{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "UySFk1vPKxb_"
},
"outputs": [],
"source": [
"#|default_exp app"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gT0wxrhGKIxL"
},
"source": [
"# Bearify"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "Fg2er2rQLApV"
},
"outputs": [],
"source": [
"#|export\n",
"from fastai.vision.all import *\n",
"import gradio as gr\n",
"\n",
"def which_bear(x): pass"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 209
},
"id": "vBBjPghILOjq",
"outputId": "caa4c037-3d1e-43ae-a8e2-0f9c79198a2d"
},
"outputs": [
{
"data": {
"image/jpeg": 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",
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",
"text/plain": [
"PILImage mode=RGB size=192x150"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im = PILImage.create('images/teddy.jpg')\n",
"im.thumbnail((192,192))\n",
"im"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import pathlib"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"temp = pathlib.PosixPath\n",
"pathlib.PosixPath = pathlib.WindowsPath"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"id": "Ko1vxtuzACNo"
},
"outputs": [],
"source": [
"learn = load_learner('bear_model.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"pathlib.PosixPath = temp"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"id": "N4lUOFyom35W",
"outputId": "d363cb16-e67f-4829-a776-8af408671170"
},
"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": [
"('teddy', tensor(2), tensor([3.1420e-05, 7.4805e-06, 9.9996e-01]))"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.predict(im)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"id": "k8MzL29fm5wO"
},
"outputs": [],
"source": [
"categories = ('Teddy', 'Black', 'Grizzly')\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,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 69
},
"id": "R_dNtPRtoPER",
"outputId": "95b072b8-736f-424d-98dd-2a99e5078bef"
},
"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": [
"{'Teddy': 3.141982961096801e-05,\n",
" 'Black': 7.480457043129718e-06,\n",
" 'Grizzly': 0.9999611377716064}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classify_image(im)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 211
},
"id": "Uc2M0zOEoR6b",
"outputId": "08c190d2-b5ad-43d1-aa00-f4c452152024"
},
"outputs": [
{
"ename": "AttributeError",
"evalue": "module 'gradio' has no attribute 'inputs'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn[14], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m image \u001b[38;5;241m=\u001b[39m \u001b[43mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minputs\u001b[49m\u001b[38;5;241m.\u001b[39mImage(shape \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m192\u001b[39m,\u001b[38;5;241m192\u001b[39m))\n\u001b[0;32m 2\u001b[0m labels \u001b[38;5;241m=\u001b[39m gr\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mLabel()\n\u001b[0;32m 4\u001b[0m intf \u001b[38;5;241m=\u001b[39m gr\u001b[38;5;241m.\u001b[39mInterface(fn\u001b[38;5;241m=\u001b[39mclassify_image, inputs\u001b[38;5;241m=\u001b[39mimage, outputs\u001b[38;5;241m=\u001b[39mlabels)\n",
"\u001b[1;31mAttributeError\u001b[0m: module 'gradio' has no attribute 'inputs'"
]
}
],
"source": [
"image = gr.inputs.Image(shape = (192,192))\n",
"labels = gr.outputs.Label()\n",
"\n",
"intf = gr.Interface(fn=classify_image, inputs=image, outputs=labels)\n",
"intf.launch(inline=False)"
]
},
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"source": []
}
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