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37 lines
1023 B
Python
37 lines
1023 B
Python
from typing import Dict, List, Optional
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from langchain.document_loaders import CSVLoader
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from langchain.schema import Document
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from pilot.source_embedding import SourceEmbedding, register
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class CSVEmbedding(SourceEmbedding):
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"""csv embedding for read csv document."""
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def __init__(
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self,
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file_path,
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vector_store_config,
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embedding_args: Optional[Dict] = None,
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):
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"""Initialize with csv path."""
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super().__init__(file_path, vector_store_config)
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self.file_path = file_path
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self.vector_store_config = vector_store_config
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self.embedding_args = embedding_args
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@register
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def read(self):
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"""Load from csv path."""
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loader = CSVLoader(file_path=self.file_path)
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return loader.load()
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@register
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def data_process(self, documents: List[Document]):
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i = 0
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for d in documents:
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documents[i].page_content = d.page_content.replace("\n", "")
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i += 1
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return documents
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