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from langchain.chains import create_extraction_chain | |
# Schema | |
schema = { | |
"properties": { | |
"name": {"type": "string"}, | |
"height": {"type": "integer"}, | |
"hair_color": {"type": "string"}, | |
}, | |
"required": ["name", "height"], | |
} | |
# Input | |
input = """Alex is 5 feet tall. Claudia is 1 feet taller than Alex and jumps higher than him. Claudia is a brunette and Alex is blonde.""" | |
from langchain_experimental.llms.ollama_functions import OllamaFunctions | |
import os | |
import dotenv | |
dotenv.load_dotenv() | |
OLLMA_BASE_URL = os.getenv("OLLMA_BASE_URL") | |
# supports many more optional parameters. Hover on your `ChatOllama(...)` | |
# class to view the latest available supported parameters | |
model = llm = OllamaFunctions( | |
model="mistral:instruct", | |
base_url= OLLMA_BASE_URL | |
) | |
# model = OllamaFunctions(model="mistral") | |
# Run chain | |
# llm = OllamaFunctions(model="mistral:instruct", temperature=0) | |
chain = create_extraction_chain(schema, llm) | |
output = chain.run(input) | |
x = 0 |