prasanjith commited on
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603d7c1
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1 Parent(s): a4e56f3

Add dataset configuration script

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  1. multilingual_indic_rag.py +87 -0
multilingual_indic_rag.py ADDED
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+ # coding=utf-8
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+ import datasets
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+
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+ class MultilingualIndicRagConfig(datasets.BuilderConfig):
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+ def __init__(self, **kwargs):
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+ super().__init__(**kwargs)
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+
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+ class MultilingualIndicRag(datasets.GeneratorBasedBuilder):
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+ VERSION = datasets.Version("1.0.0")
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+
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+ BUILDER_CONFIGS = [
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+ datasets.BuilderConfig(name="as", version=VERSION, description="Dataset for as"),
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+ datasets.BuilderConfig(name="bn", version=VERSION, description="Dataset for bn"),
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+ datasets.BuilderConfig(name="en", version=VERSION, description="Dataset for en"),
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+ datasets.BuilderConfig(name="gu", version=VERSION, description="Dataset for gu"),
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+ datasets.BuilderConfig(name="hi", version=VERSION, description="Dataset for hi"),
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+ datasets.BuilderConfig(name="ks", version=VERSION, description="Dataset for ks"),
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+ datasets.BuilderConfig(name="mai", version=VERSION, description="Dataset for mai"),
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+ datasets.BuilderConfig(name="ml", version=VERSION, description="Dataset for ml"),
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+ datasets.BuilderConfig(name="mni", version=VERSION, description="Dataset for mni"),
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+ datasets.BuilderConfig(name="mr", version=VERSION, description="Dataset for mr"),
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+ datasets.BuilderConfig(name="ne", version=VERSION, description="Dataset for ne"),
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+ datasets.BuilderConfig(name="or", version=VERSION, description="Dataset for or"),
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+ datasets.BuilderConfig(name="pa", version=VERSION, description="Dataset for pa"),
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+ datasets.BuilderConfig(name="sat", version=VERSION, description="Dataset for sat"),
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+ datasets.BuilderConfig(name="ta", version=VERSION, description="Dataset for ta"),
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+ datasets.BuilderConfig(name="te", version=VERSION, description="Dataset for te"),
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+ ]
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+
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+ DEFAULT_CONFIG_NAME = "hi" # Default to Hindi
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+
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+ def _info(self):
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+ features = datasets.Features({
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+ "question": datasets.Value("string"),
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+ "answer": datasets.Value("string"),
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+ "reasoning": datasets.Value("string"),
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+ "paragraph": datasets.Value("string"),
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+ "title": datasets.Value("string"),
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+ "wiki_id": datasets.Value("string"),
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+ "url": datasets.Value("string"),
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+ "language": datasets.Value("string"),
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+ "source_lang": datasets.Value("string"),
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+ "model_name": datasets.Value("string"),
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+ "temperature": datasets.Value("string"),
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+ "max_tokens": datasets.Value("string"),
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+ "text": datasets.Value("string"),
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+ })
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+
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+ return datasets.DatasetInfo(
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+ description="Multilingual Indic RAG Suite",
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+ features=features,
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+ supervised_keys=None,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ # Use the language-specific parquet file
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+ lang_code = self.config.name
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+ data_file = dl_manager.download(f"data/{lang_code}_data.parquet")
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+
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+ return [
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TRAIN,
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+ gen_kwargs={"filepath": data_file}
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+ )
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+ ]
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+
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+ def _generate_examples(self, filepath):
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+ import pandas as pd
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+
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+ df = pd.read_parquet(filepath)
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+
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+ for idx, row in df.iterrows():
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+ yield idx, {
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+ "question": row["question"],
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+ "answer": row["answer"],
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+ "reasoning": row["reasoning"],
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+ "paragraph": row["paragraph"],
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+ "title": row["title"],
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+ "wiki_id": row["wiki_id"],
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+ "url": row["url"],
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+ "language": row["language"],
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+ "source_lang": row["source_lang"],
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+ "model_name": row["model_name"],
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+ "temperature": row["temperature"],
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+ "max_tokens": row["max_tokens"],
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+ "text": row["text"],
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+ }