omriel1

from typing import Any

from dotenv import load_dotenv
from langchain_aws import ChatBedrockConverse
from langchain_core.prompts import PromptTemplate
from langchain_core.runnables import RunnableLambda, RunnableParallel
from pydantic import BaseModel, Field

load_dotenv('.env')

omriel1

from langchain_huggingface import HuggingFaceEmbeddings
from langchain_milvus.utils.sparse import BM25SparseEmbedding
from langchain_milvus.vectorstores import Milvus

# Using:
# langchain_milvus==0.1.6
# langchain-huggingface==0.1.0
# pymilvus[model]==2.4.8

DOCUMENTS = [

omriel1

from langchain_community.document_loaders import PyPDFLoader
from langchain_community.embeddings import DeterministicFakeEmbedding
from langchain_community.vectorstores import Chroma
from langchain_milvus import Milvus
from langchain_core.documents import Document
from langchain_text_splitters import RecursiveCharacterTextSplitter

# Packages I use:
# chromadb==0.4.24
# langchain==0.2.8