{ "cells": [ { "cell_type": "code", "execution_count": 11, "id": "4c33c041", "metadata": {}, "outputs": [], "source": [ "#|export\n", "from fastai.vision.all import *\n", "import gradio as gr" ] }, { "cell_type": "code", "execution_count": 12, "id": "ed4b8cad", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "PILImage mode=RGB size=192x144" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im = PILImage.create('grizzly.jpg')\n", "im.thumbnail((192,192))\n", "im" ] }, { "cell_type": "code", "execution_count": 13, "id": "48d52345", "metadata": {}, "outputs": [], "source": [ "#|export\n", "learn = load_learner('model.pkl')" ] }, { "cell_type": "code", "execution_count": 14, "id": "20bdabb2", "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": [ "('grizzly', TensorBase(1), TensorBase([9.6943e-06, 9.9998e-01, 1.4612e-05]))" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict(im)" ] }, { "cell_type": "code", "execution_count": 15, "id": "6db794a8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 132 ms\n" ] }, { "data": { "text/plain": [ "('grizzly', TensorBase(1), TensorBase([9.6943e-06, 9.9998e-01, 1.4612e-05]))" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%time learn.predict(im)" ] }, { "cell_type": "code", "execution_count": 16, "id": "2689b2be", "metadata": {}, "outputs": [], "source": [ "#|export\n", "categories = ('black','grizzly','teddy')\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": 17, "id": "6d993497", "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": [ "{'black': 1.643988753130543e-06,\n", " 'grizzly': 0.999995231628418,\n", " 'teddy': 3.1432964533451013e-06}" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classify_image('grizzly.jpg')" ] }, { "cell_type": "code", "execution_count": 18, "id": "664e3d61", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\gradio\\inputs.py:257: UserWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n", " warnings.warn(\n", "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\gradio\\deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n", " warnings.warn(value)\n", "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\gradio\\outputs.py:197: UserWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n", " warnings.warn(\n", "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\gradio\\deprecation.py:40: UserWarning: The 'type' parameter has been deprecated. Use the Number component instead.\n", " warnings.warn(value)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running on local URL: http://127.0.0.1:7861\n", "\n", "To create a public link, set `share=True` in `launch()`.\n" ] }, { "data": { "text/plain": [] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#|export\n", "image = gr.inputs.Image(shape=(192,192))\n", "label = gr.outputs.Label()\n", "examples = ['black.jpg', 'grizzly.jpg', 'teddy.jpg']\n", "\n", "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n", "intf.launch(inline=False)" ] }, { "cell_type": "markdown", "id": "3e6988bc", "metadata": {}, "source": [ "## export" ] }, { "cell_type": "code", "execution_count": 20, "id": "4fab8e2e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\nbdev\\export.py:54: UserWarning: Notebook 'app.ipynb' uses `#|export` without `#|default_exp` cell.\n", "Note nbdev2 no longer supports nbdev1 syntax. Run `nbdev_migrate` to upgrade.\n", "See https://nbdev.fast.ai/getting_started.html for more information.\n", " warn(f\"Notebook '{nbname}' uses `#|export` without `#|default_exp` cell.\\n\"\n" ] } ], "source": [ "import nbdev\n", "nbdev.export.nb_export('app.ipynb', \"./\")" ] }, { "cell_type": "code", "execution_count": null, "id": "2ec8f22e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "92844bd5", "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": "3.8.11" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }