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load.py
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50 lines (45 loc) · 1.72 KB
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import openai
from langchain.schema.document import Document
from langchain.document_loaders import UnstructuredPDFLoader
from langchain.document_loaders import TextLoader
from langchain.document_loaders import Docx2txtLoader
from langchain.document_loaders import BSHTMLLoader
from langchain.document_loaders import UnstructuredMarkdownLoader
from langchain.document_loaders import CSVLoader
from langchain.document_loaders import UnstructuredExcelLoader
from langchain.document_loaders import UnstructuredODTLoader
from langchain.document_loaders import UnstructuredPowerPointLoader
from langchain.document_loaders import UnstructuredXMLLoader
openai.api_key = "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"
class audio_loader:
def __init__(self, filepath):
self.audio_file = open(filepath, "rb")
def load(self):
transcript = openai.Audio.transcribe("whisper-1", self.audio_file)
return [Document(page_content=transcript["text"])]
loader_dict = {
".pdf": UnstructuredPDFLoader,
".txt": TextLoader,
".docx": Docx2txtLoader,
".dox": Docx2txtLoader,
".html": BSHTMLLoader,
".csv": CSVLoader,
".md": UnstructuredMarkdownLoader,
".xlsx": UnstructuredExcelLoader,
".xls": UnstructuredExcelLoader,
".odt": UnstructuredODTLoader,
".pptx": UnstructuredPowerPointLoader,
".xml": UnstructuredXMLLoader,
".wav": audio_loader,
".mp3": audio_loader
}
def load(user_id, filepath, ext):
loader = loader_dict.get(ext, TextLoader)(filepath)
docs = loader.load()
processed_docs = [
Document(
page_content=doc.page_content,
metadata={"source": filepath, "user_id": user_id}
)
for doc in docs]
return processed_docs