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2026-07-13 12:39:17 +08:00

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Python

import inspect
import json
import logging
from typing import Any
import pytest
from openai.types.responses import ResponseOutputMessage, ResponseOutputText
from pydantic import BaseModel
from agents import (
Agent,
Handoff,
HandoffInputData,
MessageOutputItem,
ModelBehaviorError,
RunContextWrapper,
UserError,
handoff,
)
from agents.run_internal.run_loop import get_handoffs
def message_item(content: str, agent: Agent[Any]) -> MessageOutputItem:
return MessageOutputItem(
agent=agent,
raw_item=ResponseOutputMessage(
id="123",
status="completed",
role="assistant",
type="message",
content=[
ResponseOutputText(text=content, type="output_text", annotations=[], logprobs=[])
],
),
)
def get_len(data: HandoffInputData) -> int:
input_len = len(data.input_history) if isinstance(data.input_history, tuple) else 1
pre_handoff_len = len(data.pre_handoff_items)
new_items_len = len(data.new_items)
return input_len + pre_handoff_len + new_items_len
@pytest.mark.asyncio
async def test_single_handoff_setup():
agent_1 = Agent(name="test_1")
agent_2 = Agent(name="test_2", handoffs=[agent_1])
assert not agent_1.handoffs
assert agent_2.handoffs == [agent_1]
assert not (await get_handoffs(agent_1, RunContextWrapper(agent_1)))
handoff_objects = await get_handoffs(agent_2, RunContextWrapper(agent_2))
assert len(handoff_objects) == 1
obj = handoff_objects[0]
assert obj.tool_name == Handoff.default_tool_name(agent_1)
assert obj.tool_description == Handoff.default_tool_description(agent_1)
assert obj.agent_name == agent_1.name
@pytest.mark.asyncio
async def test_multiple_handoffs_setup():
agent_1 = Agent(name="test_1")
agent_2 = Agent(name="test_2")
agent_3 = Agent(name="test_3", handoffs=[agent_1, agent_2])
assert agent_3.handoffs == [agent_1, agent_2]
assert not agent_1.handoffs
assert not agent_2.handoffs
handoff_objects = await get_handoffs(agent_3, RunContextWrapper(agent_3))
assert len(handoff_objects) == 2
assert handoff_objects[0].tool_name == Handoff.default_tool_name(agent_1)
assert handoff_objects[1].tool_name == Handoff.default_tool_name(agent_2)
assert handoff_objects[0].tool_description == Handoff.default_tool_description(agent_1)
assert handoff_objects[1].tool_description == Handoff.default_tool_description(agent_2)
assert handoff_objects[0].agent_name == agent_1.name
assert handoff_objects[1].agent_name == agent_2.name
def test_default_handoff_tool_name_allows_whitespace_without_warning(
caplog: pytest.LogCaptureFixture,
):
agent = Agent(name="Refund agent")
with caplog.at_level(logging.WARNING):
tool_name = Handoff.default_tool_name(agent)
assert tool_name == "transfer_to_refund_agent"
assert not caplog.records
def test_default_handoff_tool_name_warns_for_non_whitespace_invalid_characters(
caplog: pytest.LogCaptureFixture,
):
agent = Agent(name="Refund/agent")
with caplog.at_level(logging.WARNING):
tool_name = Handoff.default_tool_name(agent)
assert tool_name == "transfer_to_refund_agent"
assert len(caplog.records) == 1
assert "contains invalid characters for function calling" in caplog.records[0].message
@pytest.mark.asyncio
async def test_custom_handoff_setup():
agent_1 = Agent(name="test_1")
agent_2 = Agent(name="test_2")
agent_3 = Agent(
name="test_3",
handoffs=[
agent_1,
handoff(
agent_2,
tool_name_override="custom_tool_name",
tool_description_override="custom tool description",
),
],
)
assert len(agent_3.handoffs) == 2
assert not agent_1.handoffs
assert not agent_2.handoffs
handoff_objects = await get_handoffs(agent_3, RunContextWrapper(agent_3))
assert len(handoff_objects) == 2
first_handoff = handoff_objects[0]
assert isinstance(first_handoff, Handoff)
assert first_handoff.tool_name == Handoff.default_tool_name(agent_1)
assert first_handoff.tool_description == Handoff.default_tool_description(agent_1)
assert first_handoff.agent_name == agent_1.name
second_handoff = handoff_objects[1]
assert isinstance(second_handoff, Handoff)
assert second_handoff.tool_name == "custom_tool_name"
assert second_handoff.tool_description == "custom tool description"
assert second_handoff.agent_name == agent_2.name
class Foo(BaseModel):
bar: str
@pytest.mark.asyncio
async def test_handoff_input_type():
async def _on_handoff(ctx: RunContextWrapper[Any], input: Foo):
pass
agent = Agent(name="test")
obj = handoff(agent, input_type=Foo, on_handoff=_on_handoff)
for key, value in Foo.model_json_schema().items():
assert obj.input_json_schema[key] == value
# Invalid JSON should raise an error
with pytest.raises(ModelBehaviorError):
await obj.on_invoke_handoff(RunContextWrapper(agent), "not json")
# Empty JSON should raise an error
with pytest.raises(ModelBehaviorError):
await obj.on_invoke_handoff(RunContextWrapper(agent), "")
# Valid JSON should call the on_handoff function
invoked = await obj.on_invoke_handoff(
RunContextWrapper(agent), Foo(bar="baz").model_dump_json()
)
assert invoked == agent
@pytest.mark.asyncio
async def test_on_handoff_called():
was_called = False
async def _on_handoff(ctx: RunContextWrapper[Any], input: Foo):
nonlocal was_called
was_called = True
agent = Agent(name="test")
obj = handoff(agent, input_type=Foo, on_handoff=_on_handoff)
for key, value in Foo.model_json_schema().items():
assert obj.input_json_schema[key] == value
invoked = await obj.on_invoke_handoff(
RunContextWrapper(agent), Foo(bar="baz").model_dump_json()
)
assert invoked == agent
assert was_called, "on_handoff should have been called"
@pytest.mark.asyncio
async def test_on_handoff_without_input_called():
was_called = False
def _on_handoff(ctx: RunContextWrapper[Any]):
nonlocal was_called
was_called = True
agent = Agent(name="test")
obj = handoff(agent, on_handoff=_on_handoff)
invoked = await obj.on_invoke_handoff(RunContextWrapper(agent), "")
assert invoked == agent
assert was_called, "on_handoff should have been called"
@pytest.mark.asyncio
async def test_async_on_handoff_without_input_called():
was_called = False
async def _on_handoff(ctx: RunContextWrapper[Any]):
nonlocal was_called
was_called = True
agent = Agent(name="test")
obj = handoff(agent, on_handoff=_on_handoff)
invoked = await obj.on_invoke_handoff(RunContextWrapper(agent), "")
assert invoked == agent
assert was_called, "on_handoff should have been called"
@pytest.mark.asyncio
async def test_callable_class_with_async_dunder_call_is_awaited():
"""Callable instances whose ``__call__`` is async must be awaited.
``inspect.iscoroutinefunction`` returns ``False`` for the instance itself, so the
previous implementation invoked it without awaiting and silently dropped the
coroutine.
"""
class WithInput:
def __init__(self) -> None:
self.calls: list[Foo] = []
async def __call__(self, ctx: RunContextWrapper[Any], input: Foo) -> None:
self.calls.append(input)
class NoInput:
def __init__(self) -> None:
self.calls = 0
async def __call__(self, ctx: RunContextWrapper[Any]) -> None:
self.calls += 1
agent = Agent(name="test")
with_input_cb = WithInput()
obj_with = handoff(agent, input_type=Foo, on_handoff=with_input_cb)
await obj_with.on_invoke_handoff(RunContextWrapper(agent), Foo(bar="baz").model_dump_json())
assert with_input_cb.calls == [Foo(bar="baz")]
no_input_cb = NoInput()
obj_no = handoff(agent, on_handoff=no_input_cb)
await obj_no.on_invoke_handoff(RunContextWrapper(agent), "")
assert no_input_cb.calls == 1
@pytest.mark.asyncio
async def test_invalid_on_handoff_raises_error():
was_called = False
async def _on_handoff(ctx: RunContextWrapper[Any], blah: str):
nonlocal was_called
was_called = True # pragma: no cover
agent = Agent(name="test")
with pytest.raises(UserError):
# Purposely ignoring the type error here to simulate invalid input
handoff(agent, on_handoff=_on_handoff) # type: ignore
def test_input_type_without_on_handoff_raises_error():
"""Providing input_type without on_handoff should raise an error."""
class MyInput(BaseModel):
reason: str
agent = Agent(name="test")
with pytest.raises(UserError, match="You must provide on_handoff when input_type is provided"):
handoff(agent, input_type=MyInput) # type: ignore
def test_non_callable_on_handoff_with_input_type_raises_error():
"""Providing a non-callable on_handoff with input_type should raise an error."""
class MyInput(BaseModel):
reason: str
agent = Agent(name="test")
with pytest.raises(UserError, match="on_handoff must be callable"):
handoff(agent, on_handoff="not_a_function", input_type=MyInput) # type: ignore
def test_handoff_input_data():
agent = Agent(name="test")
data = HandoffInputData(
input_history="",
pre_handoff_items=(),
new_items=(),
run_context=RunContextWrapper(context=()),
)
assert get_len(data) == 1
data = HandoffInputData(
input_history=({"role": "user", "content": "foo"},),
pre_handoff_items=(),
new_items=(),
run_context=RunContextWrapper(context=()),
)
assert get_len(data) == 1
data = HandoffInputData(
input_history=(
{"role": "user", "content": "foo"},
{"role": "assistant", "content": "bar"},
),
pre_handoff_items=(),
new_items=(),
run_context=RunContextWrapper(context=()),
)
assert get_len(data) == 2
data = HandoffInputData(
input_history=({"role": "user", "content": "foo"},),
pre_handoff_items=(
message_item("foo", agent),
message_item("foo2", agent),
),
new_items=(
message_item("bar", agent),
message_item("baz", agent),
),
run_context=RunContextWrapper(context=()),
)
assert get_len(data) == 5
data = HandoffInputData(
input_history=(
{"role": "user", "content": "foo"},
{"role": "assistant", "content": "bar"},
),
pre_handoff_items=(message_item("baz", agent),),
new_items=(
message_item("baz", agent),
message_item("qux", agent),
),
run_context=RunContextWrapper(context=()),
)
assert get_len(data) == 5
def test_handoff_input_schema_is_strict():
agent = Agent(name="test")
obj = handoff(agent, input_type=Foo, on_handoff=lambda ctx, input: None)
for key, value in Foo.model_json_schema().items():
assert obj.input_json_schema[key] == value
assert obj.strict_json_schema, "Input schema should be strict"
assert (
"additionalProperties" in obj.input_json_schema
and not obj.input_json_schema["additionalProperties"]
), "Input schema should be strict and have additionalProperties=False"
def test_get_transfer_message_is_valid_json() -> None:
agent = Agent(name="foo")
obj = handoff(agent)
transfer = obj.get_transfer_message(agent)
assert json.loads(transfer) == {"assistant": agent.name}
def test_handoff_is_enabled_bool():
"""Test that handoff respects is_enabled boolean parameter."""
agent = Agent(name="test")
# Test enabled handoff (default)
handoff_enabled = handoff(agent)
assert handoff_enabled.is_enabled is True
# Test explicitly enabled handoff
handoff_explicit_enabled = handoff(agent, is_enabled=True)
assert handoff_explicit_enabled.is_enabled is True
# Test disabled handoff
handoff_disabled = handoff(agent, is_enabled=False)
assert handoff_disabled.is_enabled is False
@pytest.mark.asyncio
async def test_handoff_is_enabled_callable():
"""Test that handoff respects is_enabled callable parameter."""
agent = Agent(name="test")
# Test callable that returns True
def always_enabled(ctx: RunContextWrapper[Any], agent: Agent[Any]) -> bool:
return True
handoff_callable_enabled = handoff(agent, is_enabled=always_enabled)
assert callable(handoff_callable_enabled.is_enabled)
result = handoff_callable_enabled.is_enabled(RunContextWrapper(agent), agent)
assert inspect.isawaitable(result)
result = await result
assert result is True
# Test callable that returns False
def always_disabled(ctx: RunContextWrapper[Any], agent: Agent[Any]) -> bool:
return False
handoff_callable_disabled = handoff(agent, is_enabled=always_disabled)
assert callable(handoff_callable_disabled.is_enabled)
result = handoff_callable_disabled.is_enabled(RunContextWrapper(agent), agent)
assert inspect.isawaitable(result)
result = await result
assert result is False
# Test async callable
async def async_enabled(ctx: RunContextWrapper[Any], agent: Agent[Any]) -> bool:
return True
handoff_async_enabled = handoff(agent, is_enabled=async_enabled)
assert callable(handoff_async_enabled.is_enabled)
result = await handoff_async_enabled.is_enabled(RunContextWrapper(agent), agent) # type: ignore
assert result is True
@pytest.mark.asyncio
async def test_handoff_is_enabled_filtering_integration():
"""Integration test that disabled handoffs are filtered out by the runner."""
# Set up agents
agent_1 = Agent(name="agent_1")
agent_2 = Agent(name="agent_2")
agent_3 = Agent(name="agent_3")
# Create main agent with mixed enabled/disabled handoffs
main_agent = Agent(
name="main_agent",
handoffs=[
handoff(agent_1, is_enabled=True), # enabled
handoff(agent_2, is_enabled=False), # disabled
handoff(agent_3, is_enabled=lambda ctx, agent: True), # enabled callable
],
)
context_wrapper = RunContextWrapper(main_agent)
# Get filtered handoffs using the runner's method
filtered_handoffs = await get_handoffs(main_agent, context_wrapper)
# Should only have 2 handoffs (agent_1 and agent_3), agent_2 should be filtered out
assert len(filtered_handoffs) == 2
# Check that the correct agents are present
agent_names = {h.agent_name for h in filtered_handoffs}
assert agent_names == {"agent_1", "agent_3"}
assert "agent_2" not in agent_names
@pytest.mark.asyncio
async def test_handoff_is_enabled_sync_callable_false_filters_handoff():
target_agent = Agent(name="target")
main_agent = Agent(
name="main",
handoffs=[handoff(target_agent, is_enabled=lambda ctx, agent: False)],
)
filtered_handoffs = await get_handoffs(main_agent, RunContextWrapper(main_agent))
assert filtered_handoffs == []
@pytest.mark.asyncio
async def test_handoff_direct_sync_is_enabled_callable_filters_handoff():
async def invoke_handoff(ctx: RunContextWrapper[Any], input_json: str) -> Agent[Any]:
_ = (ctx, input_json)
return Agent(name="target")
handoff_obj = Handoff(
tool_name="transfer_to_target",
tool_description="Transfer to target.",
input_json_schema={},
on_invoke_handoff=invoke_handoff,
agent_name="target",
is_enabled=lambda ctx, agent: False,
)
main_agent = Agent(name="main", handoffs=[handoff_obj])
filtered_handoffs = await get_handoffs(main_agent, RunContextWrapper(main_agent))
assert filtered_handoffs == []
class StrictInput(BaseModel):
name: str
age: int
@pytest.mark.asyncio
async def test_handoff_strict_json_rejects_type_coercion():
"""With strict_json_schema=True (default), string input for an int field must raise
ModelBehaviorError instead of being silently coerced."""
async def _on_handoff(ctx: RunContextWrapper[Any], input: StrictInput):
pass # pragma: no cover
agent = Agent(name="test")
obj = handoff(agent, input_type=StrictInput, on_handoff=_on_handoff)
# strict_json_schema defaults to True
assert obj.strict_json_schema is True
# age is a string "25" — strict mode should reject this
malformed_json = '{"name": "Alice", "age": "25"}'
with pytest.raises(ModelBehaviorError, match="Invalid JSON"):
await obj.on_invoke_handoff(RunContextWrapper(agent), malformed_json)
# Correctly typed input should still be accepted
valid_json = '{"name": "Alice", "age": 25}'
result = await obj.on_invoke_handoff(RunContextWrapper(agent), valid_json)
assert result == agent
@pytest.mark.asyncio
async def test_handoff_lenient_json_allows_type_coercion():
"""Without strict validation, Pydantic's default lenient mode silently coerces
string input for an int field — verifying backward compatibility."""
from pydantic import TypeAdapter
from agents.util._json import validate_json
type_adapter = TypeAdapter(StrictInput)
# age is a string "25" — lenient mode should coerce it to int 25
malformed_json = '{"name": "Alice", "age": "25"}'
result = validate_json(malformed_json, type_adapter, partial=False)
assert result.name == "Alice"
assert result.age == 25
assert isinstance(result.age, int)