{ "cells": [ { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "#|default_exp app" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "#|export\n", "from fastai.vision.all import *\n", "import gradio as gr" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", 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", "text/plain": [ "PILImage mode=RGB size=224x149" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im = PILImage.create(\"basset.jpg\")\n", "im.thumbnail((224, 224))\n", "im" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "#|export\n", "learn = load_learner(\"export.pkl\")" ] }, { "cell_type": "code", "execution_count": 61, "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": [ "('basset_hound',\n", " tensor(14),\n", " tensor([2.4274e-06, 3.9709e-06, 4.5659e-07, 3.3131e-07, 3.9334e-07, 6.0758e-07,\n", " 3.8304e-06, 1.1781e-05, 3.2944e-07, 5.2107e-07, 4.6064e-08, 6.4421e-08,\n", " 6.9908e-05, 1.9381e-05, 8.1363e-01, 1.4138e-01, 6.3449e-05, 2.5634e-06,\n", " 2.6792e-04, 4.3622e-04, 6.6459e-06, 6.7223e-06, 4.5602e-06, 3.4778e-04,\n", " 6.5149e-08, 7.6195e-06, 9.5328e-06, 8.0652e-07, 3.4014e-06, 1.6501e-07,\n", " 4.3565e-02, 2.9996e-06, 3.2928e-07, 5.8269e-05, 3.7358e-07, 5.2173e-06,\n", " 8.1781e-05]))" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict(im)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "#|export\n", "categories = learn.dls.vocab\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": 63, "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": [ "{'Abyssinian': 2.427406798233278e-06,\n", " 'Bengal': 3.970885245507816e-06,\n", " 'Birman': 4.565875144635356e-07,\n", " 'Bombay': 3.313095362500462e-07,\n", " 'British_Shorthair': 3.9333812651420885e-07,\n", " 'Egyptian_Mau': 6.075848091313674e-07,\n", " 'Maine_Coon': 3.830351033684565e-06,\n", " 'Persian': 1.1781232387875207e-05,\n", " 'Ragdoll': 3.294355224170431e-07,\n", " 'Russian_Blue': 5.210720246395795e-07,\n", " 'Siamese': 4.606408410268159e-08,\n", " 'Sphynx': 6.442119371286026e-08,\n", " 'american_bulldog': 6.990831025177613e-05,\n", " 'american_pit_bull_terrier': 1.9380928279133514e-05,\n", " 'basset_hound': 0.813633382320404,\n", " 'beagle': 0.14138168096542358,\n", " 'boxer': 6.344891153275967e-05,\n", " 'chihuahua': 2.563353746154462e-06,\n", " 'english_cocker_spaniel': 0.000267920782789588,\n", " 'english_setter': 0.0004362150502856821,\n", " 'german_shorthaired': 6.645911525993142e-06,\n", " 'great_pyrenees': 6.722320904373191e-06,\n", " 'havanese': 4.560233719530515e-06,\n", " 'japanese_chin': 0.00034777764813043177,\n", " 'keeshond': 6.514875394714181e-08,\n", " 'leonberger': 7.6195315159566235e-06,\n", " 'miniature_pinscher': 9.532765034236945e-06,\n", " 'newfoundland': 8.065188694672543e-07,\n", " 'pomeranian': 3.40137603416224e-06,\n", " 'pug': 1.6500933952556807e-07,\n", " 'saint_bernard': 0.04356455057859421,\n", " 'samoyed': 2.9995660497661447e-06,\n", " 'scottish_terrier': 3.2928036830526253e-07,\n", " 'shiba_inu': 5.826876440551132e-05,\n", " 'staffordshire_bull_terrier': 3.735760856216075e-07,\n", " 'wheaten_terrier': 5.217280886427034e-06,\n", " 'yorkshire_terrier': 8.178068674169481e-05}" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classify_image(im)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3304/3526089697.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_3304/3526089697.py:2: GradioDeprecationWarning: `optional` parameter is deprecated, and it has no effect\n", " image = gr.inputs.Image(shape=(192, 192))\n", "/tmp/ipykernel_3304/3526089697.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_3304/3526089697.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 = [\"basset.jpg\"]" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on local URL: http://127.0.0.1:7863\n", "\n", "To create a public link, set `share=True` in `launch()`.\n" ] }, { "data": { "text/plain": [] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#|export\n", "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n", "intf.launch(inline=False)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "from nbdev.export import nb_export\n", "\n", "nb_export(\"app.ipynb\", \".\")" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cat: app.py: No such file or directory\n" ] } ], "source": [ "!cat app.py" ] }, { "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 }