbdev) (0.7.0)\r\n",
+      "Requirement already satisfied: wcwidth in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from prompt-toolkit<3.1.0,>=3.0.41->ipython->execnb>=0.1.4->nbdev) (0.2.13)\r\n",
+      "Requirement already satisfied: executing>=1.2.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from stack-data->ipython->execnb>=0.1.4->nbdev) (2.0.1)\r\n",
+      "Requirement already satisfied: pure-eval in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from stack-data->ipython->execnb>=0.1.4->nbdev) (0.2.2)\r\n",
+      "Requirement already satisfied: anyio>=3.1.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (4.2.0)\r\n",
+      "Requirement already satisfied: argon2-cffi in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (23.1.0)\r\n",
+      "Requirement already satisfied: jinja2 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (3.1.2)\r\n",
+      "Requirement already satisfied: jupyter-client>=7.4.4 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (8.6.0)\r\n",
+      "Requirement already satisfied: jupyter-core!=5.0.*,>=4.12 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (5.7.1)\r\n",
+      "Requirement already satisfied: jupyter-events>=0.9.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.9.0)\r\n",
+      "Requirement already satisfied: jupyter-server-terminals in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.5.2)\r\n",
+      "Requirement already satisfied: nbconvert>=6.4.4 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (7.14.2)\r\n",
+      "Requirement already satisfied: nbformat>=5.3.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (5.9.2)\r\n",
+      "Requirement already satisfied: overrides in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (7.7.0)\r\n",
+      "Requirement already satisfied: prometheus-client in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.19.0)\r\n",
+      "Requirement already satisfied: pyzmq>=24 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (25.1.2)\r\n",
+      "Requirement already satisfied: send2trash>=1.8.2 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.8.2)\r\n",
+      "Requirement already satisfied: terminado>=0.8.3 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.18.0)\r\n",
+      "Requirement already satisfied: websocket-client in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.7.0)\r\n",
+      "Requirement already satisfied: async-lru>=1.0.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyterlab<5,>=4.0.2->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.0.4)\r\n",
+      "Requirement already satisfied: ipykernel in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyterlab<5,>=4.0.2->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (6.29.0)\r\n",
+      "Requirement already satisfied: jupyter-lsp>=2.0.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyterlab<5,>=4.0.2->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.2.2)\r\n",
+      "Requirement already satisfied: babel>=2.10 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyterlab-server<3,>=2.22.1->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.14.0)\r\n",
+      "Requirement already satisfied: json5>=0.9.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyterlab-server<3,>=2.22.1->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.9.14)\r\n",
+      "Requirement already satisfied: jsonschema>=4.18.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyterlab-server<3,>=2.22.1->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (4.21.1)\r\n",
+      "Requirement already satisfied: requests>=2.31 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyterlab-server<3,>=2.22.1->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.31.0)\r\n",
+      "Requirement already satisfied: idna>=2.8 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from anyio>=3.1.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (3.4)\r\n",
+      "Requirement already satisfied: sniffio>=1.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from anyio>=3.1.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.3.0)\r\n",
+      "Requirement already satisfied: MarkupSafe>=2.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jinja2->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.1.2)\r\n",
+      "Requirement already satisfied: attrs>=22.2.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema>=4.18.0->jupyterlab-server<3,>=2.22.1->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (23.2.0)\r\n",
+      "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema>=4.18.0->jupyterlab-server<3,>=2.22.1->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2023.12.1)\r\n",
+      "Requirement already satisfied: referencing>=0.28.4 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema>=4.18.0->jupyterlab-server<3,>=2.22.1->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.33.0)\r\n",
+      "Requirement already satisfied: rpds-py>=0.7.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema>=4.18.0->jupyterlab-server<3,>=2.22.1->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.17.1)\r\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-client>=7.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.8.2)\r\n",
+      "Requirement already satisfied: platformdirs>=2.5 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-core!=5.0.*,>=4.12->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (4.2.0)\r\n",
+      "Requirement already satisfied: python-json-logger>=2.0.4 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-events>=0.9.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.0.7)\r\n",
+      "Requirement already satisfied: rfc3339-validator in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-events>=0.9.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.1.4)\r\n",
+      "Requirement already satisfied: rfc3986-validator>=0.1.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jupyter-events>=0.9.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.1.1)\r\n",
+      "Requirement already satisfied: beautifulsoup4 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (4.12.3)\r\n",
+      "Requirement already satisfied: bleach!=5.0.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (6.1.0)\r\n",
+      "Requirement already satisfied: defusedxml in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.7.1)\r\n",
+      "Requirement already satisfied: jupyterlab-pygments in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.3.0)\r\n",
+      "Requirement already satisfied: mistune<4,>=2.0.3 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (3.0.2)\r\n",
+      "Requirement already satisfied: nbclient>=0.5.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.9.0)\r\n",
+      "Requirement already satisfied: pandocfilters>=1.4.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.5.1)\r\n",
+      "Requirement already satisfied: tinycss2 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.2.1)\r\n",
+      "Requirement already satisfied: fastjsonschema in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from nbformat>=5.3.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.19.1)\r\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from requests>=2.31->jupyterlab-server<3,>=2.22.1->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (3.1.0)\r\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from requests>=2.31->jupyterlab-server<3,>=2.22.1->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.0.2)\r\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from requests>=2.31->jupyterlab-server<3,>=2.22.1->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2023.5.7)\r\n",
+      "Requirement already satisfied: argon2-cffi-bindings in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from argon2-cffi->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (21.2.0)\r\n",
+      "Requirement already satisfied: appnope in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipykernel->jupyterlab<5,>=4.0.2->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.1.3)\r\n",
+      "Requirement already satisfied: debugpy>=1.6.5 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipykernel->jupyterlab<5,>=4.0.2->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.8.0)\r\n",
+      "Requirement already satisfied: nest-asyncio in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipykernel->jupyterlab<5,>=4.0.2->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.6.0)\r\n",
+      "Requirement already satisfied: psutil in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from ipykernel->jupyterlab<5,>=4.0.2->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (5.9.5)\r\n",
+      "Requirement already satisfied: webencodings in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from bleach!=5.0.0->nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (0.5.1)\r\n",
+      "Requirement already satisfied: fqdn in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.9.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.5.1)\r\n",
+      "Requirement already satisfied: isoduration in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.9.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (20.11.0)\r\n",
+      "Requirement already satisfied: jsonpointer>1.13 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.9.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.4)\r\n",
+      "Requirement already satisfied: uri-template in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.9.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.3.0)\r\n",
+      "Requirement already satisfied: webcolors>=1.11 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.9.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.13)\r\n",
+      "Requirement already satisfied: cffi>=1.0.1 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from argon2-cffi-bindings->argon2-cffi->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.16.0)\r\n",
+      "Requirement already satisfied: soupsieve>1.2 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from beautifulsoup4->nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.5)\r\n",
+      "Requirement already satisfied: pycparser in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.21)\r\n",
+      "Requirement already satisfied: arrow>=0.15.0 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from isoduration->jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.9.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (1.3.0)\r\n",
+      "Requirement already satisfied: types-python-dateutil>=2.8.10 in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from arrow>=0.15.0->isoduration->jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.9.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.6->ipywidgets<=8.0.4->nbdev) (2.8.19.20240106)\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install nbdev"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-01-31T12:25:22.908163Z",
+     "start_time": "2024-01-31T12:25:20.730331Z"
+    }
+   },
+   "id": "876b397b80c82dd",
+   "execution_count": 28
+  },
+  {
+   "cell_type": "code",
+   "outputs": [],
+   "source": [
+    "import nbdev"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-01-31T12:25:22.916459Z",
+     "start_time": "2024-01-31T12:25:22.908044Z"
+    }
+   },
+   "id": "a6999db4bdd9fc11",
+   "execution_count": 29
+  },
+  {
+   "cell_type": "code",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Export successful.\n"
+     ]
+    }
+   ],
+   "source": [
+    "nbdev.export.nb_export('app.ipynb', './')\n",
+    "print('Export successful.')"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-01-31T12:25:22.923857Z",
+     "start_time": "2024-01-31T12:25:22.913165Z"
+    }
+   },
+   "id": "4b9a6222130c5222",
+   "execution_count": 30
+  },
+  {
+   "cell_type": "code",
+   "outputs": [],
+   "source": [],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-01-31T12:25:22.924345Z",
+     "start_time": "2024-01-31T12:25:22.918277Z"
+    }
+   },
+   "id": "a163ce5fbeb88c1f",
+   "execution_count": 30
+  }
+ ],
+ "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
+}

app.py

@@ -1,7 +1,32 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb.
+
+# %% auto 0
+__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'is_grizzly', 'classify_image']
+
+# %% app.ipynb 2
+from fastai.vision.all import *
 import gradio as gr
 
-def greet(name):
-    return "Hello " + name + "!!"
+def is_grizzly(x): return x[0].isupper()
+
+# %% app.ipynb 3
+learn = load_learner('export.pkl')
+
+# %% app.ipynb 4
+categories = ('black', 'grizzly', 'teddy')
+
+def classify_image(img):
+    pred,pred_idx,probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+# %% app.ipynb 5
+image = gr.Image(shape=(224, 224))
+label = gr.Label()
+examples = [
+    ['images/grizzly.png'],
+    ['images/black.png'],
+    ['images/teddy.png']
+]
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+# %% app.ipynb 6
+gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples).launch()

export.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d24010373fc393f50fd312076063f94d996c40e51aa897dbeee75053dc9de2be
+size 46969598