Adding files for Deploying gradio app to Huggingface spaces

app.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|default_exp app"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting gradio\n",
+      "  Downloading gradio-3.2-py3-none-any.whl (6.1 MB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.1/6.1 MB\u001b[0m \u001b[31m16.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
+      "\u001b[?25hCollecting pycryptodome\n",
+      "  Downloading pycryptodome-3.15.0.tar.gz (4.5 MB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.5/4.5 MB\u001b[0m \u001b[31m28.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
+      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25hCollecting ffmpy\n",
+      "  Downloading ffmpy-0.3.0.tar.gz (4.8 kB)\n",
+      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25hCollecting pydub\n",
+      "  Downloading pydub-0.25.1-py2.py3-none-any.whl (32 kB)\n",
+      "Collecting orjson\n",
+      "  Downloading orjson-3.8.0-cp310-cp310-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl (483 kB)\n",
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+      "\u001b[?25hRequirement already satisfied: pillow in /Users/rudra/mambaforge/lib/python3.10/site-packages (from gradio) (9.2.0)\n",
+      "Collecting fastapi\n",
+      "  Downloading fastapi-0.82.0-py3-none-any.whl (55 kB)\n",
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+      "\u001b[?25hRequirement already satisfied: Jinja2 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from gradio) (3.1.2)\n",
+      "Collecting analytics-python\n",
+      "  Downloading analytics_python-1.4.0-py2.py3-none-any.whl (15 kB)\n",
+      "Collecting websockets\n",
+      "  Downloading websockets-10.3-cp310-cp310-macosx_11_0_arm64.whl (97 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m97.3/97.3 kB\u001b[0m \u001b[31m4.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hRequirement already satisfied: matplotlib in /Users/rudra/mambaforge/lib/python3.10/site-packages (from gradio) (3.5.3)\n",
+      "Collecting aiohttp\n",
+      "  Downloading aiohttp-3.8.1-cp310-cp310-macosx_11_0_arm64.whl (552 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m552.5/552.5 kB\u001b[0m \u001b[31m15.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hRequirement already satisfied: numpy in /Users/rudra/mambaforge/lib/python3.10/site-packages (from gradio) (1.23.2)\n",
+      "Requirement already satisfied: requests in /Users/rudra/mambaforge/lib/python3.10/site-packages (from gradio) (2.28.1)\n",
+      "Collecting markdown-it-py[linkify,plugins]\n",
+      "  Downloading markdown_it_py-2.1.0-py3-none-any.whl (84 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.5/84.5 kB\u001b[0m \u001b[31m3.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hCollecting fsspec\n",
+      "  Downloading fsspec-2022.8.2-py3-none-any.whl (140 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m140.8/140.8 kB\u001b[0m \u001b[31m5.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hRequirement already satisfied: pydantic in /Users/rudra/mambaforge/lib/python3.10/site-packages (from gradio) (1.9.2)\n",
+      "Collecting paramiko\n",
+      "  Downloading paramiko-2.11.0-py2.py3-none-any.whl (212 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m212.9/212.9 kB\u001b[0m \u001b[31m2.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
+      "\u001b[?25hCollecting python-multipart\n",
+      "  Downloading python-multipart-0.0.5.tar.gz (32 kB)\n",
+      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25hCollecting h11<0.13,>=0.11\n",
+      "  Downloading h11-0.12.0-py3-none-any.whl (54 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m54.9/54.9 kB\u001b[0m \u001b[31m2.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hCollecting httpx\n",
+      "  Downloading httpx-0.23.0-py3-none-any.whl (84 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.8/84.8 kB\u001b[0m \u001b[31m3.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hRequirement already satisfied: pandas in /Users/rudra/mambaforge/lib/python3.10/site-packages (from gradio) (1.4.4)\n",
+      "Collecting uvicorn\n",
+      "  Downloading uvicorn-0.18.3-py3-none-any.whl (57 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m57.4/57.4 kB\u001b[0m \u001b[31m1.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hCollecting multidict<7.0,>=4.5\n",
+      "  Downloading multidict-6.0.2-cp310-cp310-macosx_11_0_arm64.whl (29 kB)\n",
+      "Collecting aiosignal>=1.1.2\n",
+      "  Downloading aiosignal-1.2.0-py3-none-any.whl (8.2 kB)\n",
+      "Collecting yarl<2.0,>=1.0\n",
+      "  Downloading yarl-1.8.1-cp310-cp310-macosx_11_0_arm64.whl (57 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m57.7/57.7 kB\u001b[0m \u001b[31m2.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hCollecting frozenlist>=1.1.1\n",
+      "  Downloading frozenlist-1.3.1-cp310-cp310-macosx_11_0_arm64.whl (34 kB)\n",
+      "Requirement already satisfied: attrs>=17.3.0 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from aiohttp->gradio) (22.1.0)\n",
+      "Collecting async-timeout<5.0,>=4.0.0a3\n",
+      "  Downloading async_timeout-4.0.2-py3-none-any.whl (5.8 kB)\n",
+      "Requirement already satisfied: charset-normalizer<3.0,>=2.0 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from aiohttp->gradio) (2.1.1)\n",
+      "Requirement already satisfied: python-dateutil>2.1 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from analytics-python->gradio) (2.8.2)\n",
+      "Requirement already satisfied: six>=1.5 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from analytics-python->gradio) (1.16.0)\n",
+      "Collecting backoff==1.10.0\n",
+      "  Downloading backoff-1.10.0-py2.py3-none-any.whl (31 kB)\n",
+      "Collecting monotonic>=1.5\n",
+      "  Downloading monotonic-1.6-py2.py3-none-any.whl (8.2 kB)\n",
+      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from requests->gradio) (1.26.11)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from requests->gradio) (3.3)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from requests->gradio) (2022.6.15)\n",
+      "Collecting starlette==0.19.1\n",
+      "  Downloading starlette-0.19.1-py3-none-any.whl (63 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m63.3/63.3 kB\u001b[0m \u001b[31m2.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hCollecting anyio<5,>=3.4.0\n",
+      "  Downloading anyio-3.6.1-py3-none-any.whl (80 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m80.6/80.6 kB\u001b[0m \u001b[31m3.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hRequirement already satisfied: typing-extensions>=3.7.4.3 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from pydantic->gradio) (4.3.0)\n",
+      "Collecting sniffio\n",
+      "  Downloading sniffio-1.3.0-py3-none-any.whl (10 kB)\n",
+      "Collecting httpcore<0.16.0,>=0.15.0\n",
+      "  Downloading httpcore-0.15.0-py3-none-any.whl (68 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m68.4/68.4 kB\u001b[0m \u001b[31m2.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hCollecting rfc3986[idna2008]<2,>=1.3\n",
+      "  Downloading rfc3986-1.5.0-py2.py3-none-any.whl (31 kB)\n",
+      "Requirement already satisfied: MarkupSafe>=2.0 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from Jinja2->gradio) (2.1.1)\n",
+      "Collecting mdurl~=0.1\n",
+      "  Downloading mdurl-0.1.2-py3-none-any.whl (10.0 kB)\n",
+      "Collecting mdit-py-plugins\n",
+      "  Downloading mdit_py_plugins-0.3.0-py3-none-any.whl (43 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m43.7/43.7 kB\u001b[0m \u001b[31m1.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hCollecting linkify-it-py~=1.0\n",
+      "  Downloading linkify_it_py-1.0.3-py3-none-any.whl (19 kB)\n",
+      "Requirement already satisfied: packaging>=20.0 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from matplotlib->gradio) (21.3)\n",
+      "Requirement already satisfied: cycler>=0.10 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from matplotlib->gradio) (0.11.0)\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from matplotlib->gradio) (3.0.9)\n",
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+      "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from matplotlib->gradio) (1.4.4)\n",
+      "Requirement already satisfied: pytz>=2020.1 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from pandas->gradio) (2022.2.1)\n",
+      "Collecting pynacl>=1.0.1\n",
+      "  Downloading PyNaCl-1.5.0-cp36-abi3-macosx_10_10_universal2.whl (349 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m349.9/349.9 kB\u001b[0m \u001b[31m13.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hRequirement already satisfied: cryptography>=2.5 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from paramiko->gradio) (37.0.4)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting bcrypt>=3.1.3\n",
+      "  Downloading bcrypt-4.0.0-cp36-abi3-macosx_10_10_universal2.whl (475 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m475.0/475.0 kB\u001b[0m \u001b[31m16.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hRequirement already satisfied: click>=7.0 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from uvicorn->gradio) (8.1.3)\n",
+      "Requirement already satisfied: cffi>=1.12 in /Users/rudra/mambaforge/lib/python3.10/site-packages (from cryptography>=2.5->paramiko->gradio) (1.15.1)\n",
+      "Collecting uc-micro-py\n",
+      "  Downloading uc_micro_py-1.0.1-py3-none-any.whl (6.2 kB)\n",
+      "Requirement already satisfied: pycparser in /Users/rudra/mambaforge/lib/python3.10/site-packages (from cffi>=1.12->cryptography>=2.5->paramiko->gradio) (2.21)\n",
+      "Building wheels for collected packages: ffmpy, pycryptodome, python-multipart\n",
+      "  Building wheel for ffmpy (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25h  Created wheel for ffmpy: filename=ffmpy-0.3.0-py3-none-any.whl size=4693 sha256=cca6ffaeb95611efa462dd6db688783feed1689cfaf3dc0f4fdadff6b795d6f1\n",
+      "  Stored in directory: /Users/rudra/Library/Caches/pip/wheels/0c/c2/0e/3b9c6845c6a4e35beb90910cc70d9ac9ab5d47402bd62af0df\n",
+      "  Building wheel for pycryptodome (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25h  Created wheel for pycryptodome: filename=pycryptodome-3.15.0-cp35-abi3-macosx_11_0_arm64.whl size=1531792 sha256=4d20b21a578e519808e9790f3165eaa567e7948a7efb8ad2a95167b503b66c97\n",
+      "  Stored in directory: /Users/rudra/Library/Caches/pip/wheels/cc/09/af/5da58a51ca5bf4bd4a37747a0658984c196aa2badf61236a35\n",
+      "  Building wheel for python-multipart (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25h  Created wheel for python-multipart: filename=python_multipart-0.0.5-py3-none-any.whl size=31671 sha256=74cbcfb82ca96c926b3312fdff0ee48229ecef1fc306cf1b79eca31112851db6\n",
+      "  Stored in directory: /Users/rudra/Library/Caches/pip/wheels/ae/3f/03/fa4bd98cd7f4a25e63b6a0b61a7a8352e0f874cd9de1f3390d\n",
+      "Successfully built ffmpy pycryptodome python-multipart\n",
+      "Installing collected packages: rfc3986, pydub, monotonic, ffmpy, websockets, uc-micro-py, sniffio, python-multipart, pycryptodome, orjson, multidict, mdurl, h11, fsspec, frozenlist, bcrypt, backoff, async-timeout, yarl, uvicorn, pynacl, markdown-it-py, linkify-it-py, anyio, analytics-python, aiosignal, starlette, paramiko, mdit-py-plugins, httpcore, aiohttp, httpx, fastapi, gradio\n",
+      "Successfully installed aiohttp-3.8.1 aiosignal-1.2.0 analytics-python-1.4.0 anyio-3.6.1 async-timeout-4.0.2 backoff-1.10.0 bcrypt-4.0.0 fastapi-0.82.0 ffmpy-0.3.0 frozenlist-1.3.1 fsspec-2022.8.2 gradio-3.2 h11-0.12.0 httpcore-0.15.0 httpx-0.23.0 linkify-it-py-1.0.3 markdown-it-py-2.1.0 mdit-py-plugins-0.3.0 mdurl-0.1.2 monotonic-1.6 multidict-6.0.2 orjson-3.8.0 paramiko-2.11.0 pycryptodome-3.15.0 pydub-0.25.1 pynacl-1.5.0 python-multipart-0.0.5 rfc3986-1.5.0 sniffio-1.3.0 starlette-0.19.1 uc-micro-py-1.0.1 uvicorn-0.18.3 websockets-10.3 yarl-1.8.1\n"
+     ]
+    }
+   ],
+   "source": [
+    "#!pip install gradio"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Lamborghini vs Mercedes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/rudra/mambaforge/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     ]
+    }
+   ],
+   "source": [
+    "#|export\n",
+    "\n",
+    "from fastai.vision.all import *\n",
+    "import gradio as gr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "learn = load_learner('lamborghini_vs_mercedes_model.pkl')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#|export\n",
+    "categories = ('lamborghini', 'mercedes')\n",
+    "\n",
+    "def predict(img):\n",
+    "    pred, idx, prob = learn.predict(img)\n",
+    "    return dict(zip(categories, map(float, prob)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "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": [
+       "{'lamborghini': 1.0, 'mercedes': 6.128332508126277e-09}"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "img = PILImage.create('lambo1.jpg')\n",
+    "predict(img)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/rudra/mambaforge/lib/python3.10/site-packages/gradio/inputs.py:256: UserWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n",
+      "  warnings.warn(\n",
+      "/Users/rudra/mambaforge/lib/python3.10/site-packages/gradio/deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n",
+      "  warnings.warn(value)\n",
+      "/Users/rudra/mambaforge/lib/python3.10/site-packages/gradio/outputs.py:196: UserWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
+      "  warnings.warn(\n",
+      "/Users/rudra/mambaforge/lib/python3.10/site-packages/gradio/deprecation.py:40: UserWarning: The 'type' parameter has been deprecated. Use the Number component instead.\n",
+      "  warnings.warn(value)\n"
+     ]
+    },
+    {
+     "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": [
+       "(<gradio.routes.App at 0x154cb0cd0>, 'http://127.0.0.1:7861/', None)"
+      ]
+     },
+     "execution_count": 10,
+     "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"
+    }
+   ],
+   "source": [
+    "#|export\n",
+    "image = gr.inputs.Image(shape=(192,192))\n",
+    "label = gr.outputs.Label()\n",
+    "\n",
+    "interface = gr.Interface(fn=predict, inputs=image, outputs=label, examples=['lambo1.jpg', 'mercedes1.jpg'])\n",
+    "interface.launch(inline=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Export"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from nbdev.export import nb_export\n",
+    "nb_export('app.ipynb', '.')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "a03200ae361ba04b33dfbb7697ae27a1e19c2e9be6094bfaf79232177e8f3033"
+  },
+  "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": "3.10.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

requirements.txt

@@ -0,0 +1,2 @@
+fastai
+scikit-image