diff --git "a/Untitled.ipynb" "b/Untitled.ipynb"
new file mode 100644--- /dev/null
+++ "b/Untitled.ipynb"
@@ -0,0 +1,281 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "2739675f-d70e-4a4f-bb4c-96ccc920417a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#|default_exp app"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d01c2aa7-108a-431c-97e4-ad4a111f60c2",
+ "metadata": {},
+ "source": [
+ "Dogs vs Cats"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "f36c595d-7092-49e1-b2ff-b97bb0bd136b",
+ "metadata": {},
+ "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": 8,
+ "id": "d8b298d9-98cd-4388-8dc8-ef2f01cde340",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/jpeg": 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",
+ "image/png": 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",
+ "text/plain": [
+ "PILImage mode=RGB size=192x192"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "im = PILImage.create('dog.jpg')\n",
+ "im.thumbnail((192,192))\n",
+ "im"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "4fce2960-fde1-4e28-83ac-e457ec3dad68",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#|export\n",
+ "learn = load_learner('model.pkl')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "fe47fa4f-f30a-4c7a-8827-81579daee4d7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 4.69 s, sys: 4.74 s, total: 9.43 s\n",
+ "Wall time: 313 ms\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('False', TensorImage(0), TensorImage([9.9993e-01, 7.2349e-05]))"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "%time learn.predict(im)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "7b28c101-b624-4fe3-928b-743304c1a7eb",
+ "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": 13,
+ "id": "9d0601bd-a14c-4129-8878-c66981dd4d54",
+ "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': 0.9999276399612427, 'Cat': 7.23485864000395e-05}"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "classify_image(im)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "87d9d420-afc1-4f82-8361-7b8090e924db",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_34187/255930012.py:2: GradioDeprecationWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n",
+ " image = gr.inputs.Image(shape=(192,192))\n",
+ "/tmp/ipykernel_34187/255930012.py:2: GradioDeprecationWarning: `optional` parameter is deprecated, and it has no effect\n",
+ " image = gr.inputs.Image(shape=(192,192))\n",
+ "/tmp/ipykernel_34187/255930012.py:3: GradioDeprecationWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
+ " label = gr.outputs.Label()\n",
+ "/tmp/ipykernel_34187/255930012.py:3: GradioUnusedKwargWarning: You have unused kwarg parameters in Label, please remove them: {'type': 'auto'}\n",
+ " label = gr.outputs.Label()\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Running on local URL: http://127.0.0.1:7861\n",
+ "Running on public URL: https://98c8dc2b39d6f27067.gradio.live\n",
+ "\n",
+ "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": []
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#|export\n",
+ "image = gr.inputs.Image(shape=(192,192))\n",
+ "label = gr.outputs.Label()\n",
+ "examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']\n",
+ "\n",
+ "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
+ "intf.launch(inline=False, share=True)"
+ ]
+ }
+ ],
+ "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": "3.10.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}