{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "ad8d3a28", "metadata": {}, "outputs": [], "source": [ "#|default_exp app" ] }, { "cell_type": "code", "execution_count": 4, "id": "62e35879", "metadata": {}, "outputs": [], "source": [ "from fastai.vision.all import *\n", "import gradio as gr\n", "\n", "def is_cell(x): return x[0].isupper()" ] }, { "cell_type": "code", "execution_count": 13, "id": "47bb929b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "PILImage mode=RGB size=192x132" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im = PILImage.create('stem cell.jpg')\n", "im.thumbnail((192,192))\n", "im" ] }, { "cell_type": "code", "execution_count": 6, "id": "eb2d1719", "metadata": {}, "outputs": [], "source": [ "#|export\n", "learn = load_learner('export.pkl')" ] }, { "cell_type": "code", "execution_count": 10, "id": "65aee30f", "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": [ "('plant cell', TensorBase(3), TensorBase([0.0010, 0.0182, 0.0021, 0.9787]))" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict(im)" ] }, { "cell_type": "code", "execution_count": 11, "id": "b6cb80a9", "metadata": {}, "outputs": [], "source": [ "#|export\n", "categories = ('Plant Cell', 'Bone Cell', 'Blood Cell', 'Stem Cell')\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": 14, "id": "15e60b85", "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": [ "{'Plant Cell': 0.006910980679094791,\n", " 'Bone Cell': 0.052466798573732376,\n", " 'Blood Cell': 0.9155265092849731,\n", " 'Stem Cell': 0.025095727294683456}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classify_image(im)" ] }, { "cell_type": "code", "execution_count": 15, "id": "f318d23b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\silen\\anaconda3\\lib\\site-packages\\gradio\\inputs.py:256: 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:\\Users\\silen\\anaconda3\\lib\\site-packages\\gradio\\deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n", " warnings.warn(value)\n", "C:\\Users\\silen\\anaconda3\\lib\\site-packages\\gradio\\outputs.py:196: 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:\\Users\\silen\\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://127.0.0.1:7860\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=(192,192))\n", "label=gr.outputs.Label()\n", "examples = ['stem cell.jpg', 'plant cell.jpg']\n", "\n", "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n", "intf.launch(inline=False)" ] }, { "cell_type": "code", "execution_count": 19, "id": "bce60b20", "metadata": {}, "outputs": [ { "ename": "ImportError", "evalue": "cannot import name 'notebook2script' from 'nbdev.export' (C:\\Users\\silen\\anaconda3\\lib\\site-packages\\nbdev\\export.py)", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_19616\\27739807.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mnbdev\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexport\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnotebook2script\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mImportError\u001b[0m: cannot import name 'notebook2script' from 'nbdev.export' (C:\\Users\\silen\\anaconda3\\lib\\site-packages\\nbdev\\export.py)" ] } ], "source": [ "from nbdev.export import notebook2script" ] }, { "cell_type": "code", "execution_count": 20, "id": "dbbe6a9b", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'notebook2script' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_19616\\2121908014.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mnotebook2script\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'app.ipynb'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mNameError\u001b[0m: name 'notebook2script' is not defined" ] } ], "source": [ "notebook2script('app.ipynb')" ] }, { "cell_type": "code", "execution_count": null, "id": "e891ace4", "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 }