langchain/templates/cassandra-synonym-caching/cassandra_synonym_caching/__init__.py
2024-01-03 13:28:05 -08:00

43 lines
1.2 KiB
Python

import os
import cassio
import langchain
from langchain.cache import CassandraCache
from langchain.schema import BaseMessage
from langchain_community.chat_models import ChatOpenAI
from langchain_core.prompts import ChatPromptTemplate
from langchain_core.runnables import RunnableLambda
use_cassandra = int(os.environ.get("USE_CASSANDRA_CLUSTER", "0"))
if use_cassandra:
from .cassandra_cluster_init import get_cassandra_connection
session, keyspace = get_cassandra_connection()
cassio.init(
session=session,
keyspace=keyspace,
)
else:
cassio.init(
token=os.environ["ASTRA_DB_APPLICATION_TOKEN"],
database_id=os.environ["ASTRA_DB_ID"],
keyspace=os.environ.get("ASTRA_DB_KEYSPACE"),
)
# inits
langchain.llm_cache = CassandraCache(session=None, keyspace=None)
llm = ChatOpenAI()
# custom runnables
def msg_splitter(msg: BaseMessage):
return [w.strip() for w in msg.content.split(",") if w.strip()]
# synonym-route preparation
synonym_prompt = ChatPromptTemplate.from_template(
"List up to five comma-separated synonyms of this word: {word}"
)
chain = synonym_prompt | llm | RunnableLambda(msg_splitter)