Add embedder docs and config changes (#1684)

mem0/configs/vector_stores/chroma.py

@@ -1,4 +1,4 @@
-from typing import Optional,ClassVar
+from typing import Optional, ClassVar, Dict, Any
 
 from pydantic import BaseModel, Field, model_validator
 
@@ -21,6 +21,17 @@ class ChromaDbConfig(BaseModel):
         if not path and not (host and port):
             raise ValueError("Either 'host' and 'port' or 'path' must be provided.")
         return values
+
+    @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
+        if extra_fields:
+            raise ValueError(f"Extra fields not allowed: {', '.join(extra_fields)}. Please input only the following fields: {', '.join(allowed_fields)}")
+        return values
     
-    class Config:
-        arbitrary_types_allowed = True
+    model_config = {
+        "arbitrary_types_allowed": True,
+    }

mem0/configs/vector_stores/qdrant.py

@@ -1,6 +1,5 @@
-from typing import Optional,ClassVar
-
 from pydantic import BaseModel, Field, model_validator
+from typing import Optional, ClassVar, Dict, Any
 
 class QdrantConfig(BaseModel):
     from qdrant_client import QdrantClient 
@@ -14,10 +13,11 @@ class QdrantConfig(BaseModel):
     path: Optional[str] = Field("/tmp/qdrant", description="Path for local Qdrant database")
     url: Optional[str] = Field(None, description="Full URL for Qdrant server")
     api_key: Optional[str] = Field(None, description="API key for Qdrant server")
-    on_disk: Optional[bool]= Field(False, description="Enables persistant storage")
+    on_disk: Optional[bool] = Field(False, description="Enables persistent storage")
 
     @model_validator(mode="before")
-    def check_host_port_or_path(cls, values):
+    @classmethod
+    def check_host_port_or_path(cls, values: Dict[str, Any]) -> Dict[str, Any]:
         host, port, path, url, api_key = (
             values.get("host"),
             values.get("port"),
@@ -31,5 +31,16 @@ class QdrantConfig(BaseModel):
             )
         return values
 
-    class Config:
-        arbitrary_types_allowed = True
+    @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
+        if extra_fields:
+            raise ValueError(f"Extra fields not allowed: {', '.join(extra_fields)}. Please input only the following fields: {', '.join(allowed_fields)}")
+        return values
+
+    model_config = {
+        "arbitrary_types_allowed": True,
+    }