pull
#22
by
Lyohanesberg
- opened
- chat_template.jinja +0 -117
- qwen3coder_tool_parser.py +306 -320
- tokenizer_config.json +1 -1
chat_template.jinja
DELETED
@@ -1,117 +0,0 @@
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{% macro render_extra_keys(json_dict, handled_keys) %}
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{%- if json_dict is mapping %}
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{%- for json_key in json_dict if json_key not in handled_keys %}
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{%- if json_dict[json_key] is mapping or (json_dict[json_key] is sequence and json_dict[json_key] is not string) %}
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{{- '\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | tojson | safe) ~ '</' ~ json_key ~ '>' }}
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{%- else %}
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{{-'\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | string) ~ '</' ~ json_key ~ '>' }}
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{%- endif %}
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{%- endfor %}
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{%- endif %}
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{% endmacro %}
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{%- if messages[0]["role"] == "system" %}
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{%- set system_message = messages[0]["content"] %}
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{%- set loop_messages = messages[1:] %}
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{%- else %}
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{%- set loop_messages = messages %}
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{%- endif %}
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-
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{%- if not tools is defined %}
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{%- set tools = [] %}
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{%- endif %}
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{%- if system_message is defined %}
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{{- "<|im_start|>system\n" + system_message }}
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{%- else %}
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{%- if tools is iterable and tools | length > 0 %}
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{{- "<|im_start|>system\nYou are Qwen, a helpful AI assistant that can interact with a computer to solve tasks." }}
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{%- endif %}
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{%- endif %}
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{%- if tools is iterable and tools | length > 0 %}
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{{- "\n\n# Tools\n\nYou have access to the following functions:\n\n" }}
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{{- "<tools>" }}
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{%- for tool in tools %}
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{%- if tool.function is defined %}
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{%- set tool = tool.function %}
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{%- endif %}
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{{- "\n<function>\n<name>" ~ tool.name ~ "</name>" }}
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{%- if tool.description is defined %}
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{{- '\n<description>' ~ (tool.description | trim) ~ '</description>' }}
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{%- endif %}
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{{- '\n<parameters>' }}
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{%- if tool.parameters is defined and tool.parameters is mapping and tool.parameters.properties is defined and tool.parameters.properties is mapping %}
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{%- for param_name, param_fields in tool.parameters.properties|items %}
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{{- '\n<parameter>' }}
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{{- '\n<name>' ~ param_name ~ '</name>' }}
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{%- if param_fields.type is defined %}
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{{- '\n<type>' ~ (param_fields.type | string) ~ '</type>' }}
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{%- endif %}
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{%- if param_fields.description is defined %}
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{{- '\n<description>' ~ (param_fields.description | trim) ~ '</description>' }}
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{%- endif %}
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{%- set handled_keys = ['name', 'type', 'description'] %}
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{{- render_extra_keys(param_fields, handled_keys) }}
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{{- '\n</parameter>' }}
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{%- endfor %}
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{%- endif %}
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{% set handled_keys = ['type', 'properties'] %}
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{{- render_extra_keys(tool.parameters, handled_keys) }}
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{{- '\n</parameters>' }}
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{%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}
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{{- render_extra_keys(tool, handled_keys) }}
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{{- '\n</function>' }}
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{%- endfor %}
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{{- "\n</tools>" }}
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{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
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{%- endif %}
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{%- if system_message is defined %}
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{{- '<|im_end|>\n' }}
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{%- else %}
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{%- if tools is iterable and tools | length > 0 %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- for message in loop_messages %}
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{%- if message.role == "assistant" and message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 %}
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{{- '<|im_start|>' + message.role }}
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{%- if message.content is defined and message.content is string and message.content | trim | length > 0 %}
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{{- '\n' + message.content | trim + '\n' }}
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{%- endif %}
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{%- for tool_call in message.tool_calls %}
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{%- if tool_call.function is defined %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
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{%- if tool_call.arguments is defined %}
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{%- for args_name, args_value in tool_call.arguments|items %}
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{{- '<parameter=' + args_name + '>\n' }}
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{%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
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{{- args_value }}
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{{- '\n</parameter>\n' }}
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{%- endfor %}
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{%- endif %}
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{{- '</function>\n</tool_call>' }}
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{%- endfor %}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "user" or message.role == "system" or message.role == "assistant" %}
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{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
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{%- elif message.role == "tool" %}
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{%- if loop.previtem and loop.previtem.role != "tool" %}
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{{- '<|im_start|>user\n' }}
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{%- endif %}
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{{- '<tool_response>\n' }}
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{{- message.content }}
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{{- '\n</tool_response>\n' }}
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{%- if not loop.last and loop.nextitem.role != "tool" %}
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{{- '<|im_end|>\n' }}
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{%- elif loop.last %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>\n' }}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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{%- endif %}
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qwen3coder_tool_parser.py
CHANGED
@@ -1,30 +1,34 @@
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# SPDX-License-Identifier: Apache-2.0
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-
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-
import ast
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import json
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import uuid
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from collections.abc import Sequence
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from typing import Any, List,
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from vllm.entrypoints.openai.tool_parsers.abstract_tool_parser import (
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ToolParser,
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from vllm.logger import init_logger
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from vllm.transformers_utils.tokenizer import AnyTokenizer
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logger = init_logger(__name__)
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@ToolParserManager.register_module("
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class
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-
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def __init__(self, tokenizer: AnyTokenizer):
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super().__init__(tokenizer)
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@@ -48,32 +52,34 @@ class Qwen3CoderToolParser(ToolParser):
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# Regex patterns
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self.tool_call_complete_regex = re.compile(
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r"<tool_call>(.*?)</tool_call>", re.DOTALL
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self.tool_call_regex = re.compile(
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r"<tool_call>(.*?)</tool_call>|<tool_call>(.*?)$", re.DOTALL
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self.tool_call_function_regex = re.compile(
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r"<function=(.*?)</function>|<function=(.*)$", re.DOTALL
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self.tool_call_parameter_regex = re.compile(
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r"<parameter=(.*?)
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-
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if not self.model_tokenizer:
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raise ValueError(
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"The model tokenizer must be passed to the ToolParser "
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"constructor during construction."
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self.tool_call_start_token_id = self.vocab.get(
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self.tool_call_start_token)
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self.tool_call_end_token_id = self.vocab.get(self.tool_call_end_token)
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if self.tool_call_start_token_id is None or self.tool_call_end_token_id is None:
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raise RuntimeError(
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"Qwen3 XML Tool parser could not locate tool call start/end "
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"tokens in the tokenizer!"
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logger.info(
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f"vLLM Successfully import tool parser {self.__class__.__name__} !"
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)
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def _generate_tool_call_id(self) -> str:
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"""Generate a unique tool call ID."""
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@@ -94,130 +100,130 @@ class Qwen3CoderToolParser(ToolParser):
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self.accumulated_text = ""
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self.json_started = False
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self.json_closed = False
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-
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-
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self
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-
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return {}
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107 |
-
for config in tools:
|
108 |
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if not hasattr(config, "type") or not (hasattr(
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109 |
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config, "function") and hasattr(config.function, "name")):
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110 |
-
continue
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-
if config.type == "function" and config.function.name == func_name:
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112 |
-
if not hasattr(config.function, "parameters"):
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return {}
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params = config.function.parameters
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if isinstance(params, dict) and "properties" in params:
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return params["properties"]
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elif isinstance(params, dict):
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return params
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119 |
-
else:
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return {}
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logger.warning(f"Tool '{func_name}' is not defined in the tools list.")
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return {}
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-
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def _convert_param_value(self, param_value: str, param_name: str,
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-
param_config: dict, func_name: str) -> Any:
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"""Convert parameter value based on its type in the schema."""
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# Handle null value for any type
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128 |
-
if param_value.lower() == "null":
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return None
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-
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-
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-
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-
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return param_value
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-
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logger.warning(
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164 |
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f"Parsed value '{param_value}' of parameter '{param_name}' is not a float in tool "
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165 |
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f"'{func_name}', degenerating to string.")
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166 |
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return param_value
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167 |
-
elif param_type in ["boolean", "bool", "binary"]:
|
168 |
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param_value = param_value.lower()
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169 |
-
if param_value not in ["true", "false"]:
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170 |
-
logger.warning(
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171 |
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f"Parsed value '{param_value}' of parameter '{param_name}' is not a boolean (`true` of `false`) in tool '{func_name}', degenerating to false."
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172 |
-
)
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173 |
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return param_value == "true"
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174 |
-
else:
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175 |
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if param_type in ["object", "array", "arr"
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176 |
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] or param_type.startswith(
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177 |
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"dict") or param_type.startswith("list"):
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178 |
try:
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179 |
-
param_value =
|
180 |
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return param_value
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181 |
except:
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182 |
logger.warning(
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183 |
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f"Parsed value '{param_value}' of parameter '{param_name}'
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184 |
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f"'{func_name}',
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-
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198 |
# Extract function name
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199 |
end_index = function_call_str.index(">")
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200 |
function_name = function_call_str[:end_index]
|
201 |
-
param_config =
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202 |
-
parameters = function_call_str[end_index + 1:]
|
203 |
param_dict = {}
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204 |
-
for
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205 |
idx = match_text.index(">")
|
206 |
param_name = match_text[:idx]
|
207 |
-
param_value = str(match_text[idx + 1:])
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208 |
# Remove prefix and trailing \n
|
209 |
if param_value.startswith("\n"):
|
210 |
param_value = param_value[1:]
|
211 |
if param_value.endswith("\n"):
|
212 |
param_value = param_value[:-1]
|
213 |
|
214 |
-
param_dict[param_name] =
|
215 |
-
param_value, param_name, param_config, function_name
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|
216 |
return ToolCall(
|
217 |
type="function",
|
218 |
-
function=FunctionCall(
|
219 |
-
|
220 |
-
|
221 |
)
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222 |
|
223 |
def _get_function_calls(self, model_output: str) -> List[str]:
|
@@ -233,8 +239,7 @@ class Qwen3CoderToolParser(ToolParser):
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233 |
|
234 |
raw_function_calls = []
|
235 |
for tool_call in raw_tool_calls:
|
236 |
-
raw_function_calls.extend(
|
237 |
-
self.tool_call_function_regex.findall(tool_call))
|
238 |
|
239 |
function_calls = [
|
240 |
match[0] if match[0] else match[1] for match in raw_function_calls
|
@@ -248,16 +253,16 @@ class Qwen3CoderToolParser(ToolParser):
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248 |
) -> ExtractedToolCallInformation:
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249 |
# Quick check to avoid unnecessary processing
|
250 |
if self.tool_call_prefix not in model_output:
|
251 |
-
return ExtractedToolCallInformation(
|
252 |
-
|
253 |
-
|
254 |
|
255 |
try:
|
256 |
function_calls = self._get_function_calls(model_output)
|
257 |
if len(function_calls) == 0:
|
258 |
-
return ExtractedToolCallInformation(
|
259 |
-
|
260 |
-
|
261 |
|
262 |
tool_calls = [
|
263 |
self._parse_xml_function_call(function_call_str, request.tools)
|
@@ -268,17 +273,20 @@ class Qwen3CoderToolParser(ToolParser):
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|
268 |
self.prev_tool_call_arr.clear() # Clear previous calls
|
269 |
for tool_call in tool_calls:
|
270 |
if tool_call:
|
271 |
-
self.prev_tool_call_arr.append(
|
272 |
-
|
273 |
-
|
274 |
-
|
275 |
-
|
276 |
-
|
277 |
|
278 |
# Extract content before tool calls
|
279 |
content_index = model_output.find(self.tool_call_start_token)
|
280 |
-
content_index =
|
281 |
-
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|
282 |
content = model_output[:content_index] # .rstrip()
|
283 |
|
284 |
return ExtractedToolCallInformation(
|
@@ -289,9 +297,9 @@ class Qwen3CoderToolParser(ToolParser):
|
|
289 |
|
290 |
except Exception:
|
291 |
logger.exception("Error in extracting tool call from response.")
|
292 |
-
return ExtractedToolCallInformation(
|
293 |
-
|
294 |
-
|
295 |
|
296 |
def extract_tool_calls_streaming(
|
297 |
self,
|
@@ -303,11 +311,6 @@ class Qwen3CoderToolParser(ToolParser):
|
|
303 |
delta_token_ids: Sequence[int],
|
304 |
request: ChatCompletionRequest,
|
305 |
) -> Union[DeltaMessage, None]:
|
306 |
-
# Store request for type conversion
|
307 |
-
if not previous_text:
|
308 |
-
self._reset_streaming_state()
|
309 |
-
self.streaming_request = request
|
310 |
-
|
311 |
# If no delta text, return None unless it's an EOS token after tool calls
|
312 |
if not delta_text:
|
313 |
# Check if this is an EOS token after all tool calls are complete
|
@@ -316,14 +319,15 @@ class Qwen3CoderToolParser(ToolParser):
|
|
316 |
if delta_token_ids and self.tool_call_end_token_id not in delta_token_ids:
|
317 |
# Count complete tool calls
|
318 |
complete_calls = len(
|
319 |
-
self.tool_call_complete_regex.findall(current_text)
|
|
|
320 |
|
321 |
# If we have completed tool calls and populated prev_tool_call_arr
|
322 |
if complete_calls > 0 and len(self.prev_tool_call_arr) > 0:
|
323 |
# Check if all tool calls are closed
|
324 |
open_calls = current_text.count(
|
325 |
-
self.tool_call_start_token
|
326 |
-
|
327 |
if open_calls == 0:
|
328 |
# Return empty delta message to allow finish_reason processing
|
329 |
return DeltaMessage(content="")
|
@@ -332,6 +336,10 @@ class Qwen3CoderToolParser(ToolParser):
|
|
332 |
return DeltaMessage(content="")
|
333 |
return None
|
334 |
|
|
|
|
|
|
|
|
|
335 |
# Update accumulated text
|
336 |
self.accumulated_text = current_text
|
337 |
|
@@ -346,7 +354,6 @@ class Qwen3CoderToolParser(ToolParser):
|
|
346 |
self.param_count = 0
|
347 |
self.json_started = False
|
348 |
self.json_closed = False
|
349 |
-
self.accumulated_params = {}
|
350 |
|
351 |
# Check if there are more tool calls
|
352 |
tool_starts = current_text.count(self.tool_call_start_token)
|
@@ -359,12 +366,16 @@ class Qwen3CoderToolParser(ToolParser):
|
|
359 |
# Handle normal content before tool calls
|
360 |
if not self.is_tool_call_started:
|
361 |
# Check if tool call is starting
|
362 |
-
if
|
|
|
|
|
|
|
363 |
self.is_tool_call_started = True
|
364 |
# Return any content before the tool call
|
365 |
if self.tool_call_start_token in delta_text:
|
366 |
-
content_before = delta_text[
|
367 |
-
self.tool_call_start_token)
|
|
|
368 |
if content_before:
|
369 |
return DeltaMessage(content=content_before)
|
370 |
return None
|
@@ -401,19 +412,20 @@ class Qwen3CoderToolParser(ToolParser):
|
|
401 |
|
402 |
tool_start_idx = tool_starts[self.current_tool_index]
|
403 |
# Find where this tool call ends (or current position if not ended yet)
|
404 |
-
tool_end_idx = current_text.find(self.tool_call_end_token,
|
405 |
-
tool_start_idx)
|
406 |
if tool_end_idx == -1:
|
407 |
tool_text = current_text[tool_start_idx:]
|
408 |
else:
|
409 |
-
tool_text = current_text[
|
410 |
-
|
|
|
411 |
|
412 |
# Looking for function header
|
413 |
if not self.header_sent:
|
414 |
if self.tool_call_prefix in tool_text:
|
415 |
func_start = tool_text.find(self.tool_call_prefix) + len(
|
416 |
-
self.tool_call_prefix
|
|
|
417 |
func_end = tool_text.find(">", func_start)
|
418 |
|
419 |
if func_end != -1:
|
@@ -427,37 +439,44 @@ class Qwen3CoderToolParser(ToolParser):
|
|
427 |
# This ensures finish_reason="tool_calls" even if parsing isn't complete
|
428 |
already_added = any(
|
429 |
tool.get("name") == self.current_function_name
|
430 |
-
for tool in self.prev_tool_call_arr
|
|
|
431 |
if not already_added:
|
432 |
-
self.prev_tool_call_arr.append(
|
433 |
-
|
434 |
-
|
435 |
-
|
436 |
-
|
|
|
437 |
|
438 |
# Send header with function info
|
439 |
-
return DeltaMessage(
|
440 |
-
|
441 |
-
|
442 |
-
|
443 |
-
|
444 |
-
|
445 |
-
|
446 |
-
|
447 |
-
|
|
|
|
|
|
|
448 |
return None
|
449 |
|
450 |
# We've sent header, now handle function body
|
451 |
if self.in_function:
|
452 |
# Send opening brace if not sent yet
|
453 |
-
if not self.json_started and self.parameter_prefix
|
454 |
self.json_started = True
|
455 |
-
return DeltaMessage(
|
456 |
-
|
457 |
-
|
458 |
-
|
459 |
-
|
460 |
-
|
|
|
|
|
461 |
|
462 |
# Make sure json_started is set if we're processing parameters
|
463 |
if not self.json_started:
|
@@ -471,54 +490,58 @@ class Qwen3CoderToolParser(ToolParser):
|
|
471 |
# Extract the complete tool call to update prev_tool_call_arr with final arguments
|
472 |
# Find the function content
|
473 |
func_start = tool_text.find(self.tool_call_prefix) + len(
|
474 |
-
self.tool_call_prefix
|
475 |
-
|
476 |
-
|
477 |
if func_content_end != -1:
|
478 |
func_content = tool_text[func_start:func_content_end]
|
479 |
# Parse to get the complete arguments
|
480 |
try:
|
481 |
parsed_tool = self._parse_xml_function_call(
|
482 |
-
func_content,
|
483 |
-
|
484 |
if parsed_tool:
|
485 |
# Update existing entry in prev_tool_call_arr with complete arguments
|
486 |
for i, tool in enumerate(self.prev_tool_call_arr):
|
487 |
-
if tool.get(
|
488 |
-
|
489 |
-
|
490 |
-
|
491 |
break
|
492 |
except Exception:
|
493 |
pass # Ignore parsing errors during streaming
|
494 |
|
495 |
-
result = DeltaMessage(
|
496 |
-
|
497 |
-
|
498 |
-
|
499 |
-
|
500 |
-
|
|
|
|
|
501 |
|
502 |
# Reset state for next tool
|
503 |
self.in_function = False
|
504 |
self.json_closed = True
|
505 |
-
self.accumulated_params = {}
|
506 |
|
507 |
return result
|
508 |
|
509 |
# Look for parameters
|
510 |
-
#
|
511 |
-
|
512 |
-
idx = 0
|
513 |
-
while True:
|
514 |
-
idx = tool_text.find(self.parameter_prefix, idx)
|
515 |
-
if idx == -1:
|
516 |
-
break
|
517 |
-
param_starts.append(idx)
|
518 |
-
idx += len(self.parameter_prefix)
|
519 |
|
520 |
# Check if we should start a new parameter
|
521 |
-
if not self.in_param and self.param_count <
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
522 |
|
523 |
if len(param_starts) > self.param_count:
|
524 |
# Process the next parameter
|
@@ -538,74 +561,45 @@ class Qwen3CoderToolParser(ToolParser):
|
|
538 |
value_text = value_text[1:]
|
539 |
|
540 |
# Find where this parameter ends
|
541 |
-
param_end_idx = value_text.find(
|
542 |
-
self.parameter_end_token)
|
543 |
-
if param_end_idx == -1:
|
544 |
-
# No closing tag, look for next parameter or function end
|
545 |
-
next_param_idx = value_text.find(
|
546 |
-
self.parameter_prefix)
|
547 |
-
func_end_idx = value_text.find(
|
548 |
-
self.function_end_token)
|
549 |
-
|
550 |
-
if next_param_idx != -1 and (func_end_idx == -1
|
551 |
-
or next_param_idx
|
552 |
-
< func_end_idx):
|
553 |
-
param_end_idx = next_param_idx
|
554 |
-
elif func_end_idx != -1:
|
555 |
-
param_end_idx = func_end_idx
|
556 |
-
else:
|
557 |
-
# Neither found, check if tool call is complete
|
558 |
-
if self.tool_call_end_token in tool_text:
|
559 |
-
# Tool call is complete, so parameter must be complete too
|
560 |
-
# Use all remaining text before function end as value
|
561 |
-
param_end_idx = len(value_text)
|
562 |
-
else:
|
563 |
-
# Still streaming, wait for more content
|
564 |
-
return None
|
565 |
-
|
566 |
if param_end_idx != -1:
|
567 |
# Complete parameter found
|
568 |
param_value = value_text[:param_end_idx]
|
569 |
if param_value.endswith("\n"):
|
570 |
param_value = param_value[:-1]
|
571 |
|
572 |
-
#
|
573 |
-
self.accumulated_params[
|
574 |
-
self.current_param_name] = param_value
|
575 |
-
|
576 |
-
# Get parameter configuration for type conversion
|
577 |
-
param_config = self._get_arguments_config(
|
578 |
-
self.current_function_name,
|
579 |
-
self.streaming_request.tools
|
580 |
-
if self.streaming_request else None)
|
581 |
-
|
582 |
-
# Convert the parameter value to the appropriate type
|
583 |
-
converted_value = self._convert_param_value(
|
584 |
-
param_value, self.current_param_name,
|
585 |
-
param_config, self.current_function_name)
|
586 |
-
|
587 |
-
# Build JSON fragment based on the converted type
|
588 |
-
# Use json.dumps to properly serialize the value
|
589 |
-
serialized_value = json.dumps(converted_value,
|
590 |
-
ensure_ascii=False)
|
591 |
-
|
592 |
if self.param_count == 0:
|
593 |
-
json_fragment =
|
|
|
|
|
|
|
|
|
|
|
|
|
594 |
else:
|
595 |
-
json_fragment =
|
|
|
|
|
|
|
|
|
|
|
|
|
596 |
|
597 |
self.param_count += 1
|
598 |
|
599 |
-
return DeltaMessage(
|
600 |
-
|
601 |
-
|
602 |
-
|
603 |
-
|
604 |
-
|
605 |
-
|
606 |
-
|
607 |
-
|
608 |
-
|
|
|
|
|
609 |
if self.in_param:
|
610 |
if self.parameter_end_token in delta_text:
|
611 |
# End of parameter
|
@@ -615,45 +609,34 @@ class Qwen3CoderToolParser(ToolParser):
|
|
615 |
# Skip past > if at start
|
616 |
if not self.current_param_value and ">" in value_chunk:
|
617 |
gt_idx = value_chunk.find(">")
|
618 |
-
value_chunk = value_chunk[gt_idx + 1:]
|
619 |
|
620 |
-
if not self.current_param_value and value_chunk.startswith(
|
621 |
-
"\n"):
|
622 |
value_chunk = value_chunk[1:]
|
623 |
|
624 |
-
#
|
625 |
full_value = self.current_param_value + value_chunk
|
626 |
-
|
627 |
-
self.
|
628 |
-
|
629 |
-
|
630 |
-
|
631 |
-
|
632 |
-
|
633 |
-
|
634 |
-
|
635 |
-
# Convert the parameter value to the appropriate type
|
636 |
-
converted_value = self._convert_param_value(
|
637 |
-
full_value, self.current_param_name, param_config,
|
638 |
-
self.current_function_name)
|
639 |
-
|
640 |
-
# Serialize the converted value
|
641 |
-
serialized_value = json.dumps(converted_value,
|
642 |
-
ensure_ascii=False)
|
643 |
-
|
644 |
-
# Since we've been streaming the quoted version, we need to close it properly
|
645 |
-
# This is complex - for now just complete the value
|
646 |
self.in_param = False
|
647 |
self.current_param_value = ""
|
648 |
|
649 |
-
|
650 |
-
|
651 |
-
|
652 |
-
|
653 |
-
|
654 |
-
|
655 |
-
|
656 |
-
|
|
|
|
|
657 |
else:
|
658 |
# Continue accumulating value
|
659 |
value_chunk = delta_text
|
@@ -661,29 +644,32 @@ class Qwen3CoderToolParser(ToolParser):
|
|
661 |
# Handle first chunk after param name
|
662 |
if not self.current_param_value and ">" in value_chunk:
|
663 |
gt_idx = value_chunk.find(">")
|
664 |
-
value_chunk = value_chunk[gt_idx + 1:]
|
665 |
|
666 |
-
if not self.current_param_value and value_chunk.startswith(
|
667 |
-
"\n"):
|
668 |
value_chunk = value_chunk[1:]
|
669 |
|
670 |
if value_chunk:
|
671 |
# Stream the escaped delta
|
672 |
-
prev_escaped =
|
673 |
-
self.current_param_value
|
674 |
-
|
|
|
|
|
675 |
self.current_param_value += value_chunk
|
676 |
-
full_escaped = json.dumps(self.current_param_value
|
677 |
-
|
678 |
-
delta_escaped = full_escaped[len(prev_escaped):]
|
679 |
|
680 |
if delta_escaped:
|
681 |
-
return DeltaMessage(
|
682 |
-
|
683 |
-
|
684 |
-
|
685 |
-
|
686 |
-
|
687 |
-
|
|
|
|
|
|
|
688 |
|
689 |
return None
|
|
|
1 |
# SPDX-License-Identifier: Apache-2.0
|
2 |
+
|
|
|
3 |
import json
|
4 |
+
import re
|
5 |
import uuid
|
6 |
from collections.abc import Sequence
|
7 |
+
from typing import Union, Optional, Any, List, Dict
|
8 |
+
from enum import Enum
|
9 |
+
|
10 |
+
from vllm.entrypoints.openai.protocol import (
|
11 |
+
ChatCompletionRequest,
|
12 |
+
ChatCompletionToolsParam,
|
13 |
+
DeltaMessage,
|
14 |
+
DeltaToolCall,
|
15 |
+
DeltaFunctionCall,
|
16 |
+
ExtractedToolCallInformation,
|
17 |
+
FunctionCall,
|
18 |
+
ToolCall,
|
19 |
+
)
|
20 |
from vllm.entrypoints.openai.tool_parsers.abstract_tool_parser import (
|
21 |
+
ToolParser,
|
22 |
+
ToolParserManager,
|
23 |
+
)
|
24 |
from vllm.logger import init_logger
|
25 |
from vllm.transformers_utils.tokenizer import AnyTokenizer
|
26 |
|
27 |
logger = init_logger(__name__)
|
28 |
|
29 |
|
30 |
+
@ToolParserManager.register_module("qwen3_xml")
|
31 |
+
class Qwen3XMLToolParser(ToolParser):
|
|
|
32 |
def __init__(self, tokenizer: AnyTokenizer):
|
33 |
super().__init__(tokenizer)
|
34 |
|
|
|
52 |
|
53 |
# Regex patterns
|
54 |
self.tool_call_complete_regex = re.compile(
|
55 |
+
r"<tool_call>(.*?)</tool_call>", re.DOTALL
|
56 |
+
)
|
57 |
self.tool_call_regex = re.compile(
|
58 |
+
r"<tool_call>(.*?)</tool_call>|<tool_call>(.*?)$", re.DOTALL
|
59 |
+
)
|
60 |
self.tool_call_function_regex = re.compile(
|
61 |
+
r"<function=(.*?)</function>|<function=(.*)$", re.DOTALL
|
62 |
+
)
|
63 |
self.tool_call_parameter_regex = re.compile(
|
64 |
+
r"<parameter=(.*?)</parameter>|<parameter=(.*?)$", re.DOTALL
|
65 |
+
)
|
66 |
|
67 |
if not self.model_tokenizer:
|
68 |
raise ValueError(
|
69 |
"The model tokenizer must be passed to the ToolParser "
|
70 |
+
"constructor during construction."
|
71 |
+
)
|
72 |
|
73 |
+
self.tool_call_start_token_id = self.vocab.get(self.tool_call_start_token)
|
|
|
74 |
self.tool_call_end_token_id = self.vocab.get(self.tool_call_end_token)
|
75 |
|
76 |
if self.tool_call_start_token_id is None or self.tool_call_end_token_id is None:
|
77 |
raise RuntimeError(
|
78 |
"Qwen3 XML Tool parser could not locate tool call start/end "
|
79 |
+
"tokens in the tokenizer!"
|
80 |
+
)
|
81 |
|
82 |
+
logger.info(f"vLLM Successfully import tool parser {self.__class__.__name__} !")
|
|
|
|
|
83 |
|
84 |
def _generate_tool_call_id(self) -> str:
|
85 |
"""Generate a unique tool call ID."""
|
|
|
100 |
self.accumulated_text = ""
|
101 |
self.json_started = False
|
102 |
self.json_closed = False
|
103 |
+
|
104 |
+
def _parse_xml_function_call(
|
105 |
+
self, function_call_str: str, tools: Optional[list[ChatCompletionToolsParam]]
|
106 |
+
) -> Optional[ToolCall]:
|
107 |
+
def get_arguments_config(func_name: str) -> dict:
|
108 |
+
if tools is None:
|
109 |
+
return {}
|
110 |
+
for config in tools:
|
111 |
+
if not hasattr(config, "type") or not (
|
112 |
+
hasattr(config, "function") and hasattr(config.function, "name")
|
113 |
+
):
|
114 |
+
continue
|
115 |
+
if config.type == "function" and config.function.name == func_name:
|
116 |
+
if not hasattr(config.function, "parameters"):
|
117 |
+
return {}
|
118 |
+
params = config.function.parameters
|
119 |
+
if isinstance(params, dict) and "properties" in params:
|
120 |
+
return params["properties"]
|
121 |
+
elif isinstance(params, dict):
|
122 |
+
return params
|
123 |
+
else:
|
124 |
+
return {}
|
125 |
+
logger.warning(f"Tool '{func_name}' is not defined in the tools list.")
|
126 |
return {}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
127 |
|
128 |
+
def convert_param_value(
|
129 |
+
param_value: str, param_name: str, param_config: dict, func_name: str
|
130 |
+
) -> Any:
|
131 |
+
# Handle null value for any type
|
132 |
+
if param_value.lower() == "null":
|
133 |
+
return None
|
|
|
134 |
|
135 |
+
if param_name not in param_config:
|
136 |
+
if param_config != {}:
|
137 |
+
logger.warning(
|
138 |
+
f"Parsed parameter '{param_name}' is not defined in the tool "
|
139 |
+
f"parameters for tool '{func_name}', directly returning the string value."
|
140 |
+
)
|
141 |
+
return param_value
|
142 |
+
|
143 |
+
if (
|
144 |
+
isinstance(param_config[param_name], dict)
|
145 |
+
and "type" in param_config[param_name]
|
146 |
+
):
|
147 |
+
param_type = str(param_config[param_name]["type"]).strip().lower()
|
148 |
+
else:
|
149 |
+
param_type = "string"
|
150 |
+
if param_type in ["string", "str", "text", "varchar", "char", "enum"]:
|
151 |
+
return param_value
|
152 |
+
elif (
|
153 |
+
param_type.startswith("int")
|
154 |
+
or param_type.startswith("uint")
|
155 |
+
or param_type.startswith("long")
|
156 |
+
or param_type.startswith("short")
|
157 |
+
or param_type.startswith("unsigned")
|
158 |
+
):
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
159 |
try:
|
160 |
+
param_value = int(param_value)
|
|
|
161 |
except:
|
162 |
logger.warning(
|
163 |
+
f"Parsed value '{param_value}' of parameter '{param_name}' is not an integer in tool "
|
164 |
+
f"'{func_name}', degenerating to string."
|
165 |
+
)
|
166 |
+
return param_value
|
167 |
+
elif param_type.startswith("num") or param_type.startswith("float"):
|
168 |
+
try:
|
169 |
+
float_param_value = float(param_value)
|
170 |
+
param_value = float_param_value if float_param_value - int(float_param_value) != 0 else int(float_param_value)
|
171 |
+
except:
|
172 |
+
logger.warning(
|
173 |
+
f"Parsed value '{param_value}' of parameter '{param_name}' is not a float in tool "
|
174 |
+
f"'{func_name}', degenerating to string."
|
175 |
+
)
|
176 |
+
return param_value
|
177 |
+
elif param_type in ["boolean", "bool", "binary"]:
|
178 |
+
param_value = param_value.lower()
|
179 |
+
if param_value not in ["true", "false"]:
|
180 |
+
logger.warning(
|
181 |
+
f"Parsed value '{param_value}' of parameter '{param_name}' is not a boolean (`true` of `false`) in tool '{func_name}', degenerating to false."
|
182 |
+
)
|
183 |
+
return param_value == "true"
|
184 |
+
else:
|
185 |
+
if param_type == "object" or param_type.startswith("dict"):
|
186 |
+
try:
|
187 |
+
param_value = json.loads(param_value)
|
188 |
+
return param_value
|
189 |
+
except:
|
190 |
+
logger.warning(
|
191 |
+
f"Parsed value '{param_value}' of parameter '{param_name}' is not a valid JSON object in tool "
|
192 |
+
f"'{func_name}', will try other methods to parse it."
|
193 |
+
)
|
194 |
+
try:
|
195 |
+
param_value = eval(param_value)
|
196 |
+
except:
|
197 |
+
logger.warning(
|
198 |
+
f"Parsed value '{param_value}' of parameter '{param_name}' cannot be converted via Python `eval()` in tool '{func_name}', degenerating to string."
|
199 |
+
)
|
200 |
+
return param_value
|
201 |
|
202 |
# Extract function name
|
203 |
end_index = function_call_str.index(">")
|
204 |
function_name = function_call_str[:end_index]
|
205 |
+
param_config = get_arguments_config(function_name)
|
206 |
+
parameters = function_call_str[end_index + 1 :]
|
207 |
param_dict = {}
|
208 |
+
for match in self.tool_call_parameter_regex.findall(parameters):
|
209 |
+
match_text = match[0] if match[0] else match[1]
|
210 |
idx = match_text.index(">")
|
211 |
param_name = match_text[:idx]
|
212 |
+
param_value = str(match_text[idx + 1 :])
|
213 |
# Remove prefix and trailing \n
|
214 |
if param_value.startswith("\n"):
|
215 |
param_value = param_value[1:]
|
216 |
if param_value.endswith("\n"):
|
217 |
param_value = param_value[:-1]
|
218 |
|
219 |
+
param_dict[param_name] = convert_param_value(
|
220 |
+
param_value, param_name, param_config, function_name
|
221 |
+
)
|
222 |
return ToolCall(
|
223 |
type="function",
|
224 |
+
function=FunctionCall(
|
225 |
+
name=function_name, arguments=json.dumps(param_dict, ensure_ascii=False)
|
226 |
+
),
|
227 |
)
|
228 |
|
229 |
def _get_function_calls(self, model_output: str) -> List[str]:
|
|
|
239 |
|
240 |
raw_function_calls = []
|
241 |
for tool_call in raw_tool_calls:
|
242 |
+
raw_function_calls.extend(self.tool_call_function_regex.findall(tool_call))
|
|
|
243 |
|
244 |
function_calls = [
|
245 |
match[0] if match[0] else match[1] for match in raw_function_calls
|
|
|
253 |
) -> ExtractedToolCallInformation:
|
254 |
# Quick check to avoid unnecessary processing
|
255 |
if self.tool_call_prefix not in model_output:
|
256 |
+
return ExtractedToolCallInformation(
|
257 |
+
tools_called=False, tool_calls=[], content=model_output
|
258 |
+
)
|
259 |
|
260 |
try:
|
261 |
function_calls = self._get_function_calls(model_output)
|
262 |
if len(function_calls) == 0:
|
263 |
+
return ExtractedToolCallInformation(
|
264 |
+
tools_called=False, tool_calls=[], content=model_output
|
265 |
+
)
|
266 |
|
267 |
tool_calls = [
|
268 |
self._parse_xml_function_call(function_call_str, request.tools)
|
|
|
273 |
self.prev_tool_call_arr.clear() # Clear previous calls
|
274 |
for tool_call in tool_calls:
|
275 |
if tool_call:
|
276 |
+
self.prev_tool_call_arr.append(
|
277 |
+
{
|
278 |
+
"name": tool_call.function.name,
|
279 |
+
"arguments": tool_call.function.arguments,
|
280 |
+
}
|
281 |
+
)
|
282 |
|
283 |
# Extract content before tool calls
|
284 |
content_index = model_output.find(self.tool_call_start_token)
|
285 |
+
content_index = (
|
286 |
+
content_index
|
287 |
+
if content_index >= 0
|
288 |
+
else model_output.find(self.tool_call_prefix)
|
289 |
+
)
|
290 |
content = model_output[:content_index] # .rstrip()
|
291 |
|
292 |
return ExtractedToolCallInformation(
|
|
|
297 |
|
298 |
except Exception:
|
299 |
logger.exception("Error in extracting tool call from response.")
|
300 |
+
return ExtractedToolCallInformation(
|
301 |
+
tools_called=False, tool_calls=[], content=model_output
|
302 |
+
)
|
303 |
|
304 |
def extract_tool_calls_streaming(
|
305 |
self,
|
|
|
311 |
delta_token_ids: Sequence[int],
|
312 |
request: ChatCompletionRequest,
|
313 |
) -> Union[DeltaMessage, None]:
|
|
|
|
|
|
|
|
|
|
|
314 |
# If no delta text, return None unless it's an EOS token after tool calls
|
315 |
if not delta_text:
|
316 |
# Check if this is an EOS token after all tool calls are complete
|
|
|
319 |
if delta_token_ids and self.tool_call_end_token_id not in delta_token_ids:
|
320 |
# Count complete tool calls
|
321 |
complete_calls = len(
|
322 |
+
self.tool_call_complete_regex.findall(current_text)
|
323 |
+
)
|
324 |
|
325 |
# If we have completed tool calls and populated prev_tool_call_arr
|
326 |
if complete_calls > 0 and len(self.prev_tool_call_arr) > 0:
|
327 |
# Check if all tool calls are closed
|
328 |
open_calls = current_text.count(
|
329 |
+
self.tool_call_start_token
|
330 |
+
) - current_text.count(self.tool_call_end_token)
|
331 |
if open_calls == 0:
|
332 |
# Return empty delta message to allow finish_reason processing
|
333 |
return DeltaMessage(content="")
|
|
|
336 |
return DeltaMessage(content="")
|
337 |
return None
|
338 |
|
339 |
+
# Check if this is the first call (reset state if needed)
|
340 |
+
if not previous_text:
|
341 |
+
self._reset_streaming_state()
|
342 |
+
|
343 |
# Update accumulated text
|
344 |
self.accumulated_text = current_text
|
345 |
|
|
|
354 |
self.param_count = 0
|
355 |
self.json_started = False
|
356 |
self.json_closed = False
|
|
|
357 |
|
358 |
# Check if there are more tool calls
|
359 |
tool_starts = current_text.count(self.tool_call_start_token)
|
|
|
366 |
# Handle normal content before tool calls
|
367 |
if not self.is_tool_call_started:
|
368 |
# Check if tool call is starting
|
369 |
+
if (
|
370 |
+
self.tool_call_start_token_id in delta_token_ids
|
371 |
+
or self.tool_call_start_token in delta_text
|
372 |
+
):
|
373 |
self.is_tool_call_started = True
|
374 |
# Return any content before the tool call
|
375 |
if self.tool_call_start_token in delta_text:
|
376 |
+
content_before = delta_text[
|
377 |
+
: delta_text.index(self.tool_call_start_token)
|
378 |
+
]
|
379 |
if content_before:
|
380 |
return DeltaMessage(content=content_before)
|
381 |
return None
|
|
|
412 |
|
413 |
tool_start_idx = tool_starts[self.current_tool_index]
|
414 |
# Find where this tool call ends (or current position if not ended yet)
|
415 |
+
tool_end_idx = current_text.find(self.tool_call_end_token, tool_start_idx)
|
|
|
416 |
if tool_end_idx == -1:
|
417 |
tool_text = current_text[tool_start_idx:]
|
418 |
else:
|
419 |
+
tool_text = current_text[
|
420 |
+
tool_start_idx : tool_end_idx + len(self.tool_call_end_token)
|
421 |
+
]
|
422 |
|
423 |
# Looking for function header
|
424 |
if not self.header_sent:
|
425 |
if self.tool_call_prefix in tool_text:
|
426 |
func_start = tool_text.find(self.tool_call_prefix) + len(
|
427 |
+
self.tool_call_prefix
|
428 |
+
)
|
429 |
func_end = tool_text.find(">", func_start)
|
430 |
|
431 |
if func_end != -1:
|
|
|
439 |
# This ensures finish_reason="tool_calls" even if parsing isn't complete
|
440 |
already_added = any(
|
441 |
tool.get("name") == self.current_function_name
|
442 |
+
for tool in self.prev_tool_call_arr
|
443 |
+
)
|
444 |
if not already_added:
|
445 |
+
self.prev_tool_call_arr.append(
|
446 |
+
{
|
447 |
+
"name": self.current_function_name,
|
448 |
+
"arguments": "{}", # Placeholder, will be updated later
|
449 |
+
}
|
450 |
+
)
|
451 |
|
452 |
# Send header with function info
|
453 |
+
return DeltaMessage(
|
454 |
+
tool_calls=[
|
455 |
+
DeltaToolCall(
|
456 |
+
index=self.current_tool_index,
|
457 |
+
id=self.current_tool_id,
|
458 |
+
function=DeltaFunctionCall(
|
459 |
+
name=self.current_function_name, arguments=""
|
460 |
+
),
|
461 |
+
type="function",
|
462 |
+
)
|
463 |
+
]
|
464 |
+
)
|
465 |
return None
|
466 |
|
467 |
# We've sent header, now handle function body
|
468 |
if self.in_function:
|
469 |
# Send opening brace if not sent yet
|
470 |
+
if not self.json_started and not self.parameter_prefix in delta_text:
|
471 |
self.json_started = True
|
472 |
+
return DeltaMessage(
|
473 |
+
tool_calls=[
|
474 |
+
DeltaToolCall(
|
475 |
+
index=self.current_tool_index,
|
476 |
+
function=DeltaFunctionCall(arguments="{"),
|
477 |
+
)
|
478 |
+
]
|
479 |
+
)
|
480 |
|
481 |
# Make sure json_started is set if we're processing parameters
|
482 |
if not self.json_started:
|
|
|
490 |
# Extract the complete tool call to update prev_tool_call_arr with final arguments
|
491 |
# Find the function content
|
492 |
func_start = tool_text.find(self.tool_call_prefix) + len(
|
493 |
+
self.tool_call_prefix
|
494 |
+
)
|
495 |
+
func_content_end = tool_text.find(self.function_end_token, func_start)
|
496 |
if func_content_end != -1:
|
497 |
func_content = tool_text[func_start:func_content_end]
|
498 |
# Parse to get the complete arguments
|
499 |
try:
|
500 |
parsed_tool = self._parse_xml_function_call(
|
501 |
+
func_content, request.tools if request else None
|
502 |
+
)
|
503 |
if parsed_tool:
|
504 |
# Update existing entry in prev_tool_call_arr with complete arguments
|
505 |
for i, tool in enumerate(self.prev_tool_call_arr):
|
506 |
+
if tool.get("name") == parsed_tool.function.name:
|
507 |
+
self.prev_tool_call_arr[i]["arguments"] = (
|
508 |
+
parsed_tool.function.arguments
|
509 |
+
)
|
510 |
break
|
511 |
except Exception:
|
512 |
pass # Ignore parsing errors during streaming
|
513 |
|
514 |
+
result = DeltaMessage(
|
515 |
+
tool_calls=[
|
516 |
+
DeltaToolCall(
|
517 |
+
index=self.current_tool_index,
|
518 |
+
function=DeltaFunctionCall(arguments="}"),
|
519 |
+
)
|
520 |
+
]
|
521 |
+
)
|
522 |
|
523 |
# Reset state for next tool
|
524 |
self.in_function = False
|
525 |
self.json_closed = True
|
|
|
526 |
|
527 |
return result
|
528 |
|
529 |
# Look for parameters
|
530 |
+
# Count how many complete parameters we have processed
|
531 |
+
complete_params = tool_text.count(self.parameter_end_token)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
532 |
|
533 |
# Check if we should start a new parameter
|
534 |
+
if not self.in_param and self.param_count < complete_params:
|
535 |
+
# Find the unprocessed parameter
|
536 |
+
# Count parameter starts
|
537 |
+
param_starts = []
|
538 |
+
idx = 0
|
539 |
+
while True:
|
540 |
+
idx = tool_text.find(self.parameter_prefix, idx)
|
541 |
+
if idx == -1:
|
542 |
+
break
|
543 |
+
param_starts.append(idx)
|
544 |
+
idx += len(self.parameter_prefix)
|
545 |
|
546 |
if len(param_starts) > self.param_count:
|
547 |
# Process the next parameter
|
|
|
561 |
value_text = value_text[1:]
|
562 |
|
563 |
# Find where this parameter ends
|
564 |
+
param_end_idx = value_text.find(self.parameter_end_token)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
565 |
if param_end_idx != -1:
|
566 |
# Complete parameter found
|
567 |
param_value = value_text[:param_end_idx]
|
568 |
if param_value.endswith("\n"):
|
569 |
param_value = param_value[:-1]
|
570 |
|
571 |
+
# Build complete JSON fragment for this parameter
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
572 |
if self.param_count == 0:
|
573 |
+
json_fragment = (
|
574 |
+
'"'
|
575 |
+
+ self.current_param_name
|
576 |
+
+ '": "'
|
577 |
+
+ json.dumps(param_value)[1:-1]
|
578 |
+
+ '"'
|
579 |
+
)
|
580 |
else:
|
581 |
+
json_fragment = (
|
582 |
+
', "'
|
583 |
+
+ self.current_param_name
|
584 |
+
+ '": "'
|
585 |
+
+ json.dumps(param_value)[1:-1]
|
586 |
+
+ '"'
|
587 |
+
)
|
588 |
|
589 |
self.param_count += 1
|
590 |
|
591 |
+
return DeltaMessage(
|
592 |
+
tool_calls=[
|
593 |
+
DeltaToolCall(
|
594 |
+
index=self.current_tool_index,
|
595 |
+
function=DeltaFunctionCall(
|
596 |
+
arguments=json_fragment
|
597 |
+
),
|
598 |
+
)
|
599 |
+
]
|
600 |
+
)
|
601 |
+
|
602 |
+
# Continue parameter value
|
603 |
if self.in_param:
|
604 |
if self.parameter_end_token in delta_text:
|
605 |
# End of parameter
|
|
|
609 |
# Skip past > if at start
|
610 |
if not self.current_param_value and ">" in value_chunk:
|
611 |
gt_idx = value_chunk.find(">")
|
612 |
+
value_chunk = value_chunk[gt_idx + 1 :]
|
613 |
|
614 |
+
if not self.current_param_value and value_chunk.startswith("\n"):
|
|
|
615 |
value_chunk = value_chunk[1:]
|
616 |
|
617 |
+
# Calculate incremental JSON
|
618 |
full_value = self.current_param_value + value_chunk
|
619 |
+
prev_escaped = (
|
620 |
+
json.dumps(self.current_param_value)[1:-1]
|
621 |
+
if self.current_param_value
|
622 |
+
else ""
|
623 |
+
)
|
624 |
+
full_escaped = json.dumps(full_value)[1:-1]
|
625 |
+
delta_escaped = full_escaped[len(prev_escaped) :]
|
626 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
627 |
self.in_param = False
|
628 |
self.current_param_value = ""
|
629 |
|
630 |
+
return DeltaMessage(
|
631 |
+
tool_calls=[
|
632 |
+
DeltaToolCall(
|
633 |
+
index=self.current_tool_index,
|
634 |
+
function=DeltaFunctionCall(
|
635 |
+
arguments=delta_escaped + '"'
|
636 |
+
),
|
637 |
+
)
|
638 |
+
]
|
639 |
+
)
|
640 |
else:
|
641 |
# Continue accumulating value
|
642 |
value_chunk = delta_text
|
|
|
644 |
# Handle first chunk after param name
|
645 |
if not self.current_param_value and ">" in value_chunk:
|
646 |
gt_idx = value_chunk.find(">")
|
647 |
+
value_chunk = value_chunk[gt_idx + 1 :]
|
648 |
|
649 |
+
if not self.current_param_value and value_chunk.startswith("\n"):
|
|
|
650 |
value_chunk = value_chunk[1:]
|
651 |
|
652 |
if value_chunk:
|
653 |
# Stream the escaped delta
|
654 |
+
prev_escaped = (
|
655 |
+
json.dumps(self.current_param_value)[1:-1]
|
656 |
+
if self.current_param_value
|
657 |
+
else ""
|
658 |
+
)
|
659 |
self.current_param_value += value_chunk
|
660 |
+
full_escaped = json.dumps(self.current_param_value)[1:-1]
|
661 |
+
delta_escaped = full_escaped[len(prev_escaped) :]
|
|
|
662 |
|
663 |
if delta_escaped:
|
664 |
+
return DeltaMessage(
|
665 |
+
tool_calls=[
|
666 |
+
DeltaToolCall(
|
667 |
+
index=self.current_tool_index,
|
668 |
+
function=DeltaFunctionCall(
|
669 |
+
arguments=delta_escaped
|
670 |
+
),
|
671 |
+
)
|
672 |
+
]
|
673 |
+
)
|
674 |
|
675 |
return None
|
tokenizer_config.json
CHANGED
@@ -226,7 +226,7 @@
|
|
226 |
"<|video_pad|>"
|
227 |
],
|
228 |
"bos_token": null,
|
229 |
-
"chat_template": "{% macro
|
230 |
"clean_up_tokenization_spaces": false,
|
231 |
"eos_token": "<|im_end|>",
|
232 |
"errors": "replace",
|
|
|
226 |
"<|video_pad|>"
|
227 |
],
|
228 |
"bos_token": null,
|
229 |
+
"chat_template": "{% macro render_item_list(item_list, tag_name='required') %}\n {%- if item_list is defined and item_list is iterable and item_list | length > 0 %}\n {%- if tag_name %}{{- '\\n<' ~ tag_name ~ '>' -}}{% endif %}\n {{- '[' }}\n {%- for item in item_list -%}\n {%- if loop.index > 1 %}{{- \", \"}}{% endif -%}\n {%- if item is string -%}\n {{ \"`\" ~ item ~ \"`\" }}\n {%- else -%}\n {{ item }}\n {%- endif -%}\n {%- endfor -%}\n {{- ']' }}\n {%- if tag_name %}{{- '</' ~ tag_name ~ '>' -}}{% endif %}\n {%- endif %}\n{% endmacro %}\n\n{%- if messages[0][\"role\"] == \"system\" %}\n {%- set system_message = messages[0][\"content\"] %}\n {%- set loop_messages = messages[1:] %}\n{%- else %}\n {%- set loop_messages = messages %}\n{%- endif %}\n\n{%- if not tools is defined %}\n {%- set tools = [] %}\n{%- endif %}\n\n{%- if system_message is defined %}\n {{- \"<|im_start|>system\\n\" + system_message }}\n{%- else %}\n {%- if tools is iterable and tools | length > 0 %}\n {{- \"<|im_start|>system\\nYou are Qwen, a helpful AI assistant that can interact with a computer to solve tasks.\" }}\n {%- endif %}\n{%- endif %}\n{%- if tools is iterable and tools | length > 0 %}\n {{- \"\\n\\nYou have access to the following functions:\\n\\n\" }}\n {{- \"<tools>\" }}\n {%- for tool in tools %}\n {%- if tool.function is defined %}\n {%- set tool = tool.function %}\n {%- endif %}\n {{- \"\\n<function>\\n<name>\" ~ tool.name ~ \"</name>\" }}\n {{- '\\n<description>' ~ (tool.description | trim) ~ '</description>' }}\n {{- '\\n<parameters>' }}\n {%- for param_name, param_fields in tool.parameters.properties|items %}\n {{- '\\n<parameter>' }}\n {{- '\\n<name>' ~ param_name ~ '</name>' }}\n {%- if param_fields.type is defined %}\n {{- '\\n<type>' ~ (param_fields.type | string) ~ '</type>' }}\n {%- endif %}\n {%- if param_fields.description is defined %}\n {{- '\\n<description>' ~ (param_fields.description | trim) ~ '</description>' }}\n {%- endif %}\n {{- render_item_list(param_fields.enum, 'enum') }}\n {%- set handled_keys = ['type', 'description', 'enum', 'required'] %}\n {%- for json_key in param_fields.keys() | reject(\"in\", handled_keys) %}\n {%- set normed_json_key = json_key | replace(\"-\", \"_\") | replace(\" \", \"_\") | replace(\"$\", \"\") %}\n {%- if param_fields[json_key] is mapping %}\n {{- '\\n<' ~ normed_json_key ~ '>' ~ (param_fields[json_key] | tojson | safe) ~ '</' ~ normed_json_key ~ '>' }}\n {%- else %}\n {{-'\\n<' ~ normed_json_key ~ '>' ~ (param_fields[json_key] | string) ~ '</' ~ normed_json_key ~ '>' }}\n {%- endif %}\n {%- endfor %}\n {{- render_item_list(param_fields.required, 'required') }}\n {{- '\\n</parameter>' }}\n {%- endfor %}\n {{- render_item_list(tool.parameters.required, 'required') }}\n {{- '\\n</parameters>' }}\n {%- if tool.return is defined %}\n {%- if tool.return is mapping %}\n {{- '\\n<return>' ~ (tool.return | tojson | safe) ~ '</return>' }}\n {%- else %}\n {{- '\\n<return>' ~ (tool.return | string) ~ '</return>' }}\n {%- endif %}\n {%- endif %}\n {{- '\\n</function>' }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\n\\nIf you choose to call a function ONLY reply in the following format with NO suffix:\\n\\n<tool_call>\\n<function=example_function_name>\\n<parameter=example_parameter_1>\\nvalue_1\\n</parameter>\\n<parameter=example_parameter_2>\\nThis is the value for the second parameter\\nthat can span\\nmultiple lines\\n</parameter>\\n</function>\\n</tool_call>\\n\\n<IMPORTANT>\\nReminder:\\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\\n- Required parameters MUST be specified\\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\\n</IMPORTANT>' }}\n{%- endif %}\n{%- if system_message is defined %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if tools is iterable and tools | length > 0 %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in loop_messages %}\n {%- if message.role == \"assistant\" and message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content is defined and message.content is string and message.content | trim | length > 0 %}\n {{- '\\n' + message.content | trim + '\\n' }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n {%- if tool_call.arguments is defined %}\n {%- for args_name, args_value in tool_call.arguments|items %}\n {{- '<parameter=' + args_name + '>\\n' }}\n {%- set args_value = args_value if args_value is string else args_value | string %}\n {{- args_value }}\n {{- '\\n</parameter>\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '</function>\\n</tool_call>' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"user\" or message.role == \"system\" or message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user\\n' }}\n {%- endif %}\n {{- '<tool_response>\\n' }}\n {{- message.content }}\n {{- '\\n</tool_response>\\n' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n",
|
230 |
"clean_up_tokenization_spaces": false,
|
231 |
"eos_token": "<|im_end|>",
|
232 |
"errors": "replace",
|