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43 changes: 24 additions & 19 deletions aicord/core/ai/summarize.py
Original file line number Diff line number Diff line change
@@ -1,7 +1,8 @@
from __future__ import annotations

import logging
import os
import logging
logging.basicConfig(level=logging.INFO)

from langchain.schema import (
Document,
Expand Down Expand Up @@ -38,21 +39,25 @@
"""
question_prompt = PromptTemplate.from_template(question_template)

openai_api_key = os.environ['OPENAI_TOKEN']
model_name = "gpt-4-1106-preview"
llm = ChatOpenAI(temperature=0, openai_api_key=openai_api_key, model_name=model_name)
embeddings = OpenAIEmbeddings(openai_api_key=openai_api_key)
text_splitter = CharacterTextSplitter.from_tiktoken_encoder(
model_name=model_name,
# chunk_size=1000,
# chunk_overlap=200,
)
chain = load_summarize_chain(
llm,
chain_type="stuff",
prompt=question_prompt,
# chain_type="refine",
# question_prompt=question_prompt,
# refine_prompt=refine_prompt,
verbose=True,
)
try:
openai_api_key = os.environ['OPENAI_TOKEN']
model_name = "gpt-4-1106-preview"
llm = ChatOpenAI(temperature=0, openai_api_key=openai_api_key, model_name=model_name)
embeddings = OpenAIEmbeddings(openai_api_key=openai_api_key)
text_splitter = CharacterTextSplitter.from_tiktoken_encoder(
model_name=model_name,
# chunk_size=1000,
# chunk_overlap=200,
)
chain = load_summarize_chain(
llm,
chain_type="stuff",
prompt=question_prompt,
# chain_type="refine",
# question_prompt=question_prompt,
# refine_prompt=refine_prompt,
verbose=True,
)
except Exception as e:
logging.error(f"Error occurred while setting up the model: {str(e)}")
raise