{
"cells": [
{
"cell_type": "markdown",
"id": "2b5965d9-4a8e-488b-82fd-8118a03671dd",
"metadata": {},
"source": [
"# Plant Doctor"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "8db1c2b9-143b-42b4-af70-d9fd2c0f41e6",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# default_exp app"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "76364ee7-01dc-4779-8617-65424eaff99a",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# export\n",
"from fastai.vision.all import *\n",
"import gradio as gr\n",
"import pathlib"
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "2351ba7e-76c0-4462-bc2c-a29b6cb7109f",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"im = PILImage.create('healthy_hydro_kale.jpg')\n",
"im_e = PILImage.create('empty_trays.jpg')\n",
"im_w = PILImage.create('wilted_plant.jpg')\n",
"for i in [im,im_e, im_w]:\n",
" i.thumbnail((192,192))\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "29de804a-6075-4572-875b-5e6f2b4363d6",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"temp = pathlib.PosixPath\n",
"pathlib.PosixPath = pathlib.WindowsPath"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "865c39a6-af8d-4353-a7cf-0615632a4f46",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# export\n",
"learn = load_learner('model.pkl')\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "b2d4526f-1fc2-4d7d-90a2-8b0b6c9e9cf2",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: total: 312 ms\n",
"Wall time: 275 ms\n"
]
},
{
"data": {
"text/plain": [
"('healthy', tensor(1), tensor([0.0015, 0.9043, 0.0942]))"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time learn.predict(im)\n"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "0b72191b-6bac-407d-b3cf-62544ef255c6",
"metadata": {
"tags": []
},
"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": [
"('wilted', tensor(2), tensor([9.4999e-06, 1.0669e-03, 9.9892e-01]))"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.predict(im_w)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "375f981a-c2fa-42bf-aacd-1db10d04f7ea",
"metadata": {
"tags": []
},
"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": [
"('empty', tensor(0), tensor([0.7435, 0.0705, 0.1860]))"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.predict(im_e)"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "078a81ea-4eda-4ec9-94bc-1e6e6c65930b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# export\n",
"categories = ('Empty','Healthy', 'Wilted')\n",
"\n",
"def classify_img(img):\n",
" pred, idx, probs = learn.predict(img)\n",
" return dict(zip(categories, map(float,probs)))"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "5b6b9006-4c20-4987-bb0d-782a59179ba5",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
"PILImage mode=RGB size=192x108"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'Empty': 0.0014868105063214898,\n",
" 'Healthy': 0.904268741607666,\n",
" 'Wilted': 0.09424444288015366}"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(im, classify_img(im))"
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "4eadd44b-48dc-445c-8b1b-2766eb3e6b90",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"PILImage mode=RGB size=192x144"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'Empty': 0.9497315287590027,\n",
" 'Healthy': 0.03828106075525284,\n",
" 'Wilted': 0.011987448669970036}"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(im_e, classify_img(im_e))"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "9ba79069-ef96-4ed5-98bb-5bfbd09a3410",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"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": [
"display(im_w, classify_img(im_w))"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "9a6f5436-a294-4a62-bfc1-04d0b0d2e545",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on local URL: http://127.0.0.1:7868\n",
"\n",
"To create a public link, set `share=True` in `launch()`.\n"
]
},
{
"data": {
"text/plain": []
},
"execution_count": 76,
"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"
},
{
"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(shape=(192,192))\n",
"label = gr.Label()\n",
"intf = gr.Interface(fn=classify_img, inputs=image, outputs=label, examples= ['healthy_hydro_kale.jpg', 'wilted_plant.jpg', 'empty_trays.jpg'])\n",
"intf.launch(inline=False)"
]
},
{
"cell_type": "markdown",
"id": "04b95669-a2f3-4486-987f-c65ff0678408",
"metadata": {},
"source": [
"## Export\n",
"\n",
"This seems to be bugged for at least Windows 10 because I get no output with 0 debuggable output."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "03172454-526e-4cc8-81d8-850fd996e784",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from nbdev.export import nb_export\n",
"\n",
"nb_export(\"app.ipynb\", \"app\", debug=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d352c021-13b7-422f-86be-73c902459fc7",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"??nb_export"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ae62471d-871d-472e-bac4-a8239ea0d2c7",
"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": "3.11.1"
}
},
"nbformat": 4,
"nbformat_minor": 5
}