The Chosen One - Introduction to CV

%reload_ext autoreload
%autoreload 2
%matplotlib inline

from fastai import *
from fastai.vision import *
from pathlib import Path
import os

Downloading and unzipping the data

make the directories inside the data

datadir = Path.home()/'data/Emotions/'         #The parent folder for the data to be downloaded
srcdir = datadir/'KDEF_and_AKDEF/'             #The folder(inside datadir) in which all the data will be downloaded
flatdir = datadir/'flat'                       #The folder(inside datadir) in which the flat files will be saved later
#!mkdir -p {flatdir}                            #make flat folder inside the parent folder(datadir)

download the zip file and unzip it

# Only to download. So run once 
zip_url = 'http://kdef.se/download/KDEF_and_AKDEF.zip'
zip_file = datadir/"kdef.zip"
#if not srcdir.exists():
!wget -O {zip_file} {zip_url}         #wget -O will download into the zip_file using the url
!unzip {zip_file} -d {datadir}        #unzip the zip file and save the folders in the datadir path

--2019-02-25 14:43:13--  http://kdef.se/download/KDEF_and_AKDEF.zip
Resolving kdef.se (kdef.se)... 46.30.213.101, 2a02:2350:5:101:d940:0:d180:9b4f
Connecting to kdef.se (kdef.se)|46.30.213.101|:80... connected.
HTTP request sent, awaiting response... 200 OK
Length: 524279485 (500M) [application/zip]
Saving to: '/home/kashishmukheja/data/kdef.zip'

/home/kashishmukhej 100%[===================>] 499.99M  5.61MB/s    in 3m 12s  

2019-02-25 14:46:27 (2.60 MB/s) - '/home/kashishmukheja/data/kdef.zip' saved [524279485/524279485]

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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AF09/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AF12/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AF13/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AF14/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AF15/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AF24/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AF25/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AF26/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AF30/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AF31/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AM02/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/AM13/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF05/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF08/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF09/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF10/
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  inflating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF10/BF10SUS.JPG  
   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF11/
  inflating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF11/BF11AFFL.JPG  
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  inflating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF11/BF11AFS.JPG  
  inflating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF11/BF11ANFL.JPG  
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  inflating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF11/BF11ANHL.JPG  
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF15/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF16/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF22/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF25/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF26/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF27/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF30/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF31/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF32/
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   creating: /home/kashishmukheja/data/KDEF_and_AKDEF/KDEF/BF33/
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!ls {srcdir}

AKDEF  AKDEFmap  KDEF  KDEFmap  ReadThis  ReadThis.TXT  References.txt

File and folder handling

The files are in different folders. We need to move all the files to a single directory

if not os.listdir(flatdir):
    sourcedata = srcdir/"KDEF"
    for folders in sourcedata.iterdir():
        for imgs_source in folders.iterdir():
            imgs_dest = flatdir.joinpath(imgs_source.name)
            os.link(imgs_source,imgs_dest)
"""Can also use the os.walk() method to make it shorter"""

Now, We have to correct some incorrect filenames

correct_name = {
    'AF31V': 'AF31SAHL',
    'AM31H': 'AM31SUHR',
}
for wrng,right in correct_name.items():
    os.rename(flatdir/(wrng+".JPG"),flatdir/(right+".JPG"))    #rename the images from wrng to right

"""Alternatively, instead of using os.rename, we can also use 
import shutil
shutil.move(flatdir/(wrng+".JPG"),flatdir/(right+".JPG"))
"""

fnames = get_image_files(flatdir, check_ext=False)
fnames[:5]

[PosixPath('/home/kashishmukheja/data/Emotions/flat/BM19NES.JPG'),
 PosixPath('/home/kashishmukheja/data/Emotions/flat/BF21SUFR.JPG'),
 PosixPath('/home/kashishmukheja/data/Emotions/flat/BM27SAHR.JPG'),
 PosixPath('/home/kashishmukheja/data/Emotions/flat/BF17NEHR.JPG'),
 PosixPath('/home/kashishmukheja/data/Emotions/flat/BM33AFHL.JPG')]

np.random.seed(2)
#pat = re.compile(r'/\w{4}(\w{2})\w{1,2}\.JPG')
pat = r'/\w{4}(\w{2})\w{1,2}\.JPG$'

import re
lab = set()
for imgs in fnames:
    reglab = re.search(pat,imgs.as_posix())
    label_extract = reglab.group(1)
    lab.add(label_extract)

lab

{'AF', 'AN', 'DI', 'HA', 'NE', 'SA', 'SU'}

Learning

device = torch.device("cuda" if torch.cuda.is_available() else "cpu")

device

device(type='cuda')

tfms=get_transforms(max_zoom=1,max_warp=None)
data = ImageDataBunch.from_name_re(flatdir,fnames,pat,ds_tfms=tfms,size=224,bs=16)
data.normalize(imagenet_stats)

ImageDataBunch;

Train: LabelList (3920 items)
x: ImageItemList
Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224)
y: CategoryList
NE,SU,SA,NE,AF
Path: /home/kashishmukheja/data/Emotions/flat;

Valid: LabelList (980 items)
x: ImageItemList
Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224)
y: CategoryList
SU,SA,HA,SA,SA
Path: /home/kashishmukheja/data/Emotions/flat;

Test: None

data.show_batch(rows=3, figsize=(8,10))

"""!conda install fastai  -c fastai -c pytorch --yes

import fastai

fastai.__version__"""

Fetching package metadata ...............
Solving package specifications: .

# All requested packages already installed.
# packages in environment at /home/kashishmukheja/anaconda3/envs/fastai:
#
fastai                    1.0.45                        1    fastai

data.classes, data.c, len(data.train_ds), len(data.valid_ds)

(['AF', 'AN', 'DI', 'HA', 'NE', 'SA', 'SU'], 7, 3920, 980)

AF : Afraid
AN : Angry
DI : Disgusted/Frustrated
HA : Happy
NE : Neutral
SA : Sad
SU : Surprised

Train Model

model="resnet34"

learn = create_cnn(data,models.resnet34,metrics=error_rate)

!nvidia-smi

Wed Feb 27 18:18:38 2019       
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 418.39       Driver Version: 418.39       CUDA Version: 10.1     |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|===============================+======================+======================|
|   0  Tesla K80           Off  | 00000000:00:04.0 Off |                    0 |
| N/A   60C    P0    67W / 149W |    358MiB / 11441MiB |      0%      Default |
+-------------------------------+----------------------+----------------------+
                                                                               
+-----------------------------------------------------------------------------+
| Processes:                                                       GPU Memory |
|  GPU       PID   Type   Process name                             Usage      |
|=============================================================================|
|    0      1607      C   ...ukheja/anaconda3/envs/fastai/bin/python   347MiB |
+-----------------------------------------------------------------------------+

learn.fit_one_cycle(4)

Total time: 02:59

epoch	train_loss	valid_loss	error_rate
1	1.965412	1.612535	0.625510
2	1.559287	1.301343	0.507143
3	1.330264	1.138141	0.441837
4	1.206210	1.092572	0.420408

we got error rate of 40% bs=16,max_warp=1

learn.save("-stage-1-" + "Feb28")
#learn.load("/home/jupyter/data/food_new/weights/resnet50-stage-1-Nov5")

learn.unfreeze()

learn.fit_one_cycle(1)

Total time: 00:52

epoch	train_loss	valid_loss	error_rate
1	0.759278	0.489709	0.166327

With almost no tweaking of parameters, we got 16.6% error rate

tfms = get_transforms(max_warp=None)

data = ImageDataBunch.from_name_re(flatdir,fnames,pat,ds_tfms=tfms,size=224,bs=16)
data.normalize(imagenet_stats)

#data.show_batch(rows=3, figsize=(8,10))

learn = create_cnn(data,models.resnet34,metrics=error_rate)

learn.fit_one_cycle(4)

Total time: 03:00

epoch	train_loss	valid_loss	error_rate
1	1.864520	1.504399	0.595918
2	1.522740	1.231946	0.461224
3	1.281667	1.049751	0.388775
4	1.129755	1.008609	0.381633

On decreasing the batch size, and doing max_warp=None, our error rate went to 38%

learn.save("stage-2")

tfms = get_transforms(max_zoom=1, max_lighting=0.1,max_warp=None)

data = ImageDataBunch.from_name_re(flatdir,fnames,pat,ds_tfms=tfms,size=224,bs=16)
data.normalize(imagenet_stats)

#data.show_batch(rows=3, figsize=(8,10))

learn = create_cnn(data,models.resnet34,metrics=error_rate)

learn.fit_one_cycle(4)

Total time: 02:57

epoch	train_loss	valid_loss	error_rate
1	1.871386	1.523712	0.582653
2	1.518435	1.253246	0.493878
3	1.292741	1.079982	0.382653
4	1.166102	1.042572	0.376531

Max_zoom to 1,max_lighting=0.1 we brought down the error rate to 37.6%

learn.save("Stage 3")

learn.unfreeze()

learn.fit_one_cycle(1)

Total time: 00:57

epoch	train_loss	valid_loss	error_rate
1	0.700125	0.443965	0.166327

tfms = get_transforms(max_zoom=1,max_rotate=6,max_lighting=0.1,max_warp=None)

data = ImageDataBunch.from_name_re(flatdir,fnames,pat,ds_tfms=tfms,size=224,bs=16)
data.normalize(imagenet_stats)

data.show_batch(rows=3, figsize=(8,10))

learn = create_cnn(data,models.resnet34,metrics=error_rate)

data.classes,data.c,len(data.train_ds),len(data.valid_ds)

(['AF', 'AN', 'DI', 'HA', 'NE', 'SA', 'SU'], 7, 3920, 980)

learn.fit_one_cycle(5)

Total time: 03:40

epoch	train_loss	valid_loss	error_rate
1	1.912110	1.533929	0.595918
2	1.537188	1.232350	0.465306
3	1.303699	1.040843	0.396939
4	1.055863	0.914331	0.333673
5	1.032413	0.880042	0.325510

max_lighting and max rotate furthur brought down error(not unfreezed) to 32.5%

learn.save("stage 4")

Try some more tweaks

""""tfms = get_transforms(max_zoom=1,max_rotate=5,max_warp=None)

data = ImageDataBunch.from_name_re(flatdir,fnames,pat,ds_tfms=tfms,size=224,bs=16)
data.normalize(imagenet_stats)

#data.show_batch(rows=3, figsize=(8,10))

learn = create_cnn(data,models.resnet34,metrics=error_rate)

learn.fit_one_cycle(5)"""

learn.save("stage 5")

"""tfms = get_transforms(max_zoom=1,max_rotate=6,max_warp=None)

data = ImageDataBunch.from_name_re(flatdir,fnames,pat,ds_tfms=tfms,size=224,bs=16)
data.normalize(imagenet_stats)

#data.show_batch(rows=3, figsize=(8,10))

learn = create_cnn(data,models.resnet34,metrics=error_rate)

learn.fit_one_cycle(5)"""

Total time: 03:39

epoch	train_loss	valid_loss	error_rate
1	1.877823	1.566391	0.588776
2	1.536258	1.223154	0.461224
3	1.224453	1.002225	0.379592
4	1.070321	0.880386	0.326531
5	1.008399	0.863026	0.326531

"""learn.save("stage 6")"""

"""tfms = get_transforms(max_zoom=1,max_lighting=0.3,max_rotate=6,max_warp=None)

data = ImageDataBunch.from_name_re(flatdir,fnames,pat,ds_tfms=tfms,size=224,bs=16)
data.normalize(imagenet_stats)

#data.show_batch(rows=3, figsize=(8,10))

learn = create_cnn(data,models.resnet34,metrics=error_rate)

learn.fit_one_cycle(5)"""

Total time: 03:38

epoch	train_loss	valid_loss	error_rate
1	1.903820	1.583647	0.606122
2	1.557362	1.289046	0.488776
3	1.221037	1.064167	0.394898
4	1.083152	0.933939	0.358163
5	1.059586	0.916318	0.342857

we interpret our stage 4 learn model

learn.unfreeze()

learn.fit_one_cycle(1)

Total time: 00:57

epoch	train_loss	valid_loss	error_rate
1	0.727901	0.500349	0.184694

learn.load("stage 4")

Learner(data=ImageDataBunch;

Train: LabelList (3920 items)
x: ImageItemList
Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224)
y: CategoryList
NE,SU,SA,NE,AF
Path: /home/kashishmukheja/data/Emotions/flat;

Valid: LabelList (980 items)
x: ImageItemList
Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224)
y: CategoryList
HA,NE,NE,AF,AF
Path: /home/kashishmukheja/data/Emotions/flat;

Test: None, model=Sequential(
  (0): Sequential(
    (0): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (2): ReLU(inplace)
    (3): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)
    (4): Sequential(
      (0): BasicBlock(
        (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
      (1): BasicBlock(
        (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
      (2): BasicBlock(
        (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (5): Sequential(
      (0): BasicBlock(
        (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (downsample): Sequential(
          (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)
          (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        )
      )
      (1): BasicBlock(
        (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
      (2): BasicBlock(
        (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
      (3): BasicBlock(
        (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (6): Sequential(
      (0): BasicBlock(
        (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (downsample): Sequential(
          (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)
          (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        )
      )
      (1): BasicBlock(
        (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
      (2): BasicBlock(
        (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
      (3): BasicBlock(
        (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
      (4): BasicBlock(
        (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
      (5): BasicBlock(
        (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (7): Sequential(
      (0): BasicBlock(
        (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (downsample): Sequential(
          (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)
          (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        )
      )
      (1): BasicBlock(
        (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
      (2): BasicBlock(
        (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace)
        (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
  )
  (1): Sequential(
    (0): AdaptiveConcatPool2d(
      (ap): AdaptiveAvgPool2d(output_size=1)
      (mp): AdaptiveMaxPool2d(output_size=1)
    )
    (1): Flatten()
    (2): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (3): Dropout(p=0.25)
    (4): Linear(in_features=1024, out_features=512, bias=True)
    (5): ReLU(inplace)
    (6): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (7): Dropout(p=0.5)
    (8): Linear(in_features=512, out_features=7, bias=True)
  )
), opt_func=functools.partial(<class 'torch.optim.adam.Adam'>, betas=(0.9, 0.99)), loss_func=FlattenedLoss of CrossEntropyLoss(), metrics=[<function error_rate at 0x7f2d27bb8b70>], true_wd=True, bn_wd=True, wd=0.01, train_bn=True, path=PosixPath('/home/kashishmukheja/data/Emotions/flat'), model_dir='models', callback_fns=[<class 'fastai.basic_train.Recorder'>], callbacks=[], layer_groups=[Sequential(
  (0): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)
  (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (2): ReLU(inplace)
  (3): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)
  (4): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (5): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (6): ReLU(inplace)
  (7): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (8): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (9): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (10): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (11): ReLU(inplace)
  (12): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (13): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (14): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (15): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (16): ReLU(inplace)
  (17): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (18): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (19): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
  (20): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (21): ReLU(inplace)
  (22): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (23): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (24): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)
  (25): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (26): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (27): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (28): ReLU(inplace)
  (29): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (30): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (31): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (32): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (33): ReLU(inplace)
  (34): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (35): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (36): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (37): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (38): ReLU(inplace)
  (39): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (40): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
), Sequential(
  (0): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
  (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (2): ReLU(inplace)
  (3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (4): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (5): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)
  (6): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (7): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (8): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (9): ReLU(inplace)
  (10): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (11): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (13): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (14): ReLU(inplace)
  (15): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (16): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (17): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (18): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (19): ReLU(inplace)
  (20): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (21): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (22): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (23): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (24): ReLU(inplace)
  (25): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (26): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (27): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (28): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (29): ReLU(inplace)
  (30): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (31): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (32): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
  (33): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (34): ReLU(inplace)
  (35): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (36): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (37): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)
  (38): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (39): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (40): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (41): ReLU(inplace)
  (42): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (43): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (44): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (45): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (46): ReLU(inplace)
  (47): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
  (48): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
), Sequential(
  (0): AdaptiveAvgPool2d(output_size=1)
  (1): AdaptiveMaxPool2d(output_size=1)
  (2): Flatten()
  (3): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (4): Dropout(p=0.25)
  (5): Linear(in_features=1024, out_features=512, bias=True)
  (6): ReLU(inplace)
  (7): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (8): Dropout(p=0.5)
  (9): Linear(in_features=512, out_features=7, bias=True)
)])

learn.lr_find()

LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.

learn.recorder.plot()

Min numerical gradient: 1.10E-06

learn.unfreeze()

learn.fit_one_cycle(4, max_lr=slice(3e-5,3e-4))

Total time: 03:52

epoch	train_loss	valid_loss	error_rate
1	0.874822	0.794763	0.289796
2	0.626756	0.443858	0.151020
3	0.407129	0.321728	0.111224
4	0.286754	0.254614	0.086735

learn.save("stage 4u 3e-5 8.6%")

interp = ClassificationInterpretation.from_learner(learn)

interp.plot_top_losses(8, figsize=(15,15))

interp.plot_confusion_matrix()

interp.most_confused(min_val=3)

[('AF', 'SU', 10),
 ('AF', 'SA', 8),
 ('AN', 'DI', 8),
 ('AN', 'AF', 7),
 ('NE', 'SA', 7),
 ('SA', 'AF', 6),
 ('SA', 'DI', 6),
 ('DI', 'SA', 5),
 ('SU', 'AF', 5)]

Prediction

data.classes

['AF', 'AN', 'DI', 'HA', 'NE', 'SA', 'SU']

Path.home()

PosixPath('/home/kashishmukheja')

path = Path('/home/kashishmukheja/data/Emotions')

img = open_image(path/'kash.jpg')

pred_class,pred_idx,outputs = learn.predict(img)

pred_class

Category HA

outputs

tensor([0.1894, 0.0374, 0.0937, 0.4802, 0.0339, 0.0507, 0.1147])

path = Path('/home/kashishmukheja/data/Emotions')

img = open_image(path/'hughang.jpg')

img

pred_class,pred_idx,outputs = learn.predict(img)

pred_class

Category AN

outputs

tensor([0.0040, 0.7604, 0.1948, 0.0298, 0.0029, 0.0059, 0.0021])

path = Path('/home/kashishmukheja/data/Emotions')

img = open_image(path/'kimcry.png')

img

pred_class,pred_idx,outputs = learn.predict(img)

pred_class

Category DI

So, we saw that our predictions are definitely not bad even on the real world, outside images of people.

I havent used resnet50 architecture but it could make the prediction a little bit more accurate.