Python: latency improvements

python/packages/core/agent_framework/_tools.py

@@ -573,7 +573,7 @@ class WeatherArgs(BaseModel):
     """
 
     INJECTABLE: ClassVar[set[str]] = {"func"}
-    DEFAULT_EXCLUDE: ClassVar[set[str]] = {"input_model", "_invocation_duration_histogram"}
+    DEFAULT_EXCLUDE: ClassVar[set[str]] = {"input_model", "_invocation_duration_histogram", "_cached_parameters"}
 
     def __init__(
         self,
@@ -615,6 +615,7 @@ def __init__(
         self.func = func
         self._instance = None  # Store the instance for bound methods
         self.input_model = self._resolve_input_model(input_model)
+        self._cached_parameters: dict[str, Any] | None = None  # Cache for model_json_schema()
         self.approval_mode = approval_mode or "never_require"
         if max_invocations is not None and max_invocations < 1:
             raise ValueError("max_invocations must be at least 1 or None.")
@@ -802,8 +803,11 @@ def parameters(self) -> dict[str, Any]:
 
         Returns:
             A dictionary containing the JSON schema for the function's parameters.
+            The result is cached after the first call for performance.
         """
-        return self.input_model.model_json_schema()
+        if self._cached_parameters is None:
+            self._cached_parameters = self.input_model.model_json_schema()
+        return self._cached_parameters
 
     def to_json_schema_spec(self) -> dict[str, Any]:
         """Convert a AIFunction to the JSON Schema function specification format.
@@ -825,7 +829,7 @@ def to_dict(self, *, exclude: set[str] | None = None, exclude_none: bool = True)
         as_dict = super().to_dict(exclude=exclude, exclude_none=exclude_none)
         if (exclude and "input_model" in exclude) or not self.input_model:
             return as_dict
-        as_dict["input_model"] = self.input_model.model_json_schema()
+        as_dict["input_model"] = self.parameters()  # Use cached parameters()
         return as_dict
 
 

python/packages/core/agent_framework/_types.py

@@ -2248,20 +2248,21 @@ def _process_update(
     if update.message_id:
         message.message_id = update.message_id
     for content in update.contents:
-        if (
-            isinstance(content, FunctionCallContent)
-            and len(message.contents) > 0
-            and isinstance(message.contents[-1], FunctionCallContent)
-        ):
-            try:
-                message.contents[-1] += content
-            except AdditionItemMismatch:
+        # Use type attribute check first (fast string comparison) before isinstance (slower)
+        content_type = getattr(content, "type", None)
+        if content_type == "function_call":
+            if len(message.contents) > 0 and getattr(message.contents[-1], "type", None) == "function_call":
+                try:
+                    message.contents[-1] += content
+                except AdditionItemMismatch:
+                    message.contents.append(content)
+            else:
                 message.contents.append(content)
-        elif isinstance(content, UsageContent):
+        elif content_type == "usage":
             if response.usage_details is None:
                 response.usage_details = UsageDetails()
             response.usage_details += content.details
-        elif isinstance(content, (dict, MutableMapping)):
+        elif content_type is None and isinstance(content, (dict, MutableMapping)):
             try:
                 cont = _parse_content(content)
                 message.contents.append(cont)

python/packages/core/agent_framework/observability.py

@@ -1680,13 +1680,12 @@ def _capture_messages(
     prepped = prepare_messages(messages, system_instructions=system_instructions)
     otel_messages: list[dict[str, Any]] = []
     for index, message in enumerate(prepped):
-        otel_messages.append(_to_otel_message(message))
-        try:
-            message_data = message.to_dict(exclude_none=True)
-        except Exception:
-            message_data = {"role": message.role.value, "contents": message.contents}
+        # Reuse the otel message representation for logging instead of calling to_dict()
+        # to avoid expensive Pydantic serialization overhead
+        otel_message = _to_otel_message(message)
+        otel_messages.append(otel_message)
         logger.info(
-            message_data,
+            otel_message,
             extra={
                 OtelAttr.EVENT_NAME: OtelAttr.CHOICE if output else ROLE_EVENT_MAP.get(message.role.value),
                 OtelAttr.PROVIDER_NAME: provider_name,