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2 stars

Improved tool use with Llama 4

PRESET

Parameters
Prompt Template
{{- 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 date_string is defined %}
    {%- if strftime_now is defined %}
        {%- set date_string = strftime_now("%d %b %Y") %}
    {%- else %}
        {%- set date_string = "26 Jul 2024" %}
    {%- endif %}
{%- 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' %}    
    {%- if messages[0]['content'] is string %}
        {%- set system_message = messages[0]['content']|trim %}
    {%- else %}
        {#- FIXME: The processor requires an array, always. #}
        {%- set system_message = messages[0]['content'][0]['text']|trim %}
    {%- endif %}
    {%- set messages = messages[1:] %}
    {%- set user_supplied_system_message = true %}
{%- else %}
    {%- set system_message = "" %}
    {%- set user_supplied_system_message = false %}
{%- endif %}

{#- System message if the user supplied one #}
{%- if user_supplied_system_message %}
    {{- "<|header_start|>system<|header_end|>\n\n" }}
    {%- if tools is not none %}
        {{- "Environment: ipython\n" }}
    {%- endif %}
    {%- if tools is not none and not tools_in_user_message %}
        {{- "You are an expert in using functions/tools when necessary. You are given a query and a set of possible functions."}}
        {{- "Based on the query, call one or more functions to achieve the purpose, if applicable.\n\n"}}
        {{- "If no functions apply, do not call any. Make sure to use any parameters specified as required. "}}
        {{- "If the given query lacks the parameters required by the function, "}}
        {{- "point it out. If a function response is given after you call a function, use it if it answers the query. "}}
        {{- "You should only output function calls in tool call sections.\n\n" }}
        {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument names and their values}. ' }}
        {{- "For number argument values, you do not need to wrap in quotes. If you use quotes, use double quotes. "}}
        {{- "Do not use variables. Here is a list of the only functions you can invoke, in JSON format.\n\n" }}
        {%- for t in tools %}
            {{- t | tojson(indent=4) }}
            {{- "\n\n" }}
        {%- endfor %}
    {%- endif %}
    {{- system_message }}
    {{- "<|eot|>" }}
{%- endif %}

{#- 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 %}
        {%- if messages[0]['content'] is string %}
      {%- set first_user_message = messages[0]['content']|trim %}
  {%- else %}
      {#- expect messages[0]['content'] to be a list of objects #}
      {%- set first_user_message = messages[0]['content'][0]['text']|trim %}
  {%- endif %}
        {%- 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' -}}
    {{- "You are an expert in using functions/tools when necessary. You are given a query and a set of possible functions."}}
    {{- "Based on the query, call one or more functions to achieve the purpose, if applicable.\n\n"}}
    {{- "If no functions apply, do not call any. Make sure to use any parameters specified as required. "}}
    {{- "If the given query lacks the parameters required by the function, "}}
    {{- "point it out. If a function response is given after you call a function, use it if it answers the query. "}}
    {{- "You should only output function calls in tool call sections.\n\n" }}
    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument names and their values}. ' }}
    {{- "For number argument values, you do not need to wrap in quotes. If you use quotes, use double quotes. "}}
    {{- "Do not use variables. Here is a list of the only functions you can invoke, in JSON format.\n\n" }}
    {%- for t in tools %}
        {{- t | tojson(indent=4) }}
        {{- "\n\n" }}
    {%- endfor %}
    {{- first_user_message + "<|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' }}
        {%- if message['content'] is string %}
            {{- message['content'] }}
        {%- else %}
            {%- for content in message['content'] %}
                {%- if content['type'] == 'image' %}
                    {{- '<|image|>' }}
                {%- elif content['type'] == 'text' %}
                    {{- content['text'] }}
                {%- endif %}
            {%- endfor %}
        {%- endif %}
        {{- "<|eot|>" }}
    {%- elif 'tool_calls' in message and message.tool_calls|length > 0 %}
       {{- '<|header_start|>assistant<|header_end|>\n\n' -}}
       {{- '<|python_start|>' }}
        {%- if message['content'] is string %}
            {{- message['content'] }}
        {%- else %}
            {%- for content in message['content'] %}
                {%- if content['type'] == 'image' %}
                    {{- '<|image|>' }}
                {%- elif content['type'] == 'text' %}
                    {{- content['text'] }}
                {%- endif %}
            {%- endfor %}
        {%- endif %}
       {{- '<|python_end|>' }}
        {%- for tool_call in message.tool_calls %}
           {{- '{"name": "' + tool_call.function.name + '", ' }}
           {{- '"parameters": ' }}
           {{- tool_call.function.arguments | tojson }}
           {{- "}" }}
        {%- endfor %}
       {{- "<|eot|>" }}
    {%- elif message.role == "tool" or message.role == "ipython" %}
        {{- "<|header_start|>ipython<|header_end|>\n\n" }}
        {%- if message.content is iterable and message.content is not string %}
            {{- message.content | tojson }}
        {%- else %}
            {{- message.content }}
        {%- endif %}
        {{- "<|eot|>" }}
    {%- endif %}
{%- endfor %}
{%- if add_generation_prompt %}
    {{- '<|header_start|>assistant<|header_end|>\n\n' }}
{%- endif %}
Temperature
0