diff --git "a/.ipynb_checkpoints/gradiomodel-checkpoint.ipynb" "b/.ipynb_checkpoints/gradiomodel-checkpoint.ipynb" new file mode 100644--- /dev/null +++ "b/.ipynb_checkpoints/gradiomodel-checkpoint.ipynb" @@ -0,0 +1,380 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2022-05-14T14:52:48.370049Z", + "iopub.status.busy": "2022-05-14T14:52:48.369538Z", + "iopub.status.idle": "2022-05-14T14:52:48.393194Z", + "shell.execute_reply": "2022-05-14T14:52:48.391838Z", + "shell.execute_reply.started": "2022-05-14T14:52:48.369953Z" + } + }, + "outputs": [], + "source": [ + "#|default_exp app" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**How to install gradio on Kaggle?**\n", + "1. Go to Console down below\n", + "2. run `pip install gradio`" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-14T14:57:59.657724Z", + "iopub.status.busy": "2022-05-14T14:57:59.657409Z", + "iopub.status.idle": "2022-05-14T14:57:59.66366Z", + "shell.execute_reply": "2022-05-14T14:57:59.662371Z", + "shell.execute_reply.started": "2022-05-14T14:57:59.657691Z" + } + }, + "outputs": [], + "source": [ + "#|export \n", + "from fastai.vision.all import *\n", + "import gradio as gr\n", + "\n", + "def is_cat(x): return x[0].isupper()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-14T15:02:18.993949Z", + "iopub.status.busy": "2022-05-14T15:02:18.99358Z", + "iopub.status.idle": "2022-05-14T15:02:19.051155Z", + "shell.execute_reply": "2022-05-14T15:02:19.050284Z", + "shell.execute_reply.started": "2022-05-14T15:02:18.993913Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "PILImage mode=RGB size=192x192" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im = PILImage.create('dog.jpeg')\n", + "im.thumbnail((192, 192))\n", + "im" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-14T15:17:07.10448Z", + "iopub.status.busy": "2022-05-14T15:17:07.104156Z", + "iopub.status.idle": "2022-05-14T15:17:07.810168Z", + "shell.execute_reply": "2022-05-14T15:17:07.809203Z", + "shell.execute_reply.started": "2022-05-14T15:17:07.10445Z" + } + }, + "outputs": [], + "source": [ + "#|export\n", + "learn = load_learner('model.pkl')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-14T15:18:12.260166Z", + "iopub.status.busy": "2022-05-14T15:18:12.25938Z", + "iopub.status.idle": "2022-05-14T15:18:12.448391Z", + "shell.execute_reply": "2022-05-14T15:18:12.44755Z", + "shell.execute_reply.started": "2022-05-14T15:18:12.260109Z" + } + }, + "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": [ + "('False', TensorBase(0), TensorBase([9.9991e-01, 8.7233e-05]))" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn.predict(im)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-14T15:19:46.294619Z", + "iopub.status.busy": "2022-05-14T15:19:46.294329Z", + "iopub.status.idle": "2022-05-14T15:19:46.300427Z", + "shell.execute_reply": "2022-05-14T15:19:46.299262Z", + "shell.execute_reply.started": "2022-05-14T15:19:46.294589Z" + } + }, + "outputs": [], + "source": [ + "#|export\n", + "categories = ('Dog', 'Cat')\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, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-14T15:20:02.653706Z", + "iopub.status.busy": "2022-05-14T15:20:02.653223Z", + "iopub.status.idle": "2022-05-14T15:20:02.72521Z", + "shell.execute_reply": "2022-05-14T15:20:02.724587Z", + "shell.execute_reply.started": "2022-05-14T15:20:02.653666Z" + } + }, + "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": [ + "{'Dog': 0.9999127388000488, 'Cat': 8.723272912902758e-05}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "classify_image(im)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**How to run the gradio app locally and on gradio cloud?**\n", + "- add `share=True`" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-14T15:23:42.838624Z", + "iopub.status.busy": "2022-05-14T15:23:42.838101Z", + "iopub.status.idle": "2022-05-14T15:23:48.754504Z", + "shell.execute_reply": "2022-05-14T15:23:48.753624Z", + "shell.execute_reply.started": "2022-05-14T15:23:42.838581Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running on local URL: http://127.0.0.1:7860/\n", + "Running on public URL: https://31604.gradio.app\n", + "\n", + "This share link expires in 72 hours. For free permanent hosting, check out Spaces (https://huggingface.co/spaces)\n" + ] + }, + { + "data": { + "text/plain": [ + "(,\n", + " 'http://127.0.0.1:7860/',\n", + " 'https://31604.gradio.app')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#|export\n", + "image = gr.inputs.Image(shape=(192, 192))\n", + "label = gr.outputs.Label()\n", + "examples = ['../input/simplesamples/.jpeg']\n", + "\n", + "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n", + "intf.launch(inline=False, share=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-14T15:39:26.00908Z", + "iopub.status.busy": "2022-05-14T15:39:26.008725Z", + "iopub.status.idle": "2022-05-14T15:39:26.406173Z", + "shell.execute_reply": "2022-05-14T15:39:26.405414Z", + "shell.execute_reply.started": "2022-05-14T15:39:26.009028Z" + } + }, + "outputs": [], + "source": [ + "from nbdev.export import notebook2script" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-14T15:42:37.753436Z", + "iopub.status.busy": "2022-05-14T15:42:37.753101Z", + "iopub.status.idle": "2022-05-14T15:42:37.783884Z", + "shell.execute_reply": "2022-05-14T15:42:37.782381Z", + "shell.execute_reply.started": "2022-05-14T15:42:37.753375Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Converted gradiomodel.ipynb.\n" + ] + } + ], + "source": [ + "# not working yet\n", + "notebook2script('gradiomodel.ipynb') " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "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": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}