forked from Karylab-cklius/vllm
Signed-off-by: Ace Eldeib <aeldeib@coreweave.com> Co-authored-by: Flora Feng <4florafeng@gmail.com>
288 lines
8.6 KiB
Python
288 lines
8.6 KiB
Python
# SPDX-License-Identifier: Apache-2.0
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# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
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"""Unit tests for DeepSeekV4ToolParser."""
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import json
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from unittest.mock import MagicMock
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import pytest
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from xgrammar import StructuralTag
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from vllm.entrypoints.openai.chat_completion.protocol import (
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ChatCompletionNamedFunction,
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ChatCompletionNamedToolChoiceParam,
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ChatCompletionRequest,
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ChatCompletionToolsParam,
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)
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from vllm.tool_parsers import ToolParserManager
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from vllm.tool_parsers.deepseekv4_tool_parser import DeepSeekV4ToolParser
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MOCK_TOKENIZER = MagicMock()
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MOCK_TOKENIZER.get_vocab.return_value = {}
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TC_START = "<|DSML|tool_calls>"
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TC_END = "</|DSML|tool_calls>"
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INV_START = '<|DSML|invoke name="'
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INV_END = "</|DSML|invoke>"
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PARAM_START = '<|DSML|parameter name="'
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PARAM_END = "</|DSML|parameter>"
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@pytest.fixture
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def sample_tools() -> list[ChatCompletionToolsParam]:
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return [
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ChatCompletionToolsParam(
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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": {"type": "string", "description": "The city name"},
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"state": {"type": "string", "description": "The state code"},
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"unit": {"type": "string", "enum": ["fahrenheit", "celsius"]},
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},
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"required": ["city", "state"],
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},
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},
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),
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ChatCompletionToolsParam(
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type="function",
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function={
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"name": "calculate_area",
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"description": "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": {"type": "string"},
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"dimensions": {"type": "object"},
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"precision": {"type": "integer"},
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},
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},
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},
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),
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]
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def make_parser(tools=None) -> DeepSeekV4ToolParser:
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return DeepSeekV4ToolParser(MOCK_TOKENIZER, tools=tools)
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def make_request(tools=None) -> MagicMock:
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req = MagicMock()
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req.tools = tools
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return req
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def build_tool_call(func_name: str, params: dict[str, str]) -> str:
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param_strs = "".join(
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f'{PARAM_START}{k}" string="true">{v}{PARAM_END}\n' for k, v in params.items()
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)
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return f'{TC_START}\n{INV_START}{func_name}">\n{param_strs}{INV_END}\n{TC_END}'
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def stream(parser: DeepSeekV4ToolParser, full_text: str, chunk_size: int = 7):
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deltas = []
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previous_text = ""
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for start in range(0, len(full_text), chunk_size):
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delta_text = full_text[start : start + chunk_size]
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current_text = previous_text + delta_text
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delta = parser.extract_tool_calls_streaming(
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previous_text=previous_text,
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current_text=current_text,
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delta_text=delta_text,
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previous_token_ids=[],
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current_token_ids=[],
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delta_token_ids=[1],
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request=make_request(),
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)
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previous_text = current_text
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if delta is not None:
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deltas.append(delta)
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return deltas
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def reconstruct_args(deltas, tool_index: int = 0) -> str:
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fragments = []
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for delta in deltas:
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if delta.tool_calls:
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for tool_call in delta.tool_calls:
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if (
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tool_call.index == tool_index
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and tool_call.function
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and tool_call.function.arguments
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):
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fragments.append(tool_call.function.arguments)
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return "".join(fragments)
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def test_registered():
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assert ToolParserManager.get_tool_parser("deepseek_v4") is DeepSeekV4ToolParser
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def test_extract_tool_calls():
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parser = make_parser()
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model_output = "Let me check. " + build_tool_call(
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"get_weather", {"location": "Beijing", "unit": "celsius"}
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)
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result = parser.extract_tool_calls(model_output, make_request())
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assert result.tools_called
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assert result.content == "Let me check. "
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assert len(result.tool_calls) == 1
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tool_call = result.tool_calls[0]
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assert tool_call.function.name == "get_weather"
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assert json.loads(tool_call.function.arguments) == {
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"location": "Beijing",
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"unit": "celsius",
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}
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def test_function_calls_block_is_not_accepted():
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parser = make_parser()
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model_output = build_tool_call("search", {"query": "vllm"}).replace(
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"tool_calls", "function_calls"
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)
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result = parser.extract_tool_calls(model_output, make_request())
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assert not result.tools_called
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assert result.content == model_output
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def test_streaming_extracts_complete_invokes():
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parser = make_parser()
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full_text = build_tool_call("search", {"query": "deepseek v4"})
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deltas = stream(parser, full_text, chunk_size=5)
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names = [
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tool_call.function.name
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for delta in deltas
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if delta.tool_calls
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for tool_call in delta.tool_calls
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]
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assert names == ["search"]
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assert json.loads(reconstruct_args(deltas)) == {"query": "deepseek v4"}
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def test_get_vllm_registry_structural_tag_returns_structural_tag(
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sample_tools: list[ChatCompletionToolsParam],
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) -> None:
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parser = make_parser()
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req = ChatCompletionRequest(
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messages=[],
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model="m",
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tools=sample_tools,
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tool_choice="auto",
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)
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tag = parser.get_structural_tag(req)
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assert isinstance(tag, StructuralTag)
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req = ChatCompletionRequest(
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messages=[],
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model="m",
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tools=sample_tools,
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tool_choice="required",
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)
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tag = parser.get_structural_tag(req)
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assert isinstance(tag, StructuralTag)
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if sample_tools:
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tool = sample_tools[0]
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req = ChatCompletionRequest(
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messages=[],
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model="m",
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tools=sample_tools,
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)
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req.tool_choice = ChatCompletionNamedToolChoiceParam(
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function=ChatCompletionNamedFunction(name=tool.function.name)
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)
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tag = parser.get_structural_tag(req)
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assert isinstance(tag, StructuralTag)
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def test_extract_tool_calls_arguments_wrapper():
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mock_tokenizer = MagicMock()
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mock_tokenizer.get_vocab.return_value = {}
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tool = ChatCompletionToolsParam(
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type="function",
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function={
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"name": "get_weather",
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"parameters": {
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"type": "object",
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"properties": {"location": {"type": "string"}},
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},
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},
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)
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parser = DeepSeekV4ToolParser(mock_tokenizer, tools=[tool])
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request = MagicMock()
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request.tools = [tool]
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model_output = (
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f"{TC_START}"
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f'{INV_START}get_weather">'
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f'{PARAM_START}arguments" string="false">{{"location":"Beijing"}}{PARAM_END}'
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f"{INV_END}"
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f"{TC_END}"
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)
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result = parser.extract_tool_calls(model_output, request)
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assert result.tools_called
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args = json.loads(result.tool_calls[0].function.arguments)
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assert args == {"location": "Beijing"}
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@pytest.mark.skip_global_cleanup
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def test_composed_schema_converts_object_and_array_params():
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tool = ChatCompletionToolsParam(
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type="function",
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function={
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"name": "set_timer",
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"parameters": {
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"type": "object",
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"properties": {
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"wait": {
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"anyOf": [
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{"type": "object"},
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{"type": "null"},
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],
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},
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"patches": {
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"allOf": [
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{"type": "array", "items": {"type": "object"}},
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],
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},
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},
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},
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},
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)
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parser = make_parser(tools=[tool])
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request = make_request(tools=[tool])
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model_output = (
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f"{TC_START}\n"
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f'{INV_START}set_timer">\n'
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f'{PARAM_START}wait" string="false">'
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f'{{"type":"for","minutes":2880}}'
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f"{PARAM_END}\n"
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f'{PARAM_START}patches" string="false">'
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f'[{{"op":"replace","path":"/schedule","value":"quiet"}}]'
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f"{PARAM_END}\n"
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f"{INV_END}\n"
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f"{TC_END}"
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)
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result = parser.extract_tool_calls(model_output, request)
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assert result.tools_called
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args = json.loads(result.tool_calls[0].function.arguments)
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assert args == {
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"wait": {"type": "for", "minutes": 2880},
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"patches": [{"op": "replace", "path": "/schedule", "value": "quiet"}],
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}
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