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hermes-agent/environments/tool_call_parsers/deepseek_v3_parser.py

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"""
DeepSeek V3 tool call parser.
Format uses special unicode tokens:
<tool▁calls▁begin>
<tool▁call▁begin>type<tool▁sep>function_name
```json
{"arg": "value"}
```
<tool▁call▁end>
<tool▁calls▁end>
Based on VLLM's DeepSeekV3ToolParser.extract_tool_calls()
"""
import re
import uuid
from typing import List, Optional
from openai.types.chat.chat_completion_message_tool_call import (
ChatCompletionMessageToolCall,
Function,
)
from environments.tool_call_parsers import ParseResult, ToolCallParser, register_parser
@register_parser("deepseek_v3")
class DeepSeekV3ToolCallParser(ToolCallParser):
"""
Parser for DeepSeek V3 tool calls.
Uses special unicode tokens with fullwidth angle brackets and block elements.
Extracts type, function name, and JSON arguments from the structured format.
"""
START_TOKEN = "<tool▁calls▁begin>"
# Regex captures: type, function_name, function_arguments
PATTERN = re.compile(
r"<tool▁call▁begin>(?P<type>.*)<tool▁sep>(?P<function_name>.*)\n```json\n(?P<function_arguments>.*)\n```<tool▁call▁end>",
re.DOTALL,
)
def parse(self, text: str) -> ParseResult:
if self.START_TOKEN not in text:
return text, None
try:
matches = self.PATTERN.findall(text)
if not matches:
return text, None
tool_calls: List[ChatCompletionMessageToolCall] = []
for match in matches:
tc_type, func_name, func_args = match
tool_calls.append(
ChatCompletionMessageToolCall(
id=f"call_{uuid.uuid4().hex[:8]}",
type="function",
function=Function(
name=func_name.strip(),
arguments=func_args.strip(),
),
)
)
if not tool_calls:
return text, None
# Content is everything before the tool calls section
content = text[: text.find(self.START_TOKEN)].strip()
return content if content else None, tool_calls
except Exception:
return text, None