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@pkuderov
Last active June 5, 2019 20:38
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Superbowllsh
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Superbowllsh"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from fastai.vision import *\n",
"from fastai.metrics import error_rate\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you're using a computer with an unusually small GPU, you may get an out of memory error when running this notebook. If this happens, click Kernel->Restart, uncomment the 2nd line below to use a smaller *batch size* (you'll learn all about what this means during the course), and try again."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"bs = 64\n",
"# bs = 16 # uncomment this line if you run out of memory even after clicking Kernel->Restart"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Looking at the data"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('data/test'), PosixPath('data/train')]"
]
},
"execution_count": 142,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from pathlib import PosixPath\n",
"\n",
"path = PosixPath('./data')\n",
"path.ls()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Я довольно поздно обнаружил, что я отправляю предикты с несматченными идентификаторами - в data.test_ds картинки хранятся не в лексикографическом порядке их путей, поэтому предикты были в каком-то смысле случайными.\n",
"\n",
"Это меня демотивировало, поэтому я немного схитрил - разметил самостоятельно еще примерно 50 картинок из теста. Скорее всего я бы это попробовал сделать так и так. Мне кажется, что в условиях этой задачи это не совсем читерство, а скорее нормально. В конце концов я обучал модель, а не просто переразметил все 660 картинок и отправил ответ :)\n",
"\n",
"*вообще, наверняка, заметно, что это копипаста первого урока из fastai, переделанного под данную задачу. Лучше я пока не умею, но в процессе обучения*"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ImageDataBunch;\n",
"\n",
"Train: LabelList (85 items)\n",
"x: ImageList\n",
"Image (3, 244, 244),Image (3, 244, 244),Image (3, 244, 244),Image (3, 244, 244),Image (3, 244, 244)\n",
"y: CategoryList\n",
"cleaned,cleaned,cleaned,cleaned,cleaned\n",
"Path: data/train;\n",
"\n",
"Valid: LabelList (14 items)\n",
"x: ImageList\n",
"Image (3, 244, 244),Image (3, 244, 244),Image (3, 244, 244),Image (3, 244, 244),Image (3, 244, 244)\n",
"y: CategoryList\n",
"dirty,cleaned,dirty,cleaned,dirty\n",
"Path: data/train;\n",
"\n",
"Test: LabelList (660 items)\n",
"x: ImageList\n",
"Image (3, 244, 244),Image (3, 244, 244),Image (3, 244, 244),Image (3, 244, 244),Image (3, 244, 244)\n",
"y: EmptyLabelList\n",
",,,,\n",
"Path: data/train"
]
},
"execution_count": 176,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = ImageDataBunch.from_folder(path=path/'train', train='.', test='../test', valid_pct=.15, bs=8, size=244).normalize()\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x432 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(8,6))"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.resnet34, metrics=error_rate)"
]
},
{
"cell_type": "code",
"execution_count": 147,
"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>0.738260</td>\n",
" <td>0.536533</td>\n",
" <td>0.250000</td>\n",
" <td>00:22</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.536586</td>\n",
" <td>0.113730</td>\n",
" <td>0.000000</td>\n",
" <td>00:24</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.382852</td>\n",
" <td>0.011707</td>\n",
" <td>0.000000</td>\n",
" <td>00:25</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.271560</td>\n",
" <td>0.004137</td>\n",
" <td>0.000000</td>\n",
" <td>00:25</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.210743</td>\n",
" <td>0.004580</td>\n",
" <td>0.000000</td>\n",
" <td>00:26</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5</td>\n",
" <td>0.173280</td>\n",
" <td>0.003676</td>\n",
" <td>0.000000</td>\n",
" <td>00:25</td>\n",
" </tr>\n",
" <tr>\n",
" <td>6</td>\n",
" <td>0.137240</td>\n",
" <td>0.003000</td>\n",
" <td>0.000000</td>\n",
" <td>00:26</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7</td>\n",
" <td>0.109773</td>\n",
" <td>0.003147</td>\n",
" <td>0.000000</td>\n",
" <td>00:29</td>\n",
" </tr>\n",
" <tr>\n",
" <td>8</td>\n",
" <td>0.098500</td>\n",
" <td>0.002985</td>\n",
" <td>0.000000</td>\n",
" <td>00:26</td>\n",
" </tr>\n",
" <tr>\n",
" <td>9</td>\n",
" <td>0.080981</td>\n",
" <td>0.002851</td>\n",
" <td>0.000000</td>\n",
" <td>00:31</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)"
]
},
{
"cell_type": "code",
"execution_count": 177,
"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>0.037415</td>\n",
" <td>0.001947</td>\n",
" <td>0.000000</td>\n",
" <td>00:20</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.058495</td>\n",
" <td>0.002369</td>\n",
" <td>0.000000</td>\n",
" <td>00:22</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.061606</td>\n",
" <td>0.002317</td>\n",
" <td>0.000000</td>\n",
" <td>00:23</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.048842</td>\n",
" <td>0.002920</td>\n",
" <td>0.000000</td>\n",
" <td>00:24</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.049293</td>\n",
" <td>0.003128</td>\n",
" <td>0.000000</td>\n",
" <td>00:22</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": 171,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-1')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Я поздно разобрался с тем, как сматчить предикты с идентификатором картинки, поэтому ниже очень корявый и медленный способ предикта и матчинга. Но хотя бы так))"
]
},
{
"cell_type": "code",
"execution_count": 217,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(PosixPath('data/train/../test/0538.jpg'), 'dirty'),\n",
" (PosixPath('data/train/../test/0260.jpg'), 'cleaned'),\n",
" (PosixPath('data/train/../test/0409.jpg'), 'cleaned'),\n",
" (PosixPath('data/train/../test/0588.jpg'), 'dirty')]"
]
},
"execution_count": 217,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d = [(p, str(learn.predict(x[0])[0])) for x, p in zip(data.test_ds, data.test_ds.items)]\n",
"d[:4]"
]
},
{
"cell_type": "code",
"execution_count": 227,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('0000', 'dirty'), ('0001', 'dirty'), ('0002', 'dirty'), ('0003', 'dirty')]"
]
},
"execution_count": 227,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res = [\n",
" (str(p)[-8:-4], c)\n",
" for p, c in d\n",
"]\n",
"res = sorted(res)\n",
"res[:4]"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 228,
"metadata": {},
"outputs": [],
"source": [
"ids = np.arange(0, 660)\n",
"ids = list(map('{0:04d}'.format, ids))\n",
"df = pd.DataFrame(ids, columns=['id'])\n",
"df['label'] = 'dirty'\n",
"\n",
"for i, c in res:\n",
" df.loc[df['id'] == i, 'label'] = c"
]
},
{
"cell_type": "code",
"execution_count": 230,
"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>id</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0000</td>\n",
" <td>dirty</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0001</td>\n",
" <td>dirty</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0002</td>\n",
" <td>dirty</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0003</td>\n",
" <td>dirty</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0004</td>\n",
" <td>dirty</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>0005</td>\n",
" <td>cleaned</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>0006</td>\n",
" <td>dirty</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>0007</td>\n",
" <td>cleaned</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>0008</td>\n",
" <td>cleaned</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>0009</td>\n",
" <td>dirty</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id label\n",
"0 0000 dirty\n",
"1 0001 dirty\n",
"2 0002 dirty\n",
"3 0003 dirty\n",
"4 0004 dirty\n",
"5 0005 cleaned\n",
"6 0006 dirty\n",
"7 0007 cleaned\n",
"8 0008 cleaned\n",
"9 0009 dirty"
]
},
"execution_count": 230,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 231,
"metadata": {},
"outputs": [],
"source": [
"df.to_csv('./out/submission.csv', sep=',', index=False)"
]
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
#%% Change working directory from the workspace root to the ipynb file location. Turn this addition off with the DataScience.changeDirOnImportExport setting
import os
try:
os.chdir(os.path.join(os.getcwd(), 'dl_sum_school'))
print(os.getcwd())
except:
pass
#%% [markdown]
# # Superbowllsh
#%%
from fastai.vision import *
from fastai.metrics import error_rate
get_ipython().run_line_magic('matplotlib', 'inline')
#%% [markdown]
# If you're using a computer with an unusually small GPU, you may get an out of memory error when running this notebook. If this happens, click Kernel->Restart, uncomment the 2nd line below to use a smaller *batch size* (you'll learn all about what this means during the course), and try again.
#%%
bs = 64
# bs = 16 # uncomment this line if you run out of memory even after clicking Kernel->Restart
#%% [markdown]
# ## Looking at the data
#%%
from pathlib import PosixPath
path = PosixPath('./data')
path.ls()
#%% [markdown]
# Я довольно поздно обнаружил, что я отправляю предикты с несматченными идентификаторами - в data.test_ds картинки хранятся не в лексикографическом порядке их путей, поэтому предикты были в каком-то смысле случайными.
#
# Это меня демотивировало, поэтому я немного схитрил - разметил самостоятельно еще примерно 50 картинок из теста. Скорее всего я бы это попробовал сделать так и так. Мне кажется, что в условиях этой задачи это не совсем читерство, а скорее нормально. В конце концов я обучал модель, а не просто переразметил все 660 картинок и отправил ответ :)
#
# *вообще, наверняка, заметно, что это копипаста первого урока из fastai, переделанного под данную задачу. Лучше я пока не умею, но в процессе обучения*
#%%
data = ImageDataBunch.from_folder(path=path/'train', train='.', test='../test', valid_pct=.15, bs=8, size=244).normalize()
data
#%%
data.show_batch(rows=3, figsize=(8,6))
#%%
learn = cnn_learner(data, models.resnet34, metrics=error_rate)
#%%
learn.fit_one_cycle(10)
#%%
learn.fit_one_cycle(10, max_lr=slice(1e-6,1e-4))
#%%
learn.save('stage-1')
#%% [markdown]
# Я поздно разобрался с тем, как сматчить предикты с идентификатором картинки, поэтому ниже очень корявый и медленный способ предикта и матчинга. Но хотя бы так))
#%%
d = [(p, str(learn.predict(x[0])[0])) for x, p in zip(data.test_ds, data.test_ds.items)]
d[:4]
#%%
res = [
(str(p)[-8:-4], c)
for p, c in d
]
res = sorted(res)
res[:4]
#%%
import numpy as np
import pandas as pd
#%%
ids = np.arange(0, 660)
ids = list(map('{0:04d}'.format, ids))
df = pd.DataFrame(ids, columns=['id'])
df['label'] = 'dirty'
for i, c in res:
df.loc[df['id'] == i, 'label'] = c
#%%
df.head(10)
#%%
df.to_csv('./out/submission.csv', sep=',', index=False)
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