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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#|default_exp new_app"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/rom/mambaforge/envs/fastai/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
" from .autonotebook import tqdm as notebook_tqdm\n"
]
}
],
"source": [
"#|export\n",
"from fastai.vision.all import *\n",
"import gradio as gr"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"PILImage mode=RGB size=128x192"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im = PILImage.create(\"../testImages/blk_woodpeck.jpg\")\n",
"im.thumbnail((192,192))\n",
"im"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"learn = load_learner(\"../../lecture2/model_lec2.pkl\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"('Black Woodpecker',\n",
" TensorBase(0),\n",
" TensorBase([9.9725e-01, 7.7195e-04, 1.7190e-04, 5.8593e-04, 1.1087e-04,\n",
" 9.8223e-04, 9.3425e-05, 3.2431e-05]))"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.predict(im)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"PILImage mode=RGB size=192x154"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im_2 = PILImage.create(\"../testImages/wht_back_woodpeck.jpg\")\n",
"im_2.thumbnail((192,192))\n",
"im_2"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"('White-Backed Woodpecker',\n",
" TensorBase(7),\n",
" TensorBase([5.4651e-08, 6.9253e-09, 1.3552e-08, 9.7524e-08, 1.5935e-08,\n",
" 5.8573e-06, 3.5543e-05, 9.9996e-01]))"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.predict(im_2)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Black Woodpecker', 'Eurasian Three-Toed Woodpecker', 'Great Spotted Woodpecker', 'Green Woodpecker', 'Grey-headed Woodpecker', 'Lesser Spotted Woodpecker', 'Middle Spotted Woodpecker', 'White-Backed Woodpecker']"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.dls.vocab"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"brd_category = (\n",
" \"Black Woodpecker\", \n",
" \"Eurasian Three-Toed Woodpecker\",\n",
" \"Great Spotted Woodpecker\",\n",
" \"Green Woodpecker\",\n",
" \"Grey-Headed Woodpecker\",\n",
" \"Lesser Spotted Woodpecker\",\n",
" \"Middle Spotted Woodpecker\",\n",
" \"White-Backed Woodpecker\",\n",
" )\n",
"\n",
"def classify_image(img):\n",
" pred,idx,probs = learn.predict(img)\n",
" return dict(zip(brd_category, map(float,probs)))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'Black Woodpecker': 0.9972512125968933,\n",
" 'Eurasian Three-Toed Woodpecker': 0.0007719509885646403,\n",
" 'Great Spotted Woodpecker': 0.00017189969366881996,\n",
" 'Green Woodpecker': 0.0005859336815774441,\n",
" 'Grey-Headed Woodpecker': 0.00011086724407505244,\n",
" 'Lesser Spotted Woodpecker': 0.000982225639745593,\n",
" 'Middle Spotted Woodpecker': 9.342539851786569e-05,\n",
" 'White-Backed Woodpecker': 3.2430576538899913e-05}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classify_image(im)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'Black Woodpecker': 5.4650950431778256e-08,\n",
" 'Eurasian Three-Toed Woodpecker': 6.925318540851322e-09,\n",
" 'Great Spotted Woodpecker': 1.3552134525696147e-08,\n",
" 'Green Woodpecker': 9.752383078875937e-08,\n",
" 'Grey-Headed Woodpecker': 1.593536680388752e-08,\n",
" 'Lesser Spotted Woodpecker': 5.857317773916293e-06,\n",
" 'Middle Spotted Woodpecker': 3.5543052945286036e-05,\n",
" 'White-Backed Woodpecker': 0.9999583959579468}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classify_image(im_2)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#|export\n",
"image = gr.inputs.Image(shape=(192,192))\n",
"label = gr.outputs.Label()\n",
"examples = [\n",
" \"blk_woodpeck.jpg\",\n",
" \"grt_spot_woodpeck.jpg\",\n",
" \"eur_woodpeck.jpg\",\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": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "fastai",
"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": "3.10.8"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "980c0de5a5fa470d5d28dc90d0002d0f721f782754119612cb7b934203bff782"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|