使用 Redis 和 NVIDIA NIM 更快地部署 GenAI 应用

from langchain_core.messages import ChatMessage
from langchain_core.output_parsers import StrOutputParser
from langchain_core.prompts import ChatPromptTemplate
from langchain_nvidia_ai_endpoints import ChatNVIDIA

# Create LLM instance with the Mistral model
llm = ChatNVIDIA(
    model="mistralai/mixtral-8x22b-instruct-v0.1",
    temperature=0.1,
    top_p=1.0,
)

from langchain_nvidia_ai_endpoints import NVIDIAEmbeddings

emb = NVIDIAEmbeddings()

from langchain.text_splitter import SentenceTransformersTokenTextSplitter
from langchain.document_loaders import UnstructuredFileLoader

# Load list of pdfs from a folder
data_path = f"data/"
docs = [os.path.join(data_path, file) for file in os.listdir(data_path)]

text_splitter = SentenceTransformersTokenTextSplitter()

loader = UnstructuredFileLoader(
    docs[0], mode="single", strategy="fast"
)

# extract, load, and make chunks
chunks = loader.load_and_split(text_splitter)

from langchain_community.vectorstores.redis import Redis

vectordb = Redis.from_documents(
    documents=chunks,
    embedding=emb,
    redis_url="redis://#:6379"
  )

retriever = vectordb.as_retriever(
    search_type="similarity_distance_threshold",
    search_kwargs={"distance_threshold":0.4}
)

from langchain_core.prompts import ChatPromptTemplate

prompt = ChatPromptTemplate.from_template(
    """You are an intelligent assistant specializing in the Chevy Colorado
    2022. You have access to the car manual and production information and should help
    answer users questions based on provided context below. Be truthful and honest --
    do not make anything up if it's not clearly provided in the context below.

    User Question: {question}

    Context:\n{context}
   Answer:"""
)

# Build the RAG chain using LCEL
from langchain_core.runnables import RunnableParallel, RunnablePassthrough
from langchain_core.pydantic_v1 import BaseModel

def format_docs(docs):
    return "\n\n".join(doc.page_content for doc in docs)

chain = (
    RunnableParallel({"context": retriever | format_docs, "question": RunnablePassthrough()})
    | prompt
    | llm
    | StrOutputParser()
)

# Add typing for input
class Question(BaseModel):
    __root__: str

chain = chain.with_types(input_type=Question)

chain.invoke("What models are available for the chevy colorado?")

The 2022 Chevy Colorado is available in four models: WT, LT, Z71, and ZR2. These models can come in either an extended cab or crew cab configuration. The engines available are a 2.5L 4-cylinder, a 3.6L V6, and a Duramax 2.8L turbo-diesel engine. The Duramax engine provides up to 7,700 lbs. of towing capacity and can deliver up to 30 mpg on the highway. The ZR2 model is an off-road beast with the capability to conquer tough trails. Additionally, there is an available ZR2 Bison Edition which includes 17-inch AEV.

rag_chain_from_docs = (
    RunnablePassthrough.assign(context=(lambda x: format_docs(x["context"])))
    | prompt
    | llm
    | StrOutputParser()
)

rag_chain_with_source = RunnableParallel(
    {"context": retriever, "question": RunnablePassthrough()}
).assign(answer=rag_chain_from_docs)

rag_chain_with_source.invoke("What models are available for the chevy colorado?")

{'context': [Document(page_content='2022 colorado choose your adventure. the 2022 colorado delivers everything you could ask for in a midsize pickup. engine choices that are powerful and efficient, including an available gm - exclusive duramax(r) 2. 8l turbo - diesel engine that provides up to 7, 700 lbs. of towing1, 2 muscle. a zr2 off - road beast with the capability to conquer tough trails. and a comfortable interior filled with convenience and technology features. so go ahead. choose your best life in colorado. colorado crew cab zr2 in sand dune metallic with available zr2 dusk special edition. vehicle shown can tow up to 5, 000 lbs. 2, 3 1 requires colorado crew cab short box lt 2wd with available trailering package, lt convenience package and safety package. 2 maximum trailering ratings are intended for comparison purposes only. before you buy a vehicle or use it for trailering, carefully review the trailering section of the owner ' s manual. the trailering capacity of your specific vehicle may vary. the weight of passengers, cargo and options or accessories may reduce the amount you can trailer. 3 requires available trailering package and automatic locking rear differential on lt ; requires available trailering package on z71. due to current supply chain shortages, certain features shown have limited or late availability, or are no longer available. see the window label or a dealer regarding the features on an individual vehicle. introducing colorado colorado at a glance. four models : wt, lt, z71 and zr2 extended cab or crew cab three engines 2. 5l 4 - cylinder 3. 6l v6 duramax 2. 8l turbo - diesel 30 mpg highway 1 with available diesel engine 7, 700 lbs. maximum trailering weight2 with available diesel engine apple carplay(r)3 and android autoTM4 compatibility available zr2 bison edition includes 17 - inch aev', metadata={'id': 'doc:5313bad541f24eb58d856c7ca8f04fc4:17319c587eaa4dd69eacd57b50ff1a5e', 'source': 'data/2022-chevrolet-colorado-ebrochure.pdf'})],
 'question': 'What models are available for the chevy colorado?',
 'answer': ' The 2022 Chevy Colorado is available in four models: WT, LT, Z71, and ZR2. These models can come in either an extended cab or crew cab configuration. The engines available are a 2.5L 4-cylinder, a 3.6L V6, and a Duramax 2.8L turbo-diesel. The Colorado can achieve up to 30 mpg on the highway with the available diesel engine. The maximum trailering weight is 7,700 lbs with the available diesel engine. The Colorado also offers Apple CarPlay(r) and Android AutoTM compatibility. Additionally, there is an available ZR2 Bison Edition which includes 17-inch AEV.'}