VIOLIN / scripts /to_parquet.py
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bug fix
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import os
import pandas as pd
from datasets import Dataset, Image, Features, Value
df = pd.read_json("data/metadata.jsonl", lines=True)
def get_full_path(file_name):
return os.path.join(os.getcwd(), "data", file_name)
df['image_path'] = df['file_name'].apply(get_full_path)
# 3. binary
def __force_embed_image(example):
with open(example["image_path"], "rb") as f:
image_bytes = f.read()
return {"image": {"bytes": image_bytes}}
ds = Dataset.from_pandas(df)
ds = ds.map(__force_embed_image, remove_columns=["image_path"], num_proc=1)
ds = ds.cast_column("image", Image())
ds.to_parquet("violin-test.parquet")