{ "cells": [ { "cell_type": "code", "execution_count": 40, "id": "d4e513b4", "metadata": {}, "outputs": [], "source": [ "#|default_exp app" ] }, { "cell_type": "code", "execution_count": 41, "id": "00f0588c", "metadata": {}, "outputs": [], "source": [ "#|export\n", "from fastai.vision.all import *\n", "import gradio as gr" ] }, { "cell_type": "code", "execution_count": 42, "id": "66679d87", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from PIL import Image\n", "img = Image.open('zaku.png')\n", "img.thumbnail((250, 250))\n", "img" ] }, { "cell_type": "code", "execution_count": 43, "id": "2d21bdb4", "metadata": {}, "outputs": [], "source": [ "#|export\n", "learner = load_learner('model.pkl')" ] }, { "cell_type": "code", "execution_count": 44, "id": "70d122e9", "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": [ "('zaku', TensorBase(1), TensorBase([0.1638, 0.8362]))" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learner.predict('zaku.png')" ] }, { "cell_type": "code", "execution_count": 45, "id": "50a01c67", "metadata": {}, "outputs": [], "source": [ "#|export\n", "categories = ('Gundam', 'Zaku')\n", "\n", "def classify_image(img):\n", " pred, idx, probs = learner.predict(img)\n", " return dict(zip(categories, map(float, probs)))" ] }, { "cell_type": "code", "execution_count": 46, "id": "2afad067", "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": [ "{'Gundam': 0.16380012035369873, 'Zaku': 0.8361998200416565}" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classify_image('zaku.png')" ] }, { "cell_type": "code", "execution_count": 47, "id": "7c7c2734", "metadata": {}, "outputs": [], "source": [ "# ??intf.launch" ] }, { "cell_type": "code", "execution_count": 48, "id": "d26c0682", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/wayne/mambaforge/envs/fastai/lib/python3.10/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", "/home/wayne/mambaforge/envs/fastai/lib/python3.10/site-packages/gradio/deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n", " warnings.warn(value)\n", "/home/wayne/mambaforge/envs/fastai/lib/python3.10/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", "/home/wayne/mambaforge/envs/fastai/lib/python3.10/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://127.0.0.1:7863\n", "\n", "To create a public link, set `share=True` in `launch()`.\n" ] }, { "data": { "text/plain": [] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#|export\n", "image = gr.inputs.Image(shape=(192, 192))\n", "label = gr.outputs.Label()\n", "examples = ['gundam.png', 'zaku.png']\n", "\n", "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n", "intf.launch(inline=False)" ] }, { "cell_type": "code", "execution_count": 50, "id": "53da9502", "metadata": {}, "outputs": [], "source": [ "import nbdev" ] }, { "cell_type": "code", "execution_count": 54, "id": "272cc595", "metadata": {}, "outputs": [], "source": [ "nbdev.export.nb_export('gundam_or_zaku.ipynb', '.')" ] }, { "cell_type": "code", "execution_count": null, "id": "4f4d5362", "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 5 }