{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| default_exp app" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "#| export\n", "from fastai.vision.all import *\n", "import gradio as gr" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", 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", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im = PILImage.create('giant_0.jpg')\n", "im = im.to_thumb(192)\n", "im" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#| export\n", "learn = load_learner('model.pkl')" ] }, { "cell_type": "code", "execution_count": 8, "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": [ "('giant panda', tensor(0), tensor([1.0000e+00, 1.6094e-06]))" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict(im)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#| export\n", "categories = 'Giant panda', 'Red panda'\n", "\n", "def classify_image(img):\n", " pred, idx, probs = learn.predict(img)\n", " return dict(zip(categories, map(float, probs)))" ] }, { "cell_type": "code", "execution_count": 10, "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": [ "{'Giant panda': 0.9999983310699463, 'Red panda': 1.6093725889732013e-06}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classify_image(im)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on local URL: http://127.0.0.1:7860\n", "\n", "To create a public link, set `share=True` in `launch()`.\n" ] }, { "data": { "text/plain": [] }, "execution_count": 12, "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" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#| export\n", "image = gr.Image(height=192, width=192)\n", "label = gr.Label()\n", "\n", "examples = ['giant_0.jpg', 'red_0.jpg', 'giant_1.jpg', 'red_1.jpg']\n", "interface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n", "interface.launch(inline=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from nbdev.export import notebook2script\n", "\n", "notebook2script('app.ipynb')" ] } ], "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": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 4 }