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data/train-00003-of-00006-9f022966b6bb9cf8.parquet → Bingsu--laion2B-multi-korean-subset/parquet-train-00000-of-00006.parquet RENAMED
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README.md DELETED
@@ -1,179 +0,0 @@
1
- ---
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- annotations_creators:
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- - crowdsourced
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- language_creators:
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- - crowdsourced
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- language:
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- - ko
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- license:
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- - cc-by-4.0
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- multilinguality:
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- - monolingual
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- pretty_name: laion2B-multi-korean-subset
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- size_categories:
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- - 10M<n<100M
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- task_categories:
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- - feature-extraction
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- ---
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- # laion2B-multi-korean-subset
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-
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- ## Dataset Description
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- - **Homepage:** [laion-5b](https://laion.ai/blog/laion-5b/)
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- - **Huggingface:** [laion/laion2B-multi](https://huggingface.co/datasets/laion/laion2B-multi)
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-
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- ## About dataset
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- a subset data of [laion/laion2B-multi](https://huggingface.co/datasets/laion/laion2B-multi), including only korean
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-
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- ### Lisence
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- CC-BY-4.0
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- ## Data Structure
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-
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- ### Data Instance
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-
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- ```py
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- >>> from datasets import load_dataset
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- >>> dataset = load_dataset("Bingsu/laion2B-multi-korean-subset")
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- >>> dataset
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- DatasetDict({
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- train: Dataset({
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- features: ['SAMPLE_ID', 'URL', 'TEXT', 'HEIGHT', 'WIDTH', 'LICENSE', 'LANGUAGE', 'NSFW', 'similarity'],
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- num_rows: 11376263
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- })
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- })
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- ```
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-
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- ```py
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- >>> dataset["train"].features
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- {'SAMPLE_ID': Value(dtype='int64', id=None),
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- 'URL': Value(dtype='string', id=None),
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- 'TEXT': Value(dtype='string', id=None),
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- 'HEIGHT': Value(dtype='int32', id=None),
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- 'WIDTH': Value(dtype='int32', id=None),
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- 'LICENSE': Value(dtype='string', id=None),
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- 'LANGUAGE': Value(dtype='string', id=None),
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- 'NSFW': Value(dtype='string', id=None),
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- 'similarity': Value(dtype='float32', id=None)}
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- ```
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-
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- ### Data Size
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-
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- download: 1.56 GiB<br>
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- generated: 2.37 GiB<br>
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- total: 3.93 GiB
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-
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- ### Data Field
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-
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- - 'SAMPLE_ID': `int`
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- - 'URL': `string`
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- - 'TEXT': `string`
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- - 'HEIGHT': `int`
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- - 'WIDTH': `int`
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- - 'LICENSE': `string`
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- - 'LANGUAGE': `string`
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- - 'NSFW': `string`
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- - 'similarity': `float`
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-
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- ### Data Splits
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-
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- | | train |
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- | --------- | -------- |
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- | # of data | 11376263 |
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-
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-
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- ## Note
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-
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- ### Height, Width
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-
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- 이미지의 가로가 `HEIGHT`로, 세로가 `WIDTH`로 되어있는 것 같습니다.
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-
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- ```pycon
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- >>> dataset["train"][98]
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- {'SAMPLE_ID': 2937471001780,
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- 'URL': 'https://image.ajunews.com/content/image/2019/04/12/20190412175643597949.png',
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- 'TEXT': '인천시교육청, 인천 시군구발전협의회 임원진과의 간담회 개최',
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- 'HEIGHT': 640,
95
- 'WIDTH': 321,
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- 'LICENSE': '?',
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- 'LANGUAGE': 'ko',
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- 'NSFW': 'UNLIKELY',
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- 'similarity': 0.33347243070602417}
100
- ```
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-
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- ![image](https://image.ajunews.com/content/image/2019/04/12/20190412175643597949.png)
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-
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- ### csv file, pandas
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-
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- ```py
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- # pip install zstandard
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- import pandas as pd
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- from huggingface_hub import hf_hub_url
110
-
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- url = hf_hub_url("Bingsu/laion2B-multi-korean-subset", filename="laion2B-multi-korean-subset.csv.zst", repo_type="dataset")
112
- # url = "https://huggingface.co/datasets/Bingsu/laion2B-multi-korean-subset/resolve/main/laion2B-multi-korean-subset.csv.zst"
113
- df = pd.read_csv(url)
114
- ```
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-
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- <https://huggingface.co/datasets/Bingsu/laion2B-multi-korean-subset/resolve/main/laion2B-multi-korean-subset.csv.zst>
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-
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- 778 MB
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-
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- ### Code used to generate
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-
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- ```py
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- import csv
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- import re
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-
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- from datasets import load_dataset
127
- from tqdm import tqdm
128
-
129
-
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- pattern = re.compile(r"[가-힣]")
131
-
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-
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- def quote(s: str) -> str:
134
- s = s.replace('"""', "")
135
- return s
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-
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-
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- def filter_func(example) -> bool:
139
- lang = example.get("LANGUAGE")
140
- text = example.get("TEXT")
141
- if not isinstance(lang, str) or not isinstance(text, str):
142
- return False
143
- return lang == "ko" or pattern.search(text) is not None
144
-
145
-
146
- file = open("./laion2B-mulit_korean_subset.csv", "w", encoding="utf-8", newline="")
147
-
148
- ds = load_dataset("laion/laion2B-multi", split="train", streaming=True)
149
- dsf = ds.filter(filter_func)
150
- header = [
151
- "SAMPLE_ID",
152
- "URL",
153
- "TEXT",
154
- "HEIGHT",
155
- "WIDTH",
156
- "LICENSE",
157
- "LANGUAGE",
158
- "NSFW",
159
- "similarity",
160
- ]
161
- writer = csv.DictWriter(file, fieldnames=header)
162
- writer.writeheader()
163
-
164
- try:
165
- for data in tqdm(dsf): # total=11378843
166
- data["TEXT"] = quote(data.get("TEXT", ""))
167
- if data["TEXT"]:
168
- writer.writerow(data)
169
- finally:
170
- file.close()
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-
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- print("Done!")
173
- ```
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-
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- 실행에 약 8시간이 소요되었습니다. 이후에 `HEIGHT`나 `WIDTH`가 None인 데이터를 제거하고 업로드하였습니다.
176
-
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- ### img2dataset
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-
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- [img2dataset](https://github.com/rom1504/img2dataset)을 사용하여 URL로된 이미지들을 데이터셋 형태로 만들 수 있습니다.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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