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344 lines
12 KiB
Python
344 lines
12 KiB
Python
import json
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import logging
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from typing import Any, List, Optional, 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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StructureInfo,
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ToolCallItem,
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_GetInfoFunc,
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)
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from sglang.srt.function_call.utils import _is_complete_json
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logger = logging.getLogger(__name__)
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class MistralDetector(BaseFormatDetector):
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"""
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Detector for Mistral tool/function call formats.
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Supported formats:
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1) JSON-array format:
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`[TOOL_CALLS] [{"name": "...", "arguments": {...}}, ...]`
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2) Compact format (common in newer templates/models, especially in streaming):
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`[TOOL_CALLS]tool_name[ARGS]{...}`
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(also tolerates missing delimiters like `]` after `[TOOL_CALLS` and/or `[ARGS]` while streaming)
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Reference: https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.3?chat_template=default
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"""
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def __init__(self):
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"""Initialize tokens and streaming state."""
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super().__init__()
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# Canonical Mistral prefix for JSON-array tool calls.
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self.bot_token = "[TOOL_CALLS] ["
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# Common marker shared by both JSON-array and compact formats.
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self._tool_calls_marker = "[TOOL_CALLS"
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self.eot_token = "]"
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self.tool_call_separator = ", "
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def has_tool_call(self, text: str) -> bool:
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"""Return True if the text contains either supported tool-call marker."""
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return self._tool_calls_marker in text
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def detect_and_parse(self, text: str, tools: List[Tool]) -> StreamingParseResult:
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"""
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One-time parsing: Detects and parses tool calls in the provided text.
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:param text: The complete text to parse.
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:param tools: List of available tools.
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:return: ParseResult indicating success or failure, consumed text, leftover text, and parsed calls.
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"""
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marker_idx = text.find(self._tool_calls_marker)
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if marker_idx == -1:
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return StreamingParseResult(normal_text=text, calls=[])
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normal_text = text[:marker_idx].strip()
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tool_part = text[marker_idx:]
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# Canonical: `[TOOL_CALLS] [{...}, ...]`
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if self.bot_token in tool_part:
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json_array_str = self._extract_json_array(tool_part)
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if not json_array_str:
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return StreamingParseResult(normal_text=normal_text, calls=[])
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calls: list = []
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try:
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function_call_arr = json.loads(json_array_str)
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if not isinstance(function_call_arr, list):
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function_call_arr = [function_call_arr]
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calls = self.parse_base_json(function_call_arr, tools)
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except json.JSONDecodeError as e:
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logger.warning(
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f"Failed to parse JSON part: {json_array_str}, JSON parse error: {str(e)}"
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)
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json_pos = tool_part.find(json_array_str) if json_array_str else -1
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trailing_text = (
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tool_part[json_pos + len(json_array_str) :].strip()
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if json_pos != -1
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else ""
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)
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combined_normal = (
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(normal_text + " " + trailing_text).strip()
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if trailing_text
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else normal_text
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)
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return StreamingParseResult(normal_text=combined_normal, calls=calls)
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# Compact: `[TOOL_CALLS]tool_name[ARGS]{...}`
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# Loop to extract all consecutive compact tool calls.
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all_calls: list = []
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remaining = tool_part
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while remaining:
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parsed = self._try_parse_compact_args_format(remaining)
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if not parsed:
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break
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func_name, args_obj, consumed = parsed
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new_calls = self.parse_base_json(
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{"name": func_name, "arguments": args_obj}, tools
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)
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all_calls.extend(new_calls)
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remaining = remaining[consumed:].strip()
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if not all_calls:
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return StreamingParseResult(normal_text=normal_text, calls=[])
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combined_normal = (
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(normal_text + " " + remaining).strip() if remaining else normal_text
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)
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return StreamingParseResult(normal_text=combined_normal, calls=all_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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"""
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Streaming parsing for both JSON-array and compact formats.
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For the compact format, this buffers until the JSON arguments payload is complete,
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then emits two items: tool name (with empty parameters) and a full arguments JSON
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chunk (OpenAI streaming semantics).
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"""
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self._buffer += new_text
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current_text = self._buffer
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# No marker: either flush as normal text or keep buffering a partial marker.
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if self._tool_calls_marker not in current_text:
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if not self._ends_with_partial_token(self._buffer, self._tool_calls_marker):
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normal_text = self._buffer
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self._buffer = ""
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if self.eot_token in normal_text:
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normal_text = normal_text.replace(self.eot_token, "")
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return StreamingParseResult(normal_text=normal_text)
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return StreamingParseResult()
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# If there's leading normal text before the marker, stream it out first.
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marker_pos = current_text.find(self._tool_calls_marker)
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if marker_pos > 0:
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normal_text = current_text[:marker_pos]
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self._buffer = current_text[marker_pos:]
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return StreamingParseResult(normal_text=normal_text)
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# Build tool indices if not already built.
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if not hasattr(self, "_tool_indices"):
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self._tool_indices = self._get_tool_indices(tools)
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# Try compact first; JSON-array requires `] [` and often arrives later in streaming.
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compact = self._try_parse_compact_args_format(current_text)
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if compact:
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func_name, args_obj, consumed = compact
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if func_name not in self._tool_indices:
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# Unknown tool: treat as normal text and reset state.
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normal_text = self._buffer
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self._buffer = ""
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return StreamingParseResult(normal_text=normal_text)
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# Initialize state if this is the first tool call.
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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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args_json = json.dumps(args_obj, ensure_ascii=False)
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tool_id = self.current_tool_id
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# Ensure arrays are large enough.
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while len(self.prev_tool_call_arr) <= tool_id:
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self.prev_tool_call_arr.append({})
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while len(self.streamed_args_for_tool) <= tool_id:
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self.streamed_args_for_tool.append("")
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self.prev_tool_call_arr[tool_id] = {
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"name": func_name,
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"arguments": args_obj,
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}
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self.streamed_args_for_tool[tool_id] = args_json
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calls: List[ToolCallItem] = [
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ToolCallItem(tool_index=tool_id, name=func_name, parameters=""),
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ToolCallItem(tool_index=tool_id, name=None, parameters=args_json),
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]
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# Consume parsed content from buffer.
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self._buffer = current_text[consumed:]
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self.current_tool_id += 1
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self.current_tool_name_sent = False
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return StreamingParseResult(normal_text="", calls=calls)
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# Canonical format delegates to the BaseFormatDetector JSON streaming logic.
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if self.bot_token in current_text:
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return super().parse_streaming_increment(new_text="", tools=tools)
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# Otherwise, keep buffering.
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return StreamingParseResult()
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def _try_parse_compact_args_format(
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self, text: str
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) -> Optional[Tuple[str, Any, int]]:
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"""
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Parse the compact tool call format:
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`[TOOL_CALLS]tool_name[ARGS]{...}`
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Tolerates common streaming variants where delimiters are missing:
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`[TOOL_CALLStool_name[ARGS{...}`
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Returns:
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(tool_name, arguments_obj, consumed_end_index) if a complete JSON arguments
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payload is present; otherwise None.
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"""
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start = text.find(self._tool_calls_marker)
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if start == -1:
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return None
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i = start + len(self._tool_calls_marker) # position after "[TOOL_CALLS"
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if i < len(text) and text[i] == "]":
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i += 1
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while i < len(text) and text[i].isspace():
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i += 1
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args_marker = "[ARGS"
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args_pos = text.find(args_marker, i)
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if args_pos == -1:
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return None
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func_name = text[i:args_pos].strip()
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if not func_name:
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return None
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j = args_pos + len(args_marker)
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if j < len(text) and text[j] == "]":
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j += 1
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while j < len(text) and text[j].isspace():
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j += 1
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if j >= len(text) or text[j] not in "{[":
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return None
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json_str, end_idx = self._extract_json_value(text, j)
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if not json_str:
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return None
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if not _is_complete_json(json_str):
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return None
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try:
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args_obj = json.loads(json_str)
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except json.JSONDecodeError:
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return None
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return func_name, args_obj, end_idx
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def _extract_json_value(
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self, text: str, json_start: int
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) -> Tuple[Optional[str], int]:
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"""
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Extract a JSON value (object or array) starting at json_start using bracket counting,
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robust to nested braces/brackets inside strings.
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Returns:
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(json_str_or_None, end_index_exclusive)
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"""
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if json_start >= len(text) or text[json_start] not in "{[":
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return None, json_start
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opening = text[json_start]
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closing = "}" if opening == "{" else "]"
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depth = 0
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in_string = False
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escape_next = False
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for k in range(json_start, len(text)):
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ch = text[k]
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if escape_next:
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escape_next = False
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continue
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if ch == "\\":
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escape_next = True
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continue
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if ch == '"' and not escape_next:
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in_string = not in_string
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continue
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if in_string:
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continue
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if ch == opening:
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depth += 1
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elif ch == closing:
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depth -= 1
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if depth == 0:
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return text[json_start : k + 1], k + 1
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return None, json_start
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def _extract_json_array(self, text: str) -> str:
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"""
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Extract the JSON array part using bracket counting to handle nested brackets.
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:param text: The complete text containing [TOOL_CALLS] [...]
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:return: The JSON array string or None if not found
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"""
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start_idx = text.find(self.bot_token)
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if start_idx == -1:
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return None
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# Start from the opening bracket after [TOOL_CALLS]
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json_start = (
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start_idx + len(self.bot_token) - 1
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) # -1 to include the opening bracket
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bracket_count = 0
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in_string = False
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escape_next = False
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for i in range(json_start, len(text)):
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char = text[i]
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if escape_next:
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escape_next = False
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continue
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if char == "\\":
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escape_next = True
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continue
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if char == '"' and not escape_next:
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in_string = not in_string
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continue
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if not in_string:
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if char == "[":
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bracket_count += 1
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elif char == "]":
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bracket_count -= 1
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if bracket_count == 0:
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return text[json_start : i + 1]
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return None
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def structure_info(self) -> _GetInfoFunc:
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return lambda name: StructureInfo(
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begin='[TOOL_CALLS] [{"name":"' + name + '", "arguments":',
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end="}]",
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trigger="[TOOL_CALLS]",
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)
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