File size: 16,680 Bytes
8ede856 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 | import os
import sys
from unittest.mock import AsyncMock
import pytest
# 将项目根目录添加到 sys.path
sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "..")))
from astrbot.core.agent.hooks import BaseAgentRunHooks
from astrbot.core.agent.run_context import ContextWrapper
from astrbot.core.agent.runners.tool_loop_agent_runner import ToolLoopAgentRunner
from astrbot.core.agent.tool import FunctionTool, ToolSet
from astrbot.core.provider.entities import LLMResponse, ProviderRequest, TokenUsage
from astrbot.core.provider.provider import Provider
class MockProvider(Provider):
"""模拟Provider用于测试"""
def __init__(self):
super().__init__({}, {})
self.call_count = 0
self.should_call_tools = True
self.max_calls_before_normal_response = 10
def get_current_key(self) -> str:
return "test_key"
def set_key(self, key: str):
pass
async def get_models(self) -> list[str]:
return ["test_model"]
async def text_chat(self, **kwargs) -> LLMResponse:
self.call_count += 1
# 检查工具是否被禁用
func_tool = kwargs.get("func_tool")
# 如果工具被禁用或超过最大调用次数,返回正常响应
if func_tool is None or self.call_count > self.max_calls_before_normal_response:
return LLMResponse(
role="assistant",
completion_text="这是我的最终回答",
usage=TokenUsage(input_other=10, output=5),
)
# 模拟工具调用响应
if self.should_call_tools:
return LLMResponse(
role="assistant",
completion_text="我需要使用工具来帮助您",
tools_call_name=["test_tool"],
tools_call_args=[{"query": "test"}],
tools_call_ids=["call_123"],
usage=TokenUsage(input_other=10, output=5),
)
# 默认返回正常响应
return LLMResponse(
role="assistant",
completion_text="这是我的最终回答",
usage=TokenUsage(input_other=10, output=5),
)
async def text_chat_stream(self, **kwargs):
response = await self.text_chat(**kwargs)
response.is_chunk = True
yield response
response.is_chunk = False
yield response
class MockToolExecutor:
"""模拟工具执行器"""
@classmethod
def execute(cls, tool, run_context, **tool_args):
async def generator():
# 模拟工具返回结果,使用正确的类型
from mcp.types import CallToolResult, TextContent
result = CallToolResult(
content=[TextContent(type="text", text="工具执行结果")]
)
yield result
return generator()
class MockFailingProvider(MockProvider):
async def text_chat(self, **kwargs) -> LLMResponse:
self.call_count += 1
raise RuntimeError("primary provider failed")
class MockErrProvider(MockProvider):
async def text_chat(self, **kwargs) -> LLMResponse:
self.call_count += 1
return LLMResponse(
role="err",
completion_text="primary provider returned error",
)
class MockAbortableStreamProvider(MockProvider):
async def text_chat_stream(self, **kwargs):
abort_signal = kwargs.get("abort_signal")
yield LLMResponse(
role="assistant",
completion_text="partial ",
is_chunk=True,
)
if abort_signal and abort_signal.is_set():
yield LLMResponse(
role="assistant",
completion_text="partial ",
is_chunk=False,
)
return
yield LLMResponse(
role="assistant",
completion_text="partial final",
is_chunk=False,
)
class MockHooks(BaseAgentRunHooks):
"""模拟钩子函数"""
def __init__(self):
self.agent_begin_called = False
self.agent_done_called = False
self.tool_start_called = False
self.tool_end_called = False
async def on_agent_begin(self, run_context):
self.agent_begin_called = True
async def on_tool_start(self, run_context, tool, tool_args):
self.tool_start_called = True
async def on_tool_end(self, run_context, tool, tool_args, tool_result):
self.tool_end_called = True
async def on_agent_done(self, run_context, llm_response):
self.agent_done_called = True
class MockEvent:
def __init__(self, umo: str, sender_id: str):
self.unified_msg_origin = umo
self._sender_id = sender_id
def get_sender_id(self):
return self._sender_id
class MockAgentContext:
def __init__(self, event):
self.event = event
@pytest.fixture
def mock_provider():
return MockProvider()
@pytest.fixture
def mock_tool_executor():
return MockToolExecutor()
@pytest.fixture
def mock_hooks():
return MockHooks()
@pytest.fixture
def tool_set():
"""创建测试用的工具集"""
tool = FunctionTool(
name="test_tool",
description="测试工具",
parameters={"type": "object", "properties": {"query": {"type": "string"}}},
handler=AsyncMock(),
)
return ToolSet(tools=[tool])
@pytest.fixture
def provider_request(tool_set):
"""创建测试用的ProviderRequest"""
return ProviderRequest(prompt="请帮我查询信息", func_tool=tool_set, contexts=[])
@pytest.fixture
def runner():
"""创建ToolLoopAgentRunner实例"""
return ToolLoopAgentRunner()
@pytest.mark.asyncio
async def test_max_step_limit_functionality(
runner, mock_provider, provider_request, mock_tool_executor, mock_hooks
):
"""测试最大步数限制功能"""
# 设置模拟provider,让它总是返回工具调用
mock_provider.should_call_tools = True
mock_provider.max_calls_before_normal_response = (
100 # 设置一个很大的值,确保不会自然结束
)
# 初始化runner
await runner.reset(
provider=mock_provider,
request=provider_request,
run_context=ContextWrapper(context=None),
tool_executor=mock_tool_executor,
agent_hooks=mock_hooks,
streaming=False,
)
# 设置较小的最大步数来测试限制功能
max_steps = 3
# 收集所有响应
responses = []
async for response in runner.step_until_done(max_steps):
responses.append(response)
# 验证结果
assert runner.done(), "代理应该在达到最大步数后完成"
# 验证工具被禁用(这是最重要的验证点)
assert runner.req.func_tool is None, "达到最大步数后工具应该被禁用"
# 验证有最终响应
final_responses = [r for r in responses if r.type == "llm_result"]
assert len(final_responses) > 0, "应该有最终的LLM响应"
# 验证最后一条消息是assistant的最终回答
last_message = runner.run_context.messages[-1]
assert last_message.role == "assistant", "最后一条消息应该是assistant的最终回答"
@pytest.mark.asyncio
async def test_normal_completion_without_max_step(
runner, mock_provider, provider_request, mock_tool_executor, mock_hooks
):
"""测试正常完成(不触发最大步数限制)"""
# 设置模拟provider,让它在第2次调用时返回正常响应
mock_provider.should_call_tools = True
mock_provider.max_calls_before_normal_response = 2
# 初始化runner
await runner.reset(
provider=mock_provider,
request=provider_request,
run_context=ContextWrapper(context=None),
tool_executor=mock_tool_executor,
agent_hooks=mock_hooks,
streaming=False,
)
# 设置足够大的最大步数
max_steps = 10
# 收集所有响应
responses = []
async for response in runner.step_until_done(max_steps):
responses.append(response)
# 验证结果
assert runner.done(), "代理应该正常完成"
# 验证没有触发最大步数限制 - 通过检查provider调用次数
# mock_provider在第2次调用后返回正常响应,所以不应该达到max_steps(10)
assert mock_provider.call_count < max_steps, (
f"正常完成时调用次数({mock_provider.call_count})应该小于最大步数({max_steps})"
)
# 验证没有最大步数警告消息(注意:实际注入的是user角色的消息)
user_messages = [m for m in runner.run_context.messages if m.role == "user"]
max_step_messages = [
m for m in user_messages if "工具调用次数已达到上限" in m.content
]
assert len(max_step_messages) == 0, "正常完成时不应该有步数限制消息"
# 验证工具仍然可用(没有被禁用)
assert runner.req.func_tool is not None, "正常完成时工具不应该被禁用"
@pytest.mark.asyncio
async def test_max_step_with_streaming(
runner, mock_provider, provider_request, mock_tool_executor, mock_hooks
):
"""测试流式响应下的最大步数限制"""
# 设置模拟provider
mock_provider.should_call_tools = True
mock_provider.max_calls_before_normal_response = 100
# 初始化runner,启用流式响应
await runner.reset(
provider=mock_provider,
request=provider_request,
run_context=ContextWrapper(context=None),
tool_executor=mock_tool_executor,
agent_hooks=mock_hooks,
streaming=True,
)
# 设置较小的最大步数
max_steps = 2
# 收集所有响应
responses = []
async for response in runner.step_until_done(max_steps):
responses.append(response)
# 验证结果
assert runner.done(), "代理应该在达到最大步数后完成"
# 验证有流式响应
streaming_responses = [r for r in responses if r.type == "streaming_delta"]
assert len(streaming_responses) > 0, "应该有流式响应"
# 验证工具被禁用
assert runner.req.func_tool is None, "达到最大步数后工具应该被禁用"
# 验证最后一条消息是assistant的最终回答
last_message = runner.run_context.messages[-1]
assert last_message.role == "assistant", "最后一条消息应该是assistant的最终回答"
@pytest.mark.asyncio
async def test_hooks_called_with_max_step(
runner, mock_provider, provider_request, mock_tool_executor, mock_hooks
):
"""测试达到最大步数时钩子函数是否被正确调用"""
# 设置模拟provider
mock_provider.should_call_tools = True
mock_provider.max_calls_before_normal_response = 100
# 初始化runner
await runner.reset(
provider=mock_provider,
request=provider_request,
run_context=ContextWrapper(context=None),
tool_executor=mock_tool_executor,
agent_hooks=mock_hooks,
streaming=False,
)
# 设置较小的最大步数
max_steps = 2
# 执行步骤
async for response in runner.step_until_done(max_steps):
pass
# 验证钩子函数被调用
assert mock_hooks.agent_begin_called, "on_agent_begin应该被调用"
assert mock_hooks.agent_done_called, "on_agent_done应该被调用"
assert mock_hooks.tool_start_called, "on_tool_start应该被调用"
assert mock_hooks.tool_end_called, "on_tool_end应该被调用"
@pytest.mark.asyncio
async def test_fallback_provider_used_when_primary_raises(
runner, provider_request, mock_tool_executor, mock_hooks
):
primary_provider = MockFailingProvider()
fallback_provider = MockProvider()
fallback_provider.should_call_tools = False
await runner.reset(
provider=primary_provider,
request=provider_request,
run_context=ContextWrapper(context=None),
tool_executor=mock_tool_executor,
agent_hooks=mock_hooks,
streaming=False,
fallback_providers=[fallback_provider],
)
async for _ in runner.step_until_done(5):
pass
final_resp = runner.get_final_llm_resp()
assert final_resp is not None
assert final_resp.role == "assistant"
assert final_resp.completion_text == "这是我的最终回答"
assert primary_provider.call_count == 1
assert fallback_provider.call_count == 1
@pytest.mark.asyncio
async def test_fallback_provider_used_when_primary_returns_err(
runner, provider_request, mock_tool_executor, mock_hooks
):
primary_provider = MockErrProvider()
fallback_provider = MockProvider()
fallback_provider.should_call_tools = False
await runner.reset(
provider=primary_provider,
request=provider_request,
run_context=ContextWrapper(context=None),
tool_executor=mock_tool_executor,
agent_hooks=mock_hooks,
streaming=False,
fallback_providers=[fallback_provider],
)
async for _ in runner.step_until_done(5):
pass
final_resp = runner.get_final_llm_resp()
assert final_resp is not None
assert final_resp.role == "assistant"
assert final_resp.completion_text == "这是我的最终回答"
assert primary_provider.call_count == 1
assert fallback_provider.call_count == 1
@pytest.mark.asyncio
async def test_stop_signal_returns_aborted_and_persists_partial_message(
runner, provider_request, mock_tool_executor, mock_hooks
):
provider = MockAbortableStreamProvider()
await runner.reset(
provider=provider,
request=provider_request,
run_context=ContextWrapper(context=None),
tool_executor=mock_tool_executor,
agent_hooks=mock_hooks,
streaming=True,
)
step_iter = runner.step()
first_resp = await step_iter.__anext__()
assert first_resp.type == "streaming_delta"
runner.request_stop()
rest_responses = []
async for response in step_iter:
rest_responses.append(response)
assert any(resp.type == "aborted" for resp in rest_responses)
assert runner.was_aborted() is True
final_resp = runner.get_final_llm_resp()
assert final_resp is not None
assert final_resp.role == "assistant"
# When interrupted, the runner replaces completion_text with a system message
assert "interrupted" in final_resp.completion_text.lower()
assert runner.run_context.messages[-1].role == "assistant"
@pytest.mark.asyncio
async def test_tool_result_injects_follow_up_notice(
runner, mock_provider, provider_request, mock_tool_executor, mock_hooks
):
mock_event = MockEvent("test:FriendMessage:follow_up", "u1")
run_context = ContextWrapper(context=MockAgentContext(mock_event))
await runner.reset(
provider=mock_provider,
request=provider_request,
run_context=run_context,
tool_executor=mock_tool_executor,
agent_hooks=mock_hooks,
streaming=False,
)
ticket1 = runner.follow_up(
message_text="follow up 1",
)
ticket2 = runner.follow_up(
message_text="follow up 2",
)
assert ticket1 is not None
assert ticket2 is not None
async for _ in runner.step():
pass
assert provider_request.tool_calls_result is not None
assert isinstance(provider_request.tool_calls_result, list)
assert provider_request.tool_calls_result
tool_result = str(
provider_request.tool_calls_result[0].tool_calls_result[0].content
)
assert "SYSTEM NOTICE" in tool_result
assert "1. follow up 1" in tool_result
assert "2. follow up 2" in tool_result
assert ticket1.resolved.is_set() is True
assert ticket2.resolved.is_set() is True
assert ticket1.consumed is True
assert ticket2.consumed is True
@pytest.mark.asyncio
async def test_follow_up_ticket_not_consumed_when_no_next_tool_call(
runner, mock_provider, provider_request, mock_tool_executor, mock_hooks
):
mock_provider.should_call_tools = False
mock_event = MockEvent("test:FriendMessage:follow_up_no_tool", "u1")
run_context = ContextWrapper(context=MockAgentContext(mock_event))
await runner.reset(
provider=mock_provider,
request=provider_request,
run_context=run_context,
tool_executor=mock_tool_executor,
agent_hooks=mock_hooks,
streaming=False,
)
ticket = runner.follow_up(message_text="follow up without tool")
assert ticket is not None
async for _ in runner.step():
pass
assert ticket.resolved.is_set() is True
assert ticket.consumed is False
if __name__ == "__main__":
# 运行测试
pytest.main([__file__, "-v"])
|