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446 lines
16 KiB
Python
446 lines
16 KiB
Python
import json
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import logging
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from typing import 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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ToolCallItem,
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_GetInfoFunc,
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)
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logger = logging.getLogger(__name__)
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# Gemma4 special tokens for tool calls
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TOOL_CALL_START = "<|tool_call>"
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TOOL_CALL_END = "<tool_call|>"
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STRING_DELIM = '<|"|>'
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def _parse_gemma4_value(value_str: str) -> object:
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"""Parse a single Gemma4 value (after key:) into a Python object."""
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value_str = value_str.strip()
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if not value_str:
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return value_str
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# Boolean
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if value_str == "true":
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return True
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if value_str == "false":
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return False
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# Number (int or float)
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try:
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if "." in value_str:
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return float(value_str)
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return int(value_str)
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except ValueError:
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pass
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# Bare string (no <|"|> delimiters)
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return value_str
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def _parse_gemma4_array(arr_str: str) -> list:
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"""Parse a Gemma4 array content string into a Python list."""
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items: list = []
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i = 0
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n = len(arr_str)
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while i < n:
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while i < n and arr_str[i] in (" ", ",", "\n", "\t"):
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i += 1
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if i >= n:
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break
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# String element
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if arr_str[i : i + len(STRING_DELIM)] == STRING_DELIM:
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i += len(STRING_DELIM)
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end_pos = arr_str.find(STRING_DELIM, i)
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if end_pos == -1:
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items.append(arr_str[i:])
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break
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items.append(arr_str[i:end_pos])
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i = end_pos + len(STRING_DELIM)
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# Nested object
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elif arr_str[i] == "{":
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depth = 1
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obj_start = i + 1
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i += 1
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while i < n and depth > 0:
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if arr_str[i : i + len(STRING_DELIM)] == STRING_DELIM:
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i += len(STRING_DELIM)
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next_delim = arr_str.find(STRING_DELIM, i)
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i = next_delim + len(STRING_DELIM) if next_delim != -1 else n
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continue
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if arr_str[i] == "{":
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depth += 1
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elif arr_str[i] == "}":
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depth -= 1
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i += 1
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items.append(_parse_gemma4_args(arr_str[obj_start : i - 1]))
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# Nested array
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elif arr_str[i] == "[":
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depth = 1
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sub_start = i + 1
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i += 1
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while i < n and depth > 0:
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if arr_str[i] == "[":
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depth += 1
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elif arr_str[i] == "]":
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depth -= 1
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i += 1
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items.append(_parse_gemma4_array(arr_str[sub_start : i - 1]))
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# Bare value
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else:
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val_start = i
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while i < n and arr_str[i] not in (",", "]"):
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i += 1
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items.append(_parse_gemma4_value(arr_str[val_start:i]))
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return items
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def _parse_gemma4_args(args_str: str) -> dict:
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"""Parse Gemma4's custom key:value format into a Python dict."""
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if not args_str or not args_str.strip():
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return {}
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result: dict = {}
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i = 0
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n = len(args_str)
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while i < n:
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# Skip whitespace and commas
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while i < n and args_str[i] in (" ", ",", "\n", "\t"):
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i += 1
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if i >= n:
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break
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# Parse key (unquoted, ends at ':')
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key_start = i
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while i < n and args_str[i] != ":":
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i += 1
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if i >= n:
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break
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key = args_str[key_start:i].strip()
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i += 1 # skip ':'
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# Parse value
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if i >= n:
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result[key] = ""
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break
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# Skip whitespace after ':'
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while i < n and args_str[i] in (" ", "\n", "\t"):
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i += 1
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if i >= n:
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result[key] = ""
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break
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# String value: <|"|>...<|"|>
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if args_str[i : i + len(STRING_DELIM)] == STRING_DELIM:
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i += len(STRING_DELIM)
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val_start = i
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end_pos = args_str.find(STRING_DELIM, i)
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if end_pos == -1:
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# Unterminated string — take rest
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result[key] = args_str[val_start:]
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break
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result[key] = args_str[val_start:end_pos]
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i = end_pos + len(STRING_DELIM)
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# Nested object: {...}
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elif args_str[i] == "{":
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depth = 1
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obj_start = i + 1
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i += 1
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while i < n and depth > 0:
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if args_str[i : i + len(STRING_DELIM)] == STRING_DELIM:
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# Skip over string contents
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i += len(STRING_DELIM)
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next_delim = args_str.find(STRING_DELIM, i)
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if next_delim == -1:
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i = n
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else:
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i = next_delim + len(STRING_DELIM)
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continue
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if args_str[i] == "{":
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depth += 1
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elif args_str[i] == "}":
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depth -= 1
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i += 1
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result[key] = _parse_gemma4_args(args_str[obj_start : i - 1])
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# Array: [...]
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elif args_str[i] == "[":
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depth = 1
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arr_start = i + 1
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i += 1
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while i < n and depth > 0:
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if args_str[i : i + len(STRING_DELIM)] == STRING_DELIM:
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i += len(STRING_DELIM)
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next_delim = args_str.find(STRING_DELIM, i)
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if next_delim == -1:
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i = n
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else:
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i = next_delim + len(STRING_DELIM)
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continue
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if args_str[i] == "[":
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depth += 1
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elif args_str[i] == "]":
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depth -= 1
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i += 1
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arr_content = args_str[arr_start : i - 1]
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result[key] = _parse_gemma4_array(arr_content)
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# Bare value (number, boolean, etc.)
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else:
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val_start = i
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while i < n and args_str[i] not in (",", "}", "]"):
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i += 1
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result[key] = _parse_gemma4_value(args_str[val_start:i])
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return result
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def _find_matching_brace(text: str) -> int:
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"""Find index of matching '}' in text, respecting STRING_DELIM and nesting.
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Assumes text starts just after the opening '{'.
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Returns index of closing brace, or -1 if not found (incomplete).
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"""
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depth = 1
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i = 0
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n = len(text)
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delim_len = len(STRING_DELIM)
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while i < n and depth > 0:
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if text[i : i + delim_len] == STRING_DELIM:
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i += delim_len
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next_delim = text.find(STRING_DELIM, i)
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if next_delim == -1:
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return -1
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i = next_delim + delim_len
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continue
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if text[i] == "{":
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depth += 1
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elif text[i] == "}":
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depth -= 1
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i += 1
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return (i - 1) if depth == 0 else -1
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class Gemma4Detector(BaseFormatDetector):
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def __init__(self):
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super().__init__()
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self.tool_call_start_token = TOOL_CALL_START
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self.tool_call_end_token = TOOL_CALL_END
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# Streaming state
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self.parsed_pos: int = 0
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self.is_inside_tool_call: bool = False
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self.current_func_name: Optional[str] = None
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self._tool_indices: Optional[dict] = None
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@staticmethod
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def _extract_tool_calls(text: str) -> list:
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"""Extract (func_name, args_str) pairs using brace-balanced parsing."""
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results = []
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search_from = 0
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while True:
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start = text.find(TOOL_CALL_START, search_from)
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if start == -1:
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break
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end = text.find(TOOL_CALL_END, start)
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if end == -1:
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break
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inner = text[start + len(TOOL_CALL_START) : end]
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if inner.startswith("call:"):
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brace = inner.find("{")
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if brace != -1:
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func_name = inner[5:brace]
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args_content = inner[brace + 1 :]
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match_idx = _find_matching_brace(args_content)
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args_str = (
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args_content[:match_idx] if match_idx != -1 else args_content
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)
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results.append((func_name, args_str))
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search_from = end + len(TOOL_CALL_END)
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return results
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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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if self.tool_call_start_token not in text:
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return StreamingParseResult(normal_text=text)
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calls = []
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try:
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matches = self._extract_tool_calls(text)
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if not matches:
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return StreamingParseResult(normal_text=text)
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tool_indices = self._get_tool_indices(tools)
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for func_name, args_str in matches:
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arguments = _parse_gemma4_args(args_str)
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calls.append(
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ToolCallItem(
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tool_index=tool_indices.get(func_name, -1),
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name=func_name,
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parameters=json.dumps(arguments, ensure_ascii=False),
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)
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)
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# Content = text before first tool call
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content_end = text.find(self.tool_call_start_token)
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normal_text = text[:content_end] if content_end > 0 else ""
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return StreamingParseResult(normal_text=normal_text, calls=calls)
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except (ValueError, IndexError, TypeError, KeyError) as e:
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logger.error(f"Error in detect_and_parse: {e}", exc_info=True)
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return StreamingParseResult(normal_text=text)
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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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if not self._buffer:
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return StreamingParseResult()
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calls = []
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normal_text_chunks = []
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if self._tool_indices is None:
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self._tool_indices = self._get_tool_indices(tools)
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try:
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while True:
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current_slice = self._buffer[self.parsed_pos :]
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if not current_slice:
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break
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if not self.is_inside_tool_call:
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# Outside tool call block
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next_start = current_slice.find(self.tool_call_start_token)
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if next_start == -1:
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# Check for partial match at the end
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partial_len = self._ends_with_partial_token(
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current_slice, self.tool_call_start_token
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)
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if partial_len > 0:
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text_to_append = current_slice[:-partial_len]
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if text_to_append:
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normal_text_chunks.append(text_to_append)
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self.parsed_pos += len(text_to_append)
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break
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else:
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normal_text_chunks.append(current_slice)
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self.parsed_pos += len(current_slice)
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continue
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elif next_start == 0:
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self.parsed_pos += len(self.tool_call_start_token)
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self.is_inside_tool_call = True
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continue
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else:
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normal_text_chunks.append(current_slice[:next_start])
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self.parsed_pos += next_start
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continue
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else:
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# Inside tool call block
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# Check for TOOL_CALL_END first
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if current_slice.startswith(self.tool_call_end_token):
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self.parsed_pos += len(self.tool_call_end_token)
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self.is_inside_tool_call = False
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self.current_func_name = None
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continue
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if not self.current_func_name:
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# Skip leading whitespace
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if current_slice[0] in (" ", "\n", "\t"):
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self.parsed_pos += 1
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continue
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if current_slice.startswith("call:"):
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brace_pos = current_slice.find("{")
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if brace_pos != -1:
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func_name = current_slice[5:brace_pos]
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self.current_tool_id += 1
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self.current_func_name = func_name
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self.current_tool_name_sent = True
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calls.append(
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ToolCallItem(
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tool_index=self._tool_indices.get(
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func_name, -1
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),
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name=func_name,
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parameters="",
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)
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)
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self.parsed_pos += brace_pos + 1
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continue
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else:
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# Incomplete call:name{
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break
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else:
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# Check for partial matches
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if "call:".startswith(
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current_slice
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) or self.tool_call_end_token.startswith(current_slice):
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break
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# Unexpected content, skip
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self.parsed_pos += 1
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continue
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else:
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# Parsing arguments (looking for balancing })
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match_idx = _find_matching_brace(current_slice)
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if match_idx != -1:
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args_str = current_slice[:match_idx]
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arguments = _parse_gemma4_args(args_str)
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calls.append(
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ToolCallItem(
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tool_index=self._tool_indices.get(
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self.current_func_name, -1
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),
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|
parameters=json.dumps(
|
|
arguments, ensure_ascii=False
|
|
),
|
|
)
|
|
)
|
|
self.parsed_pos += match_idx + 1
|
|
self.current_func_name = None
|
|
continue
|
|
else:
|
|
# Incomplete arguments block
|
|
break
|
|
|
|
except (ValueError, IndexError, TypeError, KeyError) as e:
|
|
logger.error(f"Error in parse_streaming_increment: {e}", exc_info=True)
|
|
# Reset parser state to prevent corruption
|
|
self.is_inside_tool_call = False
|
|
self.current_func_name = None
|
|
self._buffer = ""
|
|
self.parsed_pos = 0
|
|
|
|
if self.parsed_pos > 0:
|
|
self._buffer = self._buffer[self.parsed_pos :]
|
|
self.parsed_pos = 0
|
|
|
|
normal_text = "".join(normal_text_chunks) if normal_text_chunks else ""
|
|
return StreamingParseResult(calls=calls, normal_text=normal_text)
|
|
|
|
def supports_structural_tag(self) -> bool:
|
|
return False
|
|
|
|
def structure_info(self) -> _GetInfoFunc:
|
|
raise NotImplementedError
|