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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: gradio in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (4.27.0)\n",
"Requirement already satisfied: fastapi in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (0.110.2)\n",
"Requirement already satisfied: pillow<11.0,>=8.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (10.1.0)\n",
"Requirement already satisfied: huggingface-hub>=0.19.3 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (0.22.2)\n",
"Requirement already satisfied: matplotlib~=3.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (3.7.2)\n",
"Requirement already satisfied: httpx>=0.24.1 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (0.27.0)\n",
"Requirement already satisfied: jinja2<4.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (3.1.2)\n",
"Requirement already satisfied: ruff>=0.2.2 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (0.4.1)\n",
"Requirement already satisfied: gradio-client==0.15.1 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (0.15.1)\n",
"Requirement already satisfied: importlib-resources<7.0,>=1.3 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (6.4.0)\n",
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"Requirement already satisfied: pyyaml<7.0,>=5.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (6.0.1)\n",
"Requirement already satisfied: urllib3~=2.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (2.0.7)\n",
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"Requirement already satisfied: numpy~=1.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (1.24.3)\n",
"Requirement already satisfied: ffmpy in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (0.3.2)\n",
"Requirement already satisfied: orjson~=3.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (3.10.1)\n",
"Requirement already satisfied: aiofiles<24.0,>=22.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (23.2.1)\n",
"Requirement already satisfied: pandas<3.0,>=1.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio) (2.0.3)\n",
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"Requirement already satisfied: fsspec in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from gradio-client==0.15.1->gradio) (2024.3.1)\n",
"Requirement already satisfied: jsonschema>=3.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from altair<6.0,>=4.2.0->gradio) (4.19.1)\n",
"Requirement already satisfied: toolz in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from altair<6.0,>=4.2.0->gradio) (0.12.1)\n",
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"Requirement already satisfied: requests in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from huggingface-hub>=0.19.3->gradio) (2.31.0)\n",
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"Requirement already satisfied: tqdm>=4.42.1 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from huggingface-hub>=0.19.3->gradio) (4.66.1)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from matplotlib~=3.0->gradio) (1.4.5)\n",
"Requirement already satisfied: fonttools>=4.22.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from matplotlib~=3.0->gradio) (4.43.1)\n",
"Requirement already satisfied: contourpy>=1.0.1 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from matplotlib~=3.0->gradio) (1.1.1)\n",
"Requirement already satisfied: python-dateutil>=2.7 in /Users/matis/Library/Python/3.10/lib/python/site-packages (from matplotlib~=3.0->gradio) (2.8.2)\n",
"Requirement already satisfied: cycler>=0.10 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from matplotlib~=3.0->gradio) (0.12.1)\n",
"Requirement already satisfied: pyparsing<3.1,>=2.3.1 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from matplotlib~=3.0->gradio) (3.0.9)\n",
"Requirement already satisfied: tzdata>=2022.1 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from pandas<3.0,>=1.0->gradio) (2023.3)\n",
"Requirement already satisfied: pytz>=2020.1 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from pandas<3.0,>=1.0->gradio) (2023.3.post1)\n",
"Requirement already satisfied: pydantic-core==2.18.1 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from pydantic>=2.0->gradio) (2.18.1)\n",
"Requirement already satisfied: annotated-types>=0.4.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from pydantic>=2.0->gradio) (0.6.0)\n",
"Requirement already satisfied: shellingham>=1.3.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from typer<1.0,>=0.12->gradio) (1.5.4)\n",
"Requirement already satisfied: rich>=10.11.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from typer<1.0,>=0.12->gradio) (13.7.1)\n",
"Requirement already satisfied: click>=8.0.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from typer<1.0,>=0.12->gradio) (8.1.7)\n",
"Requirement already satisfied: starlette<0.38.0,>=0.37.2 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from fastapi->gradio) (0.37.2)\n",
"Requirement already satisfied: referencing>=0.28.4 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.30.2)\n",
"Requirement already satisfied: rpds-py>=0.7.1 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.10.6)\n",
"Requirement already satisfied: attrs>=22.2.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (23.1.0)\n",
"Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (2023.7.1)\n",
"Requirement already satisfied: six>=1.5 in /Users/matis/Library/Python/3.10/lib/python/site-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio) (1.16.0)\n",
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /Users/matis/Library/Python/3.10/lib/python/site-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (2.16.1)\n",
"Requirement already satisfied: markdown-it-py>=2.2.0 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (3.0.0)\n",
"Requirement already satisfied: exceptiongroup>=1.0.2 in /Users/matis/Library/Python/3.10/lib/python/site-packages (from anyio->httpx>=0.24.1->gradio) (1.1.3)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from requests->huggingface-hub>=0.19.3->gradio) (3.3.0)\n",
"Requirement already satisfied: mdurl~=0.1 in /Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0,>=0.12->gradio) (0.1.2)\n",
"--- Logging error ---\n",
"Traceback (most recent call last):\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_internal/utils/logging.py\", line 177, in emit\n",
" self.console.print(renderable, overflow=\"ignore\", crop=False, style=style)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_vendor/rich/console.py\", line 1673, in print\n",
" extend(render(renderable, render_options))\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_vendor/rich/console.py\", line 1305, in render\n",
" for render_output in iter_render:\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_internal/utils/logging.py\", line 134, in __rich_console__\n",
" for line in lines:\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_vendor/rich/segment.py\", line 249, in split_lines\n",
" for segment in segments:\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_vendor/rich/console.py\", line 1283, in render\n",
" renderable = rich_cast(renderable)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_vendor/rich/protocol.py\", line 36, in rich_cast\n",
" renderable = cast_method()\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_internal/self_outdated_check.py\", line 130, in __rich__\n",
" pip_cmd = get_best_invocation_for_this_pip()\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_internal/utils/entrypoints.py\", line 58, in get_best_invocation_for_this_pip\n",
" if found_executable and os.path.samefile(\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/genericpath.py\", line 101, in samefile\n",
" s2 = os.stat(f2)\n",
"FileNotFoundError: [Errno 2] No such file or directory: '/Library/Frameworks/Python.framework/Versions/3.10/bin/pip'\n",
"Call stack:\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/runpy.py\", line 196, in _run_module_as_main\n",
" return _run_code(code, main_globals, None,\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/runpy.py\", line 86, in _run_code\n",
" exec(code, run_globals)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/__main__.py\", line 31, in <module>\n",
" sys.exit(_main())\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_internal/cli/main.py\", line 70, in main\n",
" return command.main(cmd_args)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_internal/cli/base_command.py\", line 101, in main\n",
" return self._main(args)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_internal/cli/base_command.py\", line 223, in _main\n",
" self.handle_pip_version_check(options)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_internal/cli/req_command.py\", line 190, in handle_pip_version_check\n",
" pip_self_version_check(session, options)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_internal/self_outdated_check.py\", line 236, in pip_self_version_check\n",
" logger.warning(\"[present-rich] %s\", upgrade_prompt)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/logging/__init__.py\", line 1489, in warning\n",
" self._log(WARNING, msg, args, **kwargs)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/logging/__init__.py\", line 1624, in _log\n",
" self.handle(record)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/logging/__init__.py\", line 1634, in handle\n",
" self.callHandlers(record)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/logging/__init__.py\", line 1696, in callHandlers\n",
" hdlr.handle(record)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/logging/__init__.py\", line 968, in handle\n",
" self.emit(record)\n",
" File \"/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pip/_internal/utils/logging.py\", line 179, in emit\n",
" self.handleError(record)\n",
"Message: '[present-rich] %s'\n",
"Arguments: (UpgradePrompt(old='22.2.2', new='24.0'),)\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install gradio\n",
"import gradio as gr\n",
"import tensorflow as tf\n",
"import numpy as np\n",
"from PIL import Image"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"model_path = \"chess-predict-model_transferlearning.keras\"\n",
"model = tf.keras.models.load_model(model_path)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Define the core prediction function\n",
"def predict_figure(image):\n",
" # Preprocess image\n",
" print(type(image))\n",
" image = Image.fromarray(image.astype('uint8')) # Convert numpy array to PIL image\n",
" image = image.resize((150, 150)) #resize the image to 150x150\n",
" image = np.array(image)\n",
" image = np.expand_dims(image, axis=0) # same as image[None, ...]\n",
" \n",
" # Predict\n",
" prediction = model.predict(image)\n",
" \n",
" # Apply softmax to get probabilities for each class\n",
" prediction = tf.nn.softmax(prediction)\n",
" \n",
" # Create a dictionary with the probabilities for each Pokemon\n",
" bishop = np.round(float(prediction[0][0]), 2)\n",
" king = np.round(float(prediction[0][1]), 2)\n",
" knight = np.round(float(prediction[0][2]), 2)\n",
" pawn = np.round(float(prediction[0][3]), 2)\n",
" queen = np.round(float(prediction[0][4]), 2)\n",
" rook = np.round(float(prediction[0][5]), 2)\n",
"\n",
" \n",
" return {'Bishop': bishop, 'King': king, 'Knight': knight, 'Pawn': pawn, 'Queen': queen, 'Rook': rook}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on local URL: http://127.0.0.1:7860\n",
"IMPORTANT: You are using gradio version 4.27.0, however version 4.29.0 is available, please upgrade.\n",
"--------\n",
"Running on public URL: https://bec4ecbc6c90453cdb.gradio.live\n",
"\n",
"This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"https://bec4ecbc6c90453cdb.gradio.live\" 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'numpy.ndarray'>\n",
"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 150ms/step\n"
]
}
],
"source": [
"# Create the Gradio interface\n",
"input_image = gr.Image()\n",
"iface = gr.Interface(\n",
" fn=predict_figure,\n",
" inputs=input_image, \n",
" outputs=gr.Label(),\n",
" description=\"A simple mlp classification model for image classification using the mnist dataset.\")\n",
"iface.launch(share=True)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.10.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|