Add MiniCPM5 tool call parser for XML-style function calls (#25600)

Co-authored-by: zhangtao <zhangtao2@modelbest.cn>
This commit is contained in:
zhangtao2-1
2026-05-22 23:09:40 +08:00
committed by GitHub
co-authored by zhangtao
parent f5ed2687ec
commit 6baa859a86
5 changed files with 645 additions and 0 deletions
@@ -28,6 +28,7 @@ from sglang.srt.function_call.kimik2_detector import KimiK2Detector
from sglang.srt.function_call.lfm2_detector import Lfm2Detector from sglang.srt.function_call.lfm2_detector import Lfm2Detector
from sglang.srt.function_call.llama32_detector import Llama32Detector from sglang.srt.function_call.llama32_detector import Llama32Detector
from sglang.srt.function_call.mimo_detector import MiMoDetector from sglang.srt.function_call.mimo_detector import MiMoDetector
from sglang.srt.function_call.minicpm5_detector import MiniCPM5Detector
from sglang.srt.function_call.minimax_m2 import MinimaxM2Detector from sglang.srt.function_call.minimax_m2 import MinimaxM2Detector
from sglang.srt.function_call.mistral_detector import MistralDetector from sglang.srt.function_call.mistral_detector import MistralDetector
from sglang.srt.function_call.poolside_v1_detector import PoolsideV1Detector from sglang.srt.function_call.poolside_v1_detector import PoolsideV1Detector
@@ -66,6 +67,7 @@ class FunctionCallParser:
"lfm2": Lfm2Detector, "lfm2": Lfm2Detector,
"llama3": Llama32Detector, "llama3": Llama32Detector,
"mimo": MiMoDetector, "mimo": MiMoDetector,
"minicpm5": MiniCPM5Detector,
"mistral": MistralDetector, "mistral": MistralDetector,
"poolside_v1": PoolsideV1Detector, "poolside_v1": PoolsideV1Detector,
"pythonic": PythonicDetector, "pythonic": PythonicDetector,
@@ -0,0 +1,317 @@
import ast
import json
import logging
import re
from typing import Dict, List, Optional
from sglang.srt.entrypoints.openai.protocol import Tool
from sglang.srt.function_call.base_format_detector import BaseFormatDetector
from sglang.srt.function_call.core_types import (
StreamingParseResult,
_GetInfoFunc,
)
logger = logging.getLogger(__name__)
try:
from lxml import etree as ET # type: ignore
_HAS_LXML = True
except Exception: # pragma: no cover - environment may not have lxml
import xml.etree.ElementTree as ET # type: ignore
_HAS_LXML = False
_FUNC_NAME_V1_REGEX = re.compile(r"<function\s+name=[\'\"]([^\'\"]+)[\'\"][^>]*>")
_PARAM_WITH_NAME_REGEX = re.compile(
r"<param\s+name=[\'\"]([^\'\"]+)[\'\"]>([\s\S]*?)</param>", re.DOTALL
)
_PARAM_MISSING_NAME_REGEX = re.compile(r"<param(?![^>]*\bname=)[^>]*>", re.DOTALL)
def get_argument_type(
func_name: str, arg_key: str, name_to_tool: Dict[str, Tool]
) -> Optional[str]:
tool = name_to_tool.get(func_name)
if not tool:
return None
params = tool.function.parameters or {}
if not isinstance(params, dict):
return None
return params.get("properties", {}).get(arg_key, {}).get("type")
def parse_arguments(json_value):
try:
try:
parsed_value = json.loads(json_value)
except (json.JSONDecodeError, TypeError):
parsed_value = ast.literal_eval(json_value)
return parsed_value, True
except (ValueError, SyntaxError, TypeError):
return json_value, False
class MiniCPM5Detector(BaseFormatDetector):
"""
Detector for MiniCPM-4 models (V3 schema) adapted to the new chat template.
Expected format example (multiple calls allowed):
<function name="get_weather"><param name="city">北京</param><param name="date">2024-06-27</param></function>
<function name="get_weather"><param name="city"><![CDATA[多行\n文本]]></param></function>
"""
def __init__(self):
super().__init__()
self.bot_token = "<function"
self.eot_token = "</function>"
self.func_call_regex = r"<function.*?</function>"
def has_tool_call(self, text: str) -> bool:
"""Check if the text contains a MiniCPM-4 V3 XML-styled tool call."""
return self.bot_token in text
def detect_and_parse(self, text: str, tools: List[Tool]) -> StreamingParseResult:
idx = text.find(self.bot_token)
if idx == -1:
return StreamingParseResult(normal_text=text, calls=[])
normal_parts = []
calls = []
name_to_tool = {t.function.name: t for t in tools if t.function.name}
tool_names = set(name_to_tool.keys())
name_to_allowed_props = {}
name_to_required = {}
for name, t in name_to_tool.items():
params = t.function.parameters or {}
props = (
(params.get("properties", {}) or {}) if isinstance(params, dict) else {}
)
name_to_allowed_props[name] = set(props.keys())
req = params.get("required", []) if isinstance(params, dict) else []
try:
name_to_required[name] = set(req)
except Exception:
name_to_required[name] = set()
try:
last_end = 0
for m in re.finditer(self.func_call_regex, text, re.DOTALL):
if m.start() > last_end:
normal_parts.append(text[last_end : m.start()])
block = m.group(0)
func_name = None
arguments = {}
parsed_ok = False
param_invalid = False
# Primary path: XML parsing (lxml preferred, stdlib fallback)
try:
if _HAS_LXML:
try:
parser = ET.XMLParser(**{"strip_cdata": False}) # type: ignore[call-arg]
except TypeError:
parser = ET.XMLParser()
root = ET.fromstring(block, parser=parser)
else:
root = ET.fromstring(block)
if root.tag == "function":
func_node = root
else:
func_node = (
root.find("function") if hasattr(root, "find") else None
)
if func_node is not None:
func_name = (func_node.attrib.get("name") or "").strip()
args_node = (
func_node.find("arguments") if func_node is not None else None
)
param_nodes = []
if func_node is not None:
param_nodes = list(func_node.findall("param"))
if args_node is not None and not param_nodes:
param_nodes = list(args_node.findall("param"))
if func_node is not None:
seen_keys = set()
allowed_props = set()
if func_name in tool_names:
allowed_props = name_to_allowed_props.get(func_name, set())
has_invalid_param = False
for param in param_nodes:
key = param.attrib.get("name")
if not key:
has_invalid_param = True
break
if allowed_props and key not in allowed_props:
has_invalid_param = True
break
if key in seen_keys:
has_invalid_param = True
break
seen_keys.add(key)
val_text = param.text or ""
val_text = val_text.strip()
arg_type = get_argument_type(
func_name or "", key, name_to_tool
)
if arg_type != "string":
parsed_val, _ = parse_arguments(val_text)
arguments[key] = parsed_val
else:
arguments[key] = val_text
if has_invalid_param:
arguments.clear()
param_invalid = True
parsed_ok = bool(func_name)
except Exception:
parsed_ok = False
if not parsed_ok:
# Fallback path: regex extraction
try:
m_fn = _FUNC_NAME_V1_REGEX.search(block)
if m_fn:
func_name = (m_fn.group(1) or "").strip()
has_invalid_param = (
_PARAM_MISSING_NAME_REGEX.search(block) is not None
)
seen_keys = set()
allowed_props = set()
if func_name in tool_names:
allowed_props = name_to_allowed_props.get(func_name, set())
for pm in _PARAM_WITH_NAME_REGEX.finditer(block):
key = pm.group(1).strip()
if allowed_props and key not in allowed_props:
has_invalid_param = True
break
if key in seen_keys:
has_invalid_param = True
break
seen_keys.add(key)
val_text = pm.group(2) or ""
if val_text.startswith("<![CDATA[") and val_text.endswith(
"]]>"
):
val_text = val_text[len("<![CDATA[") : -len("]]>")]
val_text = val_text.strip()
arg_type = get_argument_type(
func_name or "", key, name_to_tool
)
if arg_type != "string":
parsed_val, _ = parse_arguments(val_text)
arguments[key] = parsed_val
else:
arguments[key] = val_text
if has_invalid_param:
arguments.clear()
param_invalid = True
parsed_ok = bool(func_name)
except Exception:
parsed_ok = False
if not func_name or func_name not in tool_names or param_invalid:
parsed_ok = False
else:
req_props = name_to_required.get(func_name, set())
if req_props and not req_props.issubset(arguments.keys()):
parsed_ok = False
if parsed_ok:
tool_call_obj = {"name": func_name, "parameters": arguments}
calls.extend(self.parse_base_json(tool_call_obj, tools))
else:
normal_parts.append(block)
last_end = m.end()
if last_end < len(text):
normal_parts.append(text[last_end:])
return StreamingParseResult(normal_text="".join(normal_parts), calls=calls)
except Exception as e:
logger.error(f"Error in detect_and_parse: {e}")
return StreamingParseResult(normal_text=text)
def _append_tool_call(self, call, all_calls: List) -> None:
if self.current_tool_id == -1:
self.current_tool_id = 0
self.prev_tool_call_arr = []
self.streamed_args_for_tool = [""]
while len(self.prev_tool_call_arr) <= self.current_tool_id:
self.prev_tool_call_arr.append({})
while len(self.streamed_args_for_tool) <= self.current_tool_id:
self.streamed_args_for_tool.append("")
self.prev_tool_call_arr[self.current_tool_id] = {
"name": call.name,
"arguments": json.loads(call.parameters),
}
self.streamed_args_for_tool[self.current_tool_id] = call.parameters
call.tool_index = self.current_tool_id
self.current_tool_id += 1
all_calls.append(call)
def parse_streaming_increment(
self, new_text: str, tools: List[Tool]
) -> StreamingParseResult:
self._buffer += new_text
normal_parts = []
all_calls = []
while True:
current_text = self._buffer
start = current_text.find(self.bot_token)
if start == -1:
partial_len = self._ends_with_partial_token(
current_text, self.bot_token
)
if partial_len > 0:
self._buffer = current_text[-partial_len:]
emit = current_text[:-partial_len]
else:
self._buffer = ""
emit = "" if self.current_tool_id > 0 else current_text
if emit:
normal_parts.append(emit)
break
if start > 0:
normal_parts.append(current_text[:start])
current_text = current_text[start:]
end = current_text.find(self.eot_token)
if end == -1:
self._buffer = current_text
break
block = current_text[: end + len(self.eot_token)]
self._buffer = current_text[end + len(self.eot_token) :]
result = self.detect_and_parse(block, tools=tools)
for call in result.calls:
self._append_tool_call(call, all_calls)
if self.bot_token not in self._buffer:
partial_len = self._ends_with_partial_token(
self._buffer, self.bot_token
)
if partial_len == 0:
emit = "" if self.current_tool_id > 0 else self._buffer
if emit:
normal_parts.append(emit)
self._buffer = ""
break
return StreamingParseResult(normal_text="".join(normal_parts), calls=all_calls)
def supports_structural_tag(self) -> bool:
return False
def structure_info(self) -> _GetInfoFunc:
raise NotImplementedError()
@@ -219,6 +219,12 @@ def _is_minimax(ctx):
return ctx.has_text("<minimax:tool_call>") return ctx.has_text("<minimax:tool_call>")
def _is_minicpm5(ctx):
if ctx.has_vocab("<function") and ctx.has_vocab("<param"):
return True
return ctx.has_pattern(r"<function\s+name=") and ctx.has_pattern(r"<param\s+name=")
def _is_qwen3(ctx): def _is_qwen3(ctx):
return ctx.reasoning_config == ReasoningToggleConfig( return ctx.reasoning_config == ReasoningToggleConfig(
toggle_param="enable_thinking", default_enabled=True toggle_param="enable_thinking", default_enabled=True
@@ -278,6 +284,7 @@ TOOL_CALL_PARSER_RULES = (
DetectionRule(name="interns1", value="interns1", predicate=_is_interns1), DetectionRule(name="interns1", value="interns1", predicate=_is_interns1),
DetectionRule(name="mistral", value="mistral", predicate=_is_mistral), DetectionRule(name="mistral", value="mistral", predicate=_is_mistral),
DetectionRule(name="glm45", value="glm45", predicate=_is_glm45), DetectionRule(name="glm45", value="glm45", predicate=_is_glm45),
DetectionRule(name="minicpm5", value="minicpm5", predicate=_is_minicpm5),
DetectionRule( DetectionRule(
name="xml_kv_tool_call", value="glm45", predicate=_is_xml_kv_tool_call name="xml_kv_tool_call", value="glm45", predicate=_is_xml_kv_tool_call
), ),
@@ -0,0 +1,289 @@
import json
import pytest
from sglang.srt.entrypoints.openai.protocol import Function, Tool
from sglang.srt.function_call.minicpm5_detector import (
MiniCPM5Detector,
)
from sglang.test.ci.ci_register import register_cpu_ci
register_cpu_ci(1.0, "base-a-test-cpu")
def make_tools_weather():
return [
Tool(
function=Function(
name="get_weather",
parameters={
"type": "object",
"properties": {
"city": {"type": "string"},
"date": {"type": "string"},
},
"required": ["city"],
},
)
)
]
def make_tools_sum():
return [
Tool(
function=Function(
name="sum_values",
parameters={
"type": "object",
"properties": {
"nums": {"type": "array"},
"exact": {"type": "boolean"},
},
"required": ["nums"],
},
)
)
]
def make_tools_config():
return [
Tool(
function=Function(
name="set_config",
parameters={
"type": "object",
"properties": {
"config": {"type": "object"},
},
"required": ["config"],
},
)
)
]
def make_tools_no_required():
return [
Tool(
function=Function(
name="noop",
parameters={
"type": "object",
"properties": {"note": {"type": "string"}},
"required": [],
},
)
)
]
def test_detect_and_parse_single_call_v3():
detector = MiniCPM5Detector()
tools = make_tools_weather()
text = (
"Intro before.\n"
'<function name="get_weather">'
'<param name="city">上海</param>'
'<param name="date">2024-06-27</param>'
"</function>\n"
"Outro after.\n"
)
res = detector.detect_and_parse(text, tools)
assert len(res.calls) == 1
args = json.loads(res.calls[0].parameters)
assert args["city"] == "上海"
assert args["date"] == "2024-06-27"
assert "Intro before." in res.normal_text and "Outro after." in res.normal_text
assert "<tool_sep>" not in res.normal_text
def test_detect_and_parse_cdata_multiline_v3():
detector = MiniCPM5Detector()
tools = make_tools_weather()
text = (
'<function name="get_weather">'
'<param name="city"><![CDATA[北\n京]]></param>'
'<param name="date">2024-06-27</param>'
"</function>\n"
)
res = detector.detect_and_parse(text, tools)
assert len(res.calls) == 1
args = json.loads(res.calls[0].parameters)
assert args["city"] == "北\n京"
assert args["date"] == "2024-06-27"
def test_unknown_tool_block_preserved_v3():
detector = MiniCPM5Detector()
tools = make_tools_weather()
text = '<function name="unknown">' '<param name="x">1</param>' "</function>\n"
res = detector.detect_and_parse(text, tools)
assert len(res.calls) == 0
assert "unknown" in res.normal_text
def test_non_string_types_v3():
detector = MiniCPM5Detector()
tools = make_tools_sum()
text = (
'<function name="sum_values">'
'<param name="nums">[1, 2, 3]</param>'
'<param name="exact">true</param>'
"</function>\n"
)
res = detector.detect_and_parse(text, tools)
assert len(res.calls) == 1
args = json.loads(res.calls[0].parameters)
assert args["nums"] == [1, 2, 3]
assert args["exact"] is True
def test_multiple_calls_interleaved_text_v3():
detector = MiniCPM5Detector()
tools = make_tools_weather() + make_tools_sum()
text = (
"Head\n"
'<function name="get_weather"><param name="city">北京</param></function>\n'
"TXT\n"
'<function name="sum_values"><param name="nums">[7,8,9]</param><param name="exact">false</param></function>\n'
"Tail\n"
)
res = detector.detect_and_parse(text, tools)
assert len(res.calls) == 2
args0 = json.loads(res.calls[0].parameters)
assert args0["city"] == "北京"
args1 = json.loads(res.calls[1].parameters)
assert args1["nums"] == [7, 8, 9]
assert args1["exact"] is False
assert (
"Head" in res.normal_text
and "TXT" in res.normal_text
and "Tail" in res.normal_text
)
assert "<tool_sep>" not in res.normal_text
def test_incomplete_missing_function_end_v3():
detector = MiniCPM5Detector()
tools = make_tools_weather()
text = '<function name="get_weather">' '<param name="city">北京</param>'
res = detector.detect_and_parse(text, tools)
assert len(res.calls) == 0
assert "get_weather" in res.normal_text
def test_param_missing_name_invalid_v3():
detector = MiniCPM5Detector()
tools = make_tools_weather()
text = (
'<function name="get_weather">'
"<param>北京</param>"
'<param name="date">2024-06-27</param>'
"</function>\n"
)
res = detector.detect_and_parse(text, tools)
assert len(res.calls) == 0
assert "<param>北京</param>" in res.normal_text
def test_duplicate_param_names_invalid_v3():
detector = MiniCPM5Detector()
tools = make_tools_weather()
text = (
'<function name="get_weather">'
'<param name="city">北京</param>'
'<param name="city">上海</param>'
"</function>\n"
)
res = detector.detect_and_parse(text, tools)
assert len(res.calls) == 0
def test_case_sensitive_param_name_invalid_v3():
detector = MiniCPM5Detector()
tools = make_tools_weather()
text = (
'<function name="get_weather">'
'<param name="City">北京</param>'
"</function>\n"
)
res = detector.detect_and_parse(text, tools)
assert len(res.calls) == 0
def test_no_required_and_zero_param_valid_v3():
detector = MiniCPM5Detector()
tools = make_tools_no_required()
text = '<function name="noop"></function>\n'
res = detector.detect_and_parse(text, tools)
assert len(res.calls) == 1
args = json.loads(res.calls[0].parameters)
assert args == {}
def test_streaming_increment_v3():
detector = MiniCPM5Detector()
tools = make_tools_weather()
c1 = 'Hello\n<function name="get_weather">\n <param name="city">'
c2 = '北京</param>\n <param name="date">2024-06-27</param>\n</function>\n'
r1 = detector.parse_streaming_increment(c1, tools)
assert r1.normal_text == "Hello\n"
assert len(r1.calls) == 0
r2 = detector.parse_streaming_increment(c2, tools)
assert len(r2.calls) == 1
args = json.loads(r2.calls[0].parameters)
assert args["city"] == "北京"
assert args["date"] == "2024-06-27"
def test_streaming_split_bot_token():
detector = MiniCPM5Detector()
tools = make_tools_weather()
text = (
'<function name="get_weather">' '<param name="city">北京</param>' "</function>"
)
r1 = detector.parse_streaming_increment("<", tools)
assert r1.normal_text == ""
assert len(r1.calls) == 0
r2 = detector.parse_streaming_increment(text[1:], tools)
assert len(r2.calls) == 1
args = json.loads(r2.calls[0].parameters)
assert args["city"] == "北京"
def test_streaming_multiple_complete_blocks_in_one_delta():
detector = MiniCPM5Detector()
tools = make_tools_weather() + make_tools_sum()
text = (
'<function name="get_weather"><param name="city">北京</param></function>'
'<function name="sum_values"><param name="nums">[1,2]</param></function>'
)
result = detector.parse_streaming_increment(text, tools)
assert len(result.calls) == 2
assert json.loads(result.calls[0].parameters)["city"] == "北京"
assert json.loads(result.calls[1].parameters)["nums"] == [1, 2]
def test_malformed_xml_with_unescaped_ampersand_falls_back_to_regex():
detector = MiniCPM5Detector()
tools = make_tools_weather()
text = (
'<function name="get_weather">' '<param name="city">A & B</param>' "</function>"
)
result = detector.detect_and_parse(text, tools)
assert len(result.calls) == 1
assert json.loads(result.calls[0].parameters)["city"] == "A & B"
if __name__ == "__main__":
import sys
sys.exit(pytest.main([__file__]))
@@ -266,6 +266,17 @@ class TestToolCallParserDetection(unittest.TestCase):
["<|tool_calls_section_begin|>"], ["<|tool_calls_section_begin|>"],
"kimi_k2", "kimi_k2",
), ),
(
"minicpm5",
(
"{% set enable_thinking = enable_thinking if enable_thinking is defined else true %}"
'\n<function name="{{ tool.name }}">'
'\n<param name="{{ param.name }}">{{ param.value }}</param>'
"\n</function>"
),
["<function", "<param"],
"minicpm5",
),
( (
"xml_kv_tool_call_via_vocab", "xml_kv_tool_call_via_vocab",
"{% set reasoning_effort = reasoning_effort | default('high', true) %}\n<think>", "{% set reasoning_effort = reasoning_effort | default('high', true) %}\n<think>",
@@ -306,6 +317,25 @@ class TestToolCallParserDetection(unittest.TestCase):
result = detect_tool_call_parser("Hello {{ user }}", None, config, force) result = detect_tool_call_parser("Hello {{ user }}", None, config, force)
self.assertIsNone(result) self.assertIsNone(result)
def test_minicpm5_rule_precedes_broad_fallback_rules(self):
rule_names = [rule.name for rule in TOOL_CALL_PARSER_RULES]
minicpm5_idx = rule_names.index("minicpm5")
self.assertLess(minicpm5_idx, rule_names.index("mimo"))
self.assertLess(minicpm5_idx, rule_names.index("qwen"))
def test_minicpm5_not_misclassified_as_qwen(self):
template = (
"{% set enable_thinking = enable_thinking if enable_thinking is defined else true %}"
'\n<function name="{{ tool.name }}">'
'\n<param name="{{ param.name }}">{{ param.value }}</param>'
"\n</function>"
)
force, config = detect_reasoning_pattern(template)
result = detect_tool_call_parser(
template, _DummyTokenizer(["<function", "<param"]), config, force
)
self.assertEqual(result, "minicpm5")
class TestResolveAutoParsers(unittest.TestCase): class TestResolveAutoParsers(unittest.TestCase):
"""Tests for resolve_auto_parsers() using real model tokenizers.""" """Tests for resolve_auto_parsers() using real model tokenizers."""