{ "cells": [ { "cell_type": "code", "execution_count": null, "id": "initial_id", "metadata": {}, "outputs": [], "source": [ "#|default_exp app" ] }, { "cell_type": "code", "id": "e4c87af8-f0d4-4fd4-83d5-58349e87999b", "metadata": { "ExecuteTime": { "end_time": "2025-03-17T21:38:25.075109Z", "start_time": "2025-03-17T21:38:20.211568Z" } }, "source": [ "#|export\n", "from fastai.vision.all import *\n", "import gradio as gr" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/gustavoch/.virtualenvs/FastAIL2/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "execution_count": 2 }, { "cell_type": "code", "id": "07048386-ef7f-46ac-9012-a6570518ebd4", "metadata": { "ExecuteTime": { "end_time": "2025-03-17T21:38:30.863812Z", "start_time": "2025-03-17T21:38:30.823727Z" } }, "source": [ "im = Image.open('teddy.png')\n", "im.thumbnail((192,192))\n", "im" ], "outputs": [ { "data": { "text/plain": [ "" ], "image/png": 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", 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" }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 3 }, { "cell_type": "code", "id": "57dff4bc-b154-4783-9292-caf335dcedc4", "metadata": { "ExecuteTime": { "end_time": "2025-03-17T21:38:32.522954Z", "start_time": "2025-03-17T21:38:32.461202Z" } }, "source": [ "#|export\n", "learn = load_learner('model.pkl')" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/gustavoch/.virtualenvs/FastAIL2/lib/python3.12/site-packages/fastai/learner.py:455: UserWarning: load_learner` uses Python's insecure pickle module, which can execute malicious arbitrary code when loading. Only load files you trust.\n", "If you only need to load model weights and optimizer state, use the safe `Learner.load` instead.\n", " warn(\"load_learner` uses Python's insecure pickle module, which can execute malicious arbitrary code when loading. Only load files you trust.\\nIf you only need to load model weights and optimizer state, use the safe `Learner.load` instead.\")\n" ] } ], "execution_count": 4 }, { "cell_type": "code", "id": "96d4a73b-44da-491f-81a2-4311b6d573bb", "metadata": { "ExecuteTime": { "end_time": "2025-03-17T21:38:40.646765Z", "start_time": "2025-03-17T21:38:40.171110Z" } }, "source": [ "%time learn.predict(im)" ], "outputs": [ { "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ], "text/html": [] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 329 ms, sys: 105 ms, total: 434 ms\n", "Wall time: 468 ms\n" ] }, { "data": { "text/plain": [ "('teddy', tensor(2), tensor([6.6655e-12, 1.3496e-09, 1.0000e+00]))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 5 }, { "cell_type": "code", "id": "0cb6b390-2428-49a9-8f72-f688a6448523", "metadata": { "ExecuteTime": { "end_time": "2025-03-17T21:38:42.388587Z", "start_time": "2025-03-17T21:38:42.384813Z" } }, "source": [ "#|export\n", "categories = ('grizzly', 'black', 'teddy')\n", "\n", "def classify_image(img):\n", " pred,idx,probs = learn.predict(img)\n", " return dict(zip(categories, map(float,probs)))" ], "outputs": [], "execution_count": 6 }, { "cell_type": "code", "id": "1141cb08-7118-41a9-b354-42436f026f0e", "metadata": { "ExecuteTime": { "end_time": "2025-03-17T21:38:44.827708Z", "start_time": "2025-03-17T21:38:44.761153Z" } }, "source": [ "classify_image(im)" ], "outputs": [ { "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ], "text/html": [] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "{'grizzly': 6.665516662923698e-12,\n", " 'black': 1.3495837780652664e-09,\n", " 'teddy': 1.0}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 7 }, { "cell_type": "code", "id": "21ef4f5b-e2dd-4b42-9478-5c834387a857", "metadata": { "ExecuteTime": { "end_time": "2025-03-17T21:40:29.443283Z", "start_time": "2025-03-17T21:40:29.169383Z" } }, "source": [ "#|export\n", "# image = gr.Image(shape=(192,192))\n", "# label = gr.outputs.Label()\n", "examples = ['grizzly.png', 'black.png', 'teddy.png']\n", "\n", "intf = gr.Interface(fn=classify_image, inputs=\"image\", outputs=\"label\", examples=examples)\n", "intf.launch(inline=False)" ], "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" } ], "execution_count": 10 }, { "metadata": { "ExecuteTime": { "end_time": "2025-03-17T22:19:44.940581Z", "start_time": "2025-03-17T22:19:44.934880Z" } }, "cell_type": "code", "source": [ "import nbdev.export as ex\n", "ex.nb_export('app.ipynb')" ], "id": "15a2b012b8cc3cd7", "outputs": [], "execution_count": 22 } ], "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": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 5 }