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Runtime error
Runtime error
File size: 92,959 Bytes
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "cd5c93d6-ede6-4d1c-91ea-eb43684666b3",
"metadata": {},
"outputs": [],
"source": [
"#|default_exp app"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "097ddf05-2177-4df9-bb1b-f2ddccd4eaa9",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"from fastai.vision.all import * \n",
"import gradio as gr\n",
"\n",
"def is_cat(x): return x[0].upper()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "09289ee1-714f-463a-9399-57157ad51c11",
"metadata": {},
"outputs": [
{
"data": {
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",
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",
"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,
"id": "2bd9a3c6-16b0-4314-8c49-b5ac7b3be954",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"learn = load_learner('cat_dog_model.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "83fc7f97-6f9d-42e2-84bd-44c4e65c904b",
"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,
"id": "81c15ad7-c497-492e-9e6d-15584b896015",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'Dog': 0.9999688863754272, 'Cat': 3.111784826614894e-05}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classify_image(im)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "e61b37f8-4602-4a8a-bc54-336052b775de",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/0h/b82qzwfn2yvb1zdgv2dwywc80000gn/T/ipykernel_17499/2113300551.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",
"/var/folders/0h/b82qzwfn2yvb1zdgv2dwywc80000gn/T/ipykernel_17499/2113300551.py:2: GradioDeprecationWarning: `optional` parameter is deprecated, and it has no effect\n",
" image = gr.inputs.Image(shape=(192,192))\n",
"/var/folders/0h/b82qzwfn2yvb1zdgv2dwywc80000gn/T/ipykernel_17499/2113300551.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",
"/var/folders/0h/b82qzwfn2yvb1zdgv2dwywc80000gn/T/ipykernel_17499/2113300551.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://127.0.0.1:7860\n",
"\n",
"To create a public link, set `share=True` in `launch()`.\n"
]
},
{
"data": {
"text/plain": []
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#|export\n",
"image = gr.inputs.Image(shape=(192,192))\n",
"label = gr.outputs.Label()\n",
"examples = ['dog.jpeg', 'cat.jpeg','cat.png', 'bear.jpg']\n",
"intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
"intf.launch(inline=False)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4e62e657-57ff-4aa2-acd5-3f5b2362c9cf",
"metadata": {},
"outputs": [],
"source": [
"import nbdev\n",
"nbdev.export.nb_export('cat_dog_predict.ipynb', 'app')\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "05187dc9-4453-4492-b8e3-a970e2f64430",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "80fecd62-83bd-4e63-b62d-8a26036669e2",
"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": "3.9.17"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|