{%- macro is_array_of_type_objects(var) -%}
    {%- if var is iterable and var is not string -%}
        {%- set valid = true -%}
        {%- for item in var -%}
            {%- if 'type' not in item -%}
                {%- set valid = false -%}
                {%- break -%}
            {%- endif -%}
        {%- endfor -%}
        {{ valid }}
    {%- else -%}
        {{ false }}
    {%- endif -%}
{%- endmacro %}

{%- macro render_message(message) %}
    {%- if message['content'] is string %}
        {{- message['content']|trim }}
    {%- elif is_array_of_type_objects(data) == 'True' %}
        {%- for content in message['content'] %}
            {%- if content['type'] == 'image' %}
                {{- '<|image|>' }}
            {%- elif content['type'] == 'text' %}
                {{- content['text']|trim }}
            {%- endif %}
        {%- endfor %}
    {%- else %}
        {{- message['content']|tojson }}
    {%- endif %}
{%- endmacro %}

{{- bos_token }}
{%- if custom_tools is defined %}
    {%- set tools = custom_tools %}
{%- endif %}
{%- if not tools_in_user_message is defined %}
    {%- set tools_in_user_message = true %}
{%- endif %}
{%- if not tools is defined %}
    {%- set tools = none %}
{%- endif %}

{#- This block extracts the system message, so we can slot it into the right place. #}
{%- if messages[0]['role'] == 'system' %}
    {%- set system_message = messages[0] %}
    {%- set messages = messages[1:] %}
{%- else %}
    {%- set system_message = ({ "content": "You are a helpful assistant with tool calling "
        "capabilities. Only reply with a tool call if the function exists in the "
        "library provided by the user. If it doesn't exist, just reply directly in "
        "natural language. When you receive a tool call response, use the output to "
        "format an answer to the original user question."}) %}
{%- endif %}

{%- set tool_lib_preamble = 'Tools: You have access to the following tools. You might need to use one '
    'or more function/tool calls to fulfill the task. \n'
    'If none are needed, then proceed to the response.\n\n'
    'Tool Call Syntax: You can call tools using the following syntax:\n'
    '{"name": function name, "parameters": dictionary of argument name and its value}.\n'
    'Separate multiple function calls by "; ". Do not use variables.\n'
    'Do not include anything else when calling the tools with the syntax above.\n\n'
    'Here is a list of functions in JSON format that you can invoke.\n' %}

{{- "<|header_start|>system<|header_end|>\n\n" }}
{%- if tools is not none and not tools_in_user_message %}
    {{- tool_lib_preamble }}
    {%- for t in tools %}
        {{- t | tojson(indent=4) }}
        {{- "\n\n" }}
    {%- endfor %}
{%- endif %}
{{- render_message(system_message) }}
{{ "<|eot|>\n" }}

{#- Custom tools are passed in a user message with some extra guidance #}
{%- if tools_in_user_message and not tools is none %}
    {#- Extract the first user message so we can plug it in here #}
    {%- if messages | length != 0 %}
        {%- set first_user_message = messages[0] %}
        {%- set messages = messages[1:] %}
    {%- else %}
        {{- raise_exception("Cannot put tools in the first user message when there's no first user message!") }}
    {%- endif %}
    {{- '<|header_start|>user<|header_end|>\n\n' }}
    {{- tool_lib_preamble }}
    {%- for t in tools %}
        {{- t | tojson(indent=4) }}
        {{- "\n\n" }}
    {%- endfor %}
    {{- render_message(first_user_message) + "\n<|eot|>"}}
{%- endif %}

{%- for message in messages %}
    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}
        {{- '<|header_start|>' + message['role'] + '<|header_end|>\n\n' }}
        {{- render_message(message) }}
        {{- "\n<|eot|>" }}
    {%- elif 'tool_calls' in message and message.tool_calls|length > 0 %}
        {{- '\n<|header_start|>assistant<|header_end|>\n\n' -}}
        {{- render_message(message) }}
        {%- for tool_call in message.tool_calls %}
           {{- '{"name": "' + tool_call.function.name + '", ' }}
           {{- '"parameters": ' }}
           {{- tool_call.function.arguments | tojson }}
           {{- "}" }}
        {%- endfor %}
       {{- "\n<|eot|>" }}
    {%- elif message.role == "tool" or message.role == "ipython" %}
        {{- "\n<|header_start|>ipython<|header_end|>\n\n" }}
        {{- render_message(message) }}
        {{- "\n<|eom|>" }}
    {%- endif %}
{%- endfor %}
{%- if add_generation_prompt %}
    {{- '\n<|header_start|>assistant<|header_end|>\n\n' }}
{%- endif %}