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from langchain_community.document_loaders import Docx2txtLoader, PyPDFLoader
from langchain_community.document_loaders import UnstructuredPowerPointLoader
from langchain_cohere.llms import Cohere
from langchain.chains.summarize import load_summarize_chain
from pathlib import Path
def summarize_files(method, files):
# Initialize the LLM
llm = Cohere(temperature=0)
ext = Path(file).suffix.lower()
if ext == '.pdf':
loader = PyPDFLoader(file)
elif ext == '.docx':
loader = Docx2txtLoader(file)
elif ext == '.pptx':
loader = UnstructuredPowerPointLoader(file)
else:
raise ValueError(f"Unsupported file extension: {ext}")
docs = loader.load_and_split()
# Initialize a summarization chain with the specified method
summarization_chain = load_summarize_chain(llm=llm, chain_type=method)
summary = summarization_chain.run(docs)
return summary
# def summarize_files(method, files):
# # Initialize the LLM
# llm = Cohere(temperature=0)
# summaries = []
# # Load and read each file
# for file in files:
# ext = Path(file).suffix.lower()
# if ext == '.pdf':
# loader = PyPDFLoader(file)
# elif ext == '.docx':
# loader = Docx2txtLoader(file)
# elif ext == '.pptx':
# loader = UnstructuredPowerPointLoader(file)
# else:
# raise ValueError(f"Unsupported file extension: {ext}")
# docs = loader.load_and_split()
# # Initialize a summarization chain with the specified method
# summarization_chain = load_summarize_chain(llm=llm, chain_type=method)
# summary = summarization_chain.run(docs)
# summaries.append(summary)
# return summaries
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