{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Dogs vs cats" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#|export\n", "from fastai import *\n", "from fastai.vision.all import *\n", "\n", "import gradio as gr \n", "\n", "def is_cat(x): return x[0].isupper()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", 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", "text/plain": [ "PILImage mode=RGB size=192x108" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "im = PILImage.create('dog.jpeg')\n", "im.thumbnail((192, 192))\n", "im" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#|export\n", "learn = load_learner('model.pkl')" ] }, { "cell_type": "code", "execution_count": 4, "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": [ "('False', tensor(0), tensor([1.0000e+00, 9.8498e-07]))" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict(im)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "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": 6, "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": [ "{'Dog': 0.9999990463256836, 'Cat': 9.849827620200813e-07}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classify_image(im)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "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": 7, "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.Image()\n", "label = gr.Label()\n", "examples = ['dog.jpeg', 'cat.jpeg', 'wot.jpeg']\n", "\n", "\n", "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n", "intf.launch(inline=False)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "m = learn.model\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "ps = list(m.parameters())\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# ps[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# export -" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Export successful\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/nikhilb/fastai/course/pets/venv/lib/python3.11/site-packages/nbdev/export.py:73: UserWarning: Notebook 'pets.ipynb' uses `#|export` without `#|default_exp` cell.\n", "Note nbdev2 no longer supports nbdev1 syntax. Run `nbdev_migrate` to upgrade.\n", "See https://nbdev.fast.ai/getting_started.html for more information.\n", " warn(f\"Notebook '{nbname}' uses `#|export` without `#|default_exp` cell.\\n\"\n" ] } ], "source": [ "import nbdev\n", "nbdev.export.nb_export('pets.ipynb', 'app')\n", "print('Export successful')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "venv", "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": "3.11.2" } }, "nbformat": 4, "nbformat_minor": 2 }