notebook.community

Edit and run

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.

Planning

Tasks

After agreeing to the rules of the competition, the following tasks must be completed by the notebook, in order:

  • set up the data;
    • set up the 'train', 'test' folders, and the 'sample' folders 'train' and 'valid';
    • create a validation set;
    • create a sample set;
    • check that each class is in a separate folder;
  • explore the data:
    • get some idea of how it is organised, what is available to use, dimensions, classes, etc.;
  • set up the model:
    • establish which pre-trained model to use
    • import the model
    • load the pre-trained weights
  • set up for fine-tuning:
    • remove output layer
    • append new output layer (n classes)
    • set the batch size
  • train the network (sample data)
  • submit to Kaggle
  • assess errors
  • extend the fine-tuning
    • remove more layers

Import packages, setup (every session)

N.B. You'll need to ensure that the files...

  • 'utils.py' (by fast.ai),
  • 'vgg16.py' (adapted by fast.ai?), and
  • 'vgg16bn' </strong> ...are findable by python - e.g. present in the root of the current directory.

Define my fan-setting function (every session)





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;

Import packages





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

Set up the path variables (Expt-specific)

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/

Download, unzip, and organise the data

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:

. └── data ├── sample │ ├── train │ └── valid ├── test ├── train └── valid

Create the 'data' directory into which to load the Kaggle sets.

%mkdir -p data 




In [7]:



    


%ls



    


















    






data/                          __pycache__/  vgg16bn.py
Distracted_Driver_MDR_1.ipynb  utils.py      vgg16.py

Download the data

N.B. Don't rerun this - it takes ~30 min!

%cd data
!kg download -c state-farm-distracted-driver-detection
%cd ..

Unzip the image data

N.B. to clean out the target directory for the unzip and start again, use the line below...

%rm -r $all_data_path/unzipped %mkdir $all_data_path/unzipped %ls $all_data_path/unzipped 




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

















In [12]:



    


!unzip $all_data_path/imgs.zip -d $all_data_path/unzipped  ## takes about 47s



    


















    






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  inflating: data/unzipped/train/c9/img_99569.jpg  
  inflating: data/unzipped/train/c9/img_99574.jpg  
  inflating: data/unzipped/train/c9/img_99601.jpg  
  inflating: data/unzipped/train/c9/img_99653.jpg  
  inflating: data/unzipped/train/c9/img_99692.jpg  
  inflating: data/unzipped/train/c9/img_99733.jpg  
  inflating: data/unzipped/train/c9/img_99740.jpg  
  inflating: data/unzipped/train/c9/img_99761.jpg  
  inflating: data/unzipped/train/c9/img_99801.jpg  
  inflating: data/unzipped/train/c9/img_99927.jpg  
  inflating: data/unzipped/train/c9/img_9993.jpg  
  inflating: data/unzipped/train/c9/img_99949.jpg

Check what folders the unzip process has created





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

Create the folder structure

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.

%pwd
!tree -d

Organise the data

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/

Unzip the class data

Let's unzip the driver_imgs_list.csv file, and take a look at it.

all_data_path
!unzip $all_data_path/driver_imgs_list.csv.zip -d $all_data_path

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

Import and inspect the class data, and identify drivers for the valid'n set





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']

Check the directory structure

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

Moving the data into class-specific directories

Simple 'move' of the data, for pre-separated classes





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:

Found 0 images belonging to 0 classes.

'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

Move some of the training data into a validation set

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)

Create a sample, from the full set, on which to test the code

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

Iterate over 'train' folders, sampling from each class

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/

Sample from the 'test' files

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

Expt. #1 Setting up the model

Planning

A reminder of the steps to come:

  • set up the model:
    • establish which pre-trained model to use
    • import the model
    • load the pre-trained weights
  • set up for fine-tuning:
    • remove output layer
    • append new output layer (n classes)
    • set the batch size
  • train the network (sample data)

A quick test using the vgg16 class

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)

Import class and instantiate it





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()

Setup the batches





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)

Run a few epochs of fitting, saving the weights each time

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')

Generate predictions vs. test set

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

A reminder (post-bugfix)

N.B. if you just place the test files in 'data/test', you'll get the error:

Found 0 images belonging to 0 classes.

'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.

Make predictions

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)

Reload predictions

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)

'Clip' the predictions, to avoid log loss problems nr p={0, 1}





In [33]:



    


preds = np.clip(preds, 0.02, 0.98)

Inspect the results

Set-up the image viewer.





In [24]:



    


from PIL import Image
Image.open(test_path + '/' + filenames[0])



    


















    
Out[24]:

Submit initial predictions to Kaggle

Inspect the Kaggle-supplied 'sample' submission





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]:






data/results/submission.csv

Results and discussion

Initial scores

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.

loss: 0.7757 - acc: 0.7500 - val_loss: 2.1537 - val_acc: 0.3930

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:

  • extensive diving into the dense layers, nor
  • data augmentation,
  • batchnorm,
  • dropout adjustments, nor
  • ensembling.

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]

Inspecting specific examples

Howard recommends that one looks at five types of examples:

  1. correct labels, at random
  2. incorrect labels, at random
  3. the labels, in each class, with highest probability and correct
  4. the labels, in each class, with highest probability but incorrect
  5. the 'most-uncertain' labels (p=0.5)




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]

Confident and correct





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]

Confident but wrong





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.

Least certain (lowest max prob)





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]

Conclusion on Expt.1

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.

Reviewing the structure of VGG

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.

Expt series #2 - Making deeper changes to the model

Common setup for all these experiments

Import major packages





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)

Setup path variables (re-run, every session)

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/

Expt 2.1 - First 'deeper' VGG expt (abandoned - test?)

Strategy: follow JH's processes from here on, tweaking these where alternatives to his experiments become apparent:

  1. Create a VGG-based model without its final, non-conv layers; use it to compute 'features' for a second, new net to learn.
  2. ...
  3. reduce the dropout rate (but not to 0), and adjust the weights to suit;




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
____________________________________________________________________________________________________

Setup the batches





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.

STOP !!!

Expt 2.2 - Build a whole (BN) network based on VGG's conv layers

Planning

The order of tasks for this experiment is...

  • import the model and instantiate the object representing it
  • pop off the last few dense layers, and replace with a new set (BN, DO)
  • setup the batches
  • update self.classes with the new training data (e.g. copying vgg.finetune() ) - don't forget this step!
  • compile the model
  • fit the model

Import VGG, setup basic model





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
____________________________________________________________________________________________________

Define the (non-augmented) batches





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.

Construct the model

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.
Test: result should be: 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.
Test: result should be: removing layer {37, 36, ... 31) 31 layers in model.

Fix these layers' weights.





In [17]:



    


for layer in model2.layers: layer.trainable = False
model2.summary()

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'])

Update model.classes with new training data

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

Fit the model

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
Test: Typically (w/ 5 -not 3- drivers in valid)214s - loss: 1.5675 - acc: 0.5688 - val_loss: 1.2531 - val_acc: 0.6052 




In [25]:



    


model2.model.save_weights(data_path + 'results/Ex2_1_wts1.h5')
model2.model.load_weights(data_path + 'results/E2_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')

Make predictions on Kaggle test data

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 raw results, process them, and convert to Kaggle-ready file

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
Test: first two lines are img_14409.jpg, img_100147.jpg ...?

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]:






data/results/Ex2_1_submission.csv
Tested on Kaggle (file '...(3).csv') - worked fine, as did all the others of Expt 2_1.

Results, and Discussion

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)

Conclusions and recommendations

Therefore, I should:

  • investigate the lesson's other suggestions for mitigating overfitting;
  • try a half-way point between 32 and 64, for batch_size;

Expt. 2.3 - Add Data Augmentation

Prep the batches





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.

Compile and fit the model





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!)

model2.load_weights(data_path + 'results/Ex2_2_wts1.h5')

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
model2.model.load_weights(data_path + 'results/Ex2_2_wts2.h5') 




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.

Make predictions

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)

Save the raw results, process them, and convert to Kaggle-ready file





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)
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 [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
Test: first two lines are img_14409.jpg, img_100147.jpg ...?

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]:






data/results/Ex2_3_submission.csv

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?

Results, and discussion

Kaggle score: 1.07941 (558/1440, or top 39%)

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.

Expt 2.4 - Reduce validation set, from 5/26 to 3/26 drivers

Planning

Done:

  • move drivers from val->trn until there's only 3 in val (actually done in code above - which is cheating, slightly!)

Prep the batches





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!

Compile and fit the model





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
EXAMPLE: 20441/20441 [==============================] - 232s - loss: 2.0517 - acc: 0.4469 - val_loss: 0.7650 - val_acc: 0.7879

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?!

model2.load_weights(data_path + 'results/Ex2_4_wts1.h5') 




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')

Make predictions

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 raw results

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)
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

Find a good value to clip the predictions at, process them, and convert to Kaggle-ready

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
Test: first two lines are img_14409.jpg, img_100147.jpg ...?

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]:






data/results/Ex2_4_submission.csv

Results

Kaggle loss scores (lower is better) 0.83134 (434/1440) - with clipping at (0.02, 0.98). 0.94843 after more epochs. 1.06280 - with clipping at (0.07, 0.93).

This is a lot lower-ranked than I expected.

Expt 2.5 - Pseudo-labelling

Planning

Plan

  • apply pseudo-labelling (following JH's process in the State Farm nb)
  • try and work out where and how he applies knowledge distillation

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.

Constructing the Expt 2.2/4 model and loading a weight-set for it

[ ] Go run that section, including model compilation and '5.3.5 Update model.classes with new training data' 




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...

comb_labels = np.concatenate() comb_training

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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