vllm/tests/tool_use/test_qwen3coder_tool_parser.py
HAIAI aee76334d9
[amd_dev] branch rebase (#25753)
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855 lines
29 KiB
Python

# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import json
from collections.abc import Generator
from typing import Optional
import pytest
from vllm.entrypoints.openai.protocol import (ChatCompletionRequest,
ChatCompletionToolsParam,
DeltaMessage, FunctionCall,
ToolCall)
from vllm.entrypoints.openai.tool_parsers.qwen3coder_tool_parser import (
Qwen3CoderToolParser)
from vllm.entrypoints.openai.tool_parsers.qwen3xml_tool_parser import (
Qwen3XMLToolParser)
from vllm.transformers_utils.detokenizer_utils import detokenize_incrementally
from vllm.transformers_utils.tokenizer import AnyTokenizer, get_tokenizer
MODEL = "Qwen/Qwen3-Coder-30B-A3B-Instruct-FP8"
@pytest.fixture(scope="module")
def qwen3_tokenizer():
return get_tokenizer(tokenizer_name=MODEL)
@pytest.fixture
def qwen3_tool_parser(qwen3_tokenizer):
return Qwen3CoderToolParser(qwen3_tokenizer)
@pytest.fixture
def qwen3_xml_tool_parser(qwen3_tokenizer):
return Qwen3XMLToolParser(qwen3_tokenizer)
@pytest.fixture(params=["original", "xml"])
def qwen3_tool_parser_parametrized(qwen3_tool_parser, qwen3_xml_tool_parser,
request):
"""Parameterized fixture that provides both parser types for testing"""
if request.param == "original":
return qwen3_tool_parser
else:
return qwen3_xml_tool_parser
@pytest.fixture
def sample_tools():
return [
ChatCompletionToolsParam(type="function",
function={
"name": "get_current_weather",
"description": "Get the current weather",
"parameters": {
"type": "object",
"properties": {
"city": {
"type": "string",
"description": "The city name"
},
"state": {
"type": "string",
"description":
"The state code"
},
"unit": {
"type": "string",
"enum":
["fahrenheit", "celsius"]
}
},
"required": ["city", "state"]
}
}),
ChatCompletionToolsParam(type="function",
function={
"name": "calculate_area",
"description":
"Calculate area of a shape",
"parameters": {
"type": "object",
"properties": {
"shape": {
"type": "string"
},
"dimensions": {
"type": "object"
},
"precision": {
"type": "integer"
}
}
}
})
]
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"}