{ "cells": [ { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "#|default_exp app" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "#|export\n", "from fastai.vision.all import *\n", "import gradio as gr" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PILImage mode=RGB size=192x192" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im = PILImage.create(\"king.jpg\")\n", "im.thumbnail((192, 192))\n", "im" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "#|export\n", "learn = load_learner(\"chess-model.pkl\")" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "('Queen',\n", " TensorBase(4),\n", " TensorBase([3.2353e-04, 2.9417e-01, 5.0860e-05, 3.2287e-06, 7.0315e-01,\n", " 2.2978e-03]))" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict(im)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "#|export\n", "categories = (\"Bishop\", \"King\", \"Knight\", \"Pawn\", \"Queen\", \"Rook\")\n", "\n", "def classify_image(img):\n", " pred,pred_idx,probs = learn.predict(img)\n", " return dict(zip(categories, map(float, probs)))" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "{'Bishop': 0.00032352516427636147,\n", " 'King': 0.2941725552082062,\n", " 'Knight': 5.0860358896898106e-05,\n", " 'Pawn': 3.228664581911289e-06,\n", " 'Queen': 0.7031520009040833,\n", " 'Rook': 0.002297846134752035}" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classify_image(im)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/mw/mambaforge/lib/python3.10/site-packages/gradio/inputs.py:257: 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", "/home/mw/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", "/home/mw/mambaforge/lib/python3.10/site-packages/gradio/outputs.py:197: 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", "/home/mw/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://127.0.0.1:7866\n", "\n", "To create a public link, set `share=True` in `launch()`.\n" ] }, { "data": { "text/plain": [] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#|export\n", "image = gr.inputs.Image(shape=(192,192))\n", "label = gr.outputs.Label()\n", "examples = [\"bishop.png\", \"king.jpg\", \"knight.png\", \"rook.jpg\", \"pawn.jpg\"]\n", "\n", "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples, title=\"Chess Piece Classifier\", description=\"Classify chess pieces into King, Queen, Bishop, Knight, Rook, or Pawn\")\n", "intf.launch(inline=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Export" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "import nbdev\n", "nbdev.export.nb_export(\"chess-deployment.ipynb\", \"./\")" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "a44617748cd93468b065ee45c8afd9794d31c04682788f36d8652a4467663d37" } } }, "nbformat": 4, "nbformat_minor": 2 }