{ "cells": [ { "cell_type": "code", "execution_count": 9, "id": "90bf9919-7861-4213-94ee-e34916b8ea62", "metadata": {}, "outputs": [], "source": [ "#|default_exp app" ] }, { "cell_type": "code", "execution_count": 10, "id": "8a7783b9-2db0-4153-968b-710aa7255eb2", "metadata": {}, "outputs": [], "source": [ "#|export\n", "import gradio as gr\n", "from fastai.vision.all import *\n", "import skimage\n", "\n", "def is_cat(x): return x[0].isupper()" ] }, { "cell_type": "code", "execution_count": 11, "id": "76ba35eb-133e-4bb5-b759-136112d8297b", "metadata": {}, "outputs": [], "source": [ "path = untar_data(URLs.PETS)/'images'" ] }, { "cell_type": "code", "execution_count": 12, "id": "e8961ed0-a1ed-46ce-b7f7-52998a8615d6", "metadata": {}, "outputs": [], "source": [ "dls = ImageDataLoaders.from_name_func('.',\n", " get_image_files(path), valid_pct=0.2, seed=42,\n", " label_func=is_cat,\n", " item_tfms=Resize(192))" ] }, { "cell_type": "code", "execution_count": 13, "id": "5ed3e934-ce41-4189-bf5d-86fe597db842", "metadata": {}, "outputs": [], "source": [ "# train and export model in https://www.kaggle.com/code/letrandat/saving-a-basic-fastai-model" ] }, { "cell_type": "code", "execution_count": 14, "id": "0f547cc4-bd14-4fa4-91bc-6a2a7cc74076", "metadata": {}, "outputs": [], "source": [ "#|export\n", "learn = load_learner('model.pkl')" ] }, { "cell_type": "code", "execution_count": 17, "id": "6da48a8a-c701-41e5-aab2-1c211543acd8", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", 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", "text/plain": [ "PILImage mode=RGB size=192x192" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im = PILImage.create('cat.jpg')\n", "im.thumbnail((192,192))\n", "im" ] }, { "cell_type": "code", "execution_count": 18, "id": "05d3287d-85ea-4b9e-abfb-b82bea007a36", "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": [ "('True', tensor(1), tensor([1.2538e-15, 1.0000e+00]))" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict(im)" ] }, { "cell_type": "code", "execution_count": 19, "id": "419c6315-8cc1-41b3-9996-d5de30b1677b", "metadata": {}, "outputs": [], "source": [ "#|export\n", "categories = ('Dog', 'Cat')\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": 25, "id": "233f3513-298c-4436-86f8-46612ebd1893", "metadata": {}, "outputs": [], "source": [ "#|export\n", "title = \"Pet Breed Classifier\"\n", "description = \"A pet breed classifier trained on the Oxford Pets dataset with fastai. Created as a demo for Gradio and HuggingFace Spaces.\"\n", "article=\"

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\"\n", "interpretation='default'" ] }, { "cell_type": "code", "execution_count": 31, "id": "36bb663a-42fd-4c68-8313-036705ed924a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on local URL: http://127.0.0.1:7862\n", "\n", "To create a public link, set `share=True` in `launch()`.\n" ] }, { "data": { "text/plain": [] }, "execution_count": 31, "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=512, width=512)\n", "label = gr.Label(num_top_classes=3)\n", "examples = ['dog.jpg', 'cat.jpg', 'whatisit.webp']\n", "\n", "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n", "intf.launch(inline=False)" ] }, { "cell_type": "markdown", "id": "4f6ff0fe-5f70-4093-84a8-28ede0e0436c", "metadata": {}, "source": [ "# Export -" ] }, { "cell_type": "code", "execution_count": 33, "id": "a9e28939-a164-46e6-a8c9-8ef14a333b59", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Export successful\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import nbdev\n", "nbdev.export.nb_export('app.ipynb', '.')\n", "print('Export successful')" ] }, { "cell_type": "code", "execution_count": null, "id": "1958b8b5-7c63-4442-be1a-79edf503bf76", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }