added bear classfication model

.ipynb_checkpoints/app-checkpoint.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "3b1e0720",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting gradio\n",
+      "  Using cached gradio-4.8.0-py3-none-any.whl.metadata (17 kB)\n",
+      "Requirement already satisfied: aiofiles<24.0,>=22.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (23.2.1)\n",
+      "Collecting altair<6.0,>=4.2.0 (from gradio)\n",
+      "  Using cached altair-5.2.0-py3-none-any.whl.metadata (8.7 kB)\n",
+      "Collecting fastapi (from gradio)\n",
+      "  Using cached fastapi-0.104.1-py3-none-any.whl.metadata (24 kB)\n",
+      "Requirement already satisfied: ffmpy in c:\\python310\\lib\\site-packages (from gradio) (0.3.1)\n",
+      "Collecting gradio-client==0.7.1 (from gradio)\n",
+      "  Using cached gradio_client-0.7.1-py3-none-any.whl.metadata (7.1 kB)\n",
+      "Requirement already satisfied: httpx in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (0.25.1)\n",
+      "Requirement already satisfied: huggingface-hub>=0.14.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (0.19.4)\n",
+      "Requirement already satisfied: importlib-resources<7.0,>=1.3 in c:\\python310\\lib\\site-packages (from gradio) (6.1.1)\n",
+      "Requirement already satisfied: jinja2<4.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (3.1.2)\n",
+      "Requirement already satisfied: markupsafe~=2.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (2.1.2)\n",
+      "Requirement already satisfied: matplotlib~=3.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (3.7.2)\n",
+      "Requirement already satisfied: numpy~=1.0 in c:\\python310\\lib\\site-packages (from gradio) (1.23.5)\n",
+      "Requirement already satisfied: orjson~=3.0 in c:\\python310\\lib\\site-packages (from gradio) (3.9.10)\n",
+      "Requirement already satisfied: packaging in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (23.0)\n",
+      "Requirement already satisfied: pandas<3.0,>=1.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (2.0.3)\n",
+      "Requirement already satisfied: pillow<11.0,>=8.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (9.4.0)\n",
+      "Requirement already satisfied: pydantic>=2.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (2.5.2)\n",
+      "Requirement already satisfied: pydub in c:\\python310\\lib\\site-packages (from gradio) (0.25.1)\n",
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+      "Requirement already satisfied: requests~=2.0 in c:\\python310\\lib\\site-packages (from gradio) (2.31.0)\n",
+      "Requirement already satisfied: semantic-version~=2.0 in c:\\python310\\lib\\site-packages (from gradio) (2.10.0)\n",
+      "Requirement already satisfied: tomlkit==0.12.0 in c:\\python310\\lib\\site-packages (from gradio) (0.12.0)\n",
+      "Requirement already satisfied: typer<1.0,>=0.9 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from typer[all]<1.0,>=0.9->gradio) (0.9.0)\n",
+      "Requirement already satisfied: typing-extensions~=4.0 in c:\\python310\\lib\\site-packages (from gradio) (4.8.0)\n",
+      "Requirement already satisfied: uvicorn>=0.14.0 in c:\\python310\\lib\\site-packages (from gradio) (0.24.0.post1)\n",
+      "Requirement already satisfied: fsspec in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio-client==0.7.1->gradio) (2023.9.2)\n",
+      "Requirement already satisfied: websockets<12.0,>=10.0 in c:\\python310\\lib\\site-packages (from gradio-client==0.7.1->gradio) (11.0.3)\n",
+      "Requirement already satisfied: jsonschema>=3.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from altair<6.0,>=4.2.0->gradio) (4.17.3)\n",
+      "Requirement already satisfied: toolz in c:\\python310\\lib\\site-packages (from altair<6.0,>=4.2.0->gradio) (0.12.0)\n",
+      "Requirement already satisfied: filelock in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from huggingface-hub>=0.14.0->gradio) (3.12.4)\n",
+      "Requirement already satisfied: tqdm>=4.42.1 in c:\\python310\\lib\\site-packages (from huggingface-hub>=0.14.0->gradio) (4.64.1)\n",
+      "Requirement already satisfied: contourpy>=1.0.1 in c:\\python310\\lib\\site-packages (from matplotlib~=3.0->gradio) (1.1.1)\n",
+      "Requirement already satisfied: cycler>=0.10 in c:\\python310\\lib\\site-packages (from matplotlib~=3.0->gradio) (0.12.0)\n",
+      "Requirement already satisfied: fonttools>=4.22.0 in c:\\python310\\lib\\site-packages (from matplotlib~=3.0->gradio) (4.43.0)\n",
+      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\python310\\lib\\site-packages (from matplotlib~=3.0->gradio) (1.4.5)\n",
+      "Requirement already satisfied: pyparsing<3.1,>=2.3.1 in c:\\python310\\lib\\site-packages (from matplotlib~=3.0->gradio) (3.0.9)\n",
+      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from matplotlib~=3.0->gradio) (2.8.2)\n",
+      "Requirement already satisfied: pytz>=2020.1 in c:\\python310\\lib\\site-packages (from pandas<3.0,>=1.0->gradio) (2023.3.post1)\n",
+      "Requirement already satisfied: tzdata>=2022.1 in c:\\python310\\lib\\site-packages (from pandas<3.0,>=1.0->gradio) (2023.3)\n",
+      "Requirement already satisfied: annotated-types>=0.4.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from pydantic>=2.0->gradio) (0.6.0)\n",
+      "Requirement already satisfied: pydantic-core==2.14.5 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from pydantic>=2.0->gradio) (2.14.5)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from requests~=2.0->gradio) (2.1.1)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from requests~=2.0->gradio) (3.4)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from requests~=2.0->gradio) (1.26.14)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from requests~=2.0->gradio) (2022.12.7)\n",
+      "Requirement already satisfied: click<9.0.0,>=7.1.1 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from typer<1.0,>=0.9->typer[all]<1.0,>=0.9->gradio) (8.1.7)\n",
+      "Requirement already satisfied: colorama<0.5.0,>=0.4.3 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from typer[all]<1.0,>=0.9->gradio) (0.4.6)\n",
+      "Requirement already satisfied: shellingham<2.0.0,>=1.3.0 in c:\\python310\\lib\\site-packages (from typer[all]<1.0,>=0.9->gradio) (1.5.4)\n",
+      "Collecting rich<14.0.0,>=10.11.0 (from typer[all]<1.0,>=0.9->gradio)\n",
+      "  Using cached rich-13.7.0-py3-none-any.whl.metadata (18 kB)\n",
+      "Requirement already satisfied: h11>=0.8 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from uvicorn>=0.14.0->gradio) (0.14.0)\n",
+      "Requirement already satisfied: anyio<4.0.0,>=3.7.1 in c:\\python310\\lib\\site-packages (from fastapi->gradio) (3.7.1)\n",
+      "Collecting starlette<0.28.0,>=0.27.0 (from fastapi->gradio)\n",
+      "  Using cached starlette-0.27.0-py3-none-any.whl.metadata (5.8 kB)\n",
+      "Requirement already satisfied: httpcore in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from httpx->gradio) (1.0.2)\n",
+      "Requirement already satisfied: sniffio in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from httpx->gradio) (1.3.0)\n",
+      "Requirement already satisfied: exceptiongroup in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from anyio<4.0.0,>=3.7.1->fastapi->gradio) (1.1.0)\n",
+      "Requirement already satisfied: attrs>=17.4.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (22.2.0)\n",
+      "Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.19.3)\n",
+      "Requirement already satisfied: six>=1.5 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio) (1.16.0)\n",
+      "Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\python310\\lib\\site-packages (from rich<14.0.0,>=10.11.0->typer[all]<1.0,>=0.9->gradio) (3.0.0)\n",
+      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from rich<14.0.0,>=10.11.0->typer[all]<1.0,>=0.9->gradio) (2.14.0)\n",
+      "Requirement already satisfied: mdurl~=0.1 in c:\\python310\\lib\\site-packages (from markdown-it-py>=2.2.0->rich<14.0.0,>=10.11.0->typer[all]<1.0,>=0.9->gradio) (0.1.2)\n",
+      "Using cached gradio-4.8.0-py3-none-any.whl (16.5 MB)\n",
+      "Using cached gradio_client-0.7.1-py3-none-any.whl (302 kB)\n",
+      "Using cached altair-5.2.0-py3-none-any.whl (996 kB)\n",
+      "Using cached fastapi-0.104.1-py3-none-any.whl (92 kB)\n",
+      "Using cached rich-13.7.0-py3-none-any.whl (240 kB)\n",
+      "Using cached starlette-0.27.0-py3-none-any.whl (66 kB)\n",
+      "Installing collected packages: starlette, rich, gradio-client, fastapi, altair, gradio\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution - (c:\\python310\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -ip (c:\\python310\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution - (c:\\python310\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -ip (c:\\python310\\lib\\site-packages)\n",
+      "DEPRECATION: google-images-search 1.4.6 has a non-standard dependency specifier click>=7.0<=8.1.*. pip 24.0 will enforce this behaviour change. A possible replacement is to upgrade to a newer version of google-images-search or contact the author to suggest that they release a version with a conforming dependency specifiers. Discussion can be found at https://github.com/pypa/pip/issues/12063\n",
+      "  WARNING: Failed to write executable - trying to use .deleteme logic\n",
+      "ERROR: Could not install packages due to an OSError: [WinError 2] The system cannot find the file specified: 'C:\\\\Python310\\\\Scripts\\\\gradio.exe' -> 'C:\\\\Python310\\\\Scripts\\\\gradio.exe.deleteme'\n",
+      "\n",
+      "WARNING: There was an error checking the latest version of pip.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install gradio"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "c5b8909a",
+   "metadata": {},
+   "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/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>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import gradio as gr\n",
+    "\n",
+    "def greet(name):\n",
+    "    return \"Hello \" + name + \"!\"\n",
+    "\n",
+    "demo = gr.Interface(\n",
+    "    fn=greet,\n",
+    "    inputs=gr.Textbox(lines=2, placeholder=\"Your name...\"),\n",
+    "    outputs=\"text\",\n",
+    ")\n",
+    "demo.launch()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cf1098d5",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

app.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "2c4095d3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting gradio\n",
+      "  Using cached gradio-4.8.0-py3-none-any.whl.metadata (17 kB)\n",
+      "Requirement already satisfied: aiofiles<24.0,>=22.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (23.2.1)\n",
+      "Collecting altair<6.0,>=4.2.0 (from gradio)\n",
+      "  Using cached altair-5.2.0-py3-none-any.whl.metadata (8.7 kB)\n",
+      "Collecting fastapi (from gradio)\n",
+      "  Using cached fastapi-0.104.1-py3-none-any.whl.metadata (24 kB)\n",
+      "Requirement already satisfied: ffmpy in c:\\python310\\lib\\site-packages (from gradio) (0.3.1)\n",
+      "Collecting gradio-client==0.7.1 (from gradio)\n",
+      "  Using cached gradio_client-0.7.1-py3-none-any.whl.metadata (7.1 kB)\n",
+      "Requirement already satisfied: httpx in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (0.25.1)\n",
+      "Requirement already satisfied: huggingface-hub>=0.14.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (0.19.4)\n",
+      "Requirement already satisfied: importlib-resources<7.0,>=1.3 in c:\\python310\\lib\\site-packages (from gradio) (6.1.1)\n",
+      "Requirement already satisfied: jinja2<4.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (3.1.2)\n",
+      "Requirement already satisfied: markupsafe~=2.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (2.1.2)\n",
+      "Requirement already satisfied: matplotlib~=3.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (3.7.2)\n",
+      "Requirement already satisfied: numpy~=1.0 in c:\\python310\\lib\\site-packages (from gradio) (1.23.5)\n",
+      "Requirement already satisfied: orjson~=3.0 in c:\\python310\\lib\\site-packages (from gradio) (3.9.10)\n",
+      "Requirement already satisfied: packaging in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (23.0)\n",
+      "Requirement already satisfied: pandas<3.0,>=1.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (2.0.3)\n",
+      "Requirement already satisfied: pillow<11.0,>=8.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (9.4.0)\n",
+      "Requirement already satisfied: pydantic>=2.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (2.5.2)\n",
+      "Requirement already satisfied: pydub in c:\\python310\\lib\\site-packages (from gradio) (0.25.1)\n",
+      "Requirement already satisfied: python-multipart in c:\\python310\\lib\\site-packages (from gradio) (0.0.6)\n",
+      "Requirement already satisfied: pyyaml<7.0,>=5.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio) (6.0)\n",
+      "Requirement already satisfied: requests~=2.0 in c:\\python310\\lib\\site-packages (from gradio) (2.31.0)\n",
+      "Requirement already satisfied: semantic-version~=2.0 in c:\\python310\\lib\\site-packages (from gradio) (2.10.0)\n",
+      "Requirement already satisfied: tomlkit==0.12.0 in c:\\python310\\lib\\site-packages (from gradio) (0.12.0)\n",
+      "Requirement already satisfied: typer<1.0,>=0.9 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from typer[all]<1.0,>=0.9->gradio) (0.9.0)\n",
+      "Requirement already satisfied: typing-extensions~=4.0 in c:\\python310\\lib\\site-packages (from gradio) (4.8.0)\n",
+      "Requirement already satisfied: uvicorn>=0.14.0 in c:\\python310\\lib\\site-packages (from gradio) (0.24.0.post1)\n",
+      "Requirement already satisfied: fsspec in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from gradio-client==0.7.1->gradio) (2023.9.2)\n",
+      "Requirement already satisfied: websockets<12.0,>=10.0 in c:\\python310\\lib\\site-packages (from gradio-client==0.7.1->gradio) (11.0.3)\n",
+      "Requirement already satisfied: jsonschema>=3.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from altair<6.0,>=4.2.0->gradio) (4.17.3)\n",
+      "Requirement already satisfied: toolz in c:\\python310\\lib\\site-packages (from altair<6.0,>=4.2.0->gradio) (0.12.0)\n",
+      "Requirement already satisfied: filelock in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from huggingface-hub>=0.14.0->gradio) (3.12.4)\n",
+      "Requirement already satisfied: tqdm>=4.42.1 in c:\\python310\\lib\\site-packages (from huggingface-hub>=0.14.0->gradio) (4.64.1)\n",
+      "Requirement already satisfied: contourpy>=1.0.1 in c:\\python310\\lib\\site-packages (from matplotlib~=3.0->gradio) (1.1.1)\n",
+      "Requirement already satisfied: cycler>=0.10 in c:\\python310\\lib\\site-packages (from matplotlib~=3.0->gradio) (0.12.0)\n",
+      "Requirement already satisfied: fonttools>=4.22.0 in c:\\python310\\lib\\site-packages (from matplotlib~=3.0->gradio) (4.43.0)\n",
+      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\python310\\lib\\site-packages (from matplotlib~=3.0->gradio) (1.4.5)\n",
+      "Requirement already satisfied: pyparsing<3.1,>=2.3.1 in c:\\python310\\lib\\site-packages (from matplotlib~=3.0->gradio) (3.0.9)\n",
+      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from matplotlib~=3.0->gradio) (2.8.2)\n",
+      "Requirement already satisfied: pytz>=2020.1 in c:\\python310\\lib\\site-packages (from pandas<3.0,>=1.0->gradio) (2023.3.post1)\n",
+      "Requirement already satisfied: tzdata>=2022.1 in c:\\python310\\lib\\site-packages (from pandas<3.0,>=1.0->gradio) (2023.3)\n",
+      "Requirement already satisfied: annotated-types>=0.4.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from pydantic>=2.0->gradio) (0.6.0)\n",
+      "Requirement already satisfied: pydantic-core==2.14.5 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from pydantic>=2.0->gradio) (2.14.5)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from requests~=2.0->gradio) (2.1.1)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from requests~=2.0->gradio) (3.4)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from requests~=2.0->gradio) (1.26.14)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from requests~=2.0->gradio) (2022.12.7)\n",
+      "Requirement already satisfied: click<9.0.0,>=7.1.1 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from typer<1.0,>=0.9->typer[all]<1.0,>=0.9->gradio) (8.1.7)\n",
+      "Requirement already satisfied: colorama<0.5.0,>=0.4.3 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from typer[all]<1.0,>=0.9->gradio) (0.4.6)\n",
+      "Requirement already satisfied: shellingham<2.0.0,>=1.3.0 in c:\\python310\\lib\\site-packages (from typer[all]<1.0,>=0.9->gradio) (1.5.4)\n",
+      "Collecting rich<14.0.0,>=10.11.0 (from typer[all]<1.0,>=0.9->gradio)\n",
+      "  Using cached rich-13.7.0-py3-none-any.whl.metadata (18 kB)\n",
+      "Requirement already satisfied: h11>=0.8 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from uvicorn>=0.14.0->gradio) (0.14.0)\n",
+      "Requirement already satisfied: anyio<4.0.0,>=3.7.1 in c:\\python310\\lib\\site-packages (from fastapi->gradio) (3.7.1)\n",
+      "Collecting starlette<0.28.0,>=0.27.0 (from fastapi->gradio)\n",
+      "  Using cached starlette-0.27.0-py3-none-any.whl.metadata (5.8 kB)\n",
+      "Requirement already satisfied: httpcore in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from httpx->gradio) (1.0.2)\n",
+      "Requirement already satisfied: sniffio in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from httpx->gradio) (1.3.0)\n",
+      "Requirement already satisfied: exceptiongroup in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from anyio<4.0.0,>=3.7.1->fastapi->gradio) (1.1.0)\n",
+      "Requirement already satisfied: attrs>=17.4.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (22.2.0)\n",
+      "Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.19.3)\n",
+      "Requirement already satisfied: six>=1.5 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio) (1.16.0)\n",
+      "Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\python310\\lib\\site-packages (from rich<14.0.0,>=10.11.0->typer[all]<1.0,>=0.9->gradio) (3.0.0)\n",
+      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\sachi\\appdata\\roaming\\python\\python310\\site-packages (from rich<14.0.0,>=10.11.0->typer[all]<1.0,>=0.9->gradio) (2.14.0)\n",
+      "Requirement already satisfied: mdurl~=0.1 in c:\\python310\\lib\\site-packages (from markdown-it-py>=2.2.0->rich<14.0.0,>=10.11.0->typer[all]<1.0,>=0.9->gradio) (0.1.2)\n",
+      "Using cached gradio-4.8.0-py3-none-any.whl (16.5 MB)\n",
+      "Using cached gradio_client-0.7.1-py3-none-any.whl (302 kB)\n",
+      "Using cached altair-5.2.0-py3-none-any.whl (996 kB)\n",
+      "Using cached fastapi-0.104.1-py3-none-any.whl (92 kB)\n",
+      "Using cached rich-13.7.0-py3-none-any.whl (240 kB)\n",
+      "Using cached starlette-0.27.0-py3-none-any.whl (66 kB)\n",
+      "Installing collected packages: starlette, rich, gradio-client, fastapi, altair, gradio\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution - (c:\\python310\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -ip (c:\\python310\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution - (c:\\python310\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -ip (c:\\python310\\lib\\site-packages)\n",
+      "DEPRECATION: google-images-search 1.4.6 has a non-standard dependency specifier click>=7.0<=8.1.*. pip 24.0 will enforce this behaviour change. A possible replacement is to upgrade to a newer version of google-images-search or contact the author to suggest that they release a version with a conforming dependency specifiers. Discussion can be found at https://github.com/pypa/pip/issues/12063\n",
+      "  WARNING: Failed to write executable - trying to use .deleteme logic\n",
+      "ERROR: Could not install packages due to an OSError: [WinError 2] The system cannot find the file specified: 'C:\\\\Python310\\\\Scripts\\\\gradio.exe' -> 'C:\\\\Python310\\\\Scripts\\\\gradio.exe.deleteme'\n",
+      "\n",
+      "WARNING: There was an error checking the latest version of pip.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install gradio"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "72a80415",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7862\n",
+      "\n",
+      "To create a public link, set `share=True` in `launch()`.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div><iframe src=\"http://127.0.0.1:7862/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import gradio as gr\n",
+    "\n",
+    "def greet(name):\n",
+    "    return \"Hello \" + name + \"!\"\n",
+    "\n",
+    "demo = gr.Interface(\n",
+    "    fn=greet,\n",
+    "    inputs=gr.Textbox(lines=1, placeholder=\"Your name...\"), # inputs='text'\n",
+    "    outputs=\"text\",\n",
+    ")\n",
+    "demo.launch()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "97060b90",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import gradio as gr\n",
+    "from fastai.vision.all import *\n",
+    "from PIL import Image\n",
+    "\n",
+    "# Load your trained/saved model\n",
+    "learn = load_learner('export.pkl')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "a384fc20",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7870\n",
+      "\n",
+      "To create a public link, set `share=True` in `launch()`.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div><iframe src=\"http://127.0.0.1:7870/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def classify_bear(image):\n",
+    "    # convert PIL image to fastai image object\n",
+    "    img = PILImage.create(image)\n",
+    "    \n",
+    "    # get predictions\n",
+    "    pred, idx, probs = learn.predict(img)\n",
+    "    \n",
+    "    return {learn.dls.vocab[i]: float(probs[i]) for i in range(len(probs))}\n",
+    "\n",
+    "example_images = [\n",
+    "    'images/black.jpg',\n",
+    "    'images/teddy.jpg',\n",
+    "    'images/grizzly.jpg',\n",
+    "    'images/black2.jpg',\n",
+    "    'images/grizzly2.jpg'\n",
+    "]\n",
+    "\n",
+    "iface = gr.Interface(\n",
+    "    fn=classify_bear, \n",
+    "    inputs=gr.Image(type='pil'), \n",
+    "    outputs=gr.Label(num_top_classes=3),\n",
+    "    examples=example_images,\n",
+    "    description=\"Classify bear images as grizzly, black or teddy:\"\n",
+    ")\n",
+    "iface.launch()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f35b70e4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

app.py

@@ -1,20 +1,32 @@
 import gradio as gr
+from fastai.vision.all import *
+from PIL import Image
 
-# def greet(name):
-#     return "Hello " + name + "!!"
+# Load your trained/saved model
+learn = load_learner('export.pkl')
 
-# iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-# iface.launch()
+def classify_bear(image):
+    # convert PIL image to fastai image object
+    img = PILImage.create(image)
+    
+    # get predictions
+    pred, idx, probs = learn.predict(img)
+    
+    return {learn.dls.vocab[i]: float(probs[i]) for i in range(len(probs))}
 
-def sepia(input_img):
-    sepia_filter = np.array([
-        [0.393, 0.769, 0.189], 
-        [0.349, 0.686, 0.168], 
-        [0.272, 0.534, 0.131]
-    ])
-    sepia_img = input_img.dot(sepia_filter.T)
-    sepia_img /= sepia_img.max()
-    return sepia_img
+example_images = [
+    'images/black.jpg',
+    'images/teddy.jpg',
+    'images/grizzly.jpg',
+    'images/black2.jpg',
+    'images/grizzly2.jpg'
+]
 
-demo = gr.Interface(sepia, gr.Image(), "image")
-demo.launch()
+iface = gr.Interface(
+    fn=classify_bear, 
+    inputs=gr.Image(type='pil'), 
+    outputs=gr.Label(num_top_classes=3),
+    examples=example_images,
+    description="Classify bear images as grizzly, black or teddy:"
+)
+iface.launch()

export.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17cd7c4a2b6d1c830e313ec9d73c12ca4767d0d7f5796249ae86b69690b42884
+size 46967998