{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "f709cfe5-157e-4a17-ae31-d2783f232d04", "metadata": {}, "outputs": [], "source": [ "import gradio as gr\n", "\n", "from fastai.vision.all import load_learner" ] }, { "cell_type": "code", "execution_count": 33, "id": "6624eed5-4d35-4ba7-847d-84c64351c89e", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", 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", "text/plain": [ "PILImage mode=RGB size=156x192" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%script false\n", "from fastai.vision.all import PILImage\n", "im = PILImage.create('black.jpg')\n", "im.thumbnail((192, 192))\n", "im" ] }, { "cell_type": "code", "execution_count": 4, "id": "13cd9d11-4550-48d9-8700-e6d85173898e", "metadata": {}, "outputs": [], "source": [ "learner = load_learner(\"export.pkl\")" ] }, { "cell_type": "code", "execution_count": 46, "id": "e5e35929-0d61-484a-b072-a3b087e5fefa", "metadata": {}, "outputs": [], "source": [ "categories = [\"black\", \"grizzly\", \"teddy\"]\n", "def image_classifier(img):\n", " pred, idx, probs = learner.predict(img)\n", " return dict(zip(categories, map(float, probs)))\n" ] }, { "cell_type": "code", "execution_count": 47, "id": "27ecdf0c-3507-4c03-9134-4a575a55c5e4", "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": [ "{'black': 0.8764044642448425,\n", " 'grizzly': 0.1182260662317276,\n", " 'teddy': 0.005369444377720356}" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%script false\n", "image_classifier(im)" ] }, { "cell_type": "code", "execution_count": 48, "id": "290f75ad-83c6-48f6-959e-9d5fdc9b38e8", "metadata": { "scrolled": true }, "outputs": [ { "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/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "intf = gr.Interface(fn=image_classifier, inputs=\"image\", outputs=\"label\", examples=[\"black.jpg\", \"grizzly.jpg\", \"teddy.jpg\"])\n", "intf.launch()" ] }, { "cell_type": "markdown", "id": "11e4fd29-353f-46cb-8867-42e89f649513", "metadata": {}, "source": [ "## Export" ] }, { "cell_type": "code", "execution_count": null, "id": "a86a08d4-7890-47f9-98ac-6fffafc8df8c", "metadata": {}, "outputs": [], "source": [ "%%script false\n", "!jupyter nbconvert --to script app.ipynb" ] } ], "metadata": { "kernelspec": { "display_name": "Python (fastai)", "language": "python", "name": "fastai" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 5 }