diff --git "a/app.ipynb" "b/app.ipynb" new file mode 100644--- /dev/null +++ "b/app.ipynb" @@ -0,0 +1,364 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#|default_exp app" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#|export\n", + "from fastai.vision.all import *\n", + "import gradio as gr" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#|export\n", + "learn = load_learner('model.pkl')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from fastbook import *\n", + "urls = search_images_ddg('banjo',1)\n", + "from fastdownload import download_url\n", + "dest = 'banjo.jpg'\n", + "download_url(urls[0], dest, show_progress=False)\n", + "\n", + "im = Image.open(dest)\n", + "im.to_thumb(256,256)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "PILImage mode=RGB size=224x224" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = PILImage.create('banjo.jpg')\n", + "img.thumbnail((224,224))\n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "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": [ + "('banjo',\n", + " tensor(6),\n", + " tensor([1.4622e-08, 1.3862e-06, 3.5090e-08, 4.3218e-09, 3.4096e-08, 1.7398e-08, 9.9985e-01, 3.8490e-07, 9.3956e-09, 1.1868e-07, 1.3017e-08, 2.3738e-08, 5.9137e-08, 1.1586e-06, 9.3743e-05, 4.9369e-08,\n", + " 4.3401e-08, 1.9747e-05, 1.2774e-08, 3.4904e-08, 2.5979e-08, 7.4958e-08, 1.3946e-08, 3.6679e-07, 3.2149e-05, 7.3845e-07, 5.5721e-09, 6.6391e-08, 1.1157e-08, 7.7292e-07]))" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn.predict(img)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "#|export\n", + "categories = ('didgeridoo','tambourine','xylophone','acordian','alphorn','bagpipes','banjo','bongo drum','casaba','castanets','clarinet','clavichord','concertina','drums','dulcimer','flute','guiro','guitar','harmonica','harp','marakas','ocarina','piano','saxaphone','sitar','steel drum','trombone','trumpet','tuba','violin')\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": 14, + "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": [ + "{'didgeridoo': 1.4622210997572438e-08,\n", + " 'tambourine': 1.3861721299690544e-06,\n", + " 'xylophone': 3.508997536982861e-08,\n", + " 'acordian': 4.321847324462169e-09,\n", + " 'alphorn': 3.409623516859028e-08,\n", + " 'bagpipes': 1.7397754348280614e-08,\n", + " 'banjo': 0.9998489618301392,\n", + " 'bongo drum': 3.8489781672979007e-07,\n", + " 'casaba': 9.395575872872541e-09,\n", + " 'castanets': 1.1868442584272998e-07,\n", + " 'clarinet': 1.3017473321497164e-08,\n", + " 'clavichord': 2.3737676713153633e-08,\n", + " 'concertina': 5.913716094596566e-08,\n", + " 'drums': 1.158644181487034e-06,\n", + " 'dulcimer': 9.374329965794459e-05,\n", + " 'flute': 4.936883968298389e-08,\n", + " 'guiro': 4.340081005693719e-08,\n", + " 'guitar': 1.974727274500765e-05,\n", + " 'harmonica': 1.277387617903969e-08,\n", + " 'harp': 3.490360711566609e-08,\n", + " 'marakas': 2.597880843779876e-08,\n", + " 'ocarina': 7.495769693832699e-08,\n", + " 'piano': 1.3946065635650484e-08,\n", + " 'saxaphone': 3.667904593385174e-07,\n", + " 'sitar': 3.214850221411325e-05,\n", + " 'steel drum': 7.384476248262217e-07,\n", + " 'trombone': 5.572144079479813e-09,\n", + " 'trumpet': 6.639149319198623e-08,\n", + " 'tuba': 1.1157267110206703e-08,\n", + " 'violin': 7.729217372798303e-07}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "classify_image(img)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tux/mambaforge/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/tux/mambaforge/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/tux/mambaforge/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/tux/mambaforge/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://127.0.0.1:7860\n", + "\n", + "To create a public link, set `share=True` in `launch()`.\n" + ] + }, + { + "data": { + "text/plain": [] + }, + "execution_count": 15, + "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" + } + ], + "source": [ + "#|export\n", + "image = gr.inputs.Image(shape=(224,224))\n", + "label=gr.outputs.Label()\n", + "examples=['banjo.jpg']\n", + "intf = gr.Interface(fn=classify_image,inputs=image,outputs=label,examples=examples)\n", + "intf.launch(inline=False)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Export" + ] + }, + { + "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": "3.10.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}