{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#|default_exp app" ] }, { "cell_type": "code", "execution_count": 2, "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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", "image/png": "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", "text/plain": [ "PILImage mode=RGB size=224x168" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im = PILImage.create(\"lean_tuna.jpg\")\n", "im.thumbnail((224, 224))\n", "im" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#|export\n", "learn = load_learner(\"model.pkl\")" ] }, { "cell_type": "code", "execution_count": 6, "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": [ "('Lean Tuna', tensor(1), tensor([2.6598e-04, 9.9959e-01, 1.3965e-04]))" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict(im)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#|export\n", "categories = learn.dls.vocab\n", "\n", "def classify_img(img):\n", " pred, idx, probs = learn.predict(img)\n", " return dict(zip(categories, map(float, probs)))" ] }, { "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": [ "{'Fatty Tuna': 0.00026598104159347713,\n", " 'Lean Tuna': 0.9995943903923035,\n", " 'Medium Fatty Tuna': 0.00013965219841338694}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classify_img(im)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_10312/3274946026.py:2: GradioDeprecationWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n", " image = gr.inputs.Image(shape=(192, 192))\n", "/tmp/ipykernel_10312/3274946026.py:2: GradioDeprecationWarning: `optional` parameter is deprecated, and it has no effect\n", " image = gr.inputs.Image(shape=(192, 192))\n", "/tmp/ipykernel_10312/3274946026.py:3: GradioDeprecationWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n", " label = gr.outputs.Label()\n", "/tmp/ipykernel_10312/3274946026.py:3: GradioUnusedKwargWarning: You have unused kwarg parameters in Label, please remove them: {'type': 'auto'}\n", " label = gr.outputs.Label()\n" ] } ], "source": [ "#|export\n", "image = gr.inputs.Image(shape=(192, 192))\n", "label = gr.outputs.Label()\n", "examples = [\"lean_tuna.jpg\", \"mid_fatty_tuna.jpg\", \"fatty_tuna.jpg\"]" ] }, { "cell_type": "code", "execution_count": 10, "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": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#|export\n", "intf = gr.Interface(fn=classify_img, inputs=image, outputs=label, examples=examples)\n", "intf.launch(inline=False)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from nbdev.export import nb_export\n", "\n", "nb_export(\"app.ipynb\", \".\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.10.12" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }