{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"id": "eb7be187-99e2-4df7-8991-9bb833b6b098",
"metadata": {},
"outputs": [],
"source": [
"#|default_exp app"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "2af9c05c-fe50-4f19-a1fa-3361e99ce310",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"import timm\n",
"from fastai.vision.all import *\n",
"import gradio as gr"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a4ea25ed-6422-4d40-afb3-cbdc6a972cfc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('2.7.4', '0.6.5')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import fastai\n",
"fastai.__version__, timm.__version__"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ac0f20fe-271c-4903-a558-1ff2adc638e0",
"metadata": {},
"outputs": [],
"source": [
"learn = load_learner('model/export.pkl')"
]
},
{
"cell_type": "markdown",
"id": "34131b28-6818-4423-9ca1-b858088ab643",
"metadata": {},
"source": [
"# Pushing the model to Huggingface for easier access"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "53a18b78-fbfe-494b-94c6-2639c41ea4e4",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Cloning https://huggingface.co/Jimmie/identify-this-insect into local empty directory.\n",
"Adding files tracked by Git LFS: ['model.pkl']. This may take a bit of time if the files are large.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4af482c2f8ff48b7bedacd01ec52c230",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Upload file model.pkl: 0%| | 32.0k/109M [00:00, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"To https://huggingface.co/Jimmie/identify-this-insect\n",
" 6a37f78..278b995 main -> main\n",
"\n"
]
},
{
"data": {
"text/plain": [
"'https://huggingface.co/Jimmie/identify-this-insect/commit/278b995628bb67c2a5ce799db9d0ffb56d010bb8'"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from huggingface_hub import push_to_hub_fastai\n",
"\n",
"repo_id = \"Jimmie/identify-this-insect\"\n",
"\n",
"push_to_hub_fastai(learner=learn, repo_id=repo_id)"
]
},
{
"cell_type": "markdown",
"id": "f885a636-4b6c-4f61-ac38-181a649dae48",
"metadata": {},
"source": [
"# Creating a Gradio Demo"
]
},
{
"cell_type": "markdown",
"id": "449f281d-c0ff-473a-a5aa-d59a35ba4c49",
"metadata": {},
"source": [
"Loading the model we pushed:"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "a1d38932-986f-43f1-b782-155e4a6d52c8",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"from huggingface_hub import from_pretrained_fastai\n",
"\n",
"repo_id = \"Jimmie/identify-this-insect\"\n",
"\n",
"learn = from_pretrained_fastai(repo_id)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "7bdb90ac-da22-4321-a369-3a8df3d5237b",
"metadata": {},
"outputs": [],
"source": [
"caterpillar = PILImage.create('caterpillar.jpg')\n",
"centipede = PILImage.create('centipede.jpg')\n",
"millipede = PILImage.create('millipede.jpg')\n",
"caterpillar_2 = PILImage.create('caterpillar-2.jpg')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "c6b8f762-32c1-413b-bf96-57649d6377f5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"PILImage mode=RGB size=224x117"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"caterpillar.thumbnail((224,224))\n",
"caterpillar"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "b62b9142-6ca4-46c4-af38-1c558b91fa62",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"PILImage mode=RGB size=224x126"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"centipede.thumbnail((224,224))\n",
"centipede"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "1dd9e4cf-9b20-4c5b-8880-876d4779bf34",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"PILImage mode=RGB size=224x168"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"millipede.thumbnail((224,224))\n",
"millipede"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "1fc36d76-a5b3-404f-af49-9a5c563ee880",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"PILImage mode=RGB size=185x224"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"caterpillar_2.thumbnail((224,224))\n",
"caterpillar_2"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "737e00ea-e68d-45bd-89f5-bee7c80664ef",
"metadata": {},
"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: user 421 ms, sys: 28.1 ms, total: 449 ms\n",
"Wall time: 241 ms\n"
]
},
{
"data": {
"text/plain": [
"('caterpillar',\n",
" TensorBase(0),\n",
" TensorBase([9.9911e-01, 8.8572e-04, 2.9869e-08]))"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time learn.predict(caterpillar_2)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "f326b6f0-8258-4d56-8f9a-3fde2b3c898c",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"categories = learn.dls.vocab\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": 47,
"id": "f03af7e1-76ed-4408-90a1-f6c761d88a2f",
"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": [
"{'caterpillar': 0.9986446499824524,\n",
" 'centipede': 0.0012153340503573418,\n",
" 'millipede': 0.0001399793109158054}"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classify_image(caterpillar)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "58a29005-8341-4a08-8612-85e2aba7a808",
"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": [
"{'caterpillar': 5.712317033612635e-06,\n",
" 'centipede': 0.9583339095115662,\n",
" 'millipede': 0.04166045039892197}"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classify_image(centipede)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "a5e5aeed-38d6-41c2-8520-f6480309bf08",
"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": [
"{'caterpillar': 0.00016575196059420705,\n",
" 'centipede': 0.0006455388502217829,\n",
" 'millipede': 0.9991887211799622}"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classify_image(millipede)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "4d465f3d-a9ee-4174-b18e-f6917f20bbb9",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/samsepiol/mambaforge/envs/insects/lib/python3.9/site-packages/gradio/inputs.py:256: 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",
"/home/samsepiol/mambaforge/envs/insects/lib/python3.9/site-packages/gradio/deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n",
" warnings.warn(value)\n",
"/home/samsepiol/mambaforge/envs/insects/lib/python3.9/site-packages/gradio/outputs.py:196: 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",
"/home/samsepiol/mambaforge/envs/insects/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://127.0.0.1:7867/\n",
"\n",
"To create a public link, set `share=True` in `launch()`.\n"
]
},
{
"data": {
"text/plain": [
"(, 'http://127.0.0.1:7867/', None)"
]
},
"execution_count": 58,
"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"
},
{
"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",
"\n",
"title = \"Identify This Insect\"\n",
"description = \"\"\"\n",
"\n",
"This demo was created to distinguish between three types of insects: 'caterpillar', 'centipede', and 'millipede'.\n",
"\n",
"It is just a toy app created mostly because I once got a caterpillar sting and thought that the insect was a centipede and I was scared until I \n",
"googled how different a centipede looks from a caterpillar haha! (The insect that had stung me looked more like the fourth example image below).\n",
"\n",
"Enjoy!\n",
"\n",
"\n",
"\"\"\"\n",
"\n",
"article = \"Check out how the model was trained: [Training Notebook](https://github.com/jimmiemunyi/deeplearning-experiments/blob/main/notebooks/Centipede_vs_Millipede_vs_Caterpillar.ipynb).\"\n",
"image = gr.inputs.Image(shape=(224,224))\n",
"label = gr.outputs.Label()\n",
"examples = ['caterpillar.jpg', 'centipede.jpg', 'millipede.jpg', 'caterpillar-2.jpg']\n",
"\n",
"intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples, title = title, description = description, article = article)\n",
"intf.launch(inline=False)"
]
},
{
"cell_type": "markdown",
"id": "6d39192f-905e-4802-8d9b-599a1d86b92b",
"metadata": {},
"source": [
"# Export"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "192b7bc9-8553-4b48-82b5-bd7603f1cbfc",
"metadata": {},
"outputs": [],
"source": [
"from nbdev.export import notebook2script"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "df6e1997-2b61-4479-988a-a58871015c2f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Converted Insects.ipynb.\n"
]
}
],
"source": [
"notebook2script('Insects.ipynb')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2100ec71-485f-4578-a16d-0cdd4eda7165",
"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",
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