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318 lines
12 KiB
Python
318 lines
12 KiB
Python
import ast
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import json
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import logging
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import re
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from typing import Dict, List, Optional
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from sglang.srt.entrypoints.openai.protocol import Tool
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from sglang.srt.function_call.base_format_detector import BaseFormatDetector
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from sglang.srt.function_call.core_types import (
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StreamingParseResult,
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_GetInfoFunc,
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)
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logger = logging.getLogger(__name__)
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try:
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from lxml import etree as ET # type: ignore
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_HAS_LXML = True
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except Exception: # pragma: no cover - environment may not have lxml
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import xml.etree.ElementTree as ET # type: ignore
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_HAS_LXML = False
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_FUNC_NAME_V1_REGEX = re.compile(r"<function\s+name=[\'\"]([^\'\"]+)[\'\"][^>]*>")
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_PARAM_WITH_NAME_REGEX = re.compile(
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r"<param\s+name=[\'\"]([^\'\"]+)[\'\"]>([\s\S]*?)</param>", re.DOTALL
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)
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_PARAM_MISSING_NAME_REGEX = re.compile(r"<param(?![^>]*\bname=)[^>]*>", re.DOTALL)
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def get_argument_type(
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func_name: str, arg_key: str, name_to_tool: Dict[str, Tool]
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) -> Optional[str]:
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tool = name_to_tool.get(func_name)
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if not tool:
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return None
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params = tool.function.parameters or {}
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if not isinstance(params, dict):
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return None
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return params.get("properties", {}).get(arg_key, {}).get("type")
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def parse_arguments(json_value):
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try:
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try:
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parsed_value = json.loads(json_value)
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except (json.JSONDecodeError, TypeError):
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parsed_value = ast.literal_eval(json_value)
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return parsed_value, True
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except (ValueError, SyntaxError, TypeError):
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return json_value, False
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class MiniCPM5Detector(BaseFormatDetector):
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"""
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Detector for MiniCPM-4 models (V3 schema) adapted to the new chat template.
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Expected format example (multiple calls allowed):
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<function name="get_weather"><param name="city">北京</param><param name="date">2024-06-27</param></function>
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<function name="get_weather"><param name="city"><![CDATA[多行\n文本]]></param></function>
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"""
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def __init__(self):
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super().__init__()
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self.bot_token = "<function"
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self.eot_token = "</function>"
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self.func_call_regex = r"<function.*?</function>"
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def has_tool_call(self, text: str) -> bool:
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"""Check if the text contains a MiniCPM-4 V3 XML-styled tool call."""
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return self.bot_token in text
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def detect_and_parse(self, text: str, tools: List[Tool]) -> StreamingParseResult:
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idx = text.find(self.bot_token)
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if idx == -1:
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return StreamingParseResult(normal_text=text, calls=[])
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normal_parts = []
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calls = []
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name_to_tool = {t.function.name: t for t in tools if t.function.name}
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tool_names = set(name_to_tool.keys())
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name_to_allowed_props = {}
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name_to_required = {}
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for name, t in name_to_tool.items():
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params = t.function.parameters or {}
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props = (
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(params.get("properties", {}) or {}) if isinstance(params, dict) else {}
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)
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name_to_allowed_props[name] = set(props.keys())
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req = params.get("required", []) if isinstance(params, dict) else []
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try:
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name_to_required[name] = set(req)
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except Exception:
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name_to_required[name] = set()
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try:
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last_end = 0
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for m in re.finditer(self.func_call_regex, text, re.DOTALL):
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if m.start() > last_end:
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normal_parts.append(text[last_end : m.start()])
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block = m.group(0)
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func_name = None
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arguments = {}
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parsed_ok = False
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param_invalid = False
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# Primary path: XML parsing (lxml preferred, stdlib fallback)
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try:
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if _HAS_LXML:
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try:
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parser = ET.XMLParser(**{"strip_cdata": False}) # type: ignore[call-arg]
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except TypeError:
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parser = ET.XMLParser()
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root = ET.fromstring(block, parser=parser)
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else:
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root = ET.fromstring(block)
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if root.tag == "function":
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func_node = root
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else:
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func_node = (
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root.find("function") if hasattr(root, "find") else None
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)
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if func_node is not None:
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func_name = (func_node.attrib.get("name") or "").strip()
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args_node = (
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func_node.find("arguments") if func_node is not None else None
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)
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param_nodes = []
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if func_node is not None:
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param_nodes = list(func_node.findall("param"))
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if args_node is not None and not param_nodes:
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param_nodes = list(args_node.findall("param"))
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if func_node is not None:
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seen_keys = set()
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allowed_props = set()
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if func_name in tool_names:
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allowed_props = name_to_allowed_props.get(func_name, set())
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has_invalid_param = False
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for param in param_nodes:
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key = param.attrib.get("name")
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if not key:
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has_invalid_param = True
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break
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if allowed_props and key not in allowed_props:
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has_invalid_param = True
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break
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if key in seen_keys:
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has_invalid_param = True
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break
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seen_keys.add(key)
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val_text = param.text or ""
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val_text = val_text.strip()
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arg_type = get_argument_type(
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func_name or "", key, name_to_tool
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)
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if arg_type != "string":
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parsed_val, _ = parse_arguments(val_text)
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arguments[key] = parsed_val
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else:
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arguments[key] = val_text
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if has_invalid_param:
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arguments.clear()
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param_invalid = True
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parsed_ok = bool(func_name)
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except Exception:
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parsed_ok = False
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if not parsed_ok:
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# Fallback path: regex extraction
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try:
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m_fn = _FUNC_NAME_V1_REGEX.search(block)
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if m_fn:
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func_name = (m_fn.group(1) or "").strip()
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has_invalid_param = (
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_PARAM_MISSING_NAME_REGEX.search(block) is not None
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)
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seen_keys = set()
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allowed_props = set()
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if func_name in tool_names:
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allowed_props = name_to_allowed_props.get(func_name, set())
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for pm in _PARAM_WITH_NAME_REGEX.finditer(block):
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key = pm.group(1).strip()
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if allowed_props and key not in allowed_props:
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has_invalid_param = True
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break
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if key in seen_keys:
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has_invalid_param = True
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break
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seen_keys.add(key)
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val_text = pm.group(2) or ""
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if val_text.startswith("<![CDATA[") and val_text.endswith(
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"]]>"
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):
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val_text = val_text[len("<![CDATA[") : -len("]]>")]
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val_text = val_text.strip()
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arg_type = get_argument_type(
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func_name or "", key, name_to_tool
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)
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if arg_type != "string":
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parsed_val, _ = parse_arguments(val_text)
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arguments[key] = parsed_val
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else:
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arguments[key] = val_text
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if has_invalid_param:
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arguments.clear()
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param_invalid = True
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parsed_ok = bool(func_name)
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except Exception:
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parsed_ok = False
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if not func_name or func_name not in tool_names or param_invalid:
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parsed_ok = False
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else:
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req_props = name_to_required.get(func_name, set())
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if req_props and not req_props.issubset(arguments.keys()):
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parsed_ok = False
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if parsed_ok:
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tool_call_obj = {"name": func_name, "parameters": arguments}
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calls.extend(self.parse_base_json(tool_call_obj, tools))
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else:
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normal_parts.append(block)
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last_end = m.end()
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if last_end < len(text):
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normal_parts.append(text[last_end:])
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return StreamingParseResult(normal_text="".join(normal_parts), calls=calls)
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except Exception as e:
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logger.error(f"Error in detect_and_parse: {e}")
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return StreamingParseResult(normal_text=text)
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def _append_tool_call(self, call, all_calls: List) -> None:
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if self.current_tool_id == -1:
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self.current_tool_id = 0
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self.prev_tool_call_arr = []
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self.streamed_args_for_tool = [""]
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while len(self.prev_tool_call_arr) <= self.current_tool_id:
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self.prev_tool_call_arr.append({})
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while len(self.streamed_args_for_tool) <= self.current_tool_id:
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self.streamed_args_for_tool.append("")
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self.prev_tool_call_arr[self.current_tool_id] = {
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"name": call.name,
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"arguments": json.loads(call.parameters),
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}
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self.streamed_args_for_tool[self.current_tool_id] = call.parameters
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call.tool_index = self.current_tool_id
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self.current_tool_id += 1
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all_calls.append(call)
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def parse_streaming_increment(
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self, new_text: str, tools: List[Tool]
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) -> StreamingParseResult:
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self._buffer += new_text
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normal_parts = []
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all_calls = []
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while True:
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current_text = self._buffer
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start = current_text.find(self.bot_token)
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if start == -1:
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partial_len = self._ends_with_partial_token(
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current_text, self.bot_token
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)
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if partial_len > 0:
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self._buffer = current_text[-partial_len:]
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emit = current_text[:-partial_len]
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else:
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self._buffer = ""
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emit = "" if self.current_tool_id > 0 else current_text
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if emit:
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normal_parts.append(emit)
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break
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if start > 0:
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normal_parts.append(current_text[:start])
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current_text = current_text[start:]
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end = current_text.find(self.eot_token)
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if end == -1:
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self._buffer = current_text
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break
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block = current_text[: end + len(self.eot_token)]
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self._buffer = current_text[end + len(self.eot_token) :]
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result = self.detect_and_parse(block, tools=tools)
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for call in result.calls:
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self._append_tool_call(call, all_calls)
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if self.bot_token not in self._buffer:
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partial_len = self._ends_with_partial_token(
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self._buffer, self.bot_token
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)
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if partial_len == 0:
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emit = "" if self.current_tool_id > 0 else self._buffer
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if emit:
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normal_parts.append(emit)
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self._buffer = ""
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break
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return StreamingParseResult(normal_text="".join(normal_parts), calls=all_calls)
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def supports_structural_tag(self) -> bool:
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return False
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def structure_info(self) -> _GetInfoFunc:
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raise NotImplementedError()
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