MDR, May 2017, personal study.
This notebook records a personal learning project, conducted during the Fast.AI course, in which a convnet is taught to ID distracted drivers. The dataset comes from an old Kaggle comp.
After agreeing to the rules of the competition, the following tasks must be completed by the notebook, in order:
N.B. You'll need to ensure that the files...
In [2]:
import os
def gpu_fans_up(speed = 0):
"Puts the GPU fans into manual mode, and sets the speed to parameter value."
"N.B. Setting to any speed <50 will switch to automatic mode."
"... and anything above 90 is held to 90 (for now)."
speed = int(speed)
if speed > 90: speed = 90
if speed >= 50:
## Turn the GPU fans up...
speed = str(speed)
man_comd = 'nvidia-settings -a [gpu:0]/GPUFanControlState=1'
fan_comd = ' -a [fan:0]/GPUTargetFanSpeed=' + speed + ' -c :0.0'
os.system(man_comd + fan_comd)
else:
##turn the fans back to auto
os.system('nvidia-settings -a [gpu:0]/GPUFanControlState=0')
return;
In [3]:
%matplotlib inline
import numpy as np
import os
In [4]:
from shutil import copyfile # N.B. when using copyfile, 'destination' must be the COMPLETE target file name
from shutil import copy # but 'copy' has no such restrictions
In [5]:
import utils
from utils import *
#from imp import reload # fixes a P2-P3 incompatibility
#reload(utils)
WARNING (theano.sandbox.cuda): The cuda backend is deprecated and will be removed in the next release (v0.10). Please switch to the gpuarray backend. You can get more information about how to switch at this URL:
https://github.com/Theano/Theano/wiki/Converting-to-the-new-gpu-back-end%28gpuarray%29
Using gpu device 0: GeForce GTX 1070 (CNMeM is disabled, cuDNN 5110)
Using Theano backend.
A function for checking for a folder name and creating one if needed.
In [6]:
import errno
def make_sure_path_exists(path):
try:
os.makedirs(path)
except OSError as exception:
if exception.errno != errno.EEXIST:
raise
DO re-run these cells, too...
In [7]:
current_dir = os.getcwd()
HOME_DIR = current_dir
DATA_HOME_DIR = current_dir + '/data'
print(' ', HOME_DIR, '\n ', DATA_HOME_DIR)
/home/mark/Study/dl.fast.ai/deeplearning1/_MDR/2_distracted_driver
/home/mark/Study/dl.fast.ai/deeplearning1/_MDR/2_distracted_driver/data
This relative approach to folder referencing also works...
In [8]:
all_data_path = "data"
sampled_path = all_data_path + "/sample"
test_path = all_data_path + "/test"
# The following allows for easy switching...
data_path = all_data_path
#data_path = sampled_path
%ls $all_data_path
driver_imgs_list.csv results/ test/ valid/
driver_imgs_list.csv.zip sample/ train/
imgs.zip sample_submission.csv.zip unzipped/
The original order of tasks has been reorganised, to allow for the particular/peculiar results of the unzipping process to be understood and accounted for before we establish which new folders to create.
N.B. the folder structure that we're aiming for (under the root folder for the project) looks like this:
In [7]:
%ls
data/ __pycache__/ vgg16bn.py
Distracted_Driver_MDR_1.ipynb utils.py vgg16.py
N.B. Don't rerun this - it takes ~30 min!
N.B. to clean out the target directory for the unzip and start again, use the line below...
In [10]:
!tree -d $all_data_path
data
├── results
│ ├── conv_feat.dat
│ │ ├── data
│ │ └── meta
│ ├── conv_val_feat.dat
│ │ ├── data
│ │ └── meta
│ ├── test_filenames.dat
│ │ ├── data
│ │ └── meta
│ ├── test_preds.dat
│ │ ├── data
│ │ └── meta
│ ├── trn.dat
│ │ ├── data
│ │ └── meta
│ └── val.dat
│ ├── data
│ └── meta
├── sample
│ ├── test
│ │ └── unknown
│ ├── train
│ │ ├── c0
│ │ ├── c1
│ │ ├── c2
│ │ ├── c3
│ │ ├── c4
│ │ ├── c5
│ │ ├── c6
│ │ ├── c7
│ │ ├── c8
│ │ └── c9
│ └── valid
│ ├── c0
│ ├── c1
│ ├── c2
│ ├── c3
│ ├── c4
│ ├── c5
│ ├── c6
│ ├── c7
│ ├── c8
│ └── c9
├── test
│ └── unknown
├── train
│ ├── c0
│ ├── c1
│ ├── c2
│ ├── c3
│ ├── c4
│ ├── c5
│ ├── c6
│ ├── c7
│ ├── c8
│ └── c9
├── unzipped
└── valid
├── c0
├── c1
├── c2
├── c3
├── c4
├── c5
├── c6
├── c7
├── c8
└── c9
69 directories
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!unzip $all_data_path/imgs.zip -d $all_data_path/unzipped ## takes about 47s
Archive: data/imgs.zip
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In [13]:
%ls $all_data_path/unzipped
sample_submission.csv test/ train/
So the data has unzipped into two new folders, called 'test' and 'train'.
Let's check how many image files there are in the new 'train' folder.
In [14]:
src = all_data_path + '/unzipped/train/**/*.jpg'
print(src)
g = glob(src, recursive=True)
print(len(g)) ## expect 22424 images
data/unzipped/train/**/*.jpg
22424
At this point, we're expecting that the current directory is '/home/mark/Study/dl.fast.ai/deeplearning1/_MDR/(name of project)'. Let's check this, and look at what's already there.
In [24]:
%pwd
Out[24]:
'/home/mark/Study/dl.fast.ai/deeplearning1/_MDR/2_distracted_driver'
In [7]:
!tree -d
.
├── data
│ ├── sample
│ │ ├── test
│ │ ├── train
│ │ │ ├── c0
│ │ │ ├── c1
│ │ │ ├── c2
│ │ │ ├── c3
│ │ │ ├── c4
│ │ │ ├── c5
│ │ │ ├── c6
│ │ │ ├── c7
│ │ │ ├── c8
│ │ │ └── c9
│ │ └── valid
│ ├── test
│ ├── train
│ │ ├── c0
│ │ ├── c1
│ │ ├── c2
│ │ ├── c3
│ │ ├── c4
│ │ ├── c5
│ │ ├── c6
│ │ ├── c7
│ │ ├── c8
│ │ └── c9
│ ├── unzipped
│ └── valid
└── __pycache__
30 directories
In [28]:
# %mkdir ./data/test #these two folders get created later by the unzipping process
# %mkdir ./data/train
%mkdir -p ./data/valid
%mkdir -p ./data/sample
%mkdir -p ./data/sample/train
%mkdir -p ./data/sample/valid
Different datasets may create specific folders within the unzipped set. It's worth taking a look at this, and working out whether to move them around, and whether we need to create some folders within 'train/sample', to match folders within the full 'train'.
Let's check that.
Quoted from the Kaggle data page:
In this competition you are given driver images, each taken in a car with a driver doing something in the car (texting, eating, talking on the phone, makeup, reaching behind, etc). Your goal is to predict the likelihood of what the driver is doing in each picture.
The 10 classes to predict are:
c0: safe driving
c1: texting - right
c2: talking on the phone - right
c3: texting - left
c4: talking on the phone - left
c5: operating the radio
c6: drinking
c7: reaching behind
c8: hair and makeup
c9: talking to passenger
To ensure that this is a computer vision problem, we have removed metadata such as creation dates. The train and test data are split on the drivers, such that one driver can only appear on either train or test set.
To discourage hand labeling, we have supplemented the test dataset with some images that are resized. These processed images are ignored and don't count towards your score. </blockquote> File descriptions
imgs.zip - zipped folder of all (train/test) images
sample_submission.csv - a sample submission file in the correct format
driver_imgs_list.csv - a list of training images, their subject (driver) id, and class id
In [73]:
%ls -l $all_data_path
total 4203272
-rw-r--r-- 1 mark mark 491359 Apr 7 2016 driver_imgs_list.csv
-rw-rw-r-- 1 mark mark 95118 May 6 09:41 driver_imgs_list.csv.zip
-rw-rw-r-- 1 mark mark 4292669227 May 6 09:41 imgs.zip
drwxrwxr-x 4 mark mark 4096 May 14 22:08 results/
drwxrwxr-x 5 mark mark 4096 May 9 21:09 sample/
-rw-rw-r-- 1 mark mark 211199 May 6 09:18 sample_submission.csv.zip
drwxr-xr-x 3 mark mark 10620928 May 14 21:32 test/
drwxr-xr-x 12 mark mark 4096 May 7 22:04 train/
drwxrwxr-x 2 mark mark 4096 May 13 09:23 unzipped/
drwxrwxr-x 12 mark mark 4096 May 11 22:08 valid/
Let's unzip the driver_imgs_list.csv file, and take a look at it.
While we're here, we'll assign that filename to a variable, to make the following code reusable.
In [15]:
class_file_path = 'data/driver_imgs_list.csv'
So, it looks like - as usual - this file gives the ground truth for each image. Here, the class data ('subject', and 'classname') is given first. This is followed by the filename of the specific image.
In [16]:
!head -n5 $class_file_path
subject,classname,img
p002,c0,img_44733.jpg
p002,c0,img_72999.jpg
p002,c0,img_25094.jpg
p002,c0,img_69092.jpg
In [17]:
import pandas as pd
images_df = pd.read_csv(class_file_path, sep=',')
In [18]:
print(images_df.shape)
print(images_df.columns)
(22424, 3)
Index(['subject', 'classname', 'img'], dtype='object')
List unique values - classes.
In [19]:
#List unique values in the df['name'] column
images_df.classname.unique()
Out[19]:
array(['c0', 'c1', 'c2', 'c3', 'c4', 'c5', 'c6', 'c7', 'c8', 'c9'], dtype=object)
... and drivers ...
In [20]:
l = len(images_df.subject.unique()) ; print(l)
s = sorted(list(images_df.subject.unique())) ; print(s)
26
['p002', 'p012', 'p014', 'p015', 'p016', 'p021', 'p022', 'p024', 'p026', 'p035', 'p039', 'p041', 'p042', 'p045', 'p047', 'p049', 'p050', 'p051', 'p052', 'p056', 'p061', 'p064', 'p066', 'p072', 'p075', 'p081']
This suggests that - to achieve an 80/20 split between test and validation - we'd have to select 5 drivers to move into the 'valid' set. We'll store this list of drivers for use when we build the valid directory.
LATER: after comparing my results (with 5 in valid set) with JH's (with 3 in valid set), I'm going to see if I get better results with just 3.
In [21]:
v = 3 ## JH seemed to get better results with 3 than I did with 5
valid_subj = s[-v:]
print(valid_subj)
['p072', 'p075', 'p081']
Let's check that against the directory structure of the unzipped images (imgs).
In [22]:
!tree -d $all_data_path/unzipped
data/unzipped
├── test
└── train
├── c0
├── c1
├── c2
├── c3
├── c4
├── c5
├── c6
├── c7
├── c8
└── c9
12 directories
In [23]:
%rm -r $all_data_path/test ## To clear directories before filling them with fresh data
%rm -r $all_data_path/train
In [24]:
# %mv $all_data_path/unzipped $all_data_path/train # unfortunately, this moves the whole 'unzipped' - wrong
%mv $all_data_path/unzipped/train $all_data_path/train
%mv $all_data_path/unzipped/test $all_data_path/test
N.B. if you just place the test files in 'data/test', you'll get the error:
'Test' will only work if you place them in 'data/test/unknown/*.jpg'...
In [25]:
%mkdir $all_data_path/test/unknown/
%mv $all_data_path/test/*.jpg $all_data_path/test/unknown/
In [45]:
!tree -d
.
├── data
│ ├── results
│ ├── sample
│ │ ├── test
│ │ ├── train
│ │ │ ├── c0
│ │ │ ├── c1
│ │ │ ├── c2
│ │ │ ├── c3
│ │ │ ├── c4
│ │ │ ├── c5
│ │ │ ├── c6
│ │ │ ├── c7
│ │ │ ├── c8
│ │ │ └── c9
│ │ └── valid
│ │ ├── c0
│ │ ├── c1
│ │ ├── c2
│ │ ├── c3
│ │ ├── c4
│ │ ├── c5
│ │ ├── c6
│ │ ├── c7
│ │ ├── c8
│ │ └── c9
│ ├── test
│ │ └── unknown
│ ├── train
│ │ ├── c0
│ │ ├── c1
│ │ ├── c2
│ │ ├── c3
│ │ ├── c4
│ │ ├── c5
│ │ ├── c6
│ │ ├── c7
│ │ ├── c8
│ │ └── c9
│ ├── unzipped
│ └── valid
│ ├── c0
│ ├── c1
│ ├── c2
│ ├── c3
│ ├── c4
│ ├── c5
│ ├── c6
│ ├── c7
│ ├── c8
│ └── c9
└── __pycache__
52 directories
Q: How many training images are there, across all 10 classes? A: 22,424 images
In [26]:
src = all_data_path + '/train/**/*.jpg'
## print(src)
g = glob(src, recursive=True)
train_set_size = len(g)
print(train_set_size)
22424
We need to move some of the data out of 'train' and into 'valid', to be used for hyperparameter setting.
We might sometimes select a stratified sample, for this, but here we're keen to avoid teaching the models to identify specific drivers. So instead we ensure that each driver appears only in either 'train' or 'valid'.
In [27]:
print(valid_subj)
['p072', 'p075', 'p081']
In [28]:
images_df.iloc[:2,] # a 1quick reminder
Out[28]:
subject
classname
img
0
p002
c0
img_44733.jpg
1
p002
c0
img_72999.jpg
And create the folders to match the training ones...
In [29]:
for i in range(10):
i = str(i)
dst = all_data_path + '/valid/c' + i + '/'
make_sure_path_exists(dst)
dst = sampled_path + '/valid/c' + i + '/'
make_sure_path_exists(dst)
Now move the files, by driver.
In [30]:
for s in valid_subj:
valid_images = images_df.loc[images_df['subject'] == s]
print('Extracting images of driver ', s, valid_images.shape)
for indx, subj, cname, fname in valid_images.itertuples():
src = all_data_path + '/train/' + cname + '/' + fname
dst = all_data_path + '/valid/' + cname + '/' + fname
os.rename(src, dst)
Extracting images of driver p072 (346, 3)
Extracting images of driver p075 (814, 3)
Extracting images of driver p081 (823, 3)
In fact, I never used the sample set
Now we need to copy a random sample of the image files into the sample directories, so that we can test the code quickly.
First, a quick reminder of the file structure.
In [7]:
%ls $all_data_path
driver_imgs_list.csv sample/ train/
driver_imgs_list.csv.zip sample_submission.csv.zip unzipped/
imgs.zip test/ valid/
In [21]:
!tree -d $all_data_path
data
├── sample
│ └── train
│ ├── c0
│ ├── c1
│ ├── c2
│ ├── c3
│ ├── c4
│ ├── c5
│ ├── c6
│ ├── c7
│ ├── c8
│ └── c9
├── test
├── train
│ ├── c0
│ ├── c1
│ ├── c2
│ ├── c3
│ ├── c4
│ ├── c5
│ ├── c6
│ ├── c7
│ ├── c8
│ └── c9
├── unzipped
└── valid
26 directories
We need to loop over each folder, extracting a sample from each. If we want 200 samples, then we'll need 20 from each folder. We'll use the loop to create the folders (within 'sample'), too.
In [24]:
for i in range(10):
i = str(i)
src = all_data_path + '/train/c' + i + '/*'
dst = sampled_path + '/train/c' + i + '/'
make_sure_path_exists(dst)
%rm -r $dst/*.*
g = glob(src)
# print(len(g))
shuf = np.random.permutation(g)
files_to_cp = shuf[:10]
for fp in files_to_cp:
print('Copying', fp, ' to ', dst)
copy(fp, dst)
Copying data/train/c0/img_97031.jpg to data/sample/train/c0/
Copying data/train/c0/img_27214.jpg to data/sample/train/c0/
Copying data/train/c0/img_57569.jpg to data/sample/train/c0/
Copying data/train/c0/img_99635.jpg to data/sample/train/c0/
Copying data/train/c0/img_89692.jpg to data/sample/train/c0/
Copying data/train/c0/img_948.jpg to data/sample/train/c0/
Copying data/train/c0/img_53171.jpg to data/sample/train/c0/
Copying data/train/c0/img_21289.jpg to data/sample/train/c0/
Copying data/train/c0/img_29348.jpg to data/sample/train/c0/
Copying data/train/c0/img_41417.jpg to data/sample/train/c0/
Copying data/train/c1/img_35580.jpg to data/sample/train/c1/
Copying data/train/c1/img_89833.jpg to data/sample/train/c1/
Copying data/train/c1/img_59930.jpg to data/sample/train/c1/
Copying data/train/c1/img_47679.jpg to data/sample/train/c1/
Copying data/train/c1/img_52415.jpg to data/sample/train/c1/
Copying data/train/c1/img_67914.jpg to data/sample/train/c1/
Copying data/train/c1/img_25809.jpg to data/sample/train/c1/
Copying data/train/c1/img_77432.jpg to data/sample/train/c1/
Copying data/train/c1/img_98916.jpg to data/sample/train/c1/
Copying data/train/c1/img_94991.jpg to data/sample/train/c1/
Copying data/train/c2/img_5784.jpg to data/sample/train/c2/
Copying data/train/c2/img_12530.jpg to data/sample/train/c2/
Copying data/train/c2/img_49201.jpg to data/sample/train/c2/
Copying data/train/c2/img_12763.jpg to data/sample/train/c2/
Copying data/train/c2/img_35703.jpg to data/sample/train/c2/
Copying data/train/c2/img_51594.jpg to data/sample/train/c2/
Copying data/train/c2/img_3645.jpg to data/sample/train/c2/
Copying data/train/c2/img_74799.jpg to data/sample/train/c2/
Copying data/train/c2/img_82272.jpg to data/sample/train/c2/
Copying data/train/c2/img_3194.jpg to data/sample/train/c2/
Copying data/train/c3/img_81974.jpg to data/sample/train/c3/
Copying data/train/c3/img_30496.jpg to data/sample/train/c3/
Copying data/train/c3/img_86203.jpg to data/sample/train/c3/
Copying data/train/c3/img_4125.jpg to data/sample/train/c3/
Copying data/train/c3/img_11623.jpg to data/sample/train/c3/
Copying data/train/c3/img_41903.jpg to data/sample/train/c3/
Copying data/train/c3/img_96527.jpg to data/sample/train/c3/
Copying data/train/c3/img_13325.jpg to data/sample/train/c3/
Copying data/train/c3/img_48460.jpg to data/sample/train/c3/
Copying data/train/c3/img_39940.jpg to data/sample/train/c3/
Copying data/train/c4/img_7668.jpg to data/sample/train/c4/
Copying data/train/c4/img_76399.jpg to data/sample/train/c4/
Copying data/train/c4/img_67543.jpg to data/sample/train/c4/
Copying data/train/c4/img_89569.jpg to data/sample/train/c4/
Copying data/train/c4/img_66351.jpg to data/sample/train/c4/
Copying data/train/c4/img_75932.jpg to data/sample/train/c4/
Copying data/train/c4/img_26929.jpg to data/sample/train/c4/
Copying data/train/c4/img_50624.jpg to data/sample/train/c4/
Copying data/train/c4/img_75239.jpg to data/sample/train/c4/
Copying data/train/c4/img_22127.jpg to data/sample/train/c4/
Copying data/train/c5/img_18171.jpg to data/sample/train/c5/
Copying data/train/c5/img_83357.jpg to data/sample/train/c5/
Copying data/train/c5/img_26120.jpg to data/sample/train/c5/
Copying data/train/c5/img_8011.jpg to data/sample/train/c5/
Copying data/train/c5/img_51454.jpg to data/sample/train/c5/
Copying data/train/c5/img_11360.jpg to data/sample/train/c5/
Copying data/train/c5/img_67163.jpg to data/sample/train/c5/
Copying data/train/c5/img_84197.jpg to data/sample/train/c5/
Copying data/train/c5/img_94498.jpg to data/sample/train/c5/
Copying data/train/c5/img_5460.jpg to data/sample/train/c5/
Copying data/train/c6/img_91540.jpg to data/sample/train/c6/
Copying data/train/c6/img_87939.jpg to data/sample/train/c6/
Copying data/train/c6/img_81168.jpg to data/sample/train/c6/
Copying data/train/c6/img_95652.jpg to data/sample/train/c6/
Copying data/train/c6/img_87165.jpg to data/sample/train/c6/
Copying data/train/c6/img_80253.jpg to data/sample/train/c6/
Copying data/train/c6/img_30486.jpg to data/sample/train/c6/
Copying data/train/c6/img_56363.jpg to data/sample/train/c6/
Copying data/train/c6/img_100548.jpg to data/sample/train/c6/
Copying data/train/c6/img_85059.jpg to data/sample/train/c6/
Copying data/train/c7/img_99268.jpg to data/sample/train/c7/
Copying data/train/c7/img_36073.jpg to data/sample/train/c7/
Copying data/train/c7/img_11057.jpg to data/sample/train/c7/
Copying data/train/c7/img_24959.jpg to data/sample/train/c7/
Copying data/train/c7/img_719.jpg to data/sample/train/c7/
Copying data/train/c7/img_24583.jpg to data/sample/train/c7/
Copying data/train/c7/img_93120.jpg to data/sample/train/c7/
Copying data/train/c7/img_33282.jpg to data/sample/train/c7/
Copying data/train/c7/img_65035.jpg to data/sample/train/c7/
Copying data/train/c7/img_46398.jpg to data/sample/train/c7/
Copying data/train/c8/img_52914.jpg to data/sample/train/c8/
Copying data/train/c8/img_18750.jpg to data/sample/train/c8/
Copying data/train/c8/img_51286.jpg to data/sample/train/c8/
Copying data/train/c8/img_89882.jpg to data/sample/train/c8/
Copying data/train/c8/img_87982.jpg to data/sample/train/c8/
Copying data/train/c8/img_521.jpg to data/sample/train/c8/
Copying data/train/c8/img_12008.jpg to data/sample/train/c8/
Copying data/train/c8/img_4205.jpg to data/sample/train/c8/
Copying data/train/c8/img_100850.jpg to data/sample/train/c8/
Copying data/train/c8/img_26709.jpg to data/sample/train/c8/
Copying data/train/c9/img_88494.jpg to data/sample/train/c9/
Copying data/train/c9/img_85449.jpg to data/sample/train/c9/
Copying data/train/c9/img_3484.jpg to data/sample/train/c9/
Copying data/train/c9/img_38232.jpg to data/sample/train/c9/
Copying data/train/c9/img_96877.jpg to data/sample/train/c9/
Copying data/train/c9/img_25178.jpg to data/sample/train/c9/
Copying data/train/c9/img_85445.jpg to data/sample/train/c9/
Copying data/train/c9/img_79901.jpg to data/sample/train/c9/
Copying data/train/c9/img_53353.jpg to data/sample/train/c9/
Copying data/train/c9/img_49611.jpg to data/sample/train/c9/
Note that there are 79,726 images in the test file. They were keen to discourage hand-coding, it seems.
In [47]:
src = all_data_path + '/test/unknown/*'
dst = sampled_path + '/test/unknown/'
make_sure_path_exists(dst)
# clean it out, in case we've done this before
%rm -r $dst/*.*
g = glob(src)
print(len(g))
shuf = np.random.permutation(g)
files_to_cp = shuf[:100]
for fp in files_to_cp:
# print('Copying', fp, ' to ', dst)
copy(fp, dst)
rm: cannot remove 'data/sample/test/unknown//*.*': No such file or directory
79726
A reminder of the steps to come:
First, we create a Vgg16 object:
In [15]:
import vgg16 # this is the package
from vgg16 import Vgg16 # this is the class defining the model
vgg = Vgg16() # instantiates a 'Vgg16' object (remember the parentheses!)
And we grab some batches from the training folder.
In [16]:
src = os.path.join(all_data_path + '/train')
print(src)
batches = vgg.get_batches(path=src, batch_size=2)
data/train
Found 18587 images belonging to 10 classes.
Er. Woooo!
In [52]:
imgs,labels = next(batches)
In [53]:
plots(imgs, titles=labels)
In [14]:
# As large as you can, but no larger than 64 is recommended.
# If you have an older or cheaper GPU, you'll run out of memory, so will have to decrease this.
batch_size=64
In [15]:
# Import our class, and instantiate
import vgg16;
from vgg16 import Vgg16
vgg = Vgg16()
In [63]:
# Grab a few images at a time for training and validation.
# NB: They must be in subdirectories named based on their category
print(data_path+'/train')
batches = vgg.get_batches(data_path+'/train', batch_size = batch_size)
val_batches = vgg.get_batches(data_path+'/valid', batch_size = batch_size*2)
data//train
Found 18587 images belonging to 10 classes.
Found 3837 images belonging to 10 classes.
'Fine-tune' the model
In [ ]:
vgg.finetune(batches)
N.B. OR load in the weights already trained (if re-running this notebook)
In [17]:
make_sure_path_exists(data_path + '/results')
In [13]:
vgg.fit(batches, val_batches, nb_epoch=1)
Epoch 1/1
18587/18587 [==============================] - 215s - loss: 1.8258 - acc: 0.4884 - val_loss: 2.0550 - val_acc: 0.4157
In [19]:
vgg.model.save_weights(data_path + '/results/ft1.h5')
vgg.model.load_weights(data_path + '/results/ft1.h5')
In [20]:
vgg.fit(batches, val_batches, nb_epoch=1)
Epoch 1/1
18587/18587 [==============================] - 215s - loss: 0.9580 - acc: 0.6939 - val_loss: 2.0223 - val_acc: 0.3849
In [21]:
vgg.model.save_weights(data_path + '/results/ft2.h5')
vgg.model.load_weights(data_path + '/results/ft2.h5')
In [22]:
vgg.fit(batches, val_batches, nb_epoch=1)
Epoch 1/1
18587/18587 [==============================] - 214s - loss: 0.8159 - acc: 0.7348 - val_loss: 2.1032 - val_acc: 0.3670
In [23]:
vgg.model.save_weights(data_path + '/results/ft3.h5')
vgg.model.load_weights(data_path + '/results/ft3.h5')
In [24]:
vgg.model.optimizer.lr = 0.01
In [25]:
vgg.fit(batches, val_batches, nb_epoch=1)
Epoch 1/1
18587/18587 [==============================] - 221s - loss: 0.7757 - acc: 0.7500 - val_loss: 2.1537 - val_acc: 0.3930
In [ ]:
vgg.model.save_weights(data_path + '/results/ft4.h5')
In [17]:
vgg.model.load_weights(data_path + '/results/ft4.h5')
Count files at a path, using glob
In [21]:
print(test_path)
g = glob(test_path + '/unknown/*.jpg')
print(len(g))
data/test
79726
Count files at a path, using bash (n.b. counts '.' and '..', so high by two)
In [22]:
%ls -afq $test_path/unknown/ | wc -l
79728
N.B. if you just place the test files in 'data/test', you'll get the error:
'Test' will only work if you place them in 'data/test/unknown/*.jpg' (though the 'test_path' should point to 'data/test', not the 'unknown' sub-directory.)
N.B. the parameter 'class_mode=None' gets vgg.get_batches to pass the same arg to Keras' gen.flow_from_directory() when it calls it. This ensures that the predictions are in terms of probabilities against each class, not single predicted classes. See fast.ai lecture 2 for details (https://www.youtube.com/watch?v=e3aM6XTekJc&t=1370s), or read Keras documentation.
The prediction process takes over 13 mins, for the full test set.
In [48]:
batch_size=8
test_batches = vgg.get_batches(test_path, shuffle=False, batch_size=batch_size, class_mode=None)
batches = test_batches
preds = vgg.model.predict_generator(test_batches, test_batches.nb_sample)
Found 79726 images belonging to 1 classes.
Let's get the filenames that get_batches collected, while we're here.
In [56]:
filenames = batches.filenames
Let's see what the first one looks like.
In [58]:
print(filenames[:1], preds[:1])
['unknown/img_14408.jpg'] [[ 0.0049 0.0593 0.0019 0.0022 0.0018 0.5976 0.1468 0.0105 0.0023 0.1727]]
Save both arrays (preds, filenames) for easy later recovery.
In [60]:
save_array(all_data_path + '/results/test_preds.dat', preds)
save_array(all_data_path + '/results/test_filenames.dat', filenames)
So, the code below reloads raw predictions, with no clipping (e.g.).
In [32]:
preds = load_array(all_data_path + '/results/test_preds.dat')
filenames = load_array(all_data_path + '/results/test_filenames.dat')
preds.shape
Out[32]:
(79726, 10)
In [33]:
preds = np.clip(preds, 0.02, 0.98)
Set-up the image viewer.
In [24]:
from PIL import Image
Image.open(test_path + '/' + filenames[0])
Out[24]:
In [26]:
%ls data
driver_imgs_list.csv results/ test/ valid/
driver_imgs_list.csv.zip sample/ train/
imgs.zip sample_submission.csv.zip unzipped/
In [29]:
!unzip $all_data_path/sample_submission.csv.zip -d $all_data_path/unzipped
Archive: data/sample_submission.csv.zip
inflating: data/unzipped/sample_submission.csv
In [27]:
!head -n5 $all_data_path/unzipped/sample_submission.csv
img,c0,c1,c2,c3,c4,c5,c6,c7,c8,c9
img_1.jpg,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1
img_10.jpg,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1
img_100.jpg,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1
img_1000.jpg,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1
So it's expecting file, p(c0), p(c1), ..., p(c9), with a header as above. In this competition, 'Submissions are evaluated using the multi-class logarithmic loss.' https://www.kaggle.com/wiki/MultiClassLogLoss
We could create something pretty close to this with the two arrays we now have:
In [34]:
print(filenames[:3])
print(preds[:1])
['unknown/img_14408.jpg' 'unknown/img_100147.jpg' 'unknown/img_81285.jpg']
[[ 0.02 0.0593 0.02 0.02 0.02 0.5976 0.1468 0.02 0.02 0.1727]]
...using a pandas dataframe.
In [35]:
preds_df = pd.DataFrame(preds)
files_df = pd.DataFrame([ f[8 : f.find('.jpg')+4] for f in filenames ])
submission = pd.concat([files_df, preds_df], axis=1)
submission.columns = ['img', 'c0','c1','c2','c3','c4','c5','c6','c7','c8','c9']
submission[:2]
Out[35]:
img
c0
c1
c2
c3
c4
c5
c6
c7
c8
c9
0
img_14408.jpg
0.02
0.059333
0.02
0.02
0.02
0.59756
0.146798
0.02
0.02
0.172651
1
img_100147.jpg
0.02
0.020000
0.02
0.98
0.02
0.02000
0.020000
0.02
0.02
0.020000
In [36]:
dst = data_path + '/results/submission.csv'
submission.to_csv(dst, index=False, float_format='%.2f')
A quick check, to see that it saved correctly.
In [40]:
!head -n5 $dst
img,c0,c1,c2,c3,c4,c5,c6,c7,c8,c9
img_14408.jpg,0.02,0.06,0.02,0.02,0.02,0.60,0.15,0.02,0.02,0.17
img_100147.jpg,0.02,0.02,0.02,0.98,0.02,0.02,0.02,0.02,0.02,0.02
img_81285.jpg,0.02,0.02,0.02,0.02,0.02,0.98,0.02,0.02,0.02,0.02
img_1711.jpg,0.02,0.08,0.02,0.06,0.21,0.13,0.03,0.02,0.14,0.33
In [41]:
from IPython.display import FileLink
FileLink(dst)
Out[41]:
First score achieved: 3.28 = v.v.bad! Error? Seems more likely that the transfer process needs more work, given the accuracy levels achieved on the validation set.
After clipping the same predictions (to 0.02 <= pred <= 0.98), to avoid the degradation of the log loss function at the extreme ends of the probability scale, I resubmitted them.
Second score achieved: 1.57, which would have put me 680/1440. This is quite an improvement. The task in Jeremy's assignment was to achieve top 50%, which I have (just), but I'd like to do better. Clearly, I haven't yet done:
I should probably do these, in order.
Let's plot some examples of the members of each category in the confusion matrix.
First we need a helper function for plotting files by ID, from the validation set.
In [172]:
from PIL import Image
def plots_idx(idx, titles = None):
plots([image.load_img(data_path + '/valid/' + filenames[i]) for i in idx], titles = titles)
Quick test.
And to extract lists of filenames and labels.
In [55]:
vgg.model.load_weights(data_path + '/results/ft4.h5')
val_batches, probs = vgg.test(data_path + '/valid', batch_size = batch_size)
Found 3837 images belonging to 10 classes.
In [117]:
labels = val_batches.classes
filenames = val_batches.filenames
print(labels.shape, labels[454:458], type(labels[0])) # inspect
print(len(filenames), filenames[454:458], type(filenames[0])) # inspect
(3837,) [0 0 1 1] <class 'numpy.int32'>
3837 ['c0/img_75810.jpg', 'c0/img_25783.jpg', 'c1/img_59482.jpg', 'c1/img_86904.jpg'] <class 'str'>
In [173]:
Image.open(data_path + '/valid/' + filenames[456])
Out[173]:
If we round the predictions up and down, we 'force' them into a state where we can ask easily whether they were 'correct' or not. For simplicity, we'll call the rounded 'probabilities' 'preds'.
In [109]:
preds = np.round(probs)
print(probs.shape, probs[454:458])
print(preds[0].shape)
print(preds.shape, preds[454:458])
(3837, 10) [[ 8.2280e-02 5.4839e-02 8.9139e-07 2.3561e-01 7.4448e-03 9.9570e-02 2.5208e-02
6.7670e-02 2.5191e-03 4.2486e-01]
[ 1.7504e-01 8.1855e-03 1.1544e-02 2.2844e-02 7.2008e-01 4.0634e-03 4.8886e-02
8.4922e-04 2.9277e-03 5.5815e-03]
[ 1.4348e-02 5.3970e-01 5.9105e-02 2.9316e-02 1.4302e-01 1.9040e-03 1.1236e-01
9.7742e-03 8.7622e-02 2.8489e-03]
[ 1.4837e-02 1.0422e-01 1.8731e-02 1.6438e-02 7.1515e-01 5.5118e-04 7.7591e-02
7.2924e-03 4.4602e-02 5.8247e-04]]
(10,)
(3837, 10) [[ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
[ 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]
[ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.]
[ 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]]
This isn't quite the right answer, in this case. As we're checking whether the predictied class is correct, we need to create an array that records, for each row, which column has the highest value.
In [111]:
preds = np.argmax(probs, axis=1)
print(probs[454:458])
print(preds[454:458])
print(labels[454:458])
[[ 8.2280e-02 5.4839e-02 8.9139e-07 2.3561e-01 7.4448e-03 9.9570e-02 2.5208e-02
6.7670e-02 2.5191e-03 4.2486e-01]
[ 1.7504e-01 8.1855e-03 1.1544e-02 2.2844e-02 7.2008e-01 4.0634e-03 4.8886e-02
8.4922e-04 2.9277e-03 5.5815e-03]
[ 1.4348e-02 5.3970e-01 5.9105e-02 2.9316e-02 1.4302e-01 1.9040e-03 1.1236e-01
9.7742e-03 8.7622e-02 2.8489e-03]
[ 1.4837e-02 1.0422e-01 1.8731e-02 1.6438e-02 7.1515e-01 5.5118e-04 7.7591e-02
7.2924e-03 4.4602e-02 5.8247e-04]]
[9 4 1 4]
[0 0 1 1]
Howard recommends that one looks at five types of examples:
In [227]:
#1. A few correct labels, at random
n_view = 2
correct = np.where(preds == labels)[0]
print('Overall Precision:', len(correct) / len(preds))
idx = permutation(correct)[:n_view]
print('Predicted:', preds[idx])
print('Labelled :', labels[idx])
plots_idx(idx, np.round(probs[idx], 1))
Overall Precision: 0.39014855355746675
Predicted: [3 3]
Labelled : [3 3]
In [209]:
#2. a few incorrect labels, at random
incorrect = np.where(preds != labels)[0]
print('Overall precision:', 1-(len(incorrect) / len(labels)))
idx = permutation(incorrect)[:n_view]
print('Predicted:', preds[idx])
print('Labelled :', labels[idx])
plots_idx(idx, np.round(probs[idx], 1))
Overall precision: 0.3901485535574668
Predicted: [7 6]
Labelled : [9 0]
In [225]:
# Most-confident correct examples from c1
c = 1
correct_cx = np.where((preds == c) & (preds == labels))[0]
labelled_cx = np.where(labels == c)[0]
print('Precision (Class #', c, '):', len(correct_cx) / len(labelled_cx))
most_correct_cx = np.argsort(np.argmax(probs[correct_cx], axis=1))[::-1][:n_view] # N.B. 10, not 1, probs
print(most_correct_cx)
plots_idx(correct_cx[most_correct_cx], np.round(probs[correct_cx][most_correct_cx], 1))
Precision (Class # 1 ): 0.04106280193236715
[16 7]
In [224]:
# Most-confident correct examples from c2
c = 2
correct_cx = np.where((preds == c) & (preds == labels))[0]
labelled_cx = np.where(labels == c)[0]
print('Precision (Class #', c, '):', len(correct_cx) / len(labelled_cx))
most_correct_cx = np.argsort(np.argmax(probs[correct_cx], axis=1))[::-1][:n_view] # N.B. 10, not 1, probs
print(most_correct_cx)
plots_idx(correct_cx[most_correct_cx], np.round(probs[correct_cx][most_correct_cx], 1))
Overall precision: 0.5295566502463054
[214 79]
In [223]:
#The images where we were most confident that they were c0, but they were NOT
c = 0
incorrect_cx = np.where((preds == c) & (preds != labels))[0]
labelled_c = np.where(labels == c)[0]
print('Precision (Class #', c, '):', 1 - (len(incorrect_cx) / len(labelled_c)))
most_incorrect_cx = np.argsort(np.argmax(probs[incorrect_cx], axis=1))[::-1][:n_view] # N.B. 10, not 1, probs
print(most_incorrect_cx)
plots_idx(incorrect_cx[most_incorrect_cx], np.round(probs[incorrect_cx][most_incorrect_cx], 1))
Precision(Class # 0 ): 0.9035087719298246
[43 42]
In [221]:
#The images where we were most confident that they were c1, but they were NOT
c = 1
incorrect_cx = np.where((preds == c) & (preds != labels))[0]
labelled_c = np.where(labels == c)[0]
print('Precision (Class #', c, '):', 1 - (len(incorrect_cx) / len(labelled_c)))
most_incorrect_cx = np.argsort(np.argmax(probs[incorrect_cx], axis=1))[::-1][:n_view] # N.B. 10, not 1, probs
print(most_incorrect_cx)
plots_idx(incorrect_cx[most_incorrect_cx], np.round(probs[incorrect_cx][most_incorrect_cx], 1))
Precision(Class # 1 ): 0.927536231884058
[29 28]
In [216]:
#The images where we were most confident that they were cx, but they were NOT
c = 2
incorrect_cx = np.where((preds == c) & (preds != labels))[0]
labelled_c = np.where(labels == c)[0]
print('Precision (Class #', c, '):', 1 - (len(incorrect_cx) / len(labelled_c)))
most_incorrect_cx = np.argsort(np.argmax(probs[incorrect_cx], axis=1))[::-1][:n_view] # N.B. 10, not 1, probs
print(most_incorrect_cx)
plots_idx(incorrect_cx[most_incorrect_cx], np.round(probs[incorrect_cx][most_incorrect_cx], 1))
Precision(Class # 2 ): 0.4408866995073891
[226 56]
In [217]:
#The images where we were most confident that they were cx, but they were NOT
c = 3
incorrect_cx = np.where((preds == c) & (preds != labels))[0]
labelled_c = np.where(labels == c)[0]
print('Precision (Class #', c, '):', 1 - (len(incorrect_cx) / len(labelled_c)))
most_incorrect_cx = np.argsort(np.argmax(probs[incorrect_cx], axis=1))[::-1][:n_view] # N.B. 10, not 1, probs
print(most_incorrect_cx)
plots_idx(incorrect_cx[most_incorrect_cx], np.round(probs[incorrect_cx][most_incorrect_cx], 1))
Precision(Class # 3 ): 0.42705570291777184
[215 67]
... we could look at more.
In [244]:
#The cells with the lowest maximum probability across a row
n_view = 2
most_uncertain = np.argsort(np.argmax(probs, axis = 1))[::-1]
print(most_uncertain[:n_view])
plots_idx(most_uncertain[:n_view], np.round(probs[most_uncertain], 1))
[ 125 3565]
Given that the training error is so much higher than the validation error, we can safely assume that our model is underfitting the data. Likely it needs more layers opening up to training, and possibly many more of the standard changes recommended by Howerd.
The structure of the model may provide some ideas on how to achieve a better result.
In [245]:
vgg.model.summary()
____________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
====================================================================================================
lambda_1 (Lambda) (None, 3, 224, 224) 0 lambda_input_1[0][0]
____________________________________________________________________________________________________
zeropadding2d_1 (ZeroPadding2D) (None, 3, 226, 226) 0 lambda_1[0][0]
____________________________________________________________________________________________________
convolution2d_1 (Convolution2D) (None, 64, 224, 224) 1792 zeropadding2d_1[0][0]
____________________________________________________________________________________________________
zeropadding2d_2 (ZeroPadding2D) (None, 64, 226, 226) 0 convolution2d_1[0][0]
____________________________________________________________________________________________________
convolution2d_2 (Convolution2D) (None, 64, 224, 224) 36928 zeropadding2d_2[0][0]
____________________________________________________________________________________________________
maxpooling2d_1 (MaxPooling2D) (None, 64, 112, 112) 0 convolution2d_2[0][0]
____________________________________________________________________________________________________
zeropadding2d_3 (ZeroPadding2D) (None, 64, 114, 114) 0 maxpooling2d_1[0][0]
____________________________________________________________________________________________________
convolution2d_3 (Convolution2D) (None, 128, 112, 112) 73856 zeropadding2d_3[0][0]
____________________________________________________________________________________________________
zeropadding2d_4 (ZeroPadding2D) (None, 128, 114, 114) 0 convolution2d_3[0][0]
____________________________________________________________________________________________________
convolution2d_4 (Convolution2D) (None, 128, 112, 112) 147584 zeropadding2d_4[0][0]
____________________________________________________________________________________________________
maxpooling2d_2 (MaxPooling2D) (None, 128, 56, 56) 0 convolution2d_4[0][0]
____________________________________________________________________________________________________
zeropadding2d_5 (ZeroPadding2D) (None, 128, 58, 58) 0 maxpooling2d_2[0][0]
____________________________________________________________________________________________________
convolution2d_5 (Convolution2D) (None, 256, 56, 56) 295168 zeropadding2d_5[0][0]
____________________________________________________________________________________________________
zeropadding2d_6 (ZeroPadding2D) (None, 256, 58, 58) 0 convolution2d_5[0][0]
____________________________________________________________________________________________________
convolution2d_6 (Convolution2D) (None, 256, 56, 56) 590080 zeropadding2d_6[0][0]
____________________________________________________________________________________________________
zeropadding2d_7 (ZeroPadding2D) (None, 256, 58, 58) 0 convolution2d_6[0][0]
____________________________________________________________________________________________________
convolution2d_7 (Convolution2D) (None, 256, 56, 56) 590080 zeropadding2d_7[0][0]
____________________________________________________________________________________________________
maxpooling2d_3 (MaxPooling2D) (None, 256, 28, 28) 0 convolution2d_7[0][0]
____________________________________________________________________________________________________
zeropadding2d_8 (ZeroPadding2D) (None, 256, 30, 30) 0 maxpooling2d_3[0][0]
____________________________________________________________________________________________________
convolution2d_8 (Convolution2D) (None, 512, 28, 28) 1180160 zeropadding2d_8[0][0]
____________________________________________________________________________________________________
zeropadding2d_9 (ZeroPadding2D) (None, 512, 30, 30) 0 convolution2d_8[0][0]
____________________________________________________________________________________________________
convolution2d_9 (Convolution2D) (None, 512, 28, 28) 2359808 zeropadding2d_9[0][0]
____________________________________________________________________________________________________
zeropadding2d_10 (ZeroPadding2D) (None, 512, 30, 30) 0 convolution2d_9[0][0]
____________________________________________________________________________________________________
convolution2d_10 (Convolution2D) (None, 512, 28, 28) 2359808 zeropadding2d_10[0][0]
____________________________________________________________________________________________________
maxpooling2d_4 (MaxPooling2D) (None, 512, 14, 14) 0 convolution2d_10[0][0]
____________________________________________________________________________________________________
zeropadding2d_11 (ZeroPadding2D) (None, 512, 16, 16) 0 maxpooling2d_4[0][0]
____________________________________________________________________________________________________
convolution2d_11 (Convolution2D) (None, 512, 14, 14) 2359808 zeropadding2d_11[0][0]
____________________________________________________________________________________________________
zeropadding2d_12 (ZeroPadding2D) (None, 512, 16, 16) 0 convolution2d_11[0][0]
____________________________________________________________________________________________________
convolution2d_12 (Convolution2D) (None, 512, 14, 14) 2359808 zeropadding2d_12[0][0]
____________________________________________________________________________________________________
zeropadding2d_13 (ZeroPadding2D) (None, 512, 16, 16) 0 convolution2d_12[0][0]
____________________________________________________________________________________________________
convolution2d_13 (Convolution2D) (None, 512, 14, 14) 2359808 zeropadding2d_13[0][0]
____________________________________________________________________________________________________
maxpooling2d_5 (MaxPooling2D) (None, 512, 7, 7) 0 convolution2d_13[0][0]
____________________________________________________________________________________________________
flatten_1 (Flatten) (None, 25088) 0 maxpooling2d_5[0][0]
____________________________________________________________________________________________________
dense_1 (Dense) (None, 4096) 102764544 flatten_1[0][0]
____________________________________________________________________________________________________
dropout_1 (Dropout) (None, 4096) 0 dense_1[0][0]
____________________________________________________________________________________________________
dense_2 (Dense) (None, 4096) 16781312 dropout_1[0][0]
____________________________________________________________________________________________________
dropout_2 (Dropout) (None, 4096) 0 dense_2[0][0]
____________________________________________________________________________________________________
dense_4 (Dense) (None, 10) 40970 dropout_2[0][0]
====================================================================================================
Total params: 134,301,514
Trainable params: 40,970
Non-trainable params: 134,260,544
____________________________________________________________________________________________________
From memory, it seems that JH removed the layers from flatten_1 onwards.
In [7]:
%matplotlib inline
import numpy as np
import os
from numpy.random import random, permutation
from scipy import misc, ndimage
from scipy.ndimage.interpolation import zoom
import keras
from keras import backend as k
from keras.utils.data_utils import get_file
from keras.models import Sequential, Model
from keras.layers import Input
from keras.layers.core import Flatten, Dense, Dropout, Lambda
from keras.layers.convolutional import Convolution2D, MaxPooling2D, ZeroPadding2D
from keras.optimizers import SGD, RMSprop
from keras.preprocessing import image
In [10]:
import utils
from utils import *
#from imp import reload # fixes a P2-P3 incompatibility
#reload(utils)
This is a better way to setup the path variables (and the only one that suits the batch_setup code below). Eventually I'll refactor the other code to match.
In [11]:
all_data_path = "data/"
sampled_path = all_data_path + "sample"
test_path = all_data_path + "test"
# The following allows for easy switching...
data_path = all_data_path
#data_path = sampled_path
%ls $all_data_path
driver_imgs_list.csv results/ test/ valid/
driver_imgs_list.csv.zip sample/ train/
imgs.zip sample_submission.csv.zip unzipped/
Strategy: follow JH's processes from here on, tweaking these where alternatives to his experiments become apparent:
In [10]:
import vgg16
from vgg16 import Vgg16 # not needed, given above?
vgg = Vgg16()
model = vgg.model
last_conv_idx = [i for i,l in enumerate(model.layers) if type(l) is Convolution2D][-1]
conv_layers = model.layers[:last_conv_idx + 1]
N.B. I was briefly confused ... why '...idx + 1'. Then remembered - the last term in a slicing instruction is not included in the returned object.
In [11]:
conv_model = Sequential(conv_layers)
In [12]:
conv_model.summary()
____________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
====================================================================================================
lambda_1 (Lambda) (None, 3, 224, 224) 0 lambda_input_1[0][0]
____________________________________________________________________________________________________
zeropadding2d_1 (ZeroPadding2D) (None, 3, 226, 226) 0 lambda_1[0][0]
lambda_1[0][0]
____________________________________________________________________________________________________
convolution2d_1 (Convolution2D) (None, 64, 224, 224) 1792 zeropadding2d_1[0][0]
zeropadding2d_1[1][0]
____________________________________________________________________________________________________
zeropadding2d_2 (ZeroPadding2D) (None, 64, 226, 226) 0 convolution2d_1[0][0]
convolution2d_1[1][0]
____________________________________________________________________________________________________
convolution2d_2 (Convolution2D) (None, 64, 224, 224) 36928 zeropadding2d_2[0][0]
zeropadding2d_2[1][0]
____________________________________________________________________________________________________
maxpooling2d_1 (MaxPooling2D) (None, 64, 112, 112) 0 convolution2d_2[0][0]
convolution2d_2[1][0]
____________________________________________________________________________________________________
zeropadding2d_3 (ZeroPadding2D) (None, 64, 114, 114) 0 maxpooling2d_1[0][0]
maxpooling2d_1[1][0]
____________________________________________________________________________________________________
convolution2d_3 (Convolution2D) (None, 128, 112, 112) 73856 zeropadding2d_3[0][0]
zeropadding2d_3[1][0]
____________________________________________________________________________________________________
zeropadding2d_4 (ZeroPadding2D) (None, 128, 114, 114) 0 convolution2d_3[0][0]
convolution2d_3[1][0]
____________________________________________________________________________________________________
convolution2d_4 (Convolution2D) (None, 128, 112, 112) 147584 zeropadding2d_4[0][0]
zeropadding2d_4[1][0]
____________________________________________________________________________________________________
maxpooling2d_2 (MaxPooling2D) (None, 128, 56, 56) 0 convolution2d_4[0][0]
convolution2d_4[1][0]
____________________________________________________________________________________________________
zeropadding2d_5 (ZeroPadding2D) (None, 128, 58, 58) 0 maxpooling2d_2[0][0]
maxpooling2d_2[1][0]
____________________________________________________________________________________________________
convolution2d_5 (Convolution2D) (None, 256, 56, 56) 295168 zeropadding2d_5[0][0]
zeropadding2d_5[1][0]
____________________________________________________________________________________________________
zeropadding2d_6 (ZeroPadding2D) (None, 256, 58, 58) 0 convolution2d_5[0][0]
convolution2d_5[1][0]
____________________________________________________________________________________________________
convolution2d_6 (Convolution2D) (None, 256, 56, 56) 590080 zeropadding2d_6[0][0]
zeropadding2d_6[1][0]
____________________________________________________________________________________________________
zeropadding2d_7 (ZeroPadding2D) (None, 256, 58, 58) 0 convolution2d_6[0][0]
convolution2d_6[1][0]
____________________________________________________________________________________________________
convolution2d_7 (Convolution2D) (None, 256, 56, 56) 590080 zeropadding2d_7[0][0]
zeropadding2d_7[1][0]
____________________________________________________________________________________________________
maxpooling2d_3 (MaxPooling2D) (None, 256, 28, 28) 0 convolution2d_7[0][0]
convolution2d_7[1][0]
____________________________________________________________________________________________________
zeropadding2d_8 (ZeroPadding2D) (None, 256, 30, 30) 0 maxpooling2d_3[0][0]
maxpooling2d_3[1][0]
____________________________________________________________________________________________________
convolution2d_8 (Convolution2D) (None, 512, 28, 28) 1180160 zeropadding2d_8[0][0]
zeropadding2d_8[1][0]
____________________________________________________________________________________________________
zeropadding2d_9 (ZeroPadding2D) (None, 512, 30, 30) 0 convolution2d_8[0][0]
convolution2d_8[1][0]
____________________________________________________________________________________________________
convolution2d_9 (Convolution2D) (None, 512, 28, 28) 2359808 zeropadding2d_9[0][0]
zeropadding2d_9[1][0]
____________________________________________________________________________________________________
zeropadding2d_10 (ZeroPadding2D) (None, 512, 30, 30) 0 convolution2d_9[0][0]
convolution2d_9[1][0]
____________________________________________________________________________________________________
convolution2d_10 (Convolution2D) (None, 512, 28, 28) 2359808 zeropadding2d_10[0][0]
zeropadding2d_10[1][0]
____________________________________________________________________________________________________
maxpooling2d_4 (MaxPooling2D) (None, 512, 14, 14) 0 convolution2d_10[0][0]
convolution2d_10[1][0]
____________________________________________________________________________________________________
zeropadding2d_11 (ZeroPadding2D) (None, 512, 16, 16) 0 maxpooling2d_4[0][0]
maxpooling2d_4[1][0]
____________________________________________________________________________________________________
convolution2d_11 (Convolution2D) (None, 512, 14, 14) 2359808 zeropadding2d_11[0][0]
zeropadding2d_11[1][0]
____________________________________________________________________________________________________
zeropadding2d_12 (ZeroPadding2D) (None, 512, 16, 16) 0 convolution2d_11[0][0]
convolution2d_11[1][0]
____________________________________________________________________________________________________
convolution2d_12 (Convolution2D) (None, 512, 14, 14) 2359808 zeropadding2d_12[0][0]
zeropadding2d_12[1][0]
____________________________________________________________________________________________________
zeropadding2d_13 (ZeroPadding2D) (None, 512, 16, 16) 0 convolution2d_12[0][0]
convolution2d_12[1][0]
____________________________________________________________________________________________________
convolution2d_13 (Convolution2D) (None, 512, 14, 14) 2359808 zeropadding2d_13[0][0]
zeropadding2d_13[1][0]
====================================================================================================
Total params: 14,714,688
Trainable params: 14,714,688
Non-trainable params: 0
____________________________________________________________________________________________________
In [13]:
batch_size = 64
aug_gen = image.ImageDataGenerator(channel_shift_range=20, height_shift_range=0.05,
rotation_range=15, shear_range=0.1, width_shift_range=0.1)
batches = get_batches(data_path + 'train', aug_gen, batch_size = batch_size)
## The commented code below looks wrong - we shouldn't be using augmented data for validation, should we?
#val_batches = get_batches(data_path + 'valid', aug_trn_set, batch_size = batch_size * 2, shuffle = False)
val_batches = get_batches(data_path + 'valid', batch_size = batch_size * 2, shuffle = False)
(val_classes, trn_classes, val_labels, trn_labels, val_filenames, filenames, test_filenames) = get_classes(data_path)
Found 18587 images belonging to 10 classes.
Found 3837 images belonging to 10 classes.
Found 18587 images belonging to 10 classes.
Found 3837 images belonging to 10 classes.
Found 79726 images belonging to 1 classes.
In [22]:
conv_feat = conv_model.predict_generator(batches, batches.nb_sample)
In [21]:
conv_val_feat = conv_model.predict_generator(val_batches, val_batches.nb_sample)
## conv_test_feat = conv_model.predict_generator(batches, test_batches.nb_sample)
# can't imagine how that last one would work - test_batches hasn't been defined anywhere!
See - doesn't exist. And I'm not sure how to define it (yet).
In [20]:
len(test_batches)
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-20-f14c5ef7ef0c> in <module>()
----> 1 len(test_batches)
NameError: name 'test_batches' is not defined
But I can save the first two sets, tonight, to save some effort.
In [23]:
save_array(data_path + 'results/conv_feat.dat', conv_feat)
save_array(data_path + 'results/conv_val_feat.dat', conv_val_feat)
=== TERMINATED === : I got this far, but I don't see how he calculates the test_batches. So I'm going to park this, for now, and try to build a single network that does the job.
The order of tasks for this experiment is...
In [13]:
## previously...
# import vgg16
# from vgg16 import Vgg16
# vgg = Vgg16()
import vgg16
from vgg16 import Vgg16 # not needed, given above?
vgg = Vgg16()
model2 = vgg.model
In [14]:
model2.summary()
____________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
====================================================================================================
lambda_2 (Lambda) (None, 3, 224, 224) 0 lambda_input_2[0][0]
____________________________________________________________________________________________________
zeropadding2d_14 (ZeroPadding2D) (None, 3, 226, 226) 0 lambda_2[0][0]
____________________________________________________________________________________________________
convolution2d_14 (Convolution2D) (None, 64, 224, 224) 1792 zeropadding2d_14[0][0]
____________________________________________________________________________________________________
zeropadding2d_15 (ZeroPadding2D) (None, 64, 226, 226) 0 convolution2d_14[0][0]
____________________________________________________________________________________________________
convolution2d_15 (Convolution2D) (None, 64, 224, 224) 36928 zeropadding2d_15[0][0]
____________________________________________________________________________________________________
maxpooling2d_7 (MaxPooling2D) (None, 64, 112, 112) 0 convolution2d_15[0][0]
____________________________________________________________________________________________________
zeropadding2d_16 (ZeroPadding2D) (None, 64, 114, 114) 0 maxpooling2d_7[0][0]
____________________________________________________________________________________________________
convolution2d_16 (Convolution2D) (None, 128, 112, 112) 73856 zeropadding2d_16[0][0]
____________________________________________________________________________________________________
zeropadding2d_17 (ZeroPadding2D) (None, 128, 114, 114) 0 convolution2d_16[0][0]
____________________________________________________________________________________________________
convolution2d_17 (Convolution2D) (None, 128, 112, 112) 147584 zeropadding2d_17[0][0]
____________________________________________________________________________________________________
maxpooling2d_8 (MaxPooling2D) (None, 128, 56, 56) 0 convolution2d_17[0][0]
____________________________________________________________________________________________________
zeropadding2d_18 (ZeroPadding2D) (None, 128, 58, 58) 0 maxpooling2d_8[0][0]
____________________________________________________________________________________________________
convolution2d_18 (Convolution2D) (None, 256, 56, 56) 295168 zeropadding2d_18[0][0]
____________________________________________________________________________________________________
zeropadding2d_19 (ZeroPadding2D) (None, 256, 58, 58) 0 convolution2d_18[0][0]
____________________________________________________________________________________________________
convolution2d_19 (Convolution2D) (None, 256, 56, 56) 590080 zeropadding2d_19[0][0]
____________________________________________________________________________________________________
zeropadding2d_20 (ZeroPadding2D) (None, 256, 58, 58) 0 convolution2d_19[0][0]
____________________________________________________________________________________________________
convolution2d_20 (Convolution2D) (None, 256, 56, 56) 590080 zeropadding2d_20[0][0]
____________________________________________________________________________________________________
maxpooling2d_9 (MaxPooling2D) (None, 256, 28, 28) 0 convolution2d_20[0][0]
____________________________________________________________________________________________________
zeropadding2d_21 (ZeroPadding2D) (None, 256, 30, 30) 0 maxpooling2d_9[0][0]
____________________________________________________________________________________________________
convolution2d_21 (Convolution2D) (None, 512, 28, 28) 1180160 zeropadding2d_21[0][0]
____________________________________________________________________________________________________
zeropadding2d_22 (ZeroPadding2D) (None, 512, 30, 30) 0 convolution2d_21[0][0]
____________________________________________________________________________________________________
convolution2d_22 (Convolution2D) (None, 512, 28, 28) 2359808 zeropadding2d_22[0][0]
____________________________________________________________________________________________________
zeropadding2d_23 (ZeroPadding2D) (None, 512, 30, 30) 0 convolution2d_22[0][0]
____________________________________________________________________________________________________
convolution2d_23 (Convolution2D) (None, 512, 28, 28) 2359808 zeropadding2d_23[0][0]
____________________________________________________________________________________________________
maxpooling2d_10 (MaxPooling2D) (None, 512, 14, 14) 0 convolution2d_23[0][0]
____________________________________________________________________________________________________
zeropadding2d_24 (ZeroPadding2D) (None, 512, 16, 16) 0 maxpooling2d_10[0][0]
____________________________________________________________________________________________________
convolution2d_24 (Convolution2D) (None, 512, 14, 14) 2359808 zeropadding2d_24[0][0]
____________________________________________________________________________________________________
zeropadding2d_25 (ZeroPadding2D) (None, 512, 16, 16) 0 convolution2d_24[0][0]
____________________________________________________________________________________________________
convolution2d_25 (Convolution2D) (None, 512, 14, 14) 2359808 zeropadding2d_25[0][0]
____________________________________________________________________________________________________
zeropadding2d_26 (ZeroPadding2D) (None, 512, 16, 16) 0 convolution2d_25[0][0]
____________________________________________________________________________________________________
convolution2d_26 (Convolution2D) (None, 512, 14, 14) 2359808 zeropadding2d_26[0][0]
____________________________________________________________________________________________________
maxpooling2d_11 (MaxPooling2D) (None, 512, 7, 7) 0 convolution2d_26[0][0]
____________________________________________________________________________________________________
flatten_3 (Flatten) (None, 25088) 0 maxpooling2d_11[0][0]
____________________________________________________________________________________________________
dense_7 (Dense) (None, 4096) 102764544 flatten_3[0][0]
____________________________________________________________________________________________________
dropout_6 (Dropout) (None, 4096) 0 dense_7[0][0]
____________________________________________________________________________________________________
dense_8 (Dense) (None, 4096) 16781312 dropout_6[0][0]
____________________________________________________________________________________________________
dropout_7 (Dropout) (None, 4096) 0 dense_8[0][0]
____________________________________________________________________________________________________
dense_9 (Dense) (None, 1000) 4097000 dropout_7[0][0]
====================================================================================================
Total params: 138,357,544
Trainable params: 138,357,544
Non-trainable params: 0
____________________________________________________________________________________________________
In [14]:
batch_size = 64
gen = image.ImageDataGenerator() ## no data augmentation
batches = gen.flow_from_directory(data_path+'/train', target_size=(224,224),
class_mode='categorical', shuffle=True, batch_size=batch_size)
val_batches = gen.flow_from_directory(data_path+'/valid', target_size=(224,224),
class_mode='categorical', shuffle=True, batch_size=batch_size)
## vgg(JH) version:
# batches = vgg.get_batches(data_path+'/train', batch_size = batch_size)
# val_batches = vgg.get_batches(data_path+'/valid', batch_size = batch_size*2)
Found 20441 images belonging to 10 classes.
Found 3837 images belonging to 10 classes.
Partly to check I understand, and partly to see if I get the same repeating of layers that I saw in the previous experiment in this series, I'm going to build the next conv-net straight from VGG, and pop() the unwanted layers off - instead of the copying procedure shown above.
Here we remove the post-conv layers.
In [15]:
last_conv_idx = [i for i,l in enumerate(model2.layers) if type(l) is Convolution2D][-1]
layer_count = [i for i,l in enumerate(model2.layers)][-1]
conv_layers = model2.layers[:last_conv_idx +1]
print(len(conv_layers), 'conv layers')
print(layer_count, 'layers in model.')
31 conv layers
37 layers in model.
In [16]:
for i in range(layer_count, last_conv_idx, -1):
print('removing layer', i)
model2.pop()
print(len(model2.layers), 'layers in model.')
removing layer 37
removing layer 36
removing layer 35
removing layer 34
removing layer 33
removing layer 32
removing layer 31
31 layers in model.
Fix these layers' weights.
In [17]:
for layer in model2.layers: layer.trainable = False
And here we append JH's first, batchnorm- and (parameterised-)dropout-based model (which he has as a separate model).
In [18]:
def get_bn_layers(p):
return [
MaxPooling2D(input_shape=conv_layers[-1].output_shape[1:]),
Flatten(),
Dropout(p/2),
Dense(128, activation='relu'),
BatchNormalization(),
Dropout(p/2),
Dense(128, activation='relu'),
BatchNormalization(),
Dropout(p),
Dense(10, activation='softmax')
]
In [19]:
p = 0.8 ## dropout probability
#model = Sequential(get_bn_layers(p))
for l in get_bn_layers(p):
model2.add(l)
In [20]:
print(len(model2.layers), 'layers in model.')
41 layers in model.
There should now be 41 layers in the model.
In [80]:
model2.summary()
____________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
====================================================================================================
lambda_13 (Lambda) (None, 3, 224, 224) 0 lambda_input_13[0][0]
____________________________________________________________________________________________________
zeropadding2d_157 (ZeroPadding2D (None, 3, 226, 226) 0 lambda_13[0][0]
____________________________________________________________________________________________________
convolution2d_157 (Convolution2D (None, 64, 224, 224) 1792 zeropadding2d_157[0][0]
____________________________________________________________________________________________________
zeropadding2d_158 (ZeroPadding2D (None, 64, 226, 226) 0 convolution2d_157[0][0]
____________________________________________________________________________________________________
convolution2d_158 (Convolution2D (None, 64, 224, 224) 36928 zeropadding2d_158[0][0]
____________________________________________________________________________________________________
maxpooling2d_65 (MaxPooling2D) (None, 64, 112, 112) 0 convolution2d_158[0][0]
____________________________________________________________________________________________________
zeropadding2d_159 (ZeroPadding2D (None, 64, 114, 114) 0 maxpooling2d_65[0][0]
____________________________________________________________________________________________________
convolution2d_159 (Convolution2D (None, 128, 112, 112) 73856 zeropadding2d_159[0][0]
____________________________________________________________________________________________________
zeropadding2d_160 (ZeroPadding2D (None, 128, 114, 114) 0 convolution2d_159[0][0]
____________________________________________________________________________________________________
convolution2d_160 (Convolution2D (None, 128, 112, 112) 147584 zeropadding2d_160[0][0]
____________________________________________________________________________________________________
maxpooling2d_66 (MaxPooling2D) (None, 128, 56, 56) 0 convolution2d_160[0][0]
____________________________________________________________________________________________________
zeropadding2d_161 (ZeroPadding2D (None, 128, 58, 58) 0 maxpooling2d_66[0][0]
____________________________________________________________________________________________________
convolution2d_161 (Convolution2D (None, 256, 56, 56) 295168 zeropadding2d_161[0][0]
____________________________________________________________________________________________________
zeropadding2d_162 (ZeroPadding2D (None, 256, 58, 58) 0 convolution2d_161[0][0]
____________________________________________________________________________________________________
convolution2d_162 (Convolution2D (None, 256, 56, 56) 590080 zeropadding2d_162[0][0]
____________________________________________________________________________________________________
zeropadding2d_163 (ZeroPadding2D (None, 256, 58, 58) 0 convolution2d_162[0][0]
____________________________________________________________________________________________________
convolution2d_163 (Convolution2D (None, 256, 56, 56) 590080 zeropadding2d_163[0][0]
____________________________________________________________________________________________________
maxpooling2d_67 (MaxPooling2D) (None, 256, 28, 28) 0 convolution2d_163[0][0]
____________________________________________________________________________________________________
zeropadding2d_164 (ZeroPadding2D (None, 256, 30, 30) 0 maxpooling2d_67[0][0]
____________________________________________________________________________________________________
convolution2d_164 (Convolution2D (None, 512, 28, 28) 1180160 zeropadding2d_164[0][0]
____________________________________________________________________________________________________
zeropadding2d_165 (ZeroPadding2D (None, 512, 30, 30) 0 convolution2d_164[0][0]
____________________________________________________________________________________________________
convolution2d_165 (Convolution2D (None, 512, 28, 28) 2359808 zeropadding2d_165[0][0]
____________________________________________________________________________________________________
zeropadding2d_166 (ZeroPadding2D (None, 512, 30, 30) 0 convolution2d_165[0][0]
____________________________________________________________________________________________________
convolution2d_166 (Convolution2D (None, 512, 28, 28) 2359808 zeropadding2d_166[0][0]
____________________________________________________________________________________________________
maxpooling2d_68 (MaxPooling2D) (None, 512, 14, 14) 0 convolution2d_166[0][0]
____________________________________________________________________________________________________
zeropadding2d_167 (ZeroPadding2D (None, 512, 16, 16) 0 maxpooling2d_68[0][0]
____________________________________________________________________________________________________
convolution2d_167 (Convolution2D (None, 512, 14, 14) 2359808 zeropadding2d_167[0][0]
____________________________________________________________________________________________________
zeropadding2d_168 (ZeroPadding2D (None, 512, 16, 16) 0 convolution2d_167[0][0]
____________________________________________________________________________________________________
convolution2d_168 (Convolution2D (None, 512, 14, 14) 2359808 zeropadding2d_168[0][0]
____________________________________________________________________________________________________
zeropadding2d_169 (ZeroPadding2D (None, 512, 16, 16) 0 convolution2d_168[0][0]
____________________________________________________________________________________________________
convolution2d_169 (Convolution2D (None, 512, 14, 14) 2359808 zeropadding2d_169[0][0]
____________________________________________________________________________________________________
maxpooling2d_71 (MaxPooling2D) (None, 512, 7, 7) 0 convolution2d_169[0][0]
____________________________________________________________________________________________________
flatten_19 (Flatten) (None, 25088) 0 maxpooling2d_71[0][0]
____________________________________________________________________________________________________
dropout_42 (Dropout) (None, 25088) 0 flatten_19[0][0]
____________________________________________________________________________________________________
dense_55 (Dense) (None, 128) 3211392 dropout_42[0][0]
____________________________________________________________________________________________________
batchnormalization_11 (BatchNorm (None, 128) 512 dense_55[0][0]
____________________________________________________________________________________________________
dropout_43 (Dropout) (None, 128) 0 batchnormalization_11[0][0]
____________________________________________________________________________________________________
dense_56 (Dense) (None, 128) 16512 dropout_43[0][0]
____________________________________________________________________________________________________
batchnormalization_12 (BatchNorm (None, 128) 512 dense_56[0][0]
____________________________________________________________________________________________________
dropout_44 (Dropout) (None, 128) 0 batchnormalization_12[0][0]
____________________________________________________________________________________________________
dense_57 (Dense) (None, 10) 1290 dropout_44[0][0]
====================================================================================================
Total params: 17,944,906
Trainable params: 17,944,394
Non-trainable params: 512
____________________________________________________________________________________________________
In [21]:
model2.compile(Adam(lr=0.001), loss= 'categorical_crossentropy', metrics=['accuracy'])
In JH's first, simplified finetuning process, this job was done by the 'finetune' method (after the model changes). This code is based on his method.
In [22]:
classes = list(iter(batches.class_indices))
## batches.class_indices is a dict,
## with the class name as key and an index as value
## e.g. {'cats': 0, 'dogs': 1}
for c in batches.class_indices:
classes[batches.class_indices[c]] = c
model2.classes = classes
It's possible to skip most of these cells on subsequent runs, as the weights will have been saved.
In [45]:
## N.B. I had an error here, with model2.fit() - it expected a numpy array, not an iterator
## This was fixed by using the fit_generator method direct, rather than through JH's code
## I also had an out-of-memory error with fit_generator, with batch_size=64, =32 is fine
## then realised that I'd left all the layers trainable! Fixed. Back to 64, no probs.
model2.optimizer.lr = 0.001 # still at this level
gpu_fans_up(90)
model2.model.fit_generator(batches, samples_per_epoch=batches.nb_sample,
validation_data=val_batches,
nb_val_samples=val_batches.nb_sample, nb_epoch=1)
gpu_fans_up(0)
Epoch 1/1
20441/20441 [==============================] - 231s - loss: 2.0813 - acc: 0.4467 - val_loss: 0.8850 - val_acc: 0.7224
In [25]:
model2.model.save_weights(data_path + 'results/Ex2_1_wts1.h5')
In [26]:
model2.optimizer.lr = 0.001 # still at this level
gpu_fans_up(90)
model2.model.fit_generator(batches, samples_per_epoch=batches.nb_sample,
validation_data=val_batches,
nb_val_samples=val_batches.nb_sample, nb_epoch=1)
gpu_fans_up(0)
Epoch 1/1
18587/18587 [==============================] - 214s - loss: 0.2941 - acc: 0.9082 - val_loss: 1.5939 - val_acc: 0.5267
In [28]:
model2.optimizer.lr = 0.0001
gpu_fans_up(90)
model2.model.fit_generator(batches, samples_per_epoch=batches.nb_sample,
validation_data=val_batches,
nb_val_samples=val_batches.nb_sample, nb_epoch=1)
gpu_fans_up(0)
Epoch 1/1
18587/18587 [==============================] - 214s - loss: 0.0936 - acc: 0.9752 - val_loss: 2.0005 - val_acc: 0.4853
In [84]:
model2.model.save_weights(data_path + 'results/Ex2_1_wts2.h5')
In [20]:
model2.model.load_weights(data_path + 'results/Ex2_1_wts2.h5')
There's some serious overfitting going on. It's noticeable, after several runs with different LR's, that - as acc increases, val_acc decreases!
In [21]:
model2.optimizer.lr = 0.0001 # still at this level
model2.model.fit_generator(batches, samples_per_epoch=batches.nb_sample,
validation_data=val_batches,
nb_val_samples=val_batches.nb_sample, nb_epoch=1)
Epoch 1/1
18587/18587 [==============================] - 217s - loss: 0.1369 - acc: 0.9586 - val_loss: 1.4317 - val_acc: 0.6187
Out[21]:
<keras.callbacks.History at 0x7f7785c63f60>
In [24]:
model2.model.save_weights(data_path + 'results/Ex2_1_wts3.h6')
In [18]:
model2.model.load_weights(data_path + 'results/Ex2_1_wts3.h6')
In [25]:
model2.optimizer.lr = 0.0001 # still at this level
model2.model.fit_generator(batches, samples_per_epoch=batches.nb_sample,
validation_data=val_batches,
nb_val_samples=val_batches.nb_sample, nb_epoch=1)
Epoch 1/1
18587/18587 [==============================] - 214s - loss: 0.0670 - acc: 0.9811 - val_loss: 1.6560 - val_acc: 0.6112
Out[25]:
<keras.callbacks.History at 0x7f77809b21d0>
In [26]:
model2.model.save_weights(data_path + 'results/Ex2_1_wts3.h5')
In [29]:
model2.model.load_weights(data_path + 'results/Ex2_1_wts3.h5')
This next step takes about 13 mins(?)
In [30]:
## should output something like 'Found 79726 images belonging to 1 classes.'
gpu_fans_up(90)
batch_size=8 # at 64, takes 12m 40s; at 8, takes 13m 26s
test_batches = vgg.get_batches(test_path, shuffle=False, batch_size=batch_size, class_mode=None)
batches = test_batches ## leave this in, or the setting of filenames (below) might be wrong?
preds = model2.model.predict_generator(test_batches, test_batches.nb_sample)
gpu_fans_up(0)
Found 79726 images belonging to 1 classes.
Save the results (and reload if needed)
In [31]:
filenames = batches.filenames
## save for easy recovery, if needed
save_array(all_data_path + 'results/test_preds.dat', preds)
save_array(all_data_path + 'results/test_filenames.dat', filenames)
# preds = load_array(all_data_path + '/results/test_preds.dat')
# filenames = load_array(all_data_path + '/results/test_filenames.dat')
# preds.shape
Clip the predictions
In [32]:
## clip the predictions, to avoid the log loss problem nr p={0,1}
preds = np.clip(preds, 0.02, 0.98)
Convert to submissable format, using a pandas dataframe.
In [33]:
preds_df = pd.DataFrame(preds)
files_df = pd.DataFrame([ f[8 : f.find('.jpg')+4] for f in filenames ])
submission = pd.concat([files_df, preds_df], axis=1)
submission.columns = ['img', 'c0','c1','c2','c3','c4','c5','c6','c7','c8','c9']
submission[:2]
Out[33]:
img
c0
c1
c2
c3
c4
c5
c6
c7
c8
c9
0
img_14408.jpg
0.833132
0.02
0.02
0.020000
0.02
0.02
0.02
0.02
0.020455
0.139351
1
img_100147.jpg
0.020000
0.02
0.02
0.977978
0.02
0.02
0.02
0.02
0.020000
0.020000
Save for submission
In [34]:
dst = data_path + 'results/Ex2_2_submission.csv' ## check the filename!
submission.to_csv(dst, index=False, float_format='%.2f')
In [35]:
from IPython.display import FileLink
FileLink(dst)
Out[35]:
By the last epoch, the accuracy (trn batches) had reached 0.9754, and val_acc = 0.6289. But it's almost certainly overfitting at this point, as the trn_acc is so much higher than the val_acc. And val_acc has dropped.
Kaggle result: 0.97410 (529/1440)
Therefore, I should:
In [23]:
batch_size=64
gen_t = image.ImageDataGenerator(rotation_range=15, height_shift_range=0.05,
shear_range=0.01, channel_shift_range=20,
width_shift_range=0.1)
batches = get_batches(data_path+'train', gen_t, batch_size=batch_size, shuffle=True)
val_batches = get_batches(data_path+'valid', shuffle=False, batch_size=batch_size) #edited
Found 20441 images belonging to 10 classes.
Found 3837 images belonging to 10 classes.
We're going to reuse the same model as in Expt 2.1, above.
In [38]:
model2.compile(optimizer=(Adam(lr=0.001)), loss='categorical_crossentropy', metrics=['accuracy'])
In [39]:
# model2.optimizer.lr = 0.001 # already set, above
gpu_fans_up(90)
model2.fit_generator(batches, samples_per_epoch=batches.nb_sample, nb_epoch=1,
validation_data=val_batches, nb_val_samples=val_batches.nb_sample)
gpu_fans_up(0)
model2.save_weights(data_path + 'results/Ex2_2_wts1.h5')
Epoch 1/1
18587/18587 [==============================] - 213s - loss: 0.4336 - acc: 0.8782 - val_loss: 1.3521 - val_acc: 0.6680
This isn't too shabby.
(N.B. I noticed it was initially updating the values 10x per second. Then I realised I'd left the batch_size=8!)
Q: Do I need to do more to ensure that the weights are cleared when starting this model after running a similar one, or does 'compile' on its own ensure this happens?
In [41]:
gpu_fans_up(90)
model2.fit_generator(batches, samples_per_epoch=batches.nb_sample, nb_epoch=1,
validation_data=val_batches, nb_val_samples=val_batches.nb_sample)
gpu_fans_up(0)
model2.save_weights(data_path + 'results/Ex2_2_wts2.h5')
Epoch 1/1
18587/18587 [==============================] - 214s - loss: 0.2637 - acc: 0.9197 - val_loss: 1.1659 - val_acc: 0.6951
In [43]:
model2.optimizer.lr = 0.0001
gpu_fans_up(90)
model2.fit_generator(batches, samples_per_epoch=batches.nb_sample, nb_epoch=1,
validation_data=val_batches, nb_val_samples=val_batches.nb_sample)
gpu_fans_up(0)
model2.model.save_weights(data_path + 'results/Ex2_2_wts3.h5')
Epoch 1/1
18587/18587 [==============================] - 214s - loss: 0.2114 - acc: 0.9372 - val_loss: 1.1997 - val_acc: 0.6852
I think it's overfitting at the expense of val_acc, at this point. A good time to stop.
First we setup the test batches.
In [44]:
test_batch_size=8
test_batches = vgg.get_batches(test_path, shuffle=False, batch_size=test_batch_size, class_mode=None)
batches = test_batches # leave this in, or the setting of filenames (below) might be wrong?
## should output something like 'Found 79726 images belonging to 1 classes.'
Found 79726 images belonging to 1 classes.
This next step takes about 13 mins(?). I've tried increasing the batch_size, but it only saves about a minute.
In [45]:
gpu_fans_up(90)
preds = model2.model.predict_generator(test_batches, test_batches.nb_sample)
gpu_fans_up(0)
Save the results (and reload if needed)
In [46]:
filenames = batches.filenames
## save for easy recovery, if needed
save_array(all_data_path + 'results/test_preds.dat', preds)
save_array(all_data_path + 'results/test_filenames.dat', filenames)
Clip the predictions
In [47]:
## clip the predictions, to avoid the log loss problem nr p={0,1}
preds = np.clip(preds, 0.02, 0.98)
Convert to submissable format, using a pandas dataframe.
In [48]:
preds_df = pd.DataFrame(preds)
files_df = pd.DataFrame([ f[8 : f.find('.jpg')+4] for f in filenames ])
submission = pd.concat([files_df, preds_df], axis=1)
submission.columns = ['img', 'c0','c1','c2','c3','c4','c5','c6','c7','c8','c9']
submission[:2]
Out[48]:
img
c0
c1
c2
c3
c4
c5
c6
c7
c8
c9
0
img_14408.jpg
0.032333
0.02
0.02
0.02
0.02
0.02
0.060832
0.238384
0.548089
0.11342
1
img_100147.jpg
0.020000
0.02
0.02
0.98
0.02
0.02
0.020000
0.020000
0.020000
0.02000
Save for submission
In [51]:
dst = data_path + 'results/Ex2_3_submission.csv' ## check the filename!
submission.to_csv(dst, index=False, float_format='%.2f')
In [52]:
from IPython.display import FileLink
FileLink(dst)
Out[52]:
Originally something went wrong during the first submission, according to Kaggle. It seemed to be something to do with me setting the 'batches' wrong. I'd originally commented it out of the test_batch setup process - couldn't see what it was for. Then realised it's used to set filenames for the predictions, during the prediction-processing stage ('filenames = batches.filenames').
But surely it would be cleaner just to write 'filenames = test_batches.filenames' in the processing stage, and omit the earlier copying (even by reference) of the test_batches into batches?
Hmm. Still not great. I realise I should move one of the drives from the validation set back into the training set. Let's play with some other tricks first.
Done:
In [12]:
batch_size=64
gen_t = image.ImageDataGenerator(rotation_range=15, height_shift_range=0.05,
shear_range=0.01, channel_shift_range=20,
width_shift_range=0.1)
batches = get_batches(data_path+'train', gen_t, batch_size=batch_size, shuffle=True)
val_batches = get_batches(data_path+'valid', shuffle=False, batch_size=batch_size) #edited
Found 20441 images belonging to 10 classes.
Found 3837 images belonging to 10 classes.
We're going to reuse the same model as in Expt 2.1, above. N.B. go and re-run the apt cell above!
In [24]:
model2.compile(optimizer=(Adam(lr=0.001)), loss='categorical_crossentropy', metrics=['accuracy'])
In [83]:
# model2.optimizer.lr = 0.001 # already set, above
gpu_fans_up(90)
model2.fit_generator(batches, samples_per_epoch=batches.nb_sample, nb_epoch=1,
validation_data=val_batches, nb_val_samples=val_batches.nb_sample)
gpu_fans_up(0)
model2.save_weights(data_path + 'results/Ex2_4_wts1.h5')
Epoch 1/1
20441/20441 [==============================] - 231s - loss: 0.3560 - acc: 0.8916 - val_loss: 0.6278 - val_acc: 0.8241
Interesting result! Increasing the size of the validation set (at the expense of the validation set) made all the difference - in one epoch I've achieved a better score than in any previous experiment?!
In [84]:
gpu_fans_up(90)
model2.fit_generator(batches, samples_per_epoch=batches.nb_sample, nb_epoch=1,
validation_data=val_batches, nb_val_samples=val_batches.nb_sample)
gpu_fans_up(0)
model2.save_weights(data_path + 'results/Ex2_4_wts2.h5')
Epoch 1/1
20441/20441 [==============================] - 232s - loss: 0.2642 - acc: 0.9176 - val_loss: 0.8166 - val_acc: 0.7941
EXAMPLE 20441/20441 [==============================] - 233s - loss: 0.6246 - acc: 0.7955 - val_loss: 0.5229 - val_acc: 0.8389
These results are quite a relief, after the previous experiments! Now I'm wondering whether the dropout is too high.
In [75]:
model2.model.load_weights(data_path + 'results/Ex2_4_wts2.h5')
In [85]:
model2.optimizer.lr = 0.0001
gpu_fans_up(90)
model2.fit_generator(batches, samples_per_epoch=batches.nb_sample, nb_epoch=1,
validation_data=val_batches, nb_val_samples=val_batches.nb_sample)
gpu_fans_up(0)
model2.model.save_weights(data_path + 'results/Ex2_4_wts3.h5')
Epoch 1/1
20441/20441 [==============================] - 232s - loss: 0.2127 - acc: 0.9353 - val_loss: 0.6894 - val_acc: 0.8199
This may be overfitting?
In [25]:
model2.model.load_weights(data_path + 'results/Ex2_4_wts3.h5')
In [86]:
model2.optimizer.lr = 0.0001
gpu_fans_up(90)
model2.fit_generator(batches, samples_per_epoch=batches.nb_sample, nb_epoch=4,
validation_data=val_batches, nb_val_samples=val_batches.nb_sample)
gpu_fans_up(0)
model2.model.save_weights(data_path + 'results/Ex2_4_wts4.h5')
Epoch 1/4
20441/20441 [==============================] - 232s - loss: 0.1849 - acc: 0.9440 - val_loss: 0.6638 - val_acc: 0.8204
Epoch 2/4
20441/20441 [==============================] - 232s - loss: 0.1604 - acc: 0.9518 - val_loss: 1.0249 - val_acc: 0.7759
Epoch 3/4
20441/20441 [==============================] - 232s - loss: 0.1593 - acc: 0.9523 - val_loss: 0.7579 - val_acc: 0.8097
Epoch 4/4
20441/20441 [==============================] - 232s - loss: 0.1530 - acc: 0.9552 - val_loss: 0.7427 - val_acc: 0.8241
These results seem to be comparable with JH's (in 'Enter State Farm')
In [75]:
model2.model.load_weights(data_path + 'results/Ex2_4_wts4.h5')
First we setup the test batches.
In [87]:
test_batch_size=8
test_batches = vgg.get_batches(test_path, shuffle=False, batch_size=test_batch_size, class_mode=None)
##batches = test_batches # leave this in, or the setting of filenames (below) might be wrong?
## should output something like 'Found 79726 images belonging to 1 classes.'
Found 79726 images belonging to 1 classes.
This next step takes about 13 mins(?). I've tried increasing the batch_size, but it only saves about a minute.
In [88]:
gpu_fans_up(90)
preds = model2.model.predict_generator(test_batches, test_batches.nb_sample)
gpu_fans_up(0)
Save the results (and reload if needed)
In [89]:
filenames = test_batches.filenames ## edited - should fix confusion over reuse of the batches variable
## save for easy recovery, if needed
save_array(all_data_path + 'results/Ex2_4_test_preds.dat', preds)
save_array(all_data_path + 'results/Ex2_4_test_filenames.dat', filenames)
Clip the predictions
In [90]:
## clip the predictions, to avoid the log loss problem nr p={0,1}
preds = np.clip(preds, 0.02, 0.98)
#preds = np.clip(preds, 0.07, 0.93) ## JH used this value
Convert to submissable format, using a pandas dataframe.
In [91]:
preds_df = pd.DataFrame(preds)
files_df = pd.DataFrame([ f[8 : f.find('.jpg')+4] for f in filenames ])
submission = pd.concat([files_df, preds_df], axis=1)
submission.columns = ['img', 'c0','c1','c2','c3','c4','c5','c6','c7','c8','c9']
submission[:2]
Out[91]:
img
c0
c1
c2
c3
c4
c5
c6
c7
c8
c9
0
img_14408.jpg
0.031209
0.02
0.02
0.02
0.02
0.02
0.02
0.02
0.298835
0.65848
1
img_100147.jpg
0.020000
0.02
0.02
0.98
0.02
0.02
0.02
0.02
0.020000
0.02000
Save for submission
In [92]:
dst = data_path + 'results/Ex2_4_submission.csv' ## check the filename!
submission.to_csv(dst, index=False, float_format='%.2f')
In [93]:
from IPython.display import FileLink
FileLink(dst)
Out[93]:
This is a lot lower-ranked than I expected.
Plan
The logic of pseudo-labelling is that you use an existing model (here, the one from Expt2.4?) to predict the results for the another dataset, B (without labels, of course). You then combine the training and B sets into a new training set, using the predictions for the B set as the labels for this part of this new training set. The theory is that the providing additional contextual data points enables the model to develop a better understanding of the data as a whole.
In [28]:
## No need for this...
#test_pseudo = model2.predict(some_data, batch_size=batch_size)
## As we should just be able to load them:
preds = load_array(all_data_path + '/results/Ex2_4_test_preds.dat')
filenames = load_array(all_data_path + '/results/Ex2_4_test_filenames.dat')
preds.shape
Out[28]:
(79726, 10)
Now we concatenate the training data and its labels with this test-derived data...
Oh, hell. Can't. His method used the features predicted by an earlier network. I've been using a batch generator for my, all-in-one model. I'll leave this for now.
In [ ]:
Content source: Mdround/fastai-deeplearning1
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