dify/api/core/data_loader/loader/excel.py
2023-08-29 10:36:48 +08:00

48 lines
1.4 KiB
Python

import json
import logging
from typing import List
from langchain.document_loaders.base import BaseLoader
from langchain.schema import Document
from openpyxl.reader.excel import load_workbook
logger = logging.getLogger(__name__)
class ExcelLoader(BaseLoader):
"""Load xlxs files.
Args:
file_path: Path to the file to load.
"""
def __init__(
self,
file_path: str
):
"""Initialize with file path."""
self._file_path = file_path
def load(self) -> List[Document]:
data = []
keys = []
wb = load_workbook(filename=self._file_path, read_only=True)
# loop over all sheets
for sheet in wb:
if 'A1:A1' == sheet.calculate_dimension():
sheet.reset_dimensions()
for row in sheet.iter_rows(values_only=True):
if all(v is None for v in row):
continue
if keys == []:
keys = list(map(str, row))
else:
row_dict = dict(zip(keys, list(map(str, row))))
row_dict = {k: v for k, v in row_dict.items() if v}
item = ''.join(f'{k}:{v};' for k, v in row_dict.items())
document = Document(page_content=item, metadata={'source': self._file_path})
data.append(document)
return data