DataBlock API

DataBlock은 모델이 학습하는 데이터를 준비시키는 핵심 API 입니다. 중요한 사실은 DataBlock은 일종의 템플릿 이라는 것입니다. 실제로 데이터가 주입되었을 때, '이런 이런 식으로 동작한다' 를 정의하는 것이죠.

상기 DataBlock API의 원형을 말로 풀어서 설명하면 다음과 같습니다.

dls = siamese.dataloaders(files)
- 이 부분은 DataBlock을 만든 후 수행되는 코드입니다.
- 입력된 것은 1이 수용할 데이터 목록입니다.

get_items: 수용된 데이터를 논리적인 집합 목록으로 만듭니다.
- 이 함수는 무엇을 반환해도 상관이 없습니다. 단, 반환된 값으로 입력될 데이터와 레이블의 추출이 가능해야 합니다.
- 이 단계에서 다뤄지는 데이터란, 아무런 변환 처리가 적용되지 않은 raw 입니다.
  - 예시 1) 이미지 파일 경로의 목록 (경로에서 입력으로 사용될 파일이름과, 상위폴더로 결정 가능한 레이블이 모두 포함되어 있다면 OK)
  - 예시 2) (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블) 튜플들의 목록

get_x: 무엇을 입력으로 삼을지 결정합니다.
- get_items이 반환한 목록을 하나씩 접근해서 처리합니다.
- 이 단계에서도 다뤄지는 데이터는 raw 입니다.
  - 예시 1) 이미지 파일 경로를 그대로 반환 (bypass)
  - 예시 2) (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블) 튜플에서 1과 2를 추출해서 반환

get_y: 무엇을 레이블로 삼을지 결정합니다.
- get_items이 반환한 목록을 하나씩 접근해서 처리합니다.
- 이 단계에서도 다뤄지는 데이터는 raw 입니다.
  - 예시 1) 이미지 파일 경로에서 상위 폴더명을 추출해서 반환
  - 예시 2) (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블) 튜플에서 3을 추출해서 반환

blocks: raw 형식의 데이터를 모델에 입력 가능한 형식으로 바꿀 규칙을 결정합니다.
- 두 개 이상을 지정할 수 있습니다. get_x 및 get_y 의 내용을 모두 수용할 수 있어야 합니다.
- 입력과 출력을 구분하기 위한 목적으로 n_inp 라는 인자를 건드릴 수 있습니다.
  - 예시 1) 이미지 파일 경로에서, 이미지를 불러오고 tensor로 변환하는 ImageBlock. 상위 폴더명을 원-핫 인코딩된 tensor로 변환하는 CategoryBlock
  - 예시 2-1) 이미지 파일 두 개를 수용하기 위한, 두 개의 ImageBlock. 해당 레이블을 원-핫 인코딩 tensor로 변환하는 CategoryBlock
  - 예시 2-2) 이미지 파일 두 개를 한번에 수용 가능한 TupleBlock. 해당 레이블을 원-핫 인코딩 tensor로 변환하는 CategoryBlock

item_tfms: 각 데이터 하나에 대한 변형을 하고 싶다면, 그 변형 규칙을 지정합니다.

batch_tfms: 배치 단위의 데이터에 대한 변형을 하고 싶다면, 그 변형 규칙을 지정합니다.
- 배치 단위의 데이터 변형은 배치 단위로 GPU(가용하다면) 에서 수행됩니다.

splitter: 학습/검증 데이터셋을 구분하는 방법을 결정합니다.
- 두 개(학습/검증)를 포함한 튜플 형식을 반환합니다.
- 각각 리스트이며, 리스트에는 인덱스 목록이 들어 있습니다. get_items 에서 누구 인덱스를 학습용으로, 누구 인덱스를 검증용으로 둘 것인지를 나열한 것입니다.

siamese = DataBlock(   
    get_items=get_tuples,                       # 모든 데이터를 불러 들이는 함수를 지정합니다.
        get_x=get_x,                            # 불러와진 데이터에 대해서, 입력을 결정하는 함수를 지정합니다.
        get_y=get_y,                            # 불러와진 데이터에 대해서, 출력을 결정하는 함수를 지정합니다.
       blocks=(ImageTupleBlock, CategoryBlock), # tuple 형식으로, 두 개 이상도 가능합니다.
    item_tfms=Resize(224),                      # 아이템 단위의 변환
   batch_tfms=[Normalize.from_stats(*imagenet_stats)],   # 배치 단위의 변환
     splitter=splitter                         # 학습/검증 데이터셋을 분리하는 함수를 지정합니다.        
)

Siamese 예제

앞선 설명을 Siamese 데이터 블록에 대입해서 설명해 보자면

siamese.dataloaders(files)
- files는 단순히 Path 객체로 표현된 이미지 파일 경로의 목록 입니다.

get_items: get_tuples
- get_tuples 함수는 입력된 이미지 파일 경로 목록들로부터, 튜플 (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블) 목록을 만들어 반환합니다.
  - 우선 각 파일을 순차적으로 접근합니다. 접근될 때마다 무작위로 다른 파일을 하나 접근합니다.
  - 그리고 두 파일의 카테고리를 추출합니다. 두 파일의 카테고리가 일치한다면 True, 아니라면 False를 레이블로서 정합니다.

get_x: get_x
- get_x 함수는 get_tuples 가 반환한 목록을 하나씩 접근합니다.
  - 즉, (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블) 튜플을 하나씩 처리합니다.
  - 해당 튜플 중 처음 두 개만이 입력 데이터이므로 튜플[:2] 를 반환합니다.

get_y: get_y
- get_y 함수는 get_tuples 가 반환한 목록을 하나씩 접근합니다.
  - 즉, (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블) 튜플을 하나씩 처리합니다.
  - 해당 튜플 중 마지막 하나만이 출력 데이터이므로 튜플[2]를 반환합니다.

blocks: (ImageTupleBlock, CategoryBlock)
- ImageTupleBlock은 내부적으로 두 개의 이미지를 입력받고, 이들을 PILImage 형식으로 변환 후 TensorImage 형식으로 변환합니다.
  - ImageTupleBlock은 TransformBlock을 반환하는데, TransformBlock에는 type_tfms 및 batch_tfms 인자가 있습니다. type_tfms는 DataBlock의 item_tfms와 동일한 것으로 실제로는 머지되어 처리됩니다. 마찬가지로 TransformBlock에서 지정된 batch_tfms도 DataBlock의 batch_tfms와 머지되어 처리됩니다.
    - type_tfms에서 PILImage로의 변환 작업이 지정되고, batch_tfms에서 TensorImage로의 변환 작업이 지정되었습니다.
- CategoryBlock은 주어진 레이블을 원-핫 인코딩된 tensor로 변환합니다.

item_tfms: Resize(224)
- 이미지 크기 조절은 Resize 라는 Transform 형 객체를 활용합니다.
- item_tfms에 나열되는 Transform 류는 준비된 데이터 튜플(이미지 파일 경로 1, 이미지 파일 경로 2, 레이블)에 모두 적용됩니다.
  - 하지만, 내부적으로 자신이 적용 가능한 녀석이 아니면 그대로 종료됩니다. 즉, 이미지 파일 경로 1, 이미지 파일 경로 2에 대한 변환만이 수행됩니다.

batch_tfms: [Normalize.from_stats(*imagenet_stats)]
- item_tfms 때와 마찬가지로 적용될 대상을 스스로 알아챕니다
- Normalize.from_stats(*imagenet_stats)는 이미지넷 학습에 사용된 데이터의 평균, 표준편차 값으로 전이학습 되는 데이터의 정규화를 수행한다는 의미를 가집니다. 그렇게 해서 전이학습 대상 모델이 학습한 데이터와 유사한 값들로 변환합니다.

get_items: get_tuples

(이미지 파일 경로 1, 이미지 파일 경로 2, 레이블) 튜플 목록을 구성하는데 get_tuples 함수가 지정되었습니다. get_tuples 함수는 다른 함수와 변수가 활용되어 만들어져 있습니다. 각각을 살펴보도록 하겠습니다.

draw_other(filename)
1. 주어진 파일이름으로부터 카테고리를 추출합니다. (category_extraction_func)
2. 주어진 파일이름이 속한 데이터셋을 알아냅니다. (학습? 검증?). (get_split)
3. 주어진 파일과 비교될 다른 이미지를 선택합니다.
  1. 카테고리가 같은지, 다른지에 대한 무작위성 확률을 생성합니다. (is_same)
4. 무작위로 만들어진 확률에 따라, 비교될 이미지의 카테고리를 무작위로 선택합니다.
5. 선택된 카테고리내에 속한 이미지를 무작위로 선택합니다.
6. (선택된 이미지 파일 경로, is_same)를 반환합니다.

get_tuples(filenames)
1. 모든 파일이름을 순차적으로 접근하여, [filename, *draw_other(filename)]를 만듭니다.
  1. draw_other(filename)는 (선택된 이미지 파일 경로, is_same)를 반환하였습니다.
  2. *draw_other(filename)은 반환된 두 값을 list인 것처럼 만들고, 이를 [filename]** 에 편승시킵니다.
  3. 따라서, 논리적으로 볼 때 [filename, 선택된 이미지 파일 경로, is_same], 세 값으로 구성된 list가 만들어집니다.
2. 만들어진 [filename, *draw_other(filename)] 들을 list 목록으로 만듭니다.

이제 목록에서 언급된 부수적인 함수와, 활용된 변수들을 살펴보겠습니다.

category_extraction_func

이미지 파일의 경로가 주어졌을 때, 경로에서 레이블을 추출하는 함수입니다.

정규표현식을 사용하고 있으며, 아래 코드의 r'^(.*)_\d+.jpg$' 부분이 정규표현식에 해당합니다.
정규표현식에 맞는 문자열을 발견했다면, 괄호 ( ) 안의 것을 추출하여 반환합니다.

def category_extraction_func(filename):
    return re.match(r'^(.*)_\d+.jpg$', filename.name).groups()[0] # () 안의 것을 추출하여 반환

아래의 테스트 코드는 "/Users/chansung/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_167.jpg" 라는 파일 경로에서, Egyptian_Mau가 추출되는 것을 보여줍니다.

print(category_extraction_func(Path("/Users/chansung/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_167.jpg")))

Egyptian_Mau

카테고리 - 파일 경로 매핑 테이블

전체 파일 로딩 및 카테고리 테이블 생성

앞서 간단히 설명된 draw_other 및 get_tuples 함수에서는 주어진 이미지와 다른 카테고리의 이미지를 선택하는 로직이 있었습니다. 다른 이미지를 선택하기 위해서는 카테고리별로 이미지 경로의 목록이 정리되어 있어야 할 것입니다. 다음의 세 코드 블록은 이러한 매핑 테이블을 구성하는 방법을 보여줍니다.

1 ) 우선 모든 이미지 파일 목록을 찾습니다.

get_image_files는 입력된 경로로부터, 재귀적으로 모든 하위 경로를 탐색하여 이미지 파일들만을 추출하여 목록으로서 반환합니다.
get_image_files는 fastai에서 제공하는 유틸리티 함수입니다.

files      = get_image_files(path/"images")  # 지정 디렉토리 아래에 존재하는 모든 이미지 파일 목록 긁어오기

아래의 결과를 보면 알 수 있듯이 모든 이미지 파일의 경로 목록이 만들어졌습니다. (학습/검증용 데이터를 가리지 않고, 모두 뽑아냅니다. 이후 splitter 부분에서 누구를 학습, 누구를 검증 데이터셋에 넣을지를 정합니다)

files

(#7390) [Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_167.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_52.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/basset_hound_112.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_193.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/shiba_inu_122.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_53.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Birman_167.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/leonberger_6.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_47.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/shiba_inu_136.jpg')...]

2 ) 추출된 이미지 파일 경로를 순차적으로 접근하여, category_extraction_func 함수로 카테고리를 추출합니다.

그리고, 추출된 카테고리를 set에 넣어줍니다. 즉, 중복성을 제거하여 고유한 카테고리 종류가 몇 가지 있는지를 파악합니다.
이렇게 만들어진 set은 나중에 카테고리 - 파일 경로 매핑 테이블 구성시 카테고리 키값을 다룰 때 활용됩니다.

categories = list(set(files.map(category_extraction_func)))    # 카테고리 목록 만들기

아래 코드의 결과를 통해서 총 37종의 카테고리가 있음을 알 수 있습니다.

print(len(categories))
print(categories)

37
['yorkshire_terrier', 'basset_hound', 'boxer', 'keeshond', 'Maine_Coon', 'pug', 'Abyssinian', 'wheaten_terrier', 'Bengal', 'Russian_Blue', 'Bombay', 'Siamese', 'British_Shorthair', 'Ragdoll', 'Egyptian_Mau', 'german_shorthaired', 'english_cocker_spaniel', 'japanese_chin', 'english_setter', 'samoyed', 'leonberger', 'miniature_pinscher', 'Sphynx', 'pomeranian', 'Persian', 'staffordshire_bull_terrier', 'american_pit_bull_terrier', 'shiba_inu', 'saint_bernard', 'scottish_terrier', 'great_pyrenees', 'beagle', 'chihuahua', 'american_bulldog', 'havanese', 'Birman', 'newfoundland']

학습과 검증용 데이터셋의 분리

갑자기 학습/검증용 데이터셋 분리 내용이 나옵니다. 두 이미지의 선택은 각 데이터셋에서 이루어 져야 하기 때문에 이 과정을 먼저 다룹니다. 학습용 데이터에 검증용 데이터가 섞이면 안되겠죠? 즉, (이미지 파일 경로 1, 이미지 파일 경로 2)의 두 이미지는 같은 데이터셋 내에서 골라지는 것입니다.

1 ) 우선 전체 데이터를 학습/검증용으로 쪼갭니다.

RandomSplitter는 list를 입력받고, 이를 정해진 비율로 쪼갭니다.
쪼개어진 결과는 [ [ ] , [ ] ] 형식이 되고, 각 list에 저장되는 것은 실제 데이터가 아니라 인덱스 번호 입니다.

splits       = RandomSplitter()(files)                         # 디폴트 valid_pct 값은 0.2. 반환되는 값은 인덱스 목록의 튜플

아래 결과처럼, 두 개의 list가 만들어졌습니다. 디폴트로 RnadomSplitter는 80:20 비율로 두 데이터셋을 나눕니다.

splits

((#5912) [5150,2907,1623,4621,2737,6762,1800,7361,3133,6249...],
 (#1478) [4150,4588,5071,6245,1624,650,1431,4502,1996,4283...])

2 ) 그 다음은 RandomSplitter가 반환한 인덱스 list로부터 실제 데이터를 가져옵니다.

단순히 인덱스 번호를 참조해서, files로부터 매핑된 파일 목록을 추출하는 과정입니다.
그 다음, 파일의 중복성을 제거하기 위해서 set 으로 만들어줍니다. (반드시 필요한 과정은 아닙니다)

splits_files = [files[splits[i]] for i in range(2)]            # splits 정보를 기반으로, 실제 이미지 파일 경로 목록을 구성
splits_sets  = mapped(set, splits_files)                       # 중복 파일이 없는지 확인하기 위해서 set으로 만듬

아래 결과처럼, 두 개의 list가 만들어졌습니다. 단, 이번에는 실제 이미지 파일 경로 목록이 들어갔습니다.

splits_files

[(#5912) [Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/beagle_66.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/great_pyrenees_45.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Maine_Coon_107.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Bengal_22.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_26.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_12.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_188.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_63.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/japanese_chin_76.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/chihuahua_140.jpg')...],
 (#1478) [Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_18.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_128.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Maine_Coon_57.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Ragdoll_12.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Abyssinian_71.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_setter_24.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_48.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Persian_261.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Persian_16.jpg'),Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Persian_34.jpg')...]]

카테고리 - 이미지 파일 목록 딕셔너리 구축

카테고리명을 키값으로, 각 카테고리별로 이미지 파일 목록을 매핑해서 관리하는 딕셔너리를 구축합니다. 이 딕셔너리를 구축하는 주된 이유는 이후 (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블) 튜플을 만들 때, 선택된 같은/다른 카테고리에 속한 이미지 파일을 손쉽게 추출하기 위함입니다.

# 동일한 카테고리에 속하는 이미지 파일끼리 묶어서, 딕셔너리 형태로 관리
splbl2files  = [{c: [f for f in s if category_extraction_func(f) == c] for c in categories} for s in splits_sets]

아래의 코드 실행 결과는 splbl2files가 길이 2로 구성된 list 라는것을 알 수 있다. 각각은 학습용 데이터셋과 검증용 데이터셋에 대한 것이다. 그리고, 그 중 [0] (즉, 학습용 데이터셋)에 접근하여, 존재하는 키값을 모두 출력해서 포함된 카테고리/품종의 종류를 알 수 있습니다. 각 카테고리/품종 마다 속한 이미지 목록이 관리되는 구조라는 것을 알 수 있다.

print("data type: ", type(splbl2files))
print("length: ", len(splbl2files))
print("breeds: ", splbl2files[0].keys(), '\n')
print(splbl2files[0]['yorkshire_terrier'])

data type:  <class 'list'>
length:  2
breeds:  dict_keys(['yorkshire_terrier', 'basset_hound', 'boxer', 'keeshond', 'Maine_Coon', 'pug', 'Abyssinian', 'wheaten_terrier', 'Bengal', 'Russian_Blue', 'Bombay', 'Siamese', 'British_Shorthair', 'Ragdoll', 'Egyptian_Mau', 'german_shorthaired', 'english_cocker_spaniel', 'japanese_chin', 'english_setter', 'samoyed', 'leonberger', 'miniature_pinscher', 'Sphynx', 'pomeranian', 'Persian', 'staffordshire_bull_terrier', 'american_pit_bull_terrier', 'shiba_inu', 'saint_bernard', 'scottish_terrier', 'great_pyrenees', 'beagle', 'chihuahua', 'american_bulldog', 'havanese', 'Birman', 'newfoundland']) 

[Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_45.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_142.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_31.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_197.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_51.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_48.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_157.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_104.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_29.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_139.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_78.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_14.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_186.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_89.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_114.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_77.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_126.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_41.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_118.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_106.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_5.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_15.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_149.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_1.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_37.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_19.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_30.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_27.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_32.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_130.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_9.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_68.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_7.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_150.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_158.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_162.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_184.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_113.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_129.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_65.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_11.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_143.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_115.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_82.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_43.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_93.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_8.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_136.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_190.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_124.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_76.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_128.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_178.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_60.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_80.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_62.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_6.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_40.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_36.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_144.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_23.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_79.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_47.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_44.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_173.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_97.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_147.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_196.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_22.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_188.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_13.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_35.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_193.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_63.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_116.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_165.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_102.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_58.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_123.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_21.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_61.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_181.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_108.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_74.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_67.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_112.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_46.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_140.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_75.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_69.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_54.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_52.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_105.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_166.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_151.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_72.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_24.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_182.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_38.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_161.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_100.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_86.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_133.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_164.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_148.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_90.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_152.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_98.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_177.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_49.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_191.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_3.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_42.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_110.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_183.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_192.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_81.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_160.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_119.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_163.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_20.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_172.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_132.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_131.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_153.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_91.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_16.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_66.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_10.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_125.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_92.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_156.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_4.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_195.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_175.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_198.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_134.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_135.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_88.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_50.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_137.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_127.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_167.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_170.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_26.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_200.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_168.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_185.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_174.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_109.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_73.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_187.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_87.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_107.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_101.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_57.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_12.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_85.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_55.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_117.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_84.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_138.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_53.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_155.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_70.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_28.jpg')]

데이터 목록의 구성 (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블)

데이터 목록의 구성에는 get_tuples과 draw_other 함수가 관련이 있습니다. 이미 이 두 함수에 대한 설명은 앞에서 했었죠. 상기 차원에서, 다시 한번 그 설명을 그대로 복사해 오겠습니다.

draw_other(filename)
1. 주어진 파일이름으로부터 카테고리를 추출합니다. (category_extraction_func)
2. 주어진 파일이름이 속한 데이터셋을 알아냅니다. (학습? 검증?). (get_split)
3. 주어진 파일과 비교될 다른 이미지를 선택합니다.
  1. 카테고리가 같은지, 다른지에 대한 무작위성 확률을 생성합니다. (is_same)
4. 무작위로 만들어진 확률에 따라, 비교될 이미지의 카테고리를 무작위로 선택합니다.
5. 선택된 카테고리내에 속한 이미지를 무작위로 선택합니다.
6. (선택된 이미지 파일 경로, is_same)를 반환합니다.

get_tuples(filenames)
1. 모든 파일이름을 순차적으로 접근하여, [filename, *draw_other(filename)]를 만듭니다.
  1. draw_other(filename)는 (선택된 이미지 파일 경로, is_same)를 반환하였습니다.
  2. *draw_other(filename)은 반환된 두 값을 list인 것처럼 만들고, 이를 [filename]** 에 편승시킵니다.
  3. 따라서, 논리적으로 볼 때 [filename, 선택된 이미지 파일 경로, is_same], 세 값으로 구성된 list가 만들어집니다.
2. 만들어진 [filename, *draw_other(filename)] 들을 list 목록으로 만듭니다.

get_split(filename)
1. 추가적으로 나타난 함수로 특정 이미지 파일 경로가 주어졌을 때, 해당 이미지가 학습용에 속하는지 검증용에 속하는지를 판단합니다. 바로 직후 비교되어야 할 이미지2를 고를 때, 해당 이미지를 끄집어 내야 하는 대상 데이터셋을 판단하기 위한 목적으로 사용됩니다.

def get_split(filename):
    for i, s in enumerate(splits_sets):
        if filename in s: return i
    raise ValueError(f'File {f} is not presented in any split.')

def draw_other(filename):
    given_category = category_extraction_func(filename)
    split    = get_split(filename)

    is_same  = random.random() < 0.5    
    
    if not is_same: 
        other_category = random.choice(L(category for category in categories if category != given_category))
    else:
        other_category = given_category

    return random.choice(splbl2files[split][other_category]), is_same

def get_tuples(filenames): 
    return [[filename, *draw_other(filename)] for filename in filenames]

아래의 코드에서 files[0]에 대한 get_split 함수의 결과는 0 입니다. 즉, files[0] 은 학습용 데이터셋에 속한다는 것입니다. 만약 결과가 1 이라면, 검증용 데이터셋이 되겠죠.

get_split(files[0])

0

아래는 files[0] 에 대한 draw_other 함수의 결과입니다. 이미지 경로와, 불리언 값을 가진 튜플이 출력된 것을 알 수 있습니다. 여기서 나타난 이미지 경로는, files[0] 이 아니라, files[0] 와 비교되어야 할 다른 이미지이며, 불리언 값은 files[0] 과 비교 대상 이미지가 같은 범주인지 아닌지를 나타냅니다.

draw_other(files[0])

(Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Ragdoll_106.jpg'),
 False)

다음은 draw_other 함수의 결과를 포함하여 세 요소를 포함한 튜플의 결과 예를 보여줍니다.

print(get_tuples(files)[0])
print()
print(get_tuples(files)[1])

[Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_167.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_104.jpg'), True]

[Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_52.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_56.jpg'), True]

blocks: (ImageTupleBlock, CategoryBlock)

ImageTupleBlock

ImageTupleBlock은 모델에 주입되는 데이터를 대변합니다. 앞서 get_tuples 함수가 반환한 것은 단순히 이미지 파일 경로들의 목록 쯤으로 볼 수 있지만, 실제로는 이미지 파일이 열리고 => 픽셀값들을 tensor로 변환해야만 모델로 주입이 가능합니다.

ImageTupleBlock은 단순히 TransformBlock 이라는 클래스의 인스턴스를 반환합니다. 해당 인스턴스를 생성할 때 지정되는 인자와 인자값을 주목하여 바라보겠습니다.

type_tfms
- 풀 네임은 Type Transform 입니다. 즉, 모델에 주입 가능한 형태로 형 변환을 하겠다는 의미입니다. 형 변환을 담당하는 함수로는 ImageTuple.create가 지정되었습니다. 이 함수를 포함한 ImageTuple 클래스는 바로 아래에서 설명합니다.
batch_tfms
- 풀 네임은 Batch Transform 입니다. 즉, 무언가 변형을 가하는데 데이터 배치 단위로 변형을 수행하겠다는 의미입니다. 배치 단위의 변형은 IntToFloatTensor이 지정되었습니다. 이 내용도 아래에서 다루겠습니다.

ImageTuple

ImageTuple 클래스는 기본적으로 fastuple 을 상속받습니다. fastuple은 단순히 tuple 이라는 파이선의 표준적인 클래스를 약간 확장시킨 것입니다. 기본적으로는 tuple 이라고 이해해도 무방합니다.

ImageTuple 클래스에서는 다음 두 개의 메서드를 구현합니다.

create
- ImageTupleBlock의 형 변환 역할을 수행자로 지정된 메서드입니다. 보다시피 파일들을 입력받고, 해당 파일들을 반복적으로 접근하여 PILImage.create 메서드를 통해 PILImage화 합니다.
  - PILImage.create는 단순히 이미지파일을 읽어서 이를 numpy array 형식으로 만들어준다고 보면 됩니다. 왜냐하면 PILImage 자체는 유명한 PIL 패키지의 Image 클래스를 상속받은 것이기 때문이죠. PILImage라는 별도의 클래스를 만든 이유는 편의성 때문입니다. 파일이름 외에 다양한 형식으로 이미지가 입력되더라도 이를 모두 단일화된 PIL Image로 변환해 주는 간단한 유틸리티 클래스입니다.
- create는 클래스-메서드 입니다. 클래스-메서드의 첫 번째 인자에는 일반적으로 cls 라는 것이 있습니다. cls는 단순히 클래스 메서드를 품고있는 클래스 자체를 의미합니다. 따라서, return cls(...) 처럼 호출하면, 인자를 수용해서 해당 클래스 인스턴스를 만들고 반환하는 것이죠.
show
- fastai 는 모델에 주입되는 데이터를 DataLoaders 라는 클래스로 래핑하는 것이 일반적입니다. 이 클래스에는 show_batch 라는 메서드가 있는데, 데이터를 화면에 출력하여 확인할 수 있도록 해 줍니다. 기본적인 이미지, 텍스트 등은 이미 화면에 출력되는 방법이 정의되어 있지만, 나만의 사용자 정의 데이터를 만들 때는 이를 직접 구현해 줘야 합니다.
- 직접 구현해 줘야 하는 내용은 type_tfms에 지정된 클래스 (ImageTuple)에 show 라는 메서드를 정의하는 것입니다. 그러면, show_batch 메서드가 호출되었을 때, show 를 참조하여 각 데이터별 출력을 수행합니다.
  - 이 메서드의 구현 내용은 아래 코드를 참조하기 바랍니다.

class ImageTuple(fastuple):
    @classmethod
    def create(cls, filenames): 
        return cls(tuple(PILImage.create(f) for f in filenames))
    
    def show(self, ctx=None, **kwargs): 
        # self는 tuple 이므로 
        # 이미지1과 이미지2를 decompose 하여 들고옵니다
        t1,t2 = self
        
        # 데이터 무결성을 체크합니다
        if not isinstance(t1, Tensor) or \
           not isinstance(t2, Tensor) or \
            t1.shape != t2.shape: 
                return ctx
        
        # 두 이미지 사이에 들어갈 검은색 "줄" 픽셀을 위한 tensor를 만듭니다.
        # 검은색이라서 0 이라는 값으로 채워집니다.
        # new_zeros에 나열된 인자는 tensor의 모양을 결정합니다.
        # 즉, 마지막 10이 "줄"의 너비를 의미하죠.
        line = t1.new_zeros(t1.shape[0], t1.shape[1], 10)
        
        # 두 이미지(t1, t2) 사이에 "줄"을 이어붙인 tensor를 만들고
        # fastai에서 이미지를 출력하는 기본 함수인 show_image를 사용하여 출력합니다.
        return show_image(torch.cat([t1,line,t2], dim=2), ctx=ctx, **kwargs)

def ImageTupleBlock():
    return TransformBlock(type_tfms=ImageTuple.create, 
                          batch_tfms=IntToFloatTensor)

TransformBlock

ImageTupleBlock 은 내부적으로 TransformBlock을 반환합니다. 우선 TransformBlock의 정의를 한번 살펴봅시다. 아래에서 보다시피 DataBlock API를 사용하기 위해서, 모든 block은 TransformBlock으로 만들어져야 한다고 이해할 수 있습니다. 단지 type_tfms 및 batch_tfms에 알맞은 행동을 넣어주면, 나머지는 fastai 에서 처리합니다.

DataBlock의 생성

이제 정말로 DataBlock을 생성해볼 차례입니다. 이미 DataBlock을 만드는 코드 자체는 제일 처음에 살펴보았습니다. 여기서 살펴볼 내용은 DataBlock의 get_x, get_y, splitter 세 인자에 할당된 함수 내용입니다. 상기차원에서 각 세 인자의 역할은 다음과 같습니다.

get_x ( 입력의 결정 )

get_x 함수는 get_tuples 가 반환한 목록을 하나씩 접근합니다.
즉, (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블) 튜플을 하나씩 처리합니다.
해당 튜플 중 처음 두 개만이 입력 데이터이므로 튜플[:2] 를 반환합니다.

def get_x(t): 
    return t[:2]

get_x(get_tuples(files)[0])

[Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_167.jpg'),
 Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_71.jpg')]

get_y ( 출력의 결정 )

get_y 함수는 get_tuples 가 반환한 목록을 하나씩 접근합니다.
즉, (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블) 튜플을 하나씩 처리합니다.
해당 튜플 중 마지막 하나만이 출력 데이터이므로 튜플[2]를 반환합니다.

def get_y(t): 
    return t[2]

get_y(get_tuples(files)[0])

True

splitter ( 학습/검증 데이터셋을 구분 방법 결정 )

두 개(학습/검증)를 포함한 튜플 형식을 반환합니다.
각각 리스트이며, 리스트에는 인덱스 목록이 들어 있습니다. get_items 에서 누구 인덱스를 학습용으로, 누구 인덱스를 검증용으로 둘 것인지를 나열한 것입니다.

def splitter(items):
    def get_split_files(i): 
        return [j for j,(f1,f2,same) in enumerate(items) if get_split(f1)==i]
    
    return get_split_files(0),get_split_files(1)

DataBlock 만들기

이제 DataBlock을 만들기위한 모든 조각이 모였습니다. 아래와 같이 DataBlock을 만들어볼 수 있습니다.

siamese = DataBlock(   
    get_items=get_tuples,                       # 모든 데이터를 불러 들이는 함수를 지정합니다.
        get_x=get_x,                            # 불러와진 데이터에 대해서, 입력을 결정하는 함수를 지정합니다.
        get_y=get_y,                            # 불러와진 데이터에 대해서, 출력을 결정하는 함수를 지정합니다.
       blocks=(ImageTupleBlock, CategoryBlock), # tuple 형식으로, 두 개 이상도 가능합니다.
    item_tfms=Resize(224),                      # 아이템 단위의 변환
   batch_tfms=[Normalize.from_stats(*imagenet_stats)],   # 배치 단위의 변환
     splitter=splitter                         # 학습/검증 데이터셋을 분리하는 함수를 지정합니다.        
)

DataBlock 을 만들 때, 정상적으로 만들어졌는지, 그렇지 않다면 어느 부분에서 문제가 발생했는지를 디버깅 하는것은 쉽지 않은 작업입니다. 다행히도 fastai 에서는 summary 라는 메서드를 제공하여, 손쉬운 디버깅 방식을 소개합니다.

출력결과는 여러가지 상황을 말해줍니다. 그 중 Building one sample과 Building one batch 부분을 확인해 보면, 각각 하나의 샘플을 구성하는 절차와 배치단위의 샘플 구성 절차를 보여줍니다.

siamese.summary(files)

Setting-up type transforms pipelines
Collecting items from [Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_167.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_52.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/basset_hound_112.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_193.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/shiba_inu_122.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_53.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Birman_167.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/leonberger_6.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_47.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/shiba_inu_136.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/saint_bernard_139.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Birman_173.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Abyssinian_225.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/basset_hound_106.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_200.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_187.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_49.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_173.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_46.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/shiba_inu_43.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_61.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/saint_bernard_111.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/scottish_terrier_132.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/scottish_terrier_126.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/saint_bernard_105.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/saint_bernard_2.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_189.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Abyssinian_219.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/shiba_inu_57.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_75.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/german_shorthaired_131.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_setter_170.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_91.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/newfoundland_137.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_162.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_90.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_59.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_150.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Sphynx_241.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_23.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_144.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/newfoundland_123.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_176.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_84.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_85.jpg'), 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Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/basset_hound_66.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/newfoundland_85.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/British_Shorthair_186.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Abyssinian_78.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_171.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Birman_87.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/chihuahua_185.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Bombay_64.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/havanese_20.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_138.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_bulldog_57.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Birman_93.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/chihuahua_191.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Bombay_70.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/havanese_34.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_bulldog_43.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_165.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_131.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/newfoundland_91.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/basset_hound_72.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/japanese_chin_148.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Russian_Blue_114.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/British_Shorthair_179.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/basset_hound_99.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_132.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Persian_172.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Persian_44.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/boxer_200.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Abyssinian_87.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/saint_bernard_70.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Birman_78.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/great_pyrenees_39.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Abyssinian_93.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/saint_bernard_64.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_126.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Persian_166.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Russian_Blue_100.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/newfoundland_46.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/British_Shorthair_145.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Russian_Blue_128.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_bulldog_94.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Birman_44.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/chihuahua_146.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_setter_16.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/great_pyrenees_11.jpg'), 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Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_184.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_203.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Sphynx_112.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/german_shorthaired_41.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/beagle_135.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_bulldog_158.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/german_shorthaired_69.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/beagle_10.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_43.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Bengal_119.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Bombay_154.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/chihuahua_91.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_20.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_121.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_34.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_135.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_57.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Bombay_140.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/chihuahua_85.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_39.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/beagle_121.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_153.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/keeshond_161.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/german_shorthaired_96.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Abyssinian_176.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_220.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/samoyed_146.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/samoyed_152.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/keeshond_175.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/german_shorthaired_82.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_147.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/chihuahua_52.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_80.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Bombay_183.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/chihuahua_46.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_94.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Persian_7.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/keeshond_149.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Maine_Coon_244.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_2.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/keeshond_12.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/great_pyrenees_195.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/leonberger_39.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_157.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_143.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_3.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/great_pyrenees_181.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Bengal_94.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/samoyed_97.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Ragdoll_153.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/boxer_189.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/boxer_13.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_94.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_80.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Sphynx_5.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/samoyed_83.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Bengal_80.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_6.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Ragdoll_147.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/leonberger_11.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_34.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/leonberger_112.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/samoyed_68.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/great_pyrenees_156.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/boxer_176.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/japanese_chin_37.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Russian_Blue_262.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_194.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/japanese_chin_23.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_180.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/great_pyrenees_142.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/boxer_162.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_20.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/leonberger_106.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Maine_Coon_21.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Ragdoll_190.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/havanese_122.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/samoyed_54.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Bengal_57.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_57.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_43.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Ragdoll_184.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/havanese_136.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Bengal_43.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/samoyed_40.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Maine_Coon_35.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_195.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_setter_141.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/german_shorthaired_100.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_12.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_161.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_68.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_bulldog_212.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_153.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/newfoundland_106.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Birman_181.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_147.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/newfoundland_112.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_175.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/german_shorthaired_114.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/shiba_inu_99.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_181.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_setter_155.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/British_Shorthair_21.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_93.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_54.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_40.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_149.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_89.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_setter_169.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_88.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_6.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/german_shorthaired_128.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_87.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_setter_182.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_63.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_156.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_190.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Birman_156.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/shiba_inu_113.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/basset_hound_123.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/basset_hound_137.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_184.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_2.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/chihuahua_6.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Birman_142.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/saint_bernard_108.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/shiba_inu_107.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Siamese_76.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pug_77.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/english_setter_196.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_142.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_78.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_50.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/shiba_inu_72.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/scottish_terrier_103.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_97.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/saint_bernard_120.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Abyssinian_228.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/saint_bernard_134.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/pomeranian_83.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/scottish_terrier_117.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_44.jpg'), Path('/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/shiba_inu_66.jpg')]
Found 7390 items
2 datasets of sizes 5912,1478
Setting up Pipeline: get_x -> ImageTuple.create
Setting up Pipeline: get_y -> Categorize -- {'vocab': None, 'sort': True, 'add_na': False}

Building one sample
  Pipeline: get_x -> ImageTuple.create
    starting from
      [/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_167.jpg, /Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_85.jpg, True]
    applying get_x gives
      [/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_167.jpg, /Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_85.jpg]
    applying ImageTuple.create gives
      (PILImage mode=RGB size=183x275, PILImage mode=RGB size=300x453)
  Pipeline: get_y -> Categorize -- {'vocab': None, 'sort': True, 'add_na': False}
    starting from
      [/Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_167.jpg, /Users/chansungpark/.fastai/data/oxford-iiit-pet/images/Egyptian_Mau_85.jpg, True]
    applying get_y gives
      True
    applying Categorize -- {'vocab': None, 'sort': True, 'add_na': False} gives
      TensorCategory(1)

Final sample: ((PILImage mode=RGB size=183x275, PILImage mode=RGB size=300x453), TensorCategory(1))


Setting up after_item: Pipeline: Resize -- {'size': (224, 224), 'method': 'crop', 'pad_mode': 'reflection', 'resamples': (2, 0), 'p': 1.0} -> ToTensor
Setting up before_batch: Pipeline: 
Setting up after_batch: Pipeline: IntToFloatTensor -- {'div': 255.0, 'div_mask': 1} -> Normalize -- {'mean': tensor([[[[0.4850]],

         [[0.4560]],

         [[0.4060]]]]), 'std': tensor([[[[0.2290]],

         [[0.2240]],

         [[0.2250]]]]), 'axes': (0, 2, 3)}

Building one batch
Applying item_tfms to the first sample:
  Pipeline: Resize -- {'size': (224, 224), 'method': 'crop', 'pad_mode': 'reflection', 'resamples': (2, 0), 'p': 1.0} -> ToTensor
    starting from
      ((PILImage mode=RGB size=183x275, PILImage mode=RGB size=300x453), TensorCategory(1))
    applying Resize -- {'size': (224, 224), 'method': 'crop', 'pad_mode': 'reflection', 'resamples': (2, 0), 'p': 1.0} gives
      ((PILImage mode=RGB size=224x224, PILImage mode=RGB size=224x224), TensorCategory(1))
    applying ToTensor gives
      ((TensorImage of size 3x224x224, TensorImage of size 3x224x224), TensorCategory(1))

Adding the next 3 samples

No before_batch transform to apply

Collating items in a batch

Applying batch_tfms to the batch built
  Pipeline: IntToFloatTensor -- {'div': 255.0, 'div_mask': 1} -> Normalize -- {'mean': tensor([[[[0.4850]],

         [[0.4560]],

         [[0.4060]]]]), 'std': tensor([[[[0.2290]],

         [[0.2240]],

         [[0.2250]]]]), 'axes': (0, 2, 3)}
    starting from
      ((TensorImage of size 4x3x224x224, TensorImage of size 4x3x224x224), TensorCategory([1, 0, 1, 1]))
    applying IntToFloatTensor -- {'div': 255.0, 'div_mask': 1} gives
      ((TensorImage of size 4x3x224x224, TensorImage of size 4x3x224x224), TensorCategory([1, 0, 1, 1]))
    applying Normalize -- {'mean': tensor([[[[0.4850]],

         [[0.4560]],

         [[0.4060]]]]), 'std': tensor([[[[0.2290]],

         [[0.2240]],

         [[0.2250]]]]), 'axes': (0, 2, 3)} gives
      ((TensorImage of size 4x3x224x224, TensorImage of size 4x3x224x224), TensorCategory([1, 0, 1, 1]))

DataLoaders 만들기

DataLoaders는 단순히 학습용 데이터셋과 검증용 데이터셋에 대한 두 개의 PyTorch의 DataLoader를 래핑하는 클래스 정도로 생각할 수 있습니다. DataBlock 구성시 이 두 개의 데이터셋을 구축할 수 있는 정보를 모두 전달해 줬습니다. 따라서 DataBlock은 DataLoaders를 만드는 방법을 알고 있습니다.

dataloaders 메서드를 통해서 DataLoaders 클래스 인스턴스를 만들 수 있는데, 이 때 전달되어야 하는 인자값으로는 DataBlock이 기대하는 입력 데이터 입니다. 앞서 언급한 대로 DataBlock은 일종의 템플릿으로, 데이터가 주입되기 전에는 동작하지 않습니다. 그 데이터를 주입하는 단계가 바로 dataloaders 메서드를 호출하는 것입니다.

dls = siamese.dataloaders(files)

그러면 통상적으로 fastai 에서 제공하는 show_batch() 메서드를 통해서 배치단위로 이미지를 출력해볼 수도 있습니다. 또한 cnn_learner 등의 fastai가 제공하는 모델 만들기, 학습 방법 등의 방법을 그대로 적용받을 수 있습니다.

아래는 show_batch() 메서드가 출력한 내용입니다. 실제로는 ImageTuple에서 정의된 show 메서드를 내부적으로 참조해서 내용을 출력해 나갑니다. 따라서, 하나의 샘플마다 공간을 차지하는 방식이 되겠죠. 하지만 공간을 충분히 활용하지 못하기 때문에 약간은 지저분해 보일 수 있습니다. 공간의 효율적인 차지를 위해서는 show_batch 메서드를 오버라이딩 해줄 필요가 있습니다. 바로 이 다음에 이를 살펴보죠.

dls.show_batch()

show_batch

아래는 show_batch 메서드의 오버라이딩 방법을 보여줍니다. @typedispatch 라는 생소한 키워드가 등장하는데, 이 데코레이션을 사용하면, 손쉽게 메서드 오버라이딩 (재정의)가 가능합니다.

@typedispatch
def show_batch(x:ImageTuple, y, samples, ctxs=None, max_n=6, nrows=None, ncols=2, figsize=None, **kwargs):
    if figsize is None: 
        figsize = (ncols*6, max_n//ncols * 3)
        
    if ctxs is None: 
        ctxs = get_grid(min(len(samples), max_n), 
                        nrows=nrows, 
                        ncols=ncols, 
                        figsize=figsize)
        
    ctxs = show_batch[object](x, y, samples, ctxs=ctxs, max_n=max_n, **kwargs)
    return ctxs

dls.show_batch()

데이터 블록 만드는 법 (Siamese)

DataBlock API

`class` `DataBlock`[source]

Siamese 예제

get_items: get_tuples

category_extraction_func

카테고리 - 파일 경로 매핑 테이블

전체 파일 로딩 및 카테고리 테이블 생성

`get_image_files`[source]

학습과 검증용 데이터셋의 분리

`RandomSplitter`[source]

카테고리 - 이미지 파일 목록 딕셔너리 구축

데이터 목록의 구성 (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블)

blocks: (ImageTupleBlock, CategoryBlock)

ImageTupleBlock

ImageTuple

TransformBlock

`class` `TransformBlock`[source]

DataBlock의 생성

get_x ( 입력의 결정 )

get_y ( 출력의 결정 )

splitter ( 학습/검증 데이터셋을 구분 방법 결정 )

DataBlock 만들기

DataLoaders 만들기

show_batch

`class` `TypeDispatch`[source]

DataBlock API

class DataBlock[source]

Siamese 예제

get_items: get_tuples

category_extraction_func

카테고리 - 파일 경로 매핑 테이블

전체 파일 로딩 및 카테고리 테이블 생성

get_image_files[source]

학습과 검증용 데이터셋의 분리

RandomSplitter[source]

카테고리 - 이미지 파일 목록 딕셔너리 구축

데이터 목록의 구성 (이미지 파일 경로 1, 이미지 파일 경로 2, 레이블)

blocks: (ImageTupleBlock, CategoryBlock)

ImageTupleBlock

ImageTuple

TransformBlock

class TransformBlock[source]

DataBlock의 생성

get_x ( 입력의 결정 )

get_y ( 출력의 결정 )

splitter ( 학습/검증 데이터셋을 구분 방법 결정 )

DataBlock 만들기

DataLoaders 만들기

show_batch

class TypeDispatch[source]

`class` `DataBlock`[source]

`get_image_files`[source]

`RandomSplitter`[source]

`class` `TransformBlock`[source]

`class` `TypeDispatch`[source]