Files
hermes-agent/environments/tool_call_parsers/qwen3_coder_parser.py
teknium 07b615e96e Add support for Atropos Agentic RL environments (requires branch tool_call_support in Atropos atm)
- Added new environments for reinforcement learning, including `HermesSweEnv` for software engineering tasks and `TerminalTestEnv` for inline testing.
- Introduced `ToolContext` for unrestricted access to tools during reward computation.
- Updated `.gitignore` to exclude `wandb/` directory.
- Enhanced `README.md` with detailed architecture and usage instructions for Atropos environments.
- Added configuration files for SWE and terminal test environments to streamline setup.
- Removed unnecessary compiled Python files from `__pycache__`.
2026-02-07 09:17:16 +00:00

164 lines
5.1 KiB
Python

"""
Qwen3-Coder tool call parser.
Format uses XML-style nested tags:
<tool_call>
<function=function_name>
<parameter=param_name>value</parameter>
<parameter=param_name2>value2</parameter>
</function>
</tool_call>
Parameters are extracted from <parameter=name>value</parameter> tags and
type-converted using the schema if available, otherwise treated as strings.
Based on VLLM's Qwen3CoderToolParser.extract_tool_calls()
"""
import ast
import json
import re
import uuid
from typing import Any, Dict, List, Optional
from openai.types.chat.chat_completion_message_tool_call import (
ChatCompletionMessageToolCall,
Function,
)
from environments.tool_call_parsers import ParseResult, ToolCallParser, register_parser
def _try_convert_value(value: str) -> Any:
"""
Try to convert a parameter value string to a native Python type.
Handles null, numbers, booleans, JSON objects/arrays, and falls back to string.
"""
stripped = value.strip()
# Handle null
if stripped.lower() == "null":
return None
# Try JSON first (handles objects, arrays, strings, numbers, booleans)
try:
return json.loads(stripped)
except (json.JSONDecodeError, TypeError):
pass
# Try Python literal eval (handles tuples, etc.)
try:
return ast.literal_eval(stripped)
except (ValueError, SyntaxError, TypeError):
pass
# Return as string
return stripped
@register_parser("qwen3_coder")
class Qwen3CoderToolCallParser(ToolCallParser):
"""
Parser for Qwen3-Coder XML-format tool calls.
Uses nested XML tags: <tool_call><function=name><parameter=key>val</parameter></function></tool_call>
"""
START_TOKEN = "<tool_call>"
FUNCTION_PREFIX = "<function="
# Find complete tool_call blocks (or unclosed at end)
TOOL_CALL_REGEX = re.compile(
r"<tool_call>(.*?)</tool_call>|<tool_call>(.*?)$", re.DOTALL
)
# Find function blocks within a tool_call
FUNCTION_REGEX = re.compile(
r"<function=(.*?)</function>|<function=(.*)$", re.DOTALL
)
# Find parameter blocks within a function
PARAMETER_REGEX = re.compile(
r"<parameter=(.*?)(?:</parameter>|(?=<parameter=)|(?=</function>)|$)",
re.DOTALL,
)
def _parse_function_call(self, function_str: str) -> Optional[ChatCompletionMessageToolCall]:
"""Parse a single <function=name>...</function> block into a ToolCall."""
try:
# Extract function name: everything before the first '>'
gt_idx = function_str.index(">")
func_name = function_str[:gt_idx].strip()
params_str = function_str[gt_idx + 1:]
# Extract parameters
param_dict: Dict[str, Any] = {}
for match_text in self.PARAMETER_REGEX.findall(params_str):
if ">" not in match_text:
continue
eq_idx = match_text.index(">")
param_name = match_text[:eq_idx].strip()
param_value = match_text[eq_idx + 1:]
# Clean up whitespace
if param_value.startswith("\n"):
param_value = param_value[1:]
if param_value.endswith("\n"):
param_value = param_value[:-1]
param_dict[param_name] = _try_convert_value(param_value)
return ChatCompletionMessageToolCall(
id=f"call_{uuid.uuid4().hex[:24]}",
type="function",
function=Function(
name=func_name,
arguments=json.dumps(param_dict, ensure_ascii=False),
),
)
except (ValueError, IndexError):
return None
def parse(self, text: str) -> ParseResult:
if self.FUNCTION_PREFIX not in text:
return text, None
try:
# Find all tool_call blocks
tc_matches = self.TOOL_CALL_REGEX.findall(text)
raw_blocks = [m[0] if m[0] else m[1] for m in tc_matches]
# Fallback: if no tool_call tags, try the whole text
if not raw_blocks:
raw_blocks = [text]
# Find function blocks within each tool_call
function_strs: List[str] = []
for block in raw_blocks:
func_matches = self.FUNCTION_REGEX.findall(block)
function_strs.extend(m[0] if m[0] else m[1] for m in func_matches)
if not function_strs:
return text, None
# Parse each function call
tool_calls: List[ChatCompletionMessageToolCall] = []
for func_str in function_strs:
tc = self._parse_function_call(func_str)
if tc is not None:
tool_calls.append(tc)
if not tool_calls:
return text, None
# Content before tool calls
first_tc = text.find(self.START_TOKEN)
if first_tc < 0:
first_tc = text.find(self.FUNCTION_PREFIX)
content = text[:first_tc].strip() if first_tc > 0 else None
return content, tool_calls
except Exception:
return text, None