go back to app

main.ipynb

@@ -2,17 +2,17 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 31,
    "id": "30364f49-507a-474b-ac8c-bc60668a83d5",
    "metadata": {},
    "outputs": [],
    "source": [
-    "#|default_exp main"
+    "#|default_exp app"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 32,
    "id": "22c0675e-0de0-4e5f-a92b-a903b2f6874a",
    "metadata": {},
    "outputs": [],
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 33,
    "id": "63fa0ea9-142e-44ed-96fa-751e8dacc3ba",
    "metadata": {},
    "outputs": [
@@ -31,56 +31,56 @@
      "output_type": "stream",
      "text": [
       "Requirement already satisfied: gradio in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (3.16.1)\n",
-      "Requirement already satisfied: pydantic in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (1.8.2)\n",
+      "Requirement already satisfied: markdown-it-py[linkify,plugins] in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (2.1.0)\n",
+      "Requirement already satisfied: requests in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (2.28.1)\n",
+      "Requirement already satisfied: jinja2 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (3.1.2)\n",
       "Requirement already satisfied: websockets>=10.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (10.4)\n",
-      "Requirement already satisfied: fsspec in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (2022.11.0)\n",
+      "Requirement already satisfied: pandas in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (1.5.2)\n",
+      "Requirement already satisfied: pydantic in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (1.8.2)\n",
       "Requirement already satisfied: matplotlib in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (3.6.2)\n",
-      "Requirement already satisfied: pyyaml in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (6.0)\n",
-      "Requirement already satisfied: requests in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (2.28.1)\n",
+      "Requirement already satisfied: orjson in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (3.8.5)\n",
+      "Requirement already satisfied: python-multipart in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (0.0.5)\n",
       "Requirement already satisfied: uvicorn in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (0.20.0)\n",
+      "Requirement already satisfied: fsspec in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (2022.11.0)\n",
       "Requirement already satisfied: numpy in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (1.23.5)\n",
+      "Requirement already satisfied: fastapi in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (0.89.1)\n",
+      "Requirement already satisfied: httpx in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (0.23.3)\n",
       "Requirement already satisfied: pydub in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (0.25.1)\n",
-      "Requirement already satisfied: altair>=4.2.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (4.2.0)\n",
-      "Requirement already satisfied: typing-extensions in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (4.4.0)\n",
-      "Requirement already satisfied: pillow in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (9.3.0)\n",
-      "Requirement already satisfied: jinja2 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (3.1.2)\n",
-      "Requirement already satisfied: python-multipart in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (0.0.5)\n",
-      "Requirement already satisfied: orjson in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (3.8.5)\n",
+      "Requirement already satisfied: markupsafe in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (2.1.1)\n",
       "Requirement already satisfied: ffmpy in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (0.3.0)\n",
+      "Requirement already satisfied: typing-extensions in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (4.4.0)\n",
+      "Requirement already satisfied: pyyaml in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (6.0)\n",
+      "Requirement already satisfied: altair>=4.2.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (4.2.0)\n",
       "Requirement already satisfied: pycryptodome in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (3.16.0)\n",
-      "Requirement already satisfied: httpx in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (0.23.3)\n",
+      "Requirement already satisfied: pillow in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (9.3.0)\n",
       "Requirement already satisfied: aiohttp in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (3.8.3)\n",
-      "Requirement already satisfied: markupsafe in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (2.1.1)\n",
-      "Requirement already satisfied: markdown-it-py[linkify,plugins] in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (2.1.0)\n",
-      "Requirement already satisfied: fastapi in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (0.89.1)\n",
-      "Requirement already satisfied: pandas in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from gradio) (1.5.2)\n",
-      "Requirement already satisfied: toolz in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from altair>=4.2.0->gradio) (0.12.0)\n",
       "Requirement already satisfied: entrypoints in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from altair>=4.2.0->gradio) (0.4)\n",
       "Requirement already satisfied: jsonschema>=3.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from altair>=4.2.0->gradio) (4.16.0)\n",
+      "Requirement already satisfied: toolz in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from altair>=4.2.0->gradio) (0.12.0)\n",
       "Requirement already satisfied: python-dateutil>=2.8.1 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from pandas->gradio) (2.8.2)\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from pandas->gradio) (2022.7)\n",
-      "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from aiohttp->gradio) (4.0.2)\n",
-      "Requirement already satisfied: yarl<2.0,>=1.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from aiohttp->gradio) (1.8.2)\n",
       "Requirement already satisfied: frozenlist>=1.1.1 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from aiohttp->gradio) (1.3.3)\n",
-      "Requirement already satisfied: attrs>=17.3.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from aiohttp->gradio) (22.1.0)\n",
-      "Requirement already satisfied: multidict<7.0,>=4.5 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from aiohttp->gradio) (6.0.4)\n",
       "Requirement already satisfied: aiosignal>=1.1.2 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from aiohttp->gradio) (1.3.1)\n",
+      "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from aiohttp->gradio) (4.0.2)\n",
+      "Requirement already satisfied: attrs>=17.3.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from aiohttp->gradio) (22.1.0)\n",
       "Requirement already satisfied: charset-normalizer<3.0,>=2.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from aiohttp->gradio) (2.0.4)\n",
+      "Requirement already satisfied: yarl<2.0,>=1.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from aiohttp->gradio) (1.8.2)\n",
+      "Requirement already satisfied: multidict<7.0,>=4.5 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from aiohttp->gradio) (6.0.4)\n",
       "Requirement already satisfied: starlette==0.22.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from fastapi->gradio) (0.22.0)\n",
       "Requirement already satisfied: anyio<5,>=3.4.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from starlette==0.22.0->fastapi->gradio) (3.5.0)\n",
-      "Requirement already satisfied: httpcore<0.17.0,>=0.15.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from httpx->gradio) (0.16.3)\n",
       "Requirement already satisfied: certifi in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from httpx->gradio) (2022.12.7)\n",
-      "Requirement already satisfied: rfc3986[idna2008]<2,>=1.3 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from httpx->gradio) (1.5.0)\n",
+      "Requirement already satisfied: httpcore<0.17.0,>=0.15.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from httpx->gradio) (0.16.3)\n",
       "Requirement already satisfied: sniffio in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from httpx->gradio) (1.2.0)\n",
+      "Requirement already satisfied: rfc3986[idna2008]<2,>=1.3 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from httpx->gradio) (1.5.0)\n",
       "Requirement already satisfied: mdurl~=0.1 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from markdown-it-py[linkify,plugins]->gradio) (0.1.2)\n",
       "Requirement already satisfied: mdit-py-plugins in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from markdown-it-py[linkify,plugins]->gradio) (0.3.3)\n",
       "Requirement already satisfied: linkify-it-py~=1.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from markdown-it-py[linkify,plugins]->gradio) (1.0.3)\n",
+      "Requirement already satisfied: contourpy>=1.0.1 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from matplotlib->gradio) (1.0.5)\n",
       "Requirement already satisfied: cycler>=0.10 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from matplotlib->gradio) (0.11.0)\n",
+      "Requirement already satisfied: fonttools>=4.22.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from matplotlib->gradio) (4.25.0)\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from matplotlib->gradio) (1.4.4)\n",
-      "Requirement already satisfied: contourpy>=1.0.1 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from matplotlib->gradio) (1.0.5)\n",
-      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from matplotlib->gradio) (3.0.9)\n",
       "Requirement already satisfied: packaging>=20.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from matplotlib->gradio) (22.0)\n",
-      "Requirement already satisfied: fonttools>=4.22.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from matplotlib->gradio) (4.25.0)\n",
+      "Requirement already satisfied: pyparsing>=2.2.1 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from matplotlib->gradio) (3.0.9)\n",
       "Requirement already satisfied: six>=1.4.0 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from python-multipart->gradio) (1.16.0)\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from requests->gradio) (3.4)\n",
       "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/homebrew/Caskroom/miniforge/base/envs/fastai/lib/python3.10/site-packages (from requests->gradio) (1.26.13)\n",
@@ -97,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 34,
    "id": "7658cf93-38a8-4f3c-a773-ec7b7777652d",
    "metadata": {},
    "outputs": [],
@@ -111,7 +111,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 35,
    "id": "9c6c2b95-2f0d-4ac5-8d9c-59b420ba8d8e",
    "metadata": {},
    "outputs": [],
@@ -121,7 +121,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 36,
    "id": "a892c11a-33bc-4947-a7b2-04237df332d8",
    "metadata": {},
    "outputs": [],
@@ -134,7 +134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 37,
    "id": "1a83ccd5-ec38-4f03-b937-fabe5f9c63b1",
    "metadata": {},
    "outputs": [],
@@ -145,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 38,
    "id": "9a4418cc-4bb4-4e9c-9ae8-0ba1f42e7af7",
    "metadata": {},
    "outputs": [],
@@ -160,7 +160,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 39,
    "id": "79085d0b-8db7-43d4-9da3-0d764c302888",
    "metadata": {},
    "outputs": [
@@ -207,7 +207,7 @@
        "{'Dog': 3.103109945650634e-14, 'Cat': 1.0}"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -218,7 +218,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 40,
    "id": "b1155832-5e29-4f88-aea4-85a6261bedfd",
    "metadata": {},
    "outputs": [
@@ -240,7 +240,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Running on local URL:  http://127.0.0.1:7861\n",
+      "Running on local URL:  http://127.0.0.1:7862\n",
       "\n",
       "To create a public link, set `share=True` in `launch()`.\n"
      ]
@@ -249,7 +249,7 @@
      "data": {
       "text/plain": []
      },
-     "execution_count": 29,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -266,7 +266,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 41,
    "id": "419e727b-5fc0-4a19-94e3-7c9c9c8c22ad",
    "metadata": {},
    "outputs": [