{%- macro json_to_python_type(json_spec) -%}
{%- set basic_type_map = {"string": "str", "number": "float", "integer": "int", "boolean": "bool"} -%}
{%- if json_spec.type is defined and basic_type_map[json_spec.type] is defined -%}
{{- basic_type_map[json_spec.type] -}}
{%- elif json_spec.type is defined and json_spec.type == "array" -%}
{%- if json_spec.items is defined -%}
{{- "list[" + json_to_python_type(json_spec.items) + "]" -}}
{%- else -%}
{{- "list" -}}
{%- endif -%}
{%- elif json_spec.type is defined and json_spec.type == "object" -%}
{%- if json_spec.additionalProperties is defined -%}
{{- "dict[str, " + json_to_python_type(json_spec.additionalProperties) + "]" -}}
{%- else -%}
{{- "dict" -}}
{%- endif -%}
{%- elif json_spec.type is defined and json_spec.type is iterable and json_spec.type is not string -%}
{{- "Union[" -}}
{%- for t in json_spec.type -%}
{{- json_to_python_type({"type": t}) -}}
{%- if not loop.last -%}, {%- endif -%}
{%- endfor -%}
{{- "]" -}}
{%- else -%}
{{- "Any" -}}
{%- endif -%}
{%- endmacro -%}

{%- set add_generation_prompt = add_generation_prompt if add_generation_prompt is defined else false -%}
{{- bos_token -}}

{%- if tools is defined and tools|length > 0 -%}
{{- '<|start_header_id|>system<|end_header_id|>\n\nYou are a function calling AI model. You are provided with function signatures within <tools></tools> XML tags. You may call one or more functions to assist with the user query. Don\'t make assumptions about what values to plug into functions. Here are the available tools: <tools> ' -}}
{%- for tool in tools -%}
{%- set t = tool.function if tool.function is defined else tool -%}
{{- '{"type": "function", "function": {"name": "' + t.name + '", "description": "' + t.name + '(' -}}
{%- if t.parameters is defined and t.parameters.properties is defined -%}
{%- for param_name, param_fields in t.parameters.properties.items() -%}
{{- param_name + ": " + json_to_python_type(param_fields) -}}
{%- if not loop.last -%}, {%- endif -%}
{%- endfor -%}
{%- endif -%}
{{- ")" -}}
{%- if t.return is defined -%}
{{- " -> " + json_to_python_type(t.return) -}}
{%- endif -%}
{{- " - " -}}
{%- if t.description is defined -%}
{{- t.description -}}
{%- else -%}
{{- "No description available" -}}
{%- endif -%}
{{- "\n\n Args:\n" -}}
{%- if t.parameters is defined and t.parameters.properties is defined -%}
{%- for param_name, param_fields in t.parameters.properties.items() -%}
{{- " " + param_name + "(" + json_to_python_type(param_fields) + "): " -}}
{%- if param_fields.description is defined -%}
{{- param_fields.description -}}
{%- else -%}
{{- "No description available" -}}
{%- endif -%}
{%- if not loop.last -%}\n{%- endif -%}
{%- endfor -%}
{%- else -%}
{{- " No parameters" -}}
{%- endif -%}
{%- if t.return is defined and t.return.description is defined -%}
{{- "\n Returns:\n " + t.return.description -}}
{%- endif -%}
{{- '", "parameters": ' -}}
{%- if t.parameters is defined and t.parameters.properties is defined and t.parameters.properties|length > 0 -%}
{{- t.parameters|tojson -}}
{%- else -%}
{{- "{}" -}}
{%- endif -%}
{{- "}" -}}
{%- if not loop.last -%}\n{%- endif -%}
{%- endfor -%}
{{- ' </tools>Use the following pydantic model json schema for each tool call you will make: {"properties": {"name": {"title": "Name", "type": "string"}, "arguments": {"title": "Arguments", "type": "object"}}, "required": ["name", "arguments"], "title": "FunctionCall", "type": "object"}\nFor each function call return a json object with function name and arguments within <tool_call></tool_call> XML tags as follows:\n<tool_call>\n{"name": <function-name>, "arguments": <args-dict>}\n</tool_call>' -}}
{%- for message in messages -%}
{%- if message.role == "system" -%}{{- '\n\n' + message.content -}}{%- endif -%}
{%- endfor -%}
{{- '<|eot_id|>' -}}
{%- endif -%}

{%- for message in messages -%}
{%- if message.role == "user" or (message.role == "assistant" and message.tool_calls is not defined) -%}
{{- '<|start_header_id|>' + message.role + '<|end_header_id|>\n\n' + message.content + '<|eot_id|>' -}}
{%- elif message.role == "assistant" -%}
{{- '<|start_header_id|>assistant<|end_header_id|>\n\n' -}}
{%- if message.tool_calls is defined -%}
{%- for tool_call in message.tool_calls -%}
{%- set tc = tool_call.function if tool_call.function is defined else tool_call -%}
{{- '<tool_call>\n{"name": "' + tc.name + '", "arguments": ' -}}
{%- if tc.arguments is string -%}
{{- tc.arguments -}}
{%- else -%}
{{- tc.arguments|tojson -}}
{%- endif -%}
{{- '}\n</tool_call>' -}}
{%- endfor -%}
{%- endif -%}
{{- '<|eot_id|>' -}}
{%- elif message.role == "tool" -%}
{%- if loop.previtem and loop.previtem.role != "tool" -%}
{{- '<|start_header_id|>tool<|end_header_id|>\n\n' -}}
{%- endif -%}
{{- '<tool_response>\n' + message.content -}}
{%- if not loop.last -%}
{{- '\n</tool_response>\n' -}}
{%- else -%}
{{- '\n</tool_response>' -}}
{%- endif -%}
{%- if not loop.last and loop.nextitem.role != "tool" -%}
{{- '<|eot_id|>' -}}
{%- elif loop.last -%}
{{- '<|eot_id|>' -}}
{%- endif -%}
{%- elif message.role == "system" and not (tools is defined and tools|length > 0) -%}
{{- '<|start_header_id|>system<|end_header_id|>\n\n' + message.content + '<|eot_id|>' -}}
{%- endif -%}
{%- endfor -%}

{%- if add_generation_prompt -%}
{{- '<|start_header_id|>assistant<|end_header_id|>\n\n' -}}
{%- endif -%}