CISCai commited on
Commit
4b28f3a
·
verified ·
1 Parent(s): fedf19e

Handle tool calling in chat template

Browse files

### Changes
* Handle tool calling in chat template instead of custom system prompt
This enables automatic function schema generation in `transformers` by simply passing functions as tools

**Updated using [Chat Template Editor](https://huggingface.co/spaces/CISCai/chat-template-editor)**

Files changed (1) hide show
  1. tokenizer_config.json +1 -1
tokenizer_config.json CHANGED
@@ -195,7 +195,7 @@
195
  "<|video_pad|>"
196
  ],
197
  "bos_token": null,
198
- "chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0]['role'] == 'system' %}\n {{- messages[0]['content'] }}\n {%- else %}\n {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n {%- endif %}\n {{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0]['role'] == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n {%- else %}\n {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content %}\n {{- '\\n' + message.content }}\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{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- message.content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n",
199
  "clean_up_tokenization_spaces": false,
200
  "eos_token": "<|im_end|>",
201
  "errors": "replace",
 
195
  "<|video_pad|>"
196
  ],
197
  "bos_token": null,
198
+ "chat_template": "{%- macro json_to_python_type(param_name, json_spec) %}\n{%- set basic_type_map = {\n 'string': 'str',\n 'number': 'float',\n 'integer': 'int',\n 'boolean': 'bool',\n 'null': 'None'\n} %}\n\n{%- if json_spec.enum %}\n {{- param_name|title }}\n{%- elif basic_type_map[json_spec.type] is defined %}\n {{- basic_type_map[json_spec.type] }}\n{%- elif json_spec.type == 'array' %}\n {{- 'List[' + json_to_python_type(param_name, json_spec['items']) + ']' }}\n{%- elif json_spec.type == 'object' %}\n {{- 'Dict[str, ' + json_to_python_type(param_name, json_spec.additionalProperties if json_spec.additionalProperties else 'Any') + ']' if not json_spec.properties else param_name|title }}\n{%- elif json_spec.type is iterable %}\n {{- 'Union[' }}\n {%- for t in json_spec.type %}\n {{- json_to_python_type(param_name, {'type': t}) }}\n {{- ', ' if not loop.last }}\n {%- endfor %}\n {{- ']' }}\n{%- else %}\n {{- 'Any' }}\n{%- endif %}\n{%- endmacro %}\n\n{%- macro object_to_types(json_spec) %}\n {%- set o_ns = namespace(f = caller()) %}\n {%- for param_name, param_fields in json_spec.properties|items %}\n {%- if param_fields.enum %}\n {{- '\\nclass ' + param_name|title + '(Enum):\\n' }}\n {%- for enum_option in param_fields.enum %}\n {{- ' enum_' + loop.index0|string + ' = ' + enum_option|tojson + '\\n' }}\n {%- endfor %}\n {%- endif %}\n {%- endfor %}\n {{- o_ns.f }}\n{%- endmacro %}\n\n{%- macro tool_parser(tools) %}\n{%- for tool in tools %}\n {%- if tool.type is not defined or tool.type == 'function' %}\n {%- if tool.function is defined %}\n {%- set tool = tool.function %}\n {%- endif %}\n {%- set tool_params = tool.parameters if tool.parameters is defined else none %}\n {%- call object_to_types(tool_params) %}\n {{- '\\ndef ' + tool.name + '(' }}\n {%- if tool_params %}\n {%- for param_name, param_fields in tool_params.properties|items %}\n {%- set param_default = param_fields.default|tojson if param_fields.default is string else param_fields.default|string if param_fields.default is defined else 'None' %}\n {{- ', ' if loop.index0 != 0 }}\n {{- param_name + ': ' + ('Optional[' + json_to_python_type(param_name, param_fields) + ']' if param_name not in tool_params.required else json_to_python_type(param_name, param_fields)) }}\n {{- '=' + param_default if param_name not in tool_params.required }}\n {%- endfor %}\n {%- endif %}\n {{- ')' + (' -> ' + tool.return.type if tool.return and tool.return.type else '') + ':\\n \"\"\"\\n ' }}\n {{- tool.description + '\\n' }}\n {%- if tool_params %}\n {{- '\\n Args:\\n' if tool_params else '\\n' }}\n {%- for param_name, param_fields in tool_params.properties|items %}\n {{- ' - ' + param_name + ': ' + (param_fields.description if param_fields.description else '') + '\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '\\n Returns:\\n - ' + tool.return.description + '\\n' if tool.return and tool.return.description }}\n {%- endcall %}\n {{- ' \"\"\"\\n pass\\n' }}\n {%- endif %}\n{%- endfor %}\n{%- endmacro %}\n\n{%- if messages[0]['role'] == 'system' %}\n {%- set loop_messages = messages[1:] %}\n {%- set system_message = messages[0]['content'] %}\n{%- else %}\n {%- set loop_messages = messages %}\n {%- set system_message = 'You are an expert AI assistant that specializes in providing Python code to solve the task/problem at hand provided by the user.' %}\n{%- endif %}\n{{- '<|im_start|>system\\n' + system_message if system_message or tools }}\n{%- if tools %}\n {{- '''\n\nYou can use Python code freely, including the following available functions:\n\n<|functions_schema|>''' }}\n {{- tool_parser(tools) }}\n {{- '''<|end_functions_schema|>\n\nThe following dangerous builtins are restricted for security:\n- exec\n- eval\n- execfile\n- compile\n- importlib\n- input\n- exit\n\nThink step by step and provide your reasoning, outside of the function calls.\nYou can write Python code and use the available functions. Provide all your python code in a SINGLE markdown code block like the following:\n\n```python\nresult = example_function(arg1, \"string\")\nresult2 = example_function2(result, arg2)\n```\n\nDO NOT use print() statements AT ALL. Avoid mutating variables whenever possible.''' }}\n{%- endif %}\n{{- '<|im_end|>\\n' if system_message or tools }}\n{%- for message in loop_messages %}\n {%- set content = message.content %}\n {%- if message.role == 'assistant' and message.tool_calls %}\n {{- '<|im_start|>' + message.role + '\\n' }}\n {{- '<tool_call>\\n```python\\n' }}\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 {{- tool_call.name + '(' }}\n {%- if tool_call.arguments is defined and tool_call.arguments|length > 0 %}\n {%- for param_name, param_value in tool_call.arguments|items %}\n {{- param_name + '=' + param_value|tojson }}\n {{- ',' if not loop.last }}\n {%- endfor %}\n {%- endif %}\n {{- ')\\n' }}\n {%- endfor %}\n {{- '```\\n</tool_call>\\n' }}\n {{- content if content and not content.startswith('<tool_call>') }}\n {{- '<|im_end|>\\n' }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endfor %}\n\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}",
199
  "clean_up_tokenization_spaces": false,
200
  "eos_token": "<|im_end|>",
201
  "errors": "replace",