bugfix: update Azure AI Search Config

mem0/configs/vector_stores/azure_ai_search.py

@@ -1,27 +1,53 @@
-from typing import Any, Dict
-
+from typing import Any, Dict, Optional
 from pydantic import BaseModel, Field, model_validator
 
 
 class AzureAISearchConfig(BaseModel):
     collection_name: str = Field("mem0", description="Name of the collection")
-    service_name: str = Field(None, description="Azure Cognitive Search service name")
-    api_key: str = Field(None, description="API key for the Azure Cognitive Search service")
+    service_name: str = Field(None, description="Azure AI Search service name")
+    api_key: str = Field(None, description="API key for the Azure AI Search service")
     embedding_model_dims: int = Field(None, description="Dimension of the embedding vector")
-    use_compression: bool = Field(False, description="Whether to use scalar quantization vector compression.")
-
+    compression_type: Optional[str] = Field(
+        None, 
+        description="Type of vector compression to use. Options: 'scalar', 'binary', or None"
+    )
+    use_float16: bool = Field(
+        False, 
+        description="Whether to store vectors in half precision (Edm.Half) instead of full precision (Edm.Single)"
+    )
+
     @model_validator(mode="before")
     @classmethod
     def validate_extra_fields(cls, values: Dict[str, Any]) -> Dict[str, Any]:
         allowed_fields = set(cls.model_fields.keys())
         input_fields = set(values.keys())
         extra_fields = input_fields - allowed_fields
+
+        # Check for use_compression to provide a helpful error
+        if "use_compression" in extra_fields:
+            raise ValueError(
+                "The parameter 'use_compression' is no longer supported. "
+                "Please use 'compression_type=\"scalar\"' instead of 'use_compression=True' "
+                "or 'compression_type=None' instead of 'use_compression=False'."
+            )
+
         if extra_fields:
             raise ValueError(
-                f"Extra fields not allowed: {', '.join(extra_fields)}. Please input only the following fields: {', '.join(allowed_fields)}"
+                f"Extra fields not allowed: {', '.join(extra_fields)}. "
+                f"Please input only the following fields: {', '.join(allowed_fields)}"
             )
+
+        # Validate compression_type values
+        if "compression_type" in values and values["compression_type"] is not None:
+            valid_types = ["scalar", "binary"]
+            if values["compression_type"].lower() not in valid_types:
+                raise ValueError(
+                    f"Invalid compression_type: {values['compression_type']}. "
+                    f"Must be one of: {', '.join(valid_types)}, or None"
+                )
+
         return values
-
+    
     model_config = {
         "arbitrary_types_allowed": True,
-    }
+    }