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{
"cells": [
{
"cell_type": "markdown",
"id": "7195af18",
"metadata": {},
"source": [
"## Gradio Pets"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "44eb0ad3",
"metadata": {},
"outputs": [],
"source": [
"from fastai.vision.all import *\n",
"import timm"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d838c0b3",
"metadata": {},
"outputs": [],
"source": [
"path = untar_data(URLs.PETS)/'images'\n",
"\n",
"dls = ImageDataLoaders.from_name_func('.',\n",
" get_image_files(path), valid_pct=0.2, seed=42,\n",
" label_func=RegexLabeller(pat = r'^([^/]+)_\\d+'),\n",
" item_tfms=Resize(224))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a362acc6",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x432 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dls.show_batch(max_n=4)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "be8ae242",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.484187</td>\n",
" <td>0.299950</td>\n",
" <td>0.106225</td>\n",
" <td>00:18</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
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" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.432079</td>\n",
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" <td>0.109608</td>\n",
" <td>00:20</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.267597</td>\n",
" <td>0.238919</td>\n",
" <td>0.079161</td>\n",
" <td>00:20</td>\n",
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" <td>2</td>\n",
" <td>0.133704</td>\n",
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"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn = vision_learner(dls, resnet34, metrics=error_rate)\n",
"learn.fine_tune(3)"
]
},
{
"cell_type": "markdown",
"id": "477ef53a-4b5c-4a07-81c2-95b8e7397cac",
"metadata": {},
"source": [
"We could try a better model, based on [this analysis](https://www.kaggle.com/code/jhoward/which-image-models-are-best/). The convnext models work great!"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "6ee4197a-25be-48ac-a167-903bec5186b1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['convnext_base',\n",
" 'convnext_base_384_in22ft1k',\n",
" 'convnext_base_in22ft1k',\n",
" 'convnext_base_in22k',\n",
" 'convnext_large',\n",
" 'convnext_large_384_in22ft1k',\n",
" 'convnext_large_in22ft1k',\n",
" 'convnext_large_in22k',\n",
" 'convnext_nano_hnf',\n",
" 'convnext_small',\n",
" 'convnext_small_384_in22ft1k',\n",
" 'convnext_small_in22ft1k',\n",
" 'convnext_small_in22k',\n",
" 'convnext_tiny',\n",
" 'convnext_tiny_384_in22ft1k',\n",
" 'convnext_tiny_hnf',\n",
" 'convnext_tiny_hnfd',\n",
" 'convnext_tiny_in22ft1k',\n",
" 'convnext_tiny_in22k',\n",
" 'convnext_xlarge_384_in22ft1k',\n",
" 'convnext_xlarge_in22ft1k',\n",
" 'convnext_xlarge_in22k']"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"timm.list_models('convnext*')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "67d34f88-a580-48b9-9b42-e9d0c7e3e870",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
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" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.113290</td>\n",
" <td>0.253742</td>\n",
" <td>0.087957</td>\n",
" <td>00:24</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
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"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.293625</td>\n",
" <td>0.205537</td>\n",
" <td>0.067659</td>\n",
" <td>00:27</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.195267</td>\n",
" <td>0.185939</td>\n",
" <td>0.055480</td>\n",
" <td>00:27</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.123829</td>\n",
" <td>0.172681</td>\n",
" <td>0.055480</td>\n",
" <td>00:27</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn = vision_learner(dls, 'convnext_tiny_in22k', metrics=error_rate).to_fp16()\n",
"learn.fine_tune(3)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "5171c7fc",
"metadata": {},
"outputs": [],
"source": [
"learn.export('model.pkl')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "33db2772-5334-4d7c-92b8-513b94de17e2",
"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": "3.7.11"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": false,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|