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Refactor imports and improve code formatting across multiple files for better readability and organization.
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DOCS_DIR = "documents"
MODEL_NAME = "gpt-4.1"
MODEL_PROVIDER = "openai"
TEMPERATURE = 0.2
COLLECTION_NAME = "fast_rag"
EMBEDDING_MODEL_NAME = "BAAI/bge-large-en-v1.5"
MILVUS_DB_PATH = "milvus_binary_quantized.db"
PROMPT = """ # Role and objective
You are a helpful assistant that can answer questions about the following context.
# Intstructions
Given the context information, answer the user's query.
If the context information is not relevant to the user's query, say "I don't know".
# Context
{contexts}
# User's query
{query}
# Answer
"""