Spaces:
Paused
Paused
File size: 18,831 Bytes
4b03eed | 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 | # -*- coding: utf-8 -*-
"""Comprehensive formatter unit tests for DeepSeekChatFormatter and
DeepSeekMultiAgentFormatter, with exact ground-truth comparisons.
"""
from unittest import IsolatedAsyncioTestCase
from agentscope.formatter import (
DeepSeekChatFormatter,
DeepSeekMultiAgentFormatter,
)
from agentscope.message import (
UserMsg,
AssistantMsg,
SystemMsg,
TextBlock,
DataBlock,
Base64Source,
ToolCallBlock,
ToolResultBlock,
ToolResultState,
ThinkingBlock,
HintBlock,
)
class TestDeepSeekFormatter(IsolatedAsyncioTestCase):
"""Comprehensive tests for DeepSeek Chat and MultiAgent formatters."""
async def asyncSetUp(self) -> None:
"""Set up shared fixtures and ground-truth dicts."""
_hist_prompt = (
DeepSeekMultiAgentFormatter().conversation_history_prompt
)
self.msgs_system = [
SystemMsg(
name="system",
content="You're a helpful assistant.",
),
]
self.msgs_conversation = [
UserMsg(
name="user",
content="What is the capital of France?",
),
AssistantMsg(
name="assistant",
content="The capital of France is Paris.",
),
UserMsg(
name="user",
content="What is the capital of Germany?",
),
AssistantMsg(
name="assistant",
content="The capital of Germany is Berlin.",
),
UserMsg(
name="user",
content="What is the capital of Japan?",
),
]
self.msgs_tools = [
AssistantMsg(
name="assistant",
content=[
ToolCallBlock(
id="call_1",
name="get_capital",
input='{"country": "Japan"}',
),
ToolResultBlock(
id="call_1",
name="get_capital",
output=[
TextBlock(text="The capital of Japan is Tokyo."),
],
state=ToolResultState.SUCCESS,
),
TextBlock(text="The capital of Japan is Tokyo."),
],
),
]
# --- Chat formatter ground truth ---
# DeepSeek content is a plain string (not a list of blocks).
# All assistant messages include `reasoning_content` (empty string if
# no ThinkingBlock).
self.gt_chat = [
{"role": "system", "content": "You're a helpful assistant."},
{"role": "user", "content": "What is the capital of France?"},
{
"role": "assistant",
"content": "The capital of France is Paris.",
"reasoning_content": "",
},
{"role": "user", "content": "What is the capital of Germany?"},
{
"role": "assistant",
"content": "The capital of Germany is Berlin.",
"reasoning_content": "",
},
{"role": "user", "content": "What is the capital of Japan?"},
{
"role": "assistant",
"content": None,
"reasoning_content": "",
"tool_calls": [
{
"id": "call_1",
"type": "function",
"function": {
"name": "get_capital",
"arguments": '{"country": "Japan"}',
},
},
],
},
{
"role": "tool",
"tool_call_id": "call_1",
"content": "The capital of Japan is Tokyo.",
"name": "get_capital",
},
{
"role": "assistant",
"content": "The capital of Japan is Tokyo.",
"reasoning_content": "",
},
]
# --- MultiAgent formatter ground truth ---
# System content is a plain string.
# History is a plain string (not a list) with <history> tags.
# The trailing assistant message (is_first=False) is wrapped in a
# minimal <history> block without the full prompt prefix.
self._gt_trailing_asst = {
"role": "assistant",
"content": "The capital of Japan is Tokyo.",
"reasoning_content": "",
}
self._gt_tool_call = {
"role": "assistant",
"content": None,
"reasoning_content": "",
"tool_calls": [
{
"id": "call_1",
"type": "function",
"function": {
"name": "get_capital",
"arguments": '{"country": "Japan"}',
},
},
],
}
self._gt_tool_result = {
"role": "tool",
"tool_call_id": "call_1",
"content": "The capital of Japan is Tokyo.",
"name": "get_capital",
}
self.gt_multiagent = [
{"role": "system", "content": "You're a helpful assistant."},
{
"role": "user",
"content": (
_hist_prompt + "<history>\n"
"user: What is the capital of France?\n"
"assistant: The capital of France is Paris.\n"
"user: What is the capital of Germany?\n"
"assistant: The capital of Germany is Berlin.\n"
"user: What is the capital of Japan?\n"
"</history>"
),
},
self._gt_tool_call,
self._gt_tool_result,
self._gt_trailing_asst,
]
# ------------------------------------------------------------------
# DeepSeekChatFormatter tests
# ------------------------------------------------------------------
async def test_chat_formatter(self) -> None:
"""Chat formatter produces exact output for various subsets."""
fmt = DeepSeekChatFormatter()
# Full history
res = await fmt.format(
[*self.msgs_system, *self.msgs_conversation, *self.msgs_tools],
)
self.assertListEqual(self.gt_chat, res)
# Without system
res = await fmt.format([*self.msgs_conversation, *self.msgs_tools])
self.assertListEqual(self.gt_chat[1:], res)
# Without conversation
n_tools_gt = len(self.gt_chat) - 1 - len(self.msgs_conversation)
res = await fmt.format([*self.msgs_system, *self.msgs_tools])
self.assertListEqual(
[self.gt_chat[0]] + self.gt_chat[-n_tools_gt:],
res,
)
# Without tools
res = await fmt.format([*self.msgs_system, *self.msgs_conversation])
self.assertListEqual(self.gt_chat[:-n_tools_gt], res)
# Empty
self.assertListEqual([], await fmt.format([]))
async def test_chat_formatter_reasoning_content_always_present(
self,
) -> None:
"""Every assistant message always has a reasoning_content field."""
fmt = DeepSeekChatFormatter()
msgs = [AssistantMsg(name="assistant", content="Answer")]
res = await fmt.format(msgs)
self.assertListEqual(
[
{
"role": "assistant",
"content": "Answer",
"reasoning_content": "",
},
],
res,
)
async def test_chat_formatter_thinking_block(self) -> None:
"""ThinkingBlock is placed into reasoning_content."""
fmt = DeepSeekChatFormatter()
msgs = [
AssistantMsg(
name="assistant",
content=[
ThinkingBlock(thinking="Let me think..."),
TextBlock(text="Answer"),
],
),
]
res = await fmt.format(msgs)
self.assertListEqual(
[
{
"role": "assistant",
"content": "Answer",
"reasoning_content": "Let me think...",
},
],
res,
)
# ------------------------------------------------------------------
# DeepSeekMultiAgentFormatter tests
# ------------------------------------------------------------------
async def test_multiagent_formatter(self) -> None:
"""MultiAgent formatter produces exact output for various subsets."""
fmt = DeepSeekMultiAgentFormatter()
# Full
res = await fmt.format(
[*self.msgs_system, *self.msgs_conversation, *self.msgs_tools],
)
self.assertListEqual(self.gt_multiagent, res)
# Without system
res = await fmt.format([*self.msgs_conversation, *self.msgs_tools])
self.assertListEqual(self.gt_multiagent[1:], res)
# Without tools
res = await fmt.format([*self.msgs_system, *self.msgs_conversation])
self.assertListEqual(self.gt_multiagent[:2], res)
# System only
res = await fmt.format(self.msgs_system)
self.assertListEqual([self.gt_multiagent[0]], res)
# Conversation only
res = await fmt.format(self.msgs_conversation)
self.assertListEqual([self.gt_multiagent[1]], res)
# Tools only
res = await fmt.format(self.msgs_tools)
self.assertListEqual(
[
self._gt_tool_call,
self._gt_tool_result,
self._gt_trailing_asst,
],
res,
)
# System + tools
res = await fmt.format([*self.msgs_system, *self.msgs_tools])
self.assertListEqual(
[
self.gt_multiagent[0],
self._gt_tool_call,
self._gt_tool_result,
self._gt_trailing_asst,
],
res,
)
# Empty
self.assertListEqual([], await fmt.format([]))
async def test_chat_formatter_complex_multi_step(self) -> None:
"""Complex multi-step sequence with interleaved thinking, text,
tool calls, and tool results."""
fmt = DeepSeekChatFormatter()
msgs = [
AssistantMsg(
name="assistant",
content=[
ThinkingBlock(thinking="thinking_1"),
TextBlock(text="text_1"),
ToolCallBlock(
id="call_1",
name="func_1",
input='{"arg": "value1"}',
),
ToolCallBlock(
id="call_2",
name="func_2",
input='{"arg": "value2"}',
),
ToolResultBlock(
id="call_1",
name="func_1",
output=[TextBlock(text="result_1")],
state=ToolResultState.SUCCESS,
),
ToolResultBlock(
id="call_2",
name="func_2",
output=[TextBlock(text="result_2")],
state=ToolResultState.SUCCESS,
),
ThinkingBlock(thinking="thinking_2"),
TextBlock(text="text_2"),
ToolCallBlock(
id="call_3",
name="func_3",
input='{"arg": "value3"}',
),
ToolResultBlock(
id="call_3",
name="func_3",
output=[TextBlock(text="result_3")],
state=ToolResultState.SUCCESS,
),
ToolCallBlock(
id="call_4",
name="func_4",
input='{"arg": "value4"}',
),
ToolResultBlock(
id="call_4",
name="func_4",
output=[TextBlock(text="result_4")],
state=ToolResultState.SUCCESS,
),
ThinkingBlock(thinking="thinking_3"),
TextBlock(text="text_3"),
],
),
]
res = await fmt.format(msgs)
self.assertListEqual(
[
{
"role": "assistant",
"content": "text_1",
"reasoning_content": "thinking_1",
"tool_calls": [
{
"id": "call_1",
"type": "function",
"function": {
"name": "func_1",
"arguments": '{"arg": "value1"}',
},
},
{
"id": "call_2",
"type": "function",
"function": {
"name": "func_2",
"arguments": '{"arg": "value2"}',
},
},
],
},
{
"role": "tool",
"tool_call_id": "call_1",
"content": "result_1",
"name": "func_1",
},
{
"role": "tool",
"tool_call_id": "call_2",
"content": "result_2",
"name": "func_2",
},
{
"role": "assistant",
"content": "text_2",
"reasoning_content": "thinking_2",
"tool_calls": [
{
"id": "call_3",
"type": "function",
"function": {
"name": "func_3",
"arguments": '{"arg": "value3"}',
},
},
],
},
{
"role": "tool",
"tool_call_id": "call_3",
"content": "result_3",
"name": "func_3",
},
{
"role": "assistant",
"content": None,
"reasoning_content": "",
"tool_calls": [
{
"id": "call_4",
"type": "function",
"function": {
"name": "func_4",
"arguments": '{"arg": "value4"}',
},
},
],
},
{
"role": "tool",
"tool_call_id": "call_4",
"content": "result_4",
"name": "func_4",
},
{
"role": "assistant",
"content": "text_3",
"reasoning_content": "thinking_3",
},
],
res,
)
async def test_chat_formatter_hint_block(self) -> None:
"""HintBlock flushes preceding content and becomes a user message."""
fmt = DeepSeekChatFormatter()
msgs = [
AssistantMsg(
name="assistant",
content=[
TextBlock(text="Let me think about that."),
HintBlock(hint="Remember to be concise."),
TextBlock(text="Here is my answer."),
],
),
]
res = await fmt.format(msgs)
self.assertListEqual(
[
{
"role": "assistant",
"content": "Let me think about that.",
"reasoning_content": "",
},
{
"role": "user",
"content": "Remember to be concise.",
},
{
"role": "assistant",
"content": "Here is my answer.",
"reasoning_content": "",
},
],
res,
)
async def test_chat_formatter_hint_block_multimodal(self) -> None:
"""DeepSeek is text-only — DataBlock degrades to a placeholder
string."""
fmt = DeepSeekChatFormatter()
msgs = [
AssistantMsg(
name="assistant",
content=[
HintBlock(
hint=[
TextBlock(text="Inspect this screenshot:"),
DataBlock(
source=Base64Source(
data="ZmFrZSBpbWFnZSBkYXRh",
media_type="image/png",
),
),
],
),
],
),
]
res = await fmt.format(msgs)
self.assertListEqual(
[
{
"role": "user",
"content": (
"Inspect this screenshot:\n"
"[image/png attached, not supported by this provider]"
),
},
],
res,
)
|