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Signed-off-by: Nick Hill <nhill@redhat.com> Signed-off-by: Lucas Kabela <lucaskabela@meta.com> Signed-off-by: Max de Bayser <mbayser@br.ibm.com> Signed-off-by: Andrew Sansom <andrew@protopia.ai> Signed-off-by: Boyuan Feng <boyuan@meta.com> Signed-off-by: Boyuan Feng <fby.1994@gmail.com> Signed-off-by: boyuanfeng <boyuan@meta.com> Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Signed-off-by: JartX <sagformas@epdcenter.es> Signed-off-by: Chendi Xue <Chendi.Xue@intel.com> Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> Signed-off-by: Chen Zhang <zhangch99@outlook.com> Signed-off-by: Roger Wang <hey@rogerw.io> Signed-off-by: mgoin <mgoin64@gmail.com> Signed-off-by: wwl2755 <wangwenlong2755@gmail.com> Signed-off-by: Manoel Marques <manoel.marques@ibm.com> Signed-off-by: Manoel Marques <manoelmrqs@gmail.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> Signed-off-by: pengdrumli <pengdrumli@tencent.com> Signed-off-by: windsonsea <haifeng.yao@daocloud.io> Signed-off-by: Woosuk Kwon <woosuk@thinkingmachines.ai> Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> Signed-off-by: Huamin Li <3ericli@gmail.com> Signed-off-by: simondanielsson <simon.danielsson99@hotmail.com> Signed-off-by: Rahul Tuli <rtuli@redhat.com> Signed-off-by: Yang <lymailforjob@gmail.com> Signed-off-by: Debolina Roy <debroy@redhat.com> Signed-off-by: David Chen <530634352@qq.com> Signed-off-by: wangzi <3220100013@zju.edu.cn> Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com> Signed-off-by: NickLucche <nlucches@redhat.com> Signed-off-by: Yizhou Liu <liu_yizhou@outlook.com> Signed-off-by: Sara Kokkila Schumacher <saraks@ibm.com> Signed-off-by: Csrayz <jover@cmbchina.com> Signed-off-by: ivyilike <pww123@cmbchina.com> Signed-off-by: Burkhard Ringlein <ngl@zurich.ibm.com> Signed-off-by: Bowen Wang <abmfy@icloud.com> Signed-off-by: qqma <qqma@amazon.com> Signed-off-by: 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Kübler <44084297+jmkuebler@users.noreply.github.com> Signed-off-by: taohui <taohui3@gmail.com> Signed-off-by: rongfu.leng <rongfu.leng@daocloud.io> Signed-off-by: Shu Wang <shuw@nvidia.com> Signed-off-by: Shu Wang. <shuw@nvidia.com> Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com> Signed-off-by: Duncan Moss <djm.moss@gmail.com> Signed-off-by: Shiyan Deng <dsy842974287@meta.com> Signed-off-by: Wei Wei <wwei6@meta.com> Signed-off-by: Saman Keon <samanamp@outlook.com> Signed-off-by: yangxurui <yangxurui@meituan.com> Signed-off-by: nicole-lihui <nicole.li@daocloud.io> Signed-off-by: courage17340 <courage17340@163.com> Signed-off-by: Jacob Kahn <jacobkahn1@gmail.com> Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com> Signed-off-by: Agata Dobrzyniewicz <adobrzyniewicz@habana.ai> Signed-off-by: zxw <1020938856@qq.com> Signed-off-by: wang.yuqi <noooop@126.com> Signed-off-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Signed-off-by: chenlang <chen.lang5@zte.com.cn> Signed-off-by: Jonas Kuebler <kuebj@amazon.com> Signed-off-by: AlonKejzman <alonkeizman@gmail.com> Signed-off-by: Tao Hui <taohui3@gmail.com> Signed-off-by: Matthew Bonanni <mbonanni001@gmail.com> Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com> Signed-off-by: Aleksandr Malyshev <maleksan@amd.com> Signed-off-by: Eugene Khvedchenia <ekhvedchenia@nvidia.com> Signed-off-by: Eugene Khvedchenya <ekhvedchenya@gmail.com> Signed-off-by: yiting.jiang <yiting.jiang@daocloud.io> Signed-off-by: xaguilar <Xavier.AguilarFruto@amd.com> Signed-off-by: Iceber Gu <caiwei95@hotmail.com> Signed-off-by: Tao He <linzhu.ht@alibaba-inc.com> Signed-off-by: Icey <1790571317@qq.com> Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com> Signed-off-by: Chih-Chieh-Yang <7364402+cyang49@users.noreply.github.com> Co-authored-by: Nick Hill <nhill@redhat.com> Co-authored-by: Lucas Kabela <lucasakabela@gmail.com> Co-authored-by: Maximilien de Bayser <mbayser@br.ibm.com> Co-authored-by: Andrew Sansom <andrew@protopia.ai> Co-authored-by: Boyuan Feng <boyuan@meta.com> Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: JartX <sagformas@epdcenter.es> Co-authored-by: Chendi.Xue <chendi.xue@intel.com> Co-authored-by: Chauncey <chaunceyjiang@gmail.com> Co-authored-by: xin.li <xin.li@daocloud.io> Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk> Co-authored-by: Chen Zhang <zhangch99@outlook.com> Co-authored-by: Roger Wang <hey@rogerw.io> Co-authored-by: Michael Goin <mgoin64@gmail.com> Co-authored-by: Wenlong Wang <wangwenlong2755@gmail.com> Co-authored-by: Manoel Marques <manoelmrqs@gmail.com> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn> Co-authored-by: lirong <56789630+lirong-lirong@users.noreply.github.com> Co-authored-by: Michael Yao <haifeng.yao@daocloud.io> Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> Co-authored-by: Huamin Li <3ericli@gmail.com> Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com> Co-authored-by: Simon Danielsson <70206058+simondanielsson@users.noreply.github.com> Co-authored-by: Rahul Tuli <rtuli@redhat.com> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Yang Liu <127183760+KKSK-DON@users.noreply.github.com> Co-authored-by: Deboleina <debroy@redhat.com> Co-authored-by: yinz-aizip <yinz@aizip.ai> Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com> Co-authored-by: wangzi <3220100013@zju.edu.cn> Co-authored-by: Eldar Kurtić <8884008+eldarkurtic@users.noreply.github.com> Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com> Co-authored-by: Ye (Charlotte) Qi <yeq@meta.com> Co-authored-by: Yizhou <136800916+yiz-liu@users.noreply.github.com> Co-authored-by: Sara-KS <50249410+Sara-KS@users.noreply.github.com> Co-authored-by: Csrayz <jover@cmbchina.com> Co-authored-by: ivyilike <pww123@cmbchina.com> Co-authored-by: Burkhard Ringlein <ngl@zurich.ibm.com> Co-authored-by: Bowen Wang <abmfy@icloud.com> Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> Co-authored-by: Daisy-Ma-coder <daisy.ma.0117@gmail.com> Co-authored-by: qqma <qqma@amazon.com> Co-authored-by: ElizaWszola <ewszola@redhat.com> Co-authored-by: Lucia Fang <116399278+luccafong@users.noreply.github.com> Co-authored-by: Zhuohan Li <zhuohan123@gmail.com> Co-authored-by: Simon Mo <simon.mo@hey.com> Co-authored-by: Or Ozeri <oro@il.ibm.com> Co-authored-by: Johnny Yang <24908445+jcyang43@users.noreply.github.com> Co-authored-by: Chengji Yao <chengjiyao@google.com> Co-authored-by: Alec S <10566873+alecsolder@users.noreply.github.com> Co-authored-by: Alec Solder <alecs@fb.com> Co-authored-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Matthew Bonanni <mbonanni@redhat.com> Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com> Co-authored-by: Chris Bamford <chrisbam4d@gmail.com> Co-authored-by: Alexander Matveev <59768536+alexm-redhat@users.noreply.github.com> Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com> Co-authored-by: JJJYmmm <92386084+JJJYmmm@users.noreply.github.com> Co-authored-by: liuye.hj <liuye.hj@alibaba-inc.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com> Co-authored-by: Lucia (Lu) Fang <fanglu@meta.com> Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com> Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com> Co-authored-by: Ming Yang <yming@meta.com> Co-authored-by: Zhikaiiii <55917203+Zhikaiiii@users.noreply.github.com> Co-authored-by: Andreas Hartel <andreas@hartel.me> Co-authored-by: Jee Jee Li <pandaleefree@gmail.com> Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com> Co-authored-by: Joel <wuxibin89@163.com> Co-authored-by: youkaichao <youkaichao@gmail.com> Co-authored-by: Mark McLoughlin <markmc@redhat.com> Co-authored-by: Peter Pan <peter.pan@daocloud.io> 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<156009573+gshtras@users.noreply.github.com> Co-authored-by: Jialin Ouyang <Jialin.Ouyang@gmail.com> Co-authored-by: rouchenzi <40842833+rouchenzi@users.noreply.github.com> Co-authored-by: Andrew Xia <axia@meta.com> Co-authored-by: kourosh hakhamaneshi <31483498+kouroshHakha@users.noreply.github.com> Co-authored-by: Corey Lowman <clowman1993@gmail.com> Co-authored-by: Juan Villamizar <100237675+jpvillam-amd@users.noreply.github.com> Co-authored-by: jpvillam <jpvillam@amd.com> Co-authored-by: Doug Smith <dosmith@redhat.com> Co-authored-by: Chenxi Yang <cxyang@cs.utexas.edu> Co-authored-by: Chenxi Yang <cxyang@fb.com> Co-authored-by: ahao-anyscale <ahao@anyscale.com> Co-authored-by: 0xNullPath <luyanfcp@foxmail.com> Co-authored-by: baxingpiaochong <771405853@qq.com> Co-authored-by: Benjamin Chislett <bchislett@nvidia.com> Co-authored-by: Kyle Sayers <kylesayrs@gmail.com> Co-authored-by: Nikhil Gupta <nikhil.gupta2@arm.com> Co-authored-by: Yong Hoon Shin 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855 lines
29 KiB
Python
855 lines
29 KiB
Python
# SPDX-License-Identifier: Apache-2.0
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# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
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import json
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from collections.abc import Generator
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from typing import Optional
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import pytest
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from vllm.entrypoints.openai.protocol import (ChatCompletionRequest,
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ChatCompletionToolsParam,
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DeltaMessage, FunctionCall,
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ToolCall)
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from vllm.entrypoints.openai.tool_parsers.qwen3coder_tool_parser import (
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Qwen3CoderToolParser)
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from vllm.entrypoints.openai.tool_parsers.qwen3xml_tool_parser import (
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Qwen3XMLToolParser)
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from vllm.transformers_utils.detokenizer_utils import detokenize_incrementally
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from vllm.transformers_utils.tokenizer import AnyTokenizer, get_tokenizer
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MODEL = "Qwen/Qwen3-Coder-30B-A3B-Instruct-FP8"
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@pytest.fixture(scope="module")
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def qwen3_tokenizer():
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return get_tokenizer(tokenizer_name=MODEL)
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@pytest.fixture
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def qwen3_tool_parser(qwen3_tokenizer):
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return Qwen3CoderToolParser(qwen3_tokenizer)
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@pytest.fixture
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def qwen3_xml_tool_parser(qwen3_tokenizer):
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return Qwen3XMLToolParser(qwen3_tokenizer)
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@pytest.fixture(params=["original", "xml"])
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def qwen3_tool_parser_parametrized(qwen3_tool_parser, qwen3_xml_tool_parser,
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request):
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"""Parameterized fixture that provides both parser types for testing"""
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if request.param == "original":
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return qwen3_tool_parser
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else:
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return qwen3_xml_tool_parser
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@pytest.fixture
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def sample_tools():
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return [
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ChatCompletionToolsParam(type="function",
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function={
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"name": "get_current_weather",
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"description": "Get the current weather",
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"parameters": {
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"type": "object",
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"properties": {
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"city": {
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"type": "string",
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"description": "The city name"
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},
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"state": {
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"type": "string",
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"description":
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"The state code"
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},
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"unit": {
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"type": "string",
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"enum":
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["fahrenheit", "celsius"]
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}
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},
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"required": ["city", "state"]
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}
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}),
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ChatCompletionToolsParam(type="function",
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function={
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"name": "calculate_area",
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"description":
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"Calculate area of a shape",
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"parameters": {
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"type": "object",
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"properties": {
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"shape": {
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"type": "string"
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},
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"dimensions": {
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"type": "object"
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},
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"precision": {
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"type": "integer"
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}
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}
|
|
}
|
|
})
|
|
]
|
|
|
|
|
|
def assert_tool_calls(actual_tool_calls: list[ToolCall],
|
|
expected_tool_calls: list[ToolCall]):
|
|
assert len(actual_tool_calls) == len(expected_tool_calls)
|
|
|
|
for actual_tool_call, expected_tool_call in zip(actual_tool_calls,
|
|
expected_tool_calls):
|
|
# Qwen3 parser doesn't generate IDs during extraction
|
|
assert actual_tool_call.type == "function"
|
|
assert (
|
|
actual_tool_call.function.name == expected_tool_call.function.name)
|
|
assert (json.loads(actual_tool_call.function.arguments) == json.loads(
|
|
expected_tool_call.function.arguments))
|
|
|
|
|
|
def stream_delta_message_generator(
|
|
qwen3_tool_parser,
|
|
qwen3_tokenizer: AnyTokenizer,
|
|
model_output: str,
|
|
request: Optional[ChatCompletionRequest] = None
|
|
) -> Generator[DeltaMessage, None, None]:
|
|
all_token_ids = qwen3_tokenizer.encode(model_output,
|
|
add_special_tokens=False)
|
|
|
|
previous_text = ""
|
|
previous_tokens = None
|
|
prefix_offset = 0
|
|
read_offset = 0
|
|
for i, delta_token in enumerate(all_token_ids):
|
|
delta_token_ids = [delta_token]
|
|
previous_token_ids = all_token_ids[:i]
|
|
current_token_ids = all_token_ids[:i + 1]
|
|
|
|
(new_tokens, delta_text, new_prefix_offset,
|
|
new_read_offset) = detokenize_incrementally(
|
|
tokenizer=qwen3_tokenizer,
|
|
all_input_ids=current_token_ids,
|
|
prev_tokens=previous_tokens,
|
|
prefix_offset=prefix_offset,
|
|
read_offset=read_offset,
|
|
skip_special_tokens=False,
|
|
spaces_between_special_tokens=True,
|
|
)
|
|
|
|
current_text = previous_text + delta_text
|
|
|
|
delta_message = qwen3_tool_parser.extract_tool_calls_streaming(
|
|
previous_text,
|
|
current_text,
|
|
delta_text,
|
|
previous_token_ids,
|
|
current_token_ids,
|
|
delta_token_ids,
|
|
request=request,
|
|
)
|
|
if delta_message:
|
|
yield delta_message
|
|
|
|
previous_text = current_text
|
|
previous_tokens = (previous_tokens +
|
|
new_tokens if previous_tokens else new_tokens)
|
|
prefix_offset = new_prefix_offset
|
|
read_offset = new_read_offset
|
|
|
|
|
|
def test_extract_tool_calls_no_tools(qwen3_tool_parser_parametrized):
|
|
model_output = "This is a test response without any tool calls"
|
|
extracted_tool_calls = qwen3_tool_parser_parametrized.extract_tool_calls(
|
|
model_output, request=None) # type: ignore[arg-type]
|
|
assert not extracted_tool_calls.tools_called
|
|
assert extracted_tool_calls.tool_calls == []
|
|
assert extracted_tool_calls.content == model_output
|
|
|
|
|
|
@pytest.mark.parametrize(
|
|
ids=[
|
|
"single_tool",
|
|
"single_tool_with_content",
|
|
"single_tool_multiline_param",
|
|
"parallel_tools",
|
|
"tool_with_typed_params",
|
|
],
|
|
argnames=["model_output", "expected_tool_calls", "expected_content"],
|
|
argvalues=[
|
|
('''<tool_call>
|
|
<function=get_current_weather>
|
|
<parameter=city>
|
|
Dallas
|
|
</parameter>
|
|
<parameter=state>
|
|
TX
|
|
</parameter>
|
|
<parameter=unit>
|
|
fahrenheit
|
|
</parameter>
|
|
</function>
|
|
</tool_call>''', [
|
|
ToolCall(
|
|
function=FunctionCall(name="get_current_weather",
|
|
arguments=json.dumps({
|
|
"city": "Dallas",
|
|
"state": "TX",
|
|
"unit": "fahrenheit"
|
|
})))
|
|
], None),
|
|
('''Sure! Let me check the weather for you.<tool_call>
|
|
<function=get_current_weather>
|
|
<parameter=city>
|
|
Dallas
|
|
</parameter>
|
|
<parameter=state>
|
|
TX
|
|
</parameter>
|
|
<parameter=unit>
|
|
fahrenheit
|
|
</parameter>
|
|
</function>
|
|
</tool_call>''', [
|
|
ToolCall(
|
|
function=FunctionCall(name="get_current_weather",
|
|
arguments=json.dumps({
|
|
"city": "Dallas",
|
|
"state": "TX",
|
|
"unit": "fahrenheit"
|
|
})))
|
|
], "Sure! Let me check the weather for you."),
|
|
('''<tool_call>
|
|
<function=calculate_area>
|
|
<parameter=shape>
|
|
rectangle
|
|
</parameter>
|
|
<parameter=dimensions>
|
|
{"width": 10,
|
|
"height": 20}
|
|
</parameter>
|
|
<parameter=precision>
|
|
2
|
|
</parameter>
|
|
</function>
|
|
</tool_call>''', [
|
|
ToolCall(function=FunctionCall(name="calculate_area",
|
|
arguments=json.dumps({
|
|
"shape": "rectangle",
|
|
"dimensions": {
|
|
"width": 10,
|
|
"height": 20
|
|
},
|
|
"precision": 2
|
|
})))
|
|
], None),
|
|
('''<tool_call>
|
|
<function=get_current_weather>
|
|
<parameter=city>
|
|
Dallas
|
|
</parameter>
|
|
<parameter=state>
|
|
TX
|
|
</parameter>
|
|
<parameter=unit>
|
|
fahrenheit
|
|
</parameter>
|
|
</function>
|
|
</tool_call>
|
|
<tool_call>
|
|
<function=get_current_weather>
|
|
<parameter=city>
|
|
Orlando
|
|
</parameter>
|
|
<parameter=state>
|
|
FL
|
|
</parameter>
|
|
<parameter=unit>
|
|
fahrenheit
|
|
</parameter>
|
|
</function>
|
|
</tool_call>''', [
|
|
ToolCall(
|
|
function=FunctionCall(name="get_current_weather",
|
|
arguments=json.dumps({
|
|
"city": "Dallas",
|
|
"state": "TX",
|
|
"unit": "fahrenheit"
|
|
}))),
|
|
ToolCall(
|
|
function=FunctionCall(name="get_current_weather",
|
|
arguments=json.dumps({
|
|
"city": "Orlando",
|
|
"state": "FL",
|
|
"unit": "fahrenheit"
|
|
})))
|
|
], None),
|
|
('''Let me calculate that area for you.<tool_call>
|
|
<function=calculate_area>
|
|
<parameter=shape>
|
|
circle
|
|
</parameter>
|
|
<parameter=dimensions>
|
|
{"radius": 15.5}
|
|
</parameter>
|
|
<parameter=precision>
|
|
3
|
|
</parameter>
|
|
</function>
|
|
</tool_call>''', [
|
|
ToolCall(function=FunctionCall(name="calculate_area",
|
|
arguments=json.dumps({
|
|
"shape": "circle",
|
|
"dimensions": {
|
|
"radius": 15.5
|
|
},
|
|
"precision": 3
|
|
})))
|
|
], "Let me calculate that area for you."),
|
|
],
|
|
)
|
|
def test_extract_tool_calls(qwen3_tool_parser_parametrized, sample_tools,
|
|
model_output, expected_tool_calls,
|
|
expected_content):
|
|
request = ChatCompletionRequest(model=MODEL,
|
|
messages=[],
|
|
tools=sample_tools)
|
|
extracted_tool_calls = qwen3_tool_parser_parametrized.extract_tool_calls(
|
|
model_output, request=request)
|
|
assert extracted_tool_calls.tools_called
|
|
|
|
assert_tool_calls(extracted_tool_calls.tool_calls, expected_tool_calls)
|
|
|
|
assert extracted_tool_calls.content == expected_content
|
|
|
|
|
|
def test_extract_tool_calls_fallback_no_tags(qwen3_tool_parser_parametrized,
|
|
sample_tools):
|
|
"""Test fallback parsing when XML tags are missing"""
|
|
model_output = '''<function=get_current_weather>
|
|
<parameter=city>
|
|
Dallas
|
|
</parameter>
|
|
<parameter=state>
|
|
TX
|
|
</parameter>
|
|
</function>'''
|
|
|
|
request = ChatCompletionRequest(model=MODEL,
|
|
messages=[],
|
|
tools=sample_tools)
|
|
extracted_tool_calls = qwen3_tool_parser_parametrized.extract_tool_calls(
|
|
model_output, request=request)
|
|
|
|
assert extracted_tool_calls.tools_called
|
|
assert len(extracted_tool_calls.tool_calls) == 1
|
|
assert (extracted_tool_calls.tool_calls[0].function.name ==
|
|
"get_current_weather")
|
|
|
|
|
|
def test_extract_tool_calls_type_conversion(qwen3_tool_parser_parametrized):
|
|
"""Test parameter type conversion based on tool schema"""
|
|
tools = [
|
|
ChatCompletionToolsParam(type="function",
|
|
function={
|
|
"name": "test_types",
|
|
"parameters": {
|
|
"type": "object",
|
|
"properties": {
|
|
"int_param": {
|
|
"type": "integer"
|
|
},
|
|
"float_param": {
|
|
"type": "float"
|
|
},
|
|
"bool_param": {
|
|
"type": "boolean"
|
|
},
|
|
"str_param": {
|
|
"type": "string"
|
|
},
|
|
"obj_param": {
|
|
"type": "object"
|
|
}
|
|
}
|
|
}
|
|
})
|
|
]
|
|
|
|
model_output = '''<tool_call>
|
|
<function=test_types>
|
|
<parameter=int_param>
|
|
42
|
|
</parameter>
|
|
<parameter=float_param>
|
|
3.14
|
|
</parameter>
|
|
<parameter=bool_param>
|
|
true
|
|
</parameter>
|
|
<parameter=str_param>
|
|
hello world
|
|
</parameter>
|
|
<parameter=obj_param>
|
|
{"key": "value"}
|
|
</parameter>
|
|
</function>
|
|
</tool_call>'''
|
|
|
|
request = ChatCompletionRequest(model=MODEL, messages=[], tools=tools)
|
|
extracted_tool_calls = qwen3_tool_parser_parametrized.extract_tool_calls(
|
|
model_output, request=request)
|
|
|
|
args = json.loads(extracted_tool_calls.tool_calls[0].function.arguments)
|
|
assert args["int_param"] == 42
|
|
assert args["float_param"] == 3.14
|
|
assert args["bool_param"] is True
|
|
assert args["str_param"] == "hello world"
|
|
assert args["obj_param"] == {"key": "value"}
|
|
|
|
|
|
@pytest.mark.parametrize(
|
|
ids=[
|
|
"no_tools",
|
|
"single_tool",
|
|
"single_tool_with_content",
|
|
"single_tool_multiline_param",
|
|
"parallel_tools",
|
|
"tool_with_typed_params", # Added this test case
|
|
],
|
|
argnames=["model_output", "expected_tool_calls", "expected_content"],
|
|
argvalues=[
|
|
("This is a test without tools", [], "This is a test without tools"),
|
|
('''<tool_call>
|
|
<function=get_current_weather>
|
|
<parameter=city>
|
|
Dallas
|
|
</parameter>
|
|
<parameter=state>
|
|
TX
|
|
</parameter>
|
|
<parameter=unit>
|
|
fahrenheit
|
|
</parameter>
|
|
</function>
|
|
</tool_call>''', [
|
|
ToolCall(
|
|
function=FunctionCall(name="get_current_weather",
|
|
arguments=json.dumps({
|
|
"city": "Dallas",
|
|
"state": "TX",
|
|
"unit": "fahrenheit"
|
|
})))
|
|
], None),
|
|
('''Sure! Let me check the weather for you.<tool_call>
|
|
<function=get_current_weather>
|
|
<parameter=city>
|
|
Dallas
|
|
</parameter>
|
|
<parameter=state>
|
|
TX
|
|
</parameter>
|
|
<parameter=unit>
|
|
fahrenheit
|
|
</parameter>
|
|
</function>
|
|
</tool_call>''', [
|
|
ToolCall(
|
|
function=FunctionCall(name="get_current_weather",
|
|
arguments=json.dumps({
|
|
"city": "Dallas",
|
|
"state": "TX",
|
|
"unit": "fahrenheit"
|
|
})))
|
|
], "Sure! Let me check the weather for you."),
|
|
('''<tool_call>
|
|
<function=calculate_area>
|
|
<parameter=shape>
|
|
rectangle
|
|
</parameter>
|
|
<parameter=dimensions>
|
|
{"width": 10,
|
|
"height": 20}
|
|
</parameter>
|
|
<parameter=precision>
|
|
2
|
|
</parameter>
|
|
</function>
|
|
</tool_call>''', [
|
|
ToolCall(function=FunctionCall(name="calculate_area",
|
|
arguments=json.dumps({
|
|
"shape": "rectangle",
|
|
"dimensions": {
|
|
"width": 10,
|
|
"height": 20
|
|
},
|
|
"precision": 2
|
|
})))
|
|
], None),
|
|
('''<tool_call>
|
|
<function=get_current_weather>
|
|
<parameter=city>
|
|
Dallas
|
|
</parameter>
|
|
<parameter=state>
|
|
TX
|
|
</parameter>
|
|
<parameter=unit>
|
|
fahrenheit
|
|
</parameter>
|
|
</function>
|
|
</tool_call>
|
|
<tool_call>
|
|
<function=get_current_weather>
|
|
<parameter=city>
|
|
Orlando
|
|
</parameter>
|
|
<parameter=state>
|
|
FL
|
|
</parameter>
|
|
<parameter=unit>
|
|
celsius
|
|
</parameter>
|
|
</function>
|
|
</tool_call>''', [
|
|
ToolCall(
|
|
function=FunctionCall(name="get_current_weather",
|
|
arguments=json.dumps({
|
|
"city": "Dallas",
|
|
"state": "TX",
|
|
"unit": "fahrenheit"
|
|
}))),
|
|
ToolCall(
|
|
function=FunctionCall(name="get_current_weather",
|
|
arguments=json.dumps({
|
|
"city": "Orlando",
|
|
"state": "FL",
|
|
"unit": "celsius"
|
|
})))
|
|
], None),
|
|
# Added tool_with_typed_params test case
|
|
('''Let me calculate that area for you.<tool_call>
|
|
<function=calculate_area>
|
|
<parameter=shape>
|
|
circle
|
|
</parameter>
|
|
<parameter=dimensions>
|
|
{"radius": 15.5}
|
|
</parameter>
|
|
<parameter=precision>
|
|
3
|
|
</parameter>
|
|
</function>
|
|
</tool_call>''', [
|
|
ToolCall(function=FunctionCall(name="calculate_area",
|
|
arguments=json.dumps({
|
|
"shape": "circle",
|
|
"dimensions": {
|
|
"radius": 15.5
|
|
},
|
|
"precision": 3
|
|
})))
|
|
], "Let me calculate that area for you."),
|
|
],
|
|
)
|
|
def test_extract_tool_calls_streaming(qwen3_tool_parser_parametrized,
|
|
qwen3_tokenizer, sample_tools,
|
|
model_output, expected_tool_calls,
|
|
expected_content):
|
|
"""Test incremental streaming behavior including typed parameters"""
|
|
request = ChatCompletionRequest(model=MODEL,
|
|
messages=[],
|
|
tools=sample_tools)
|
|
|
|
other_content = ''
|
|
tool_states = {} # Track state per tool index
|
|
|
|
for delta_message in stream_delta_message_generator(
|
|
qwen3_tool_parser_parametrized, qwen3_tokenizer, model_output,
|
|
request):
|
|
# role should never be streamed from tool parser
|
|
assert not delta_message.role
|
|
|
|
if delta_message.content:
|
|
other_content += delta_message.content
|
|
|
|
if delta_message.tool_calls:
|
|
for tool_call in delta_message.tool_calls:
|
|
idx = tool_call.index
|
|
|
|
# Initialize state for new tool
|
|
if idx not in tool_states:
|
|
tool_states[idx] = {
|
|
"id": None,
|
|
"name": None,
|
|
"arguments": "",
|
|
"type": None
|
|
}
|
|
|
|
# First chunk should have id, name, and type
|
|
if tool_call.id:
|
|
tool_states[idx]["id"] = tool_call.id
|
|
|
|
if tool_call.type:
|
|
assert tool_call.type == "function"
|
|
tool_states[idx]["type"] = tool_call.type
|
|
|
|
if tool_call.function:
|
|
if tool_call.function.name:
|
|
# Should only be set once
|
|
assert tool_states[idx]["name"] is None
|
|
tool_states[idx]["name"] = tool_call.function.name
|
|
|
|
if tool_call.function.arguments is not None:
|
|
# Accumulate arguments incrementally
|
|
tool_states[idx][
|
|
"arguments"] += tool_call.function.arguments
|
|
|
|
# Verify final content
|
|
assert other_content == (expected_content or "") # Handle None case
|
|
|
|
# Verify we got all expected tool calls
|
|
assert len(tool_states) == len(expected_tool_calls)
|
|
|
|
# Verify each tool call
|
|
for idx, expected_tool in enumerate(expected_tool_calls):
|
|
state = tool_states[idx]
|
|
assert state["id"] is not None
|
|
assert state["type"] == "function"
|
|
assert state["name"] == expected_tool.function.name
|
|
|
|
# Parse accumulated arguments
|
|
arguments_str = state["arguments"]
|
|
assert arguments_str is not None
|
|
actual_args = json.loads(arguments_str)
|
|
expected_args = json.loads(expected_tool.function.arguments)
|
|
assert actual_args == expected_args
|
|
|
|
|
|
def test_extract_tool_calls_missing_closing_parameter_tag(
|
|
qwen3_tool_parser_parametrized, sample_tools):
|
|
"""Test handling of missing closing </parameter> tag"""
|
|
# Using get_current_weather from sample_tools but with malformed XML
|
|
model_output = '''Let me check the weather for you:
|
|
<tool_call>
|
|
<function=get_current_weather>
|
|
<parameter=city>
|
|
Dallas
|
|
<parameter=state>
|
|
TX
|
|
</parameter>
|
|
<parameter=unit>
|
|
fahrenheit
|
|
</parameter>
|
|
</function>
|
|
</tool_call>'''
|
|
|
|
request = ChatCompletionRequest(model=MODEL,
|
|
messages=[],
|
|
tools=sample_tools)
|
|
extracted_tool_calls = qwen3_tool_parser_parametrized.extract_tool_calls(
|
|
model_output, request=request)
|
|
|
|
# The parser should handle the malformed XML gracefully
|
|
assert extracted_tool_calls.tools_called
|
|
assert len(extracted_tool_calls.tool_calls) == 1
|
|
|
|
# Verify the function name is correct
|
|
assert extracted_tool_calls.tool_calls[
|
|
0].function.name == "get_current_weather"
|
|
|
|
# Verify the arguments are parsed despite the missing closing tag
|
|
args = json.loads(extracted_tool_calls.tool_calls[0].function.arguments)
|
|
assert "city" in args
|
|
assert args["city"] == "Dallas"
|
|
assert args["state"] == "TX"
|
|
assert args["unit"] == "fahrenheit"
|
|
|
|
# Check that content before the tool call is preserved
|
|
assert "Let me check the weather for you:" in extracted_tool_calls.content
|
|
|
|
|
|
def test_extract_tool_calls_streaming_missing_closing_tag(
|
|
qwen3_tool_parser_parametrized, qwen3_tokenizer, sample_tools):
|
|
"""Test streaming with missing closing </parameter> tag"""
|
|
# Using get_current_weather from sample_tools but with malformed XML
|
|
model_output = '''Let me check the weather for you:
|
|
<tool_call>
|
|
<function=get_current_weather>
|
|
<parameter=city>
|
|
Dallas
|
|
<parameter=state>
|
|
TX
|
|
</parameter>
|
|
<parameter=unit>
|
|
fahrenheit
|
|
</parameter>
|
|
</function>
|
|
</tool_call>'''
|
|
|
|
request = ChatCompletionRequest(model=MODEL,
|
|
messages=[],
|
|
tools=sample_tools)
|
|
|
|
other_content = ''
|
|
tool_states = {}
|
|
|
|
for delta_message in stream_delta_message_generator(
|
|
qwen3_tool_parser_parametrized, qwen3_tokenizer, model_output,
|
|
request):
|
|
|
|
if delta_message.content:
|
|
other_content += delta_message.content
|
|
|
|
if delta_message.tool_calls:
|
|
for tool_call in delta_message.tool_calls:
|
|
idx = tool_call.index
|
|
|
|
if idx not in tool_states:
|
|
tool_states[idx] = {
|
|
"id": None,
|
|
"name": None,
|
|
"arguments": "",
|
|
"type": None
|
|
}
|
|
|
|
if tool_call.id:
|
|
tool_states[idx]["id"] = tool_call.id
|
|
|
|
if tool_call.type:
|
|
assert tool_call.type == "function"
|
|
tool_states[idx]["type"] = tool_call.type
|
|
|
|
if tool_call.function:
|
|
if tool_call.function.name:
|
|
tool_states[idx]["name"] = tool_call.function.name
|
|
|
|
if tool_call.function.arguments is not None:
|
|
tool_states[idx][
|
|
"arguments"] += tool_call.function.arguments
|
|
|
|
# Verify content was streamed
|
|
assert "Let me check the weather for you:" in other_content
|
|
|
|
# Verify we got the tool call
|
|
assert len(tool_states) == 1
|
|
state = tool_states[0]
|
|
assert state["id"] is not None
|
|
assert state["type"] == "function"
|
|
assert state["name"] == "get_current_weather"
|
|
|
|
# Verify arguments were parsed correctly despite missing closing tag
|
|
assert state["arguments"] is not None
|
|
args = json.loads(state["arguments"])
|
|
assert args["city"] == "Dallas"
|
|
assert args["state"] == "TX"
|
|
assert args["unit"] == "fahrenheit"
|
|
|
|
|
|
def test_extract_tool_calls_streaming_incremental(
|
|
qwen3_tool_parser_parametrized, qwen3_tokenizer, sample_tools):
|
|
"""Test that streaming is truly incremental"""
|
|
model_output = '''I'll check the weather.<tool_call>
|
|
<function=get_current_weather>
|
|
<parameter=city>
|
|
Dallas
|
|
</parameter>
|
|
<parameter=state>
|
|
TX
|
|
</parameter>
|
|
</function>
|
|
</tool_call>'''
|
|
|
|
request = ChatCompletionRequest(model=MODEL,
|
|
messages=[],
|
|
tools=sample_tools)
|
|
|
|
chunks = []
|
|
for delta_message in stream_delta_message_generator(
|
|
qwen3_tool_parser_parametrized, qwen3_tokenizer, model_output,
|
|
request):
|
|
chunks.append(delta_message)
|
|
|
|
# Should have multiple chunks
|
|
assert len(chunks) > 3
|
|
|
|
# First chunk(s) should be content
|
|
assert chunks[0].content is not None
|
|
assert chunks[0].tool_calls is None or chunks[0].tool_calls == []
|
|
|
|
# Should have a chunk with tool header (id, name, type)
|
|
header_found = False
|
|
for chunk in chunks:
|
|
if chunk.tool_calls and chunk.tool_calls[0].id:
|
|
header_found = True
|
|
assert (chunk.tool_calls[0].function.name == "get_current_weather")
|
|
assert chunk.tool_calls[0].type == "function"
|
|
# Empty initially
|
|
assert chunk.tool_calls[0].function.arguments == ""
|
|
break
|
|
assert header_found
|
|
|
|
# Should have chunks with incremental arguments
|
|
arg_chunks = []
|
|
for chunk in chunks:
|
|
if chunk.tool_calls and chunk.tool_calls[0].function.arguments:
|
|
arg_chunks.append(chunk.tool_calls[0].function.arguments)
|
|
|
|
# Arguments should be streamed incrementally
|
|
assert len(arg_chunks) > 1
|
|
|
|
# Concatenated arguments should form valid JSON
|
|
full_args = "".join(arg_chunks)
|
|
parsed_args = json.loads(full_args)
|
|
assert parsed_args["city"] == "Dallas"
|
|
assert parsed_args["state"] == "TX"
|
|
|
|
|
|
def test_extract_tool_calls_complex_type_with_single_quote(
|
|
qwen3_tool_parser_parametrized):
|
|
"""Test parameter type conversion based on tool schema"""
|
|
tools = [
|
|
ChatCompletionToolsParam(type="function",
|
|
function={
|
|
"name": "test_types",
|
|
"parameters": {
|
|
"type": "object",
|
|
"properties": {
|
|
"int_param": {
|
|
"type": "integer"
|
|
},
|
|
"float_param": {
|
|
"type": "float"
|
|
},
|
|
"bool_param": {
|
|
"type": "boolean"
|
|
},
|
|
"str_param": {
|
|
"type": "string"
|
|
},
|
|
"obj_param": {
|
|
"type": "object"
|
|
}
|
|
}
|
|
}
|
|
})
|
|
]
|
|
|
|
model_output = '''<tool_call>
|
|
<function=test_types>
|
|
<parameter=obj_param>
|
|
{'key': 'value'}
|
|
</parameter>
|
|
</function>
|
|
</tool_call>'''
|
|
|
|
request = ChatCompletionRequest(model=MODEL, messages=[], tools=tools)
|
|
extracted_tool_calls = qwen3_tool_parser_parametrized.extract_tool_calls(
|
|
model_output, request=request)
|
|
|
|
args = json.loads(extracted_tool_calls.tool_calls[0].function.arguments)
|
|
assert args["obj_param"] == {"key": "value"}
|