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149 lines
5.7 KiB
Python
149 lines
5.7 KiB
Python
import json
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import logging
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from typing import List
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import orjson
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from partial_json_parser.core.exceptions import MalformedJSON
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from partial_json_parser.core.options import Allow
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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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_GetInfoFunc,
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)
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from sglang.srt.function_call.utils import _partial_json_loads
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logger = logging.getLogger(__name__)
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class CohereCommand4Detector(BaseFormatDetector):
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"""Detector for ``<|START_ACTION|>[...JSON array...]<|END_ACTION|>``."""
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def __init__(self):
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super().__init__()
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self.bot_token = "<|START_ACTION|>"
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self.eot_token = "<|END_ACTION|>"
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# Per the chat template the array items are separated by ``,`` only --
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# the surrounding newlines/whitespace are also valid JSON whitespace.
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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 self.bot_token in text
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@staticmethod
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def _normalize_calls(arr) -> List[dict]:
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"""Translate Cohere's per-item shape ``{tool_call_id, tool_name,
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parameters}`` into the shape ``parse_base_json`` expects (``name`` /
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``parameters``). Drops ``tool_call_id`` since the OpenAI Chat
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Completions schema assigns its own id."""
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if isinstance(arr, dict):
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arr = [arr]
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if not isinstance(arr, list):
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return []
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out: List[dict] = []
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for act in arr:
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if not isinstance(act, dict):
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continue
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normalized = dict(act)
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if "name" not in normalized and "tool_name" in normalized:
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normalized["name"] = normalized.pop("tool_name")
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normalized.pop("tool_call_id", None)
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out.append(normalized)
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return out
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def detect_and_parse(self, text: str, tools: List[Tool]) -> StreamingParseResult:
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"""Non-streaming parse."""
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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)
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normal_text = text[:idx]
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body_start = idx + len(self.bot_token)
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eot_idx = text.find(self.eot_token, body_start)
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body = text[body_start:eot_idx] if eot_idx != -1 else text[body_start:]
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# body should be ``[ {...}, {...} ]`` (with arbitrary whitespace).
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# Prefer the full-text JSON parser when the block is complete; fall
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# back to ``_partial_json_loads`` to be forgiving when generation was
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# truncated before ``<|END_ACTION|>``.
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arr = None
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try:
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arr = orjson.loads(body)
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except (orjson.JSONDecodeError, TypeError, ValueError):
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try:
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arr, _ = _partial_json_loads(body, Allow.ALL)
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except (MalformedJSON, json.JSONDecodeError, ValueError) as e:
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logger.warning(
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f"Cohere tool-call body did not parse as JSON: {e}; "
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"returning surrounding text as normal output."
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)
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return StreamingParseResult(normal_text=normal_text)
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normalized = self._normalize_calls(arr)
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return StreamingParseResult(
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normal_text=normal_text,
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calls=self.parse_base_json(normalized, tools),
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)
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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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"""Buffered streaming. Tool-call blocks are short (typically <2KB) so
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we accumulate until the closing ``<|END_ACTION|>`` arrives and emit
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the whole block at once. Anything before ``<|START_ACTION|>`` streams
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through as normal text.
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"""
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self._buffer += new_text
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current = self._buffer
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bot_pos = current.find(self.bot_token)
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if bot_pos == -1:
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# Defensive: keep any trailing characters that might be the start
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# of a partial bot_token in the buffer for the next chunk.
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partial = self._ends_with_partial_token(current, self.bot_token)
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if partial:
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head = current[:-partial]
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self._buffer = current[-partial:]
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return StreamingParseResult(normal_text=head)
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self._buffer = ""
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return StreamingParseResult(normal_text=current)
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# ``bot_token`` is somewhere in the buffer. Stream out anything before
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# it as normal text exactly once.
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if bot_pos > 0:
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head = current[:bot_pos]
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self._buffer = current[bot_pos:]
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current = self._buffer
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return StreamingParseResult(normal_text=head)
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# Buffer starts with bot_token. Wait for the closing token, then
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# parse and emit the full call list. Anything past <|END_ACTION|>
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# (typically <|END_OF_TURN_TOKEN|>) stays in the buffer for the next
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# increment to handle.
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eot_pos = current.find(self.eot_token, len(self.bot_token))
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if eot_pos == -1:
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return StreamingParseResult()
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block_end = eot_pos + len(self.eot_token)
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result = self.detect_and_parse(current[:block_end], tools)
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self._buffer = current[block_end:]
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return result
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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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def _info(name: str) -> StructureInfo:
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return StructureInfo(
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begin=(
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'<|START_ACTION|>[{"tool_call_id": "0", "tool_name": "'
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+ name
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+ '", "parameters": '
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),
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end="}]<|END_ACTION|>",
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trigger="<|START_ACTION|>",
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)
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return _info
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