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@yang-zhang
Last active October 22, 2018 17:57
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multi-label example for fastai v1
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "%reload_ext autoreload\n%autoreload 2\n\nfrom fastai import *\nfrom fastai.vision import *",
"execution_count": 42,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Multi-label classification example"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "[Planet: Understanding the Amazon from Space](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space/leaderboard)\n"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "path = untar_data(URLs.PLANET_SAMPLE)\npath",
"execution_count": 43,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 43,
"data": {
"text/plain": "PosixPath('/home/ubuntu/.fastai/data/planet_sample')"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"scrolled": true
},
"cell_type": "code",
"source": "data = ImageDataBunch.from_csv(path, folder='train', sep=' ', suffix='.jpg', ds_tfms=get_transforms(), tfms=imagenet_norm, size=224)\nimg,labels = data.valid_ds[-1]\nimg.show(title=\" \".join(np.array(data.classes)[labels.astype(bool)]))",
"execution_count": 44,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 216x216 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
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},
"cell_type": "code",
"source": "learn = ConvLearner(data, models.resnet34, metrics=Fbeta(beta=2))\nlearn.fit_one_cycle(1)",
"execution_count": 48,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "VBox(children=(HBox(children=(IntProgress(value=0, max=1), HTML(value='0.00% [0/1 00:00<00:00]'))), HTML(value…",
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": ""
}
},
"metadata": {}
},
{
"output_type": "stream",
"text": "Total time: 00:10\nepoch train loss valid loss fbeta \n1 0.748020 0.649659 0.365789 (00:10)\n\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.unfreeze()\nlearn.fit_one_cycle(1)",
"execution_count": 49,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "VBox(children=(HBox(children=(IntProgress(value=0, max=1), HTML(value='0.00% [0/1 00:00<00:00]'))), HTML(value…",
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": ""
}
},
"metadata": {}
},
{
"output_type": "stream",
"text": "Total time: 00:10\nepoch train loss valid loss fbeta \n1 0.621923 0.705165 0.380751 (00:10)\n\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python [default]",
"language": "python"
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"base_numbering": 1,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"language_info": {
"name": "python",
"version": "3.6.5",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "git/yzfastai/fastai/examples/dogs_cats.ipynb",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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