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src/mcp_server_qdrant/embeddings/factory.py

@@ -11,56 +11,7 @@ def create_embedding_provider(provider_type: str, **kwargs) -> EmbeddingProvider
     """
     if provider_type.lower() == "fastembed":
         from .fastembed import FastEmbedProvider
-        model_name = kwargs.get("model_name", "sentence-transformers/all-MiniLM-L6-v2")
-        return FastEmbedProvider(model_name)
-    else:
-        raise ValueError(f"Unsupported embedding provider: {provider_type}")
-from typing import Optional
-from .fastembed import FastEmbedProvider
-from .base import EmbeddingProvider
-
-
-def create_embedding_provider(provider_type: str, model_name: Optional[str] = None) -> EmbeddingProvider:
-    """
-    Create an embedding provider based on the provider type.
-    
-    Args:
-        provider_type: The type of embedding provider to create.
-        model_name: The name of the model to use.
-        
-    Returns:
-        An instance of EmbeddingProvider.
-        
-    Raises:
-        ValueError: If the provider type is not supported.
-    """
-    if provider_type.lower() == "fastembed":
-        return FastEmbedProvider(model_name)
-    else:
-        raise ValueError(f"Unsupported embedding provider: {provider_type}")
-from typing import Literal
-
-from .fastembed import FastEmbedProvider
-
-
-def create_embedding_provider(
-    provider_type: Literal["fastembed"], 
-    **kwargs
-) -> FastEmbedProvider:
-    """
-    Factory function to create an embedding provider.
-    
-    Args:
-        provider_type: The type of embedding provider to create.
-        **kwargs: Additional arguments to pass to the provider constructor.
-        
-    Returns:
-        An instance of the requested embedding provider.
-        
-    Raises:
-        ValueError: If the provider type is not supported.
-    """
-    if provider_type == "fastembed":
+
         model_name = kwargs.get("model_name", "sentence-transformers/all-MiniLM-L6-v2")
         return FastEmbedProvider(model_name)
     else: