diff --git a/surfsense_backend/.env.example b/surfsense_backend/.env.example index 56d18c698..6264ee349 100644 --- a/surfsense_backend/.env.example +++ b/surfsense_backend/.env.example @@ -39,6 +39,19 @@ AIRTABLE_CLIENT_SECRET=your_airtable_client_secret AIRTABLE_REDIRECT_URI=http://localhost:8000/api/v1/auth/airtable/connector/callback # Embedding Model +# Examples: +# # Get sentence transformers embeddings +# embeddings = AutoEmbeddings.get_embeddings("sentence-transformers/all-MiniLM-L6-v2") + +# # Get OpenAI embeddings +# embeddings = AutoEmbeddings.get_embeddings("openai://text-embedding-ada-002", api_key="...") + +# # Get Anthropic embeddings +# embeddings = AutoEmbeddings.get_embeddings("anthropic://claude-v1", api_key="...") + +# # Get Cohere embeddings +# embeddings = AutoEmbeddings.get_embeddings("cohere://embed-english-light-v3.0", api_key="...") + EMBEDDING_MODEL=sentence-transformers/all-MiniLM-L6-v2 RERANKERS_MODEL_NAME=ms-marco-MiniLM-L-12-v2 diff --git a/surfsense_backend/app/config/__init__.py b/surfsense_backend/app/config/__init__.py index 6e894542b..d37c2fad4 100644 --- a/surfsense_backend/app/config/__init__.py +++ b/surfsense_backend/app/config/__init__.py @@ -3,9 +3,27 @@ import shutil from pathlib import Path from chonkie import AutoEmbeddings, CodeChunker, RecursiveChunker +from chonkie.embeddings.azure_openai import AzureOpenAIEmbeddings +from chonkie.embeddings.registry import EmbeddingsRegistry from dotenv import load_dotenv from rerankers import Reranker +# TODO: Fix this in chonkie upstream +# Register Azure OpenAI embeddings with pattern +# This automatically infers the following arguments from their corresponding environment variables if they are not provided: +# - `api_key` from `AZURE_OPENAI_API_KEY` +# - `organization` from `OPENAI_ORG_ID` +# - `project` from `OPENAI_PROJECT_ID` +# - `azure_ad_token` from `AZURE_OPENAI_AD_TOKEN` +# - `api_version` from `OPENAI_API_VERSION` +# - `azure_endpoint` from `AZURE_OPENAI_ENDPOINT` +EmbeddingsRegistry.register_provider("azure_openai", AzureOpenAIEmbeddings) +EmbeddingsRegistry.register_pattern(r"^text-embedding-", AzureOpenAIEmbeddings) +EmbeddingsRegistry.register_model("text-embedding-ada-002", AzureOpenAIEmbeddings) +EmbeddingsRegistry.register_model("text-embedding-3-small", AzureOpenAIEmbeddings) +EmbeddingsRegistry.register_model("text-embedding-3-large", AzureOpenAIEmbeddings) + + # Get the base directory of the project BASE_DIR = Path(__file__).resolve().parent.parent.parent diff --git a/surfsense_backend/pyproject.toml b/surfsense_backend/pyproject.toml index d7bc265c3..05ccf61f0 100644 --- a/surfsense_backend/pyproject.toml +++ b/surfsense_backend/pyproject.toml @@ -7,7 +7,6 @@ requires-python = ">=3.12" dependencies = [ "alembic>=1.13.0", "asyncpg>=0.30.0", - "chonkie[all]>=1.0.6", "discord-py>=2.5.2", "docling>=2.15.0", "fastapi>=0.115.8", @@ -48,6 +47,7 @@ dependencies = [ "celery[redis]>=5.5.3", "flower>=2.0.1", 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