from typing import List from mcp_server_mariadb_vector.embeddings.base import EmbeddingProvider class TestEmbeddingProvider(EmbeddingProvider): """ Embedding provider for testing. """ def length_of_embedding(self) -> int: return 3 def embed_documents(self, documents: List[str]) -> List[List[float]]: return [[0.1, 0.2, 0.3]] * len(documents) def embed_query(self, query: str) -> List[float]: return [0.1, 0.2, 0.3]