You cannot select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
langchain/libs/community/langchain_community/document_loaders/polars_dataframe.py

34 lines
1.1 KiB
Python

from typing import Any, Iterator
from langchain_core.documents import Document
from langchain_community.document_loaders.dataframe import BaseDataFrameLoader
class PolarsDataFrameLoader(BaseDataFrameLoader):
"""Load `Polars` DataFrame."""
def __init__(self, data_frame: Any, *, page_content_column: str = "text"):
"""Initialize with dataframe object.
Args:
data_frame: Polars DataFrame object.
page_content_column: Name of the column containing the page content.
Defaults to "text".
"""
import polars as pl
if not isinstance(data_frame, pl.DataFrame):
raise ValueError(
f"Expected data_frame to be a pl.DataFrame, got {type(data_frame)}"
)
super().__init__(data_frame, page_content_column=page_content_column)
def lazy_load(self) -> Iterator[Document]:
"""Lazy load records from dataframe."""
for row in self.data_frame.iter_rows(named=True):
text = row[self.page_content_column]
row.pop(self.page_content_column)
yield Document(page_content=text, metadata=row)