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{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"id": "68be7c38-5de9-41bb-b2e6-db358bab0516",
"metadata": {},
"outputs": [],
"source": [
"from fastai.vision.all import *\n",
"import gradio as gr"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "e0961d9e-d655-4367-ac5b-cc90ce41118f",
"metadata": {},
"outputs": [],
"source": [
"learn = load_learner('model.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d7fd2b34-1111-4694-88be-9bd3d4e9efa2",
"metadata": {},
"outputs": [],
"source": [
"categories = learn.dls.vocab"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3afc0a26-0769-4b94-8e16-266eb43ffeed",
"metadata": {},
"outputs": [],
"source": [
"def classify_image(img):\n",
" pred, idx, probs = learn.predict(img)\n",
" return dict(zip(categories, map(float, probs)))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "95875ae8-f066-4c24-9488-5ccd1602fdaa",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/toqi/opt/miniconda3/envs/fastai/lib/python3.9/site-packages/gradio/inputs.py:257: 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",
"/Users/toqi/opt/miniconda3/envs/fastai/lib/python3.9/site-packages/gradio/deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n",
" warnings.warn(value)\n",
"/Users/toqi/opt/miniconda3/envs/fastai/lib/python3.9/site-packages/gradio/outputs.py:197: 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",
"/Users/toqi/opt/miniconda3/envs/fastai/lib/python3.9/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://127.0.0.1:7861\n",
"\n",
"To create a public link, set `share=True` in `launch()`.\n"
]
},
{
"data": {
"text/plain": []
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"image = gr.inputs.Image(shape=(224, 224))\n",
"label = gr.outputs.Label()\n",
"# examples = ['black-bear.jpg', 'grizzly-bear.jpg', 'teddy-bear.jpg']\n",
"\n",
"title= \"Car Classifer\"\n",
"\n",
"intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, title=title)\n",
"intf.launch(inline=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "43c24456-6927-4098-8537-6399258923e8",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.9 (fastai)",
"language": "python",
"name": "fastai"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.15"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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