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Schema for a StructuredOutputParser in langchain
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# See previous gist https://gist.github.com/iht/d5bedff9ee86ed5223cfa2ad06080ca0 | |
import json | |
# ... | |
from langchain.output_parsers import ResponseSchema, StructuredOutputParser | |
def _dict_to_json(x: dict) -> str: | |
return "```\n" + json.dumps(x) + "\n```" | |
response_schema = [ | |
ResponseSchema(name="query", description="SQL query to solve the user question."), | |
ResponseSchema(name="question", description="Question asked by the user."), | |
ResponseSchema(name="context", description="Documents retrieved from the vector store.")] | |
output_parser = StructuredOutputParser.from_response_schemas(response_schema) | |
# ... | |
chain1 = question | docs | some_prompt | some_model1 | StrOutputParser() | |
json_chain1 = {"output": chain1} | question | docs | RunnableLambda(_dict_to_json) | StrOutputParser() | |
output_chain1 = json_chain1 | output_parser |
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