Mehdi Cherti
commited on
Commit
•
7ef74d0
1
Parent(s):
e7fb26f
put back the building script
Browse files- README.md +1 -1
- build_yfcc15m.py +49 -0
README.md
CHANGED
@@ -3,5 +3,5 @@ license: cc
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---
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YFCC15m dataset from <https://github.com/openai/CLIP/blob/main/data/yfcc100m.md>.
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The subset is obtained by filtering the original YFCC100m (yfcc100m_dataset.sql)
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The script to rebuild the data from the original YFCC100m is provided at [build_yfcc15m.py](build_yfcc15m.py).
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---
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YFCC15m dataset from <https://github.com/openai/CLIP/blob/main/data/yfcc100m.md>.
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The subset is obtained by filtering the original YFCC100m (yfcc100m_dataset.sql) using the photo ids from <https://github.com/openai/CLIP/blob/main/data/yfcc100m.md>.
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The script to rebuild the data from the original YFCC100m is provided at [build_yfcc15m.py](build_yfcc15m.py).
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build_yfcc15m.py
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import pandas as pd
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import sqlite3
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from yfcc100m.convert_metadata import generate_rows_from_db
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from datadings.tools import yield_threaded
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from tqdm import tqdm
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df = pd.read_table(
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"yfcc100m_subset_data.tsv", header=None, names=["line_number", "identifier", "hash"]
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)
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clip_photoids = df["identifier"].tolist() # 15 million ids
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rows = generate_rows_from_db("yfcc100m_dataset.sql", "yfcc100m_dataset")
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gen = yield_threaded(rows)
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dfs = []
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chunk = []
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for i, row in enumerate(tqdm(gen, total=100000000)):
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chunk.append(row)
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if (i + 1) % 10_000_000 == 0:
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df = pd.DataFrame(
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chunk,
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columns=[
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"photoid",
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"uid",
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"unickname",
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"datetaken",
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"dateuploaded",
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"capturedevice",
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"title",
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"description",
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"usertags",
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"machinetags",
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"longitude",
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"latitude",
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"accuracy",
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"pageurl",
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"downloadurl",
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"licensename",
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"licenseurl",
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"serverid",
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"farmid",
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"secret",
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"secretoriginal",
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"ext",
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"marker",
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],
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)
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df = df[df["photoid"].isin(clip_photoids)].reset_index(drop=True)
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dfs.append(df)
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chunk = []
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df = pd.concat(dfs)
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df.to_csv("yfcc15m.csv", index=False)
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