153 lines
5.4 KiB
Python
153 lines
5.4 KiB
Python
import ast
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import html
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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 Any, Dict, List, Tuple
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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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ToolCallItem,
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_GetInfoFunc,
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)
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from sglang.srt.function_call.ebnf_composer import EBNFComposer
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logger = logging.getLogger(__name__)
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def _safe_val(raw: str) -> Any:
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raw = html.unescape(raw.strip())
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try:
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return json.loads(raw)
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except Exception:
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try:
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return ast.literal_eval(raw)
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except Exception:
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return raw
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class Qwen3CoderDetector(BaseFormatDetector):
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"""
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Detector for Qwen 3 models.
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Assumes function call format:
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<tool_call>
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<function=execute_bash>
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<parameter=command>
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pwd && ls
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</parameter>
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</function>
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</tool_call>
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"""
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def __init__(self):
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super().__init__()
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self.tool_call_start_token: str = "<tool_call>"
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self.tool_call_end_token: str = "</tool_call>"
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self.tool_call_prefix: str = "<function="
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self.tool_call_regex = re.compile(
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r"<tool_call>(.*?)</tool_call>|<tool_call>(.*?)$", re.DOTALL
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)
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self.tool_call_function_regex = re.compile(
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r"<function=(.*?)</function>|<function=(.*)$", re.DOTALL
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)
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self.tool_call_parameter_regex = re.compile(
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r"<parameter=(.*?)</parameter>|<parameter=(.*?)$", re.DOTALL
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)
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self._buf: str = ""
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def has_tool_call(self, text: str) -> bool:
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return self.tool_call_start_token in text
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def detect_and_parse(self, text: str, tools: List[Tool]) -> StreamingParseResult:
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normal, calls = self._extract(text, tools)
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return StreamingParseResult(normal_text=normal, calls=calls)
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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._buf += new_text
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normal = ""
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calls: List[ToolCallItem] = []
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while True:
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if self.tool_call_start_token not in self._buf:
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normal += self._buf
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self._buf = ""
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break
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s = self._buf.find(self.tool_call_start_token)
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if s > 0:
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normal += self._buf[:s]
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self._buf = self._buf[s:]
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e = self._buf.find(self.tool_call_end_token)
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if e == -1:
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break
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block = self._buf[: e + len(self.tool_call_end_token)]
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self._buf = self._buf[e + len(self.tool_call_end_token) :]
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calls.extend(self._parse_block(block, tools))
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return StreamingParseResult(normal_text=normal, calls=calls)
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def _extract(self, text: str, tools: List[Tool]) -> Tuple[str, List[ToolCallItem]]:
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normal_parts: List[str] = []
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calls: List[ToolCallItem] = []
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cursor = 0
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while True:
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s = text.find(self.tool_call_start_token, cursor)
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if s == -1:
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normal_parts.append(text[cursor:])
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break
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normal_parts.append(text[cursor:s])
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e = text.find(self.tool_call_end_token, s)
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if e == -1:
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normal_parts.append(text[s:])
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break
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block = text[s : e + len(self.tool_call_end_token)]
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cursor = e + len(self.tool_call_end_token)
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calls.extend(self._parse_block(block, tools))
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return "".join(normal_parts), calls
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def _parse_block(self, block: str, tools: List[Tool]) -> List[ToolCallItem]:
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res: List[ToolCallItem] = []
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for m in self.tool_call_function_regex.findall(block):
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txt = m[0] if m[0] else m[1]
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if ">" not in txt:
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continue
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idx = txt.index(">")
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fname = txt[:idx].strip()
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body = txt[idx + 1 :]
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params: Dict[str, Any] = {}
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for pm in self.tool_call_parameter_regex.findall(body):
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ptxt = pm[0] if pm[0] else pm[1]
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if ">" not in ptxt:
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continue
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pidx = ptxt.index(">")
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pname = ptxt[:pidx].strip()
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pval = ptxt[pidx + 1 :].lstrip("\n").rstrip("\n")
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params[pname] = _safe_val(pval)
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raw = {"name": fname, "arguments": params}
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try:
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# TODO: fix idx in function call, the index for a function
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# call will always be -1 in parse_base_json
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res.extend(self.parse_base_json(raw, tools))
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except Exception:
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logger.warning("invalid tool call for %s dropped", fname)
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return res
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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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def build_ebnf(self, tools: List[Tool]):
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return EBNFComposer.build_ebnf(
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tools,
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individual_call_start_token=self.tool_call_start_token.replace("\n", "\\n"),
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individual_call_end_token=self.tool_call_end_token.replace("\n", "\\n"),
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tool_call_separator="\\n",
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function_format="xml",
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call_rule_fmt='"<function={name}>\\n" {arguments_rule} "\\n</function>"',
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key_value_rule_fmt='"<parameter={key}>\\n" {valrule} "\\n</parameter>"',
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key_value_separator="\\n",
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)
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