Merge branch 'main' into main

src/google/adk/cli/utils/evals.py

@@ -66,7 +66,7 @@ def convert_session_to_eval_format(session: Session) -> list[dict[str, Any]]:
                 'tool_input': tool_input,
             })
           elif subsequent_part.text:
-            # Also keep track of all the natural langauge responses that
+            # Also keep track of all the natural language responses that
             # agent (or sub agents) generated.
             intermediate_agent_responses.append(
                 {'author': event_author, 'text': subsequent_part.text}
@@ -75,7 +75,7 @@ def convert_session_to_eval_format(session: Session) -> list[dict[str, Any]]:
       # If we are here then either we are done reading all the events or we
       # encountered an event that had content authored by the end-user.
       # This, basically means an end of turn.
-      # We assume that the last natural langauge intermediate response is the
+      # We assume that the last natural language intermediate response is the
       # final response from the agent/model. We treat that as a reference.
       eval_case.append({
           'query': query,

src/google/adk/evaluation/response_evaluator.py

@@ -42,7 +42,7 @@ class ResponseEvaluator:
 
     A note on evaluation_criteria:
       `response_match_score`: This metric compares the agents final natural
-        language reponse with the expected final response, stored in the
+        language response with the expected final response, stored in the
         "reference" field in test/eval files. We use Rouge metric to compare the
         two responses.
 

src/google/adk/flows/llm_flows/contents.py

@@ -310,7 +310,7 @@ def _merge_function_response_events(
     function_response_events: A list of function_response events.
       NOTE: function_response_events must fulfill these requirements: 1. The
         list is in increasing order of timestamp; 2. the first event is the
-        initial function_reponse event; 3. all later events should contain at
+        initial function_response event; 3. all later events should contain at
         least one function_response part that related to the function_call
         event. (Note, 3. may not be true when aync function return some
         intermediate response, there could also be some intermediate model

src/google/adk/tests/unittests/utils.py

@@ -231,7 +231,7 @@ class MockModel(BaseLlm):
     if not responses:
       return cls(responses=[])
     elif isinstance(responses[0], LlmResponse):
-      # reponses is list[LlmResponse]
+      # responses is list[LlmResponse]
       return cls(responses=responses)
     else:
       responses = [