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1 change: 1 addition & 0 deletions backend/score.py
Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,7 @@
from src.main import *
from src.QA_integration import *
from src.shared.common_fn import *
from src.shared.llm_graph_builder_exception import LLMGraphBuilderException
import uvicorn
import asyncio
import base64
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51 changes: 38 additions & 13 deletions backend/src/llm.py
Original file line number Diff line number Diff line change
Expand Up @@ -14,8 +14,9 @@
import boto3
import google.auth
from src.shared.constants import ADDITIONAL_INSTRUCTIONS
from src.shared.llm_graph_builder_exception import LLMGraphBuilderException
import re
import json
from typing import List

def get_llm(model: str):
"""Retrieve the specified language model based on the model name."""
Expand Down Expand Up @@ -209,21 +210,45 @@ async def get_graph_document_list(
return graph_document_list

async def get_graph_from_llm(model, chunkId_chunkDoc_list, allowedNodes, allowedRelationship, chunks_to_combine, additional_instructions=None):
try:
llm, model_name = get_llm(model)
logging.info(f"Using model: {model_name}")

llm, model_name = get_llm(model)
combined_chunk_document_list = get_combined_chunks(chunkId_chunkDoc_list, chunks_to_combine)
combined_chunk_document_list = get_combined_chunks(chunkId_chunkDoc_list, chunks_to_combine)
logging.info(f"Combined {len(combined_chunk_document_list)} chunks")

allowedNodes = allowedNodes.split(',') if allowedNodes else []
allowed_nodes = [node.strip() for node in allowedNodes.split(',') if node.strip()]
logging.info(f"Allowed nodes: {allowed_nodes}")

allowed_relationships = []
if allowedRelationship:
items = [item.strip() for item in allowedRelationship.split(',') if item.strip()]
if len(items) % 3 != 0:
raise LLMGraphBuilderException("allowedRelationship must be a multiple of 3 (source, relationship, target)")
for i in range(0, len(items), 3):
source, relation, target = items[i:i + 3]
if source not in allowed_nodes or target not in allowed_nodes:
raise LLMGraphBuilderException(
f"Invalid relationship ({source}, {relation}, {target}): "
f"source or target not in allowedNodes"
)
allowed_relationships.append((source, relation, target))
logging.info(f"Allowed relationships: {allowed_relationships}")
else:
logging.info("No allowed relationships provided")

if not allowedRelationship:
allowedRelationship = []
else:
items = allowedRelationship.split(',')
allowedRelationship = [tuple(items[i:i+3]) for i in range(0, len(items), 3)]
graph_document_list = await get_graph_document_list(
llm, combined_chunk_document_list, allowedNodes, allowedRelationship, additional_instructions
)
return graph_document_list
graph_document_list = await get_graph_document_list(
llm,
combined_chunk_document_list,
allowed_nodes,
allowed_relationships,
additional_instructions
)
logging.info(f"Generated {len(graph_document_list)} graph documents")
return graph_document_list
except Exception as e:
logging.error(f"Error in get_graph_from_llm: {e}", exc_info=True)
raise LLMGraphBuilderException(f"Error in getting graph from llm: {e}")

def sanitize_additional_instruction(instruction: str) -> str:
"""
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