{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"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": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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aTJjOUVZFRtMtWvjNdktAW42jJPH+NOXRYLI7LZRKj/MyyAYJ46+v/wBerayoH2kBcnGT6VYMgeIO21yjE7OlJzexrHa/UisNOinmOyG1+U5y0YTH+NLfOXLWssCDb3jAxURk25ij3AHBz1pJJCkC4j3uhGCTgkVDUnO72Kc0qVo7mYdLjgjc+WFzhDgcnvS21obZnVItykZBHc1pm7XfvePk8Hd60i3Ee6NmWTHQqvGBW7qOxyJXZct750tObZgXUh8jBFZkelYuAFQqHUMXz0zVyWVZYwsbEmM/M+Mbs9M1EJHSRyXBYDBXPBFRztxNHZPyKstuBP5Yx97tzu96t2F2kErxGL5pVKjJ4BqDAO5mccHgAf59akV1Lb9vypgYPc+tWn3IWjdiJi8buisME4wRxUJkZD8/y4OelWZRuDMhxnk1VkX58c4YfXFPTqZK6l7oM+/O7JBwc96gkJOd3Ck9RUvlHaWxuX6URG3jZTOobd91VPI+tS5JGsKMpvcquUXCk8HnJ6/hTW8tmYZ+VTkn1qzdrp4mjlUsAWww6k/T0ps8Nn5RaKQq3TBPWkqibtY1lSlERbouEUDkDoKSaKSNhIVdQx4BqiLja5A4Gam8+aVgJGLY6ZqlBphKV46u7L0EUecEn161IFjG6RcZHvVGI5NPUEMQv3fSjlsYuS0L8bM6hgx3D9afHMYogmBnPJYVUjmZHHpU6MD8zKDzkmpcS/auxYkl+0SkhwFOBx1pPLhLgsrMRx16n1qAMrE7UAXrmp4SCvQEEZyDTdkRFt6omlLSIE+RQDnOOcVIstnJIseWOeOBVMyFh5bDCjoaRH8pSiDBPfHasKlNt+6dVOvTS95alxSsUreWQ208g1IkkEsP74YYDjaOajimjRCiKu5sZJFNTGxyQM5rXl92xzqa5mwkMbs20ZXH8Q5zUJbMaBQN/wBKljeMSElflzUssVuzb0Zl3fpSc1FBGk5u6KwbcPL9/mBpGtleUQoGZd2S2evtUrPbGLymzuz98dc1Qe7ktZlMWS4JGW7D1o5lJaGqoyTRemtJ4sFYcRj744OaqSiMkskhYgYwBgCpYJ5mJ8x8g9CDUW1Vm5J+lKk31NMUoq0UxElDhVY5YdKa8yRNtwdmevpT8xogGza2eCKZKkBbeC2COlaczejObkSWjI2mXZlCx9TUao8kchWIA4+8e1KLdApxLgehHNReYFGC5Kg96d9NCY6PVkBEqsEZWz/ePpSuGHz7VIxgU4yZ/eMSRnpSb1OQgxmqXmG7dmf/2Q==",
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",
"text/plain": [
"PILImage mode=RGB size=192x144"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im = PILImage.create('dog.jpg')\n",
"im.thumbnail((192,192))\n",
"im"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"import pathlib\n",
"temp = pathlib.PosixPath\n",
"pathlib.PosixPath = pathlib.WindowsPath\n",
"\n",
"learn = load_learner('model.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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": [
"('False', tensor(0), tensor([9.9989e-01, 1.0531e-04]))"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.predict(im)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"catergories = ('Dog', 'Cat')\n",
"\n",
"def classify_image(img):\n",
" pred, idx, probs = learn.predict(img)\n",
" return dict(zip(catergories, map(float,probs)))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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': 0.9998947381973267, 'Cat': 0.0001053077940014191}"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classify_image(im)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"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": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#|export\n",
"image = gr.Image()\n",
"label = gr.Label()\n",
"examples = ['dog.jpg','cat.jpg']\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": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
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