CLEAN

7000

init

pinecone

run

last_key

bot_message.result

chat_history

query result

qa.invoke

from langchain_openai import ChatOpenAI

from langchain_community.embeddings import OpenAIEmbeddings

from langchain_community.vectorstores import Pinecone

fen ghh

top k 5

RetrievalQA

llm = openai

update

search_type="mmr"

llm chatopenai RetrievalQAWithSourcesChain

change llm

is

vector

ChatOpenAI

model_name="gpt-3.5-turbo-0613"

footer

n8n

2024

christmas

return_source_documents=True,

prompt

prompt

search_type="similarity", search_kwargs={"k": 6}

build for clean code

vector count build

remove prints

clean count vector

2020 - 2023 Netigma Kayıtları - Kayıt Sayısı :**{vector_count}**

fen isleri netigma

publish

index_stats_response['namespaces']['netigma']['vector_count']

removed old files

env edit

### 2020 - 2023 Netigma Kayıtları

change log error

pinecone init

client kullan

update

gradio huggingface space

run