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@mdvsh
Created April 4, 2020 17:11
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fml : kaggle planets
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from fastai.vision import *"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/home/jupyter/.fastai/data/planet/planet')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = Config.data_path()/'planet/planet';\n",
"path"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/home/jupyter/.fastai/data/planet/planet')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"path"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>image_name</th>\n",
" <th>tags</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>train_0</td>\n",
" <td>haze primary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>train_1</td>\n",
" <td>agriculture clear primary water</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>train_2</td>\n",
" <td>clear primary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>train_3</td>\n",
" <td>clear primary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>train_4</td>\n",
" <td>agriculture clear habitation primary road</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" image_name tags\n",
"0 train_0 haze primary\n",
"1 train_1 agriculture clear primary water\n",
"2 train_2 clear primary\n",
"3 train_3 clear primary\n",
"4 train_4 agriculture clear habitation primary road"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(path/'train_classes.csv')\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"sz=64 #image size\n",
"bs=64 #batch size\n",
"def get_data(sz):\n",
" tfms = get_transforms(flip_vert=True, max_lighting=0.1, max_zoom=1.05, max_warp=0.)\n",
" np.random.seed(42)\n",
" src = (ImageList.from_csv(path, 'train_classes.csv', folder='train-jpg', suffix='.jpg')\n",
" .split_by_rand_pct(0.2)\n",
" .label_from_df(label_delim=' '))\n",
" data = src.transform(tfms, size=sz).databunch().normalize(imagenet_stats)\n",
" return data\n",
"\n",
"data = get_data(sz)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x648 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(12,9))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"lrn = models.resnet50\n",
"acc_partial = partial(accuracy_thresh, thresh=0.2)\n",
"f_score = partial(fbeta, thresh=0.2)\n",
"\n",
"learn = cnn_learner(data, lrn, metrics=[acc_partial, f_score])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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>accuracy_thresh</th>\n",
" <th>fbeta</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.160422</td>\n",
" <td>0.134283</td>\n",
" <td>0.938938</td>\n",
" <td>0.883053</td>\n",
" <td>02:30</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.124397</td>\n",
" <td>0.110887</td>\n",
" <td>0.943872</td>\n",
" <td>0.900657</td>\n",
" <td>00:45</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.111384</td>\n",
" <td>0.104834</td>\n",
" <td>0.954235</td>\n",
" <td>0.908724</td>\n",
" <td>00:46</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.105947</td>\n",
" <td>0.096722</td>\n",
" <td>0.950121</td>\n",
" <td>0.918141</td>\n",
" <td>00:46</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.098427</td>\n",
" <td>0.095457</td>\n",
" <td>0.950187</td>\n",
" <td>0.918434</td>\n",
" <td>00:47</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lr = 0.01\n",
"learn.fit_one_cycle(5, slice(lr))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='0' class='' max='1', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 0.00% [0/1 00:00<00:00]\n",
" </div>\n",
" \n",
"<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>accuracy_thresh</th>\n",
" <th>fbeta</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table><p>\n",
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='85' class='' max='506', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 16.80% [85/506 00:08<00:43 0.2909]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.unfreeze()\n",
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"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>accuracy_thresh</th>\n",
" <th>fbeta</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.102199</td>\n",
" <td>0.095379</td>\n",
" <td>0.952360</td>\n",
" <td>0.918312</td>\n",
" <td>00:52</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.101395</td>\n",
" <td>0.094194</td>\n",
" <td>0.950950</td>\n",
" <td>0.919256</td>\n",
" <td>00:52</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.100347</td>\n",
" <td>0.094478</td>\n",
" <td>0.950347</td>\n",
" <td>0.918736</td>\n",
" <td>00:52</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.097980</td>\n",
" <td>0.093083</td>\n",
" <td>0.950412</td>\n",
" <td>0.918192</td>\n",
" <td>00:53</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.093696</td>\n",
" <td>0.092612</td>\n",
" <td>0.953363</td>\n",
" <td>0.919332</td>\n",
" <td>00:52</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5</td>\n",
" <td>0.091040</td>\n",
" <td>0.091439</td>\n",
" <td>0.955724</td>\n",
" <td>0.921443</td>\n",
" <td>00:53</td>\n",
" </tr>\n",
" <tr>\n",
" <td>6</td>\n",
" <td>0.088781</td>\n",
" <td>0.090757</td>\n",
" <td>0.954889</td>\n",
" <td>0.922408</td>\n",
" <td>00:53</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7</td>\n",
" <td>0.086396</td>\n",
" <td>0.090421</td>\n",
" <td>0.954678</td>\n",
" <td>0.922170</td>\n",
" <td>00:52</td>\n",
" </tr>\n",
" <tr>\n",
" <td>8</td>\n",
" <td>0.082748</td>\n",
" <td>0.090393</td>\n",
" <td>0.955012</td>\n",
" <td>0.922557</td>\n",
" <td>00:53</td>\n",
" </tr>\n",
" <tr>\n",
" <td>9</td>\n",
" <td>0.084230</td>\n",
" <td>0.090549</td>\n",
" <td>0.955121</td>\n",
" <td>0.922654</td>\n",
" <td>00:53</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(10, slice(1e-6, lr/5))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-2-rn50')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"src = (ImageList.from_csv(path, 'train_classes.csv', folder='train-jpg', suffix='.jpg')\n",
" .split_by_rand_pct(0.2)\n",
" .label_from_df(label_delim=' '))\n",
"data = src.transform(transforms, size=128).databunch().normalize(imagenet_stats)\n",
"learn.data = data\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([3, 128, 128])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.train_ds[0][0].shape"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='0' class='' max='1', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 0.00% [0/1 00:00<00:00]\n",
" </div>\n",
" \n",
"<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>accuracy_thresh</th>\n",
" <th>fbeta</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table><p>\n",
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='85' class='' max='506', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 16.80% [85/506 00:10<00:49 0.2415]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.freeze()\n",
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"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>accuracy_thresh</th>\n",
" <th>fbeta</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.089863</td>\n",
" <td>0.081986</td>\n",
" <td>0.957694</td>\n",
" <td>0.928887</td>\n",
" <td>00:56</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.093988</td>\n",
" <td>0.086832</td>\n",
" <td>0.955274</td>\n",
" <td>0.924204</td>\n",
" <td>00:55</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.098612</td>\n",
" <td>0.089487</td>\n",
" <td>0.955782</td>\n",
" <td>0.923478</td>\n",
" <td>00:55</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.098195</td>\n",
" <td>0.089483</td>\n",
" <td>0.955645</td>\n",
" <td>0.921961</td>\n",
" <td>00:55</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.094537</td>\n",
" <td>0.085875</td>\n",
" <td>0.951946</td>\n",
" <td>0.924092</td>\n",
" <td>00:55</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5</td>\n",
" <td>0.092300</td>\n",
" <td>0.084983</td>\n",
" <td>0.956836</td>\n",
" <td>0.926367</td>\n",
" <td>00:55</td>\n",
" </tr>\n",
" <tr>\n",
" <td>6</td>\n",
" <td>0.086964</td>\n",
" <td>0.083954</td>\n",
" <td>0.960811</td>\n",
" <td>0.926350</td>\n",
" <td>00:55</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7</td>\n",
" <td>0.080907</td>\n",
" <td>0.081886</td>\n",
" <td>0.959336</td>\n",
" <td>0.929808</td>\n",
" <td>00:56</td>\n",
" </tr>\n",
" <tr>\n",
" <td>8</td>\n",
" <td>0.080623</td>\n",
" <td>0.080876</td>\n",
" <td>0.958994</td>\n",
" <td>0.930737</td>\n",
" <td>00:56</td>\n",
" </tr>\n",
" <tr>\n",
" <td>9</td>\n",
" <td>0.080684</td>\n",
" <td>0.080662</td>\n",
" <td>0.959074</td>\n",
" <td>0.931118</td>\n",
" <td>00:55</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(10, max_lr=slice(1e-3, 1e-2))"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-3-rn50')"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='0' class='' max='1', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 0.00% [0/1 00:00<00:00]\n",
" </div>\n",
" \n",
"<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>accuracy_thresh</th>\n",
" <th>fbeta</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table><p>\n",
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='84' class='' max='506', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 16.60% [84/506 00:12<01:01 0.2535]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.unfreeze()\n",
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot_losses()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"src = (ImageList.from_csv(path, 'train_classes.csv', folder='train-jpg', suffix='.jpg')\n",
" .split_by_rand_pct(0.2)\n",
" .label_from_df(label_delim=' '))\n",
"data = src.transform(transforms, size=256).databunch().normalize(imagenet_stats)\n",
"learn.data = data\n"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([3, 256, 256])"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.train_ds[0][0].shape"
]
},
{
"cell_type": "code",
"execution_count": 39,
"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>accuracy_thresh</th>\n",
" <th>fbeta</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.091616</td>\n",
" <td>0.085715</td>\n",
" <td>0.956705</td>\n",
" <td>0.923028</td>\n",
" <td>03:50</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.084177</td>\n",
" <td>0.081518</td>\n",
" <td>0.957955</td>\n",
" <td>0.927856</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.084867</td>\n",
" <td>0.080463</td>\n",
" <td>0.959728</td>\n",
" <td>0.930146</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.083182</td>\n",
" <td>0.080860</td>\n",
" <td>0.959060</td>\n",
" <td>0.927683</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.081714</td>\n",
" <td>0.079162</td>\n",
" <td>0.960404</td>\n",
" <td>0.931231</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5</td>\n",
" <td>0.082775</td>\n",
" <td>0.079159</td>\n",
" <td>0.960004</td>\n",
" <td>0.931195</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>6</td>\n",
" <td>0.080461</td>\n",
" <td>0.079349</td>\n",
" <td>0.960433</td>\n",
" <td>0.931028</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7</td>\n",
" <td>0.078955</td>\n",
" <td>0.079084</td>\n",
" <td>0.960876</td>\n",
" <td>0.931225</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>8</td>\n",
" <td>0.077479</td>\n",
" <td>0.079452</td>\n",
" <td>0.960593</td>\n",
" <td>0.930834</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>9</td>\n",
" <td>0.078090</td>\n",
" <td>0.079420</td>\n",
" <td>0.960629</td>\n",
" <td>0.930792</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(10, max_lr=slice(1e-6, 1e-4))"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-4-rn50')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interpret = ClassificationInterpretation.from_learner(learn)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interpret.plot_confusion_matrix(dpi=120)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='0' class='' max='1', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 0.00% [0/1 00:00<00:00]\n",
" </div>\n",
" \n",
"<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>accuracy_thresh</th>\n",
" <th>fbeta</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table><p>\n",
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='85' class='' max='506', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 16.80% [85/506 00:36<03:00 0.2431]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"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>accuracy_thresh</th>\n",
" <th>fbeta</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.077176</td>\n",
" <td>0.079277</td>\n",
" <td>0.960535</td>\n",
" <td>0.930645</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.077266</td>\n",
" <td>0.080784</td>\n",
" <td>0.959830</td>\n",
" <td>0.928182</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.078295</td>\n",
" <td>0.079984</td>\n",
" <td>0.959634</td>\n",
" <td>0.930352</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.076457</td>\n",
" <td>0.080290</td>\n",
" <td>0.961399</td>\n",
" <td>0.930806</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.079073</td>\n",
" <td>0.079616</td>\n",
" <td>0.960353</td>\n",
" <td>0.931630</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5</td>\n",
" <td>0.077834</td>\n",
" <td>0.079668</td>\n",
" <td>0.961247</td>\n",
" <td>0.931762</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>6</td>\n",
" <td>0.078030</td>\n",
" <td>0.079953</td>\n",
" <td>0.960709</td>\n",
" <td>0.931127</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7</td>\n",
" <td>0.074415</td>\n",
" <td>0.080418</td>\n",
" <td>0.960934</td>\n",
" <td>0.930645</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>8</td>\n",
" <td>0.073511</td>\n",
" <td>0.080108</td>\n",
" <td>0.960215</td>\n",
" <td>0.930784</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>9</td>\n",
" <td>0.074540</td>\n",
" <td>0.079988</td>\n",
" <td>0.960615</td>\n",
" <td>0.931042</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(10, max_lr=slice(1e-6, 1e-4))"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-5-rn50')"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='0' class='' max='1', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 0.00% [0/1 00:00<00:00]\n",
" </div>\n",
" \n",
"<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>accuracy_thresh</th>\n",
" <th>fbeta</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table><p>\n",
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='85' class='' max='506', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 16.80% [85/506 00:36<03:00 0.2418]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()\n",
"learn.recorder.plot()\n",
"learn.recorder.plot_losses()"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"src = (ImageList.from_csv(path, 'train_classes.csv', folder='train-jpg', suffix='.jpg')\n",
" .split_by_rand_pct(0.2)\n",
" .label_from_df(label_delim=' '))\n",
"data = src.transform(transforms, size=256).databunch().normalize(imagenet_stats)\n",
"learn.data = data"
]
},
{
"cell_type": "code",
"execution_count": 64,
"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>accuracy_thresh</th>\n",
" <th>fbeta</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.077258</td>\n",
" <td>0.071218</td>\n",
" <td>0.963914</td>\n",
" <td>0.936563</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.078461</td>\n",
" <td>0.071963</td>\n",
" <td>0.963652</td>\n",
" <td>0.935942</td>\n",
" <td>03:46</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.075237</td>\n",
" <td>0.071785</td>\n",
" <td>0.963434</td>\n",
" <td>0.936587</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.074346</td>\n",
" <td>0.071732</td>\n",
" <td>0.963783</td>\n",
" <td>0.936227</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.072909</td>\n",
" <td>0.071739</td>\n",
" <td>0.963849</td>\n",
" <td>0.936767</td>\n",
" <td>03:47</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(5, max_lr=slice(1e-5))"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-5-rn50')"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"learn.export()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### test"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/home/jupyter/.fastai/data/planet/planet')"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"test = ImageList.from_folder(path/'test-jpg').add(ImageList.from_folder(path/'test-jpg-additional'))"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"61191"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(test)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn = load_learner(path, test=test)\n",
"preds, _ = learn.get_preds(ds_type=DatasetType.Test)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"thresh = 0.2\n",
"labelled_preds = [' '.join([learn.data.classes[i] for i,p in enumerate(pred) if p > thresh]) for pred in preds]"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"fnames = [f.name[:-4] for f in learn.data.test_ds.items]"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame({'image_name':fnames, 'tags':labelled_preds}, columns=['image_name', 'tags'])"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
"df.to_csv(path/'submission1.csv', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100%|███████████████████████████████████████| 2.18M/2.18M [00:03<00:00, 692kB/s]\n",
"Successfully submitted to Planet: Understanding the Amazon from Space"
]
}
],
"source": [
"! kaggle competitions submit planet-understanding-the-amazon-from-space -f {path/'submission1.csv'} -m \"My submission\""
]
},
{
"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",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
This file has been truncated, but you can view the full file.
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from fastai.vision import *"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/home/jupyter/.fastai/data/planet/planet')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = Config.data_path()/'planet/planet';\n",
"path"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/home/jupyter/.fastai/data/planet/planet')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"path"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>image_name</th>\n",
" <th>tags</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>train_0</td>\n",
" <td>haze primary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>train_1</td>\n",
" <td>agriculture clear primary water</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>train_2</td>\n",
" <td>clear primary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>train_3</td>\n",
" <td>clear primary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>train_4</td>\n",
" <td>agriculture clear habitation primary road</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" image_name tags\n",
"0 train_0 haze primary\n",
"1 train_1 agriculture clear primary water\n",
"2 train_2 clear primary\n",
"3 train_3 clear primary\n",
"4 train_4 agriculture clear habitation primary road"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(path/'train_classes.csv')\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"sz=64 #image size\n",
"bs=64 #batch size\n",
"def get_data(sz):\n",
" tfms = get_transforms(flip_vert=True, max_lighting=0.1, max_zoom=1.05, max_warp=0.)\n",
" np.random.seed(42)\n",
" src = (ImageList.from_csv(path, 'train_classes.csv', folder='train-jpg', suffix='.jpg')\n",
" .split_by_rand_pct(0.2)\n",
" .label_from_df(label_delim=' '))\n",
" data = src.transform(tfms, size=sz).databunch().normalize(imagenet_stats)\n",
" return data\n",
"\n",
"data = get_data(sz)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mdvsh commented Apr 11, 2020

Model is underfitting. Google Cloud Credits exhausted. Couldn't train more or increase complexity. Regularization can be applied though.

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