{ "cells": [ { "cell_type": "code", "execution_count": null, "id": "29766667", "metadata": {}, "outputs": [], "source": [ "#|default_exp app" ] }, { "cell_type": "markdown", "id": "709950d5", "metadata": {}, "source": [ "Gradio Mbira Classifier" ] }, { "cell_type": "code", "execution_count": 1, "id": "19feab2a", "metadata": {}, "outputs": [], "source": [ "#|export\n", "from fastai.vision.all import *\n", "import gradio as gr\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "d71d2c49", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "PILImage mode=RGB size=200x224" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im = PILImage.create('mbira_dzavadzimu.jpg')\n", "im.thumbnail((224,224))\n", "im" ] }, { "cell_type": "code", "execution_count": 4, "id": "b9c00f5d", "metadata": {}, "outputs": [], "source": [ "#export\n", "learn = load_learner('export.pkl')" ] }, { "cell_type": "code", "execution_count": 5, "id": "6a313cea", "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": [ "('nhare', tensor(1), tensor([0.0027, 0.9946, 0.0026]))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict(im)" ] }, { "cell_type": "code", "execution_count": 6, "id": "538d095f", "metadata": {}, "outputs": [], "source": [ "#export\n", "categories = learn.dls.vocab\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": 7, "id": "7d07b95b", "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": [ "{'matepe': 0.0027463254518806934,\n", " 'nhare': 0.9946314096450806,\n", " 'nyunga nyunga': 0.0026222283486276865}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classify_image(im)" ] }, { "cell_type": "code", "execution_count": 12, "id": "e5a6426f", "metadata": {}, "outputs": [], "source": [ "#export\n", "image = gr.components.Image(shape=(192, 192))\n", "label = gr.components.Label()\n", "examples = ['mbira_dzavadzimu.jpg', 'mbira_matepe.jpg', 'mbira_nyunga_nyunga.jpg.webp']" ] }, { "cell_type": "code", "execution_count": 13, "id": "6e1aa9db", "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/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [] }, "execution_count": 13, "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", "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n", "intf.launch(inline=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "db2e0ace", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }