Added OllamaEmbeddings component with documentation

This commit is contained in:
Cyrus Pellet 2024-01-09 13:16:07 +01:00
commit 37ced42f56
3 changed files with 58 additions and 5 deletions

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@ -0,0 +1,41 @@
from typing import Optional
from langflow import CustomComponent
from langchain.embeddings.base import Embeddings
from langchain_community.embeddings import OllamaEmbeddings
class OllamaEmbeddingsComponent(CustomComponent):
"""
A custom component for implementing an Embeddings Model using Ollama.
"""
display_name: str = "Ollama Embeddings"
description: str = "Embeddings model from Ollama."
documentation = "https://python.langchain.com/docs/integrations/text_embedding/ollama"
beta = True
def build_config(self):
return {
"model": {
"display_name": "Ollama Model",
},
"base_url": {"display_name": "Ollama Base URL"},
"temperature": {"display_name": "Model Temperature"},
"code": {"show": False},
}
def build(
self,
model: str = "llama2",
base_url: str = "http://localhost:11434",
temperature: Optional[float] = None,
) -> Embeddings:
try:
output = OllamaEmbeddings(
model=model,
base_url=base_url,
temperature=temperature
) # type: ignore
except Exception as e:
raise ValueError("Could not connect to Ollama API.") from e
return output

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@ -106,6 +106,8 @@ embeddings:
documentation: "https://python.langchain.com/docs/modules/data_connection/text_embedding/integrations/google_vertex_ai_palm"
AmazonBedrockEmbeddings:
documentation: "https://python.langchain.com/docs/modules/data_connection/text_embedding/integrations/bedrock"
OllamaEmbeddings:
documentation: "https://python.langchain.com/docs/modules/data_connection/text_embedding/integrations/ollama"
llms:
OpenAI: