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flask-llama
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{# version=v3.llama3 #}{%- macro append_new_param_info(param_declaration, comment_info, examples_info, depth) -%}

    {%- set offset = "" -%}

    {%- if depth >= 1 -%}

        {%- set offset = "    " * depth -%}

    {%- endif -%}

    {%- if comment_info != "<|NONE|>" -%}

        {{ "\n" + offset + comment_info }}

        {%- if examples_info | length > 0 -%}

            {# Append each example info #}

            {%- for example in examples_info -%}

                {{ "\n" + offset + "// " + example|string|replace("'", '"') }}

            {%- endfor -%}

        {%- endif -%}

    {%- endif -%}

    {{ "\n" + offset + param_declaration }}

{%- endmacro -%}



{%- macro convert_data_type(param_type) -%}

    {%- if param_type == "integer" or param_type == "float" -%}

        {{ "number" }}

    {%- else -%}

        {{ param_type }}

    {%- endif -%}

{%- endmacro -%}



{%- macro get_param_type(param) -%}

    {%- set param_type = "any" -%}



    {%- if "type" in param -%}

        {%- set raw_param_type = param["type"] -%}

        {%- if raw_param_type is iterable and raw_param_type is not string -%}

            {%- set param_type = raw_param_type | join(" | ") -%}

        {%- else -%}

            {%- set param_type = raw_param_type -%}

        {%- endif -%}

        {{ convert_data_type(param_type) }}

    {%- elif "oneOf" in param -%}

        {%- set one_of_types = param["oneOf"]|selectattr("type", "defined")|list -%}

        {%- set one_of_types = one_of_types|map(attribute="type")|unique|list -%}

        {{ convert_data_type(one_of_types | join(" | ")) }}

    {%- endif -%}

{%- endmacro -%}



{%- macro get_format_param(param) -%}

    {%- if "format" in param -%}

        {{ param["format"] }}

    {%- elif "oneOf" in param -%}

        {%- set formats = [] -%}

        {%- for item in param["oneOf"] -%}

            {%- if "format" in item -%}

                {%- if item["format"] == param["oneOf"][-1]["format"] -%}

                    {{ item["format"] }}

                {%- else -%}

                    {{ item["format"] + " or "}}

                {%- endif -%}

            {%- endif -%}

        {%- endfor -%}

    {%- else -%}

        {{ "<|NONE|>" }}

    {%- endif -%}

{%- endmacro -%}



{%- macro get_param_info(param) -%}

    {%- set param_type = param.get("type", "any") -%}

    {%- set format_param = get_format_param(param) -%}



    {%- if "description" in param or "default" in param or format_param != "<|NONE|>" or param["maximum"] or param["minimum"] or param["maxLength"] or param["minLength"] -%}

        {{ "//" }}

        {%- if "description" in param -%}

            {%- set desc = param["description"] -%}

            {%- if not desc.endswith(".") -%}

                {%- set desc = desc + "." -%}

            {%- endif -%}

            {{ " " + desc }}

        {%- endif -%}



        {%- if "default" in param -%}

            {%- set default_value = param["default"] -%}

            {%- if param_type == "string" -%}

                {%- set default_value = '"' ~ default_value ~ '"' -%}

            {%- endif -%}

            {{ " Default=" ~ default_value ~ "." }}

        {%- endif -%}



        {%- set format_param = get_format_param(param) -%}

        {%- if format_param != "<|NONE|>" -%}

            {{ " Format=" ~ format_param }}

        {%- endif -%}



        {%- for field, field_name in [("maximum", "Maximum"), ("minimum", "Minimum"), ("maxLength", "Maximum length"), ("minLength", "Minimum length")] -%}

            {%- if field in param -%}

                {{ " " + field_name ~ "=" ~ param[field] }}

            {%- endif -%}

        {%- endfor -%}

    {%- else -%}

        {{ "<|NONE|>"}}

    {%- endif -%}

{%- endmacro -%}



{%- macro get_enum_option_str(enum_options) -%}

    {%- for v in enum_options -%}

        {%- if v is string -%}

            {{ '"' + v + '"' }}

        {%- else -%}

            {{ v }}

        {%- endif -%}

        {%- if enum_options|length > 0 and v != enum_options[-1] -%}

            {{ " | " }}

        {%- endif -%}

    {%- endfor -%}

{%- endmacro -%}



{%- macro get_array_typescript(param_name, param_dic, depth) -%}

    {%- set offset = '' -%}

    {%- if depth >= 1 -%}

        {%- set offset = "    " * depth -%}

    {%- endif -%}

    {%- set items_info = param_dic.get('items', {}) -%}



    {%- if items_info|length == 0 -%}

        {%- if param_name -%}

            {{ "\n" + offset + param_name + ": []" }}

        {%- else -%}

            {{ "\n" + offset + "[]" }}

        {%- endif -%}

    {%- else -%}

        {%- set array_type = get_param_type(items_info) -%}

        {%- if array_type == 'object' -%}

            {%- if param_name -%}

                {{ "\n" + offset + param_name + ": {" }}

            {%- else -%}

                {{ "\n" + offset + "{" }}

            {%- endif -%}

            {{ get_parameter_typescript(items_info.get('properties', {}), items_info.get('required', []), depth + 1) -}}

            {{- "\n" + offset + "}[]" }}

        {%- elif array_type == 'array' -%}

            {%- set item_info = get_array_typescript(None, items_info, depth + 1) -%}

            {%- if not param_name -%}

                {{ "\n" + item_info + "[]" }}

            {%- else -%}

                {{ "\n" + offset + param_name + ": " + item_info|trim + "[]" }}

            {%- endif -%}

        {%- else -%}

            {%- if 'enum' in items_info -%}

                {%- set item_type = get_enum_option_str(items_info['enum']) -%}

                {%- if param_name is none -%}

                    {{ "(" + item_type + ")[]"}}

                {%- else -%}

                    {{ "\n" + offset + param_name + ": (" + item_type + ")[]" }}

                {%- endif -%}

            {%- else -%}

                {%- if param_name is none -%}

                    {{ "\n" + array_type + "[]" }}

                {%- else -%}

                    {{ "\n" + offset + param_name + ": " + array_type + "[]," }}

                {%- endif -%}

            {%- endif -%}

        {%- endif -%}

    {%- endif -%}

{%- endmacro -%}



{%- macro get_parameter_typescript(properties, required_params, depth=0) -%}

    {%- set res = "" -%}

    {%- for param_name, param in properties.items() -%}

        {%- if param is mapping -%}

            {%- set comment_info = get_param_info(param) -%}

            {# Param Examples #}

            {%- set examples_info = [] -%}

            {%- if "examples" in param -%}

                {%- set examples_info = ["Example " + param_name + ":"] -%}

                {%- set examples_info = examples_info + param["examples"] -%}

            {%- endif -%}



            {# Param Name declaration #}

            {%- set param_declaration = param_name -%}

            {%- if required_params is iterable and param_name not in required_params -%}

                {%- set param_declaration = param_declaration + "?" -%}

            {%- endif -%}



            {%- set param_type = get_param_type(param) -%}



            {# Handle indentation based on depth #}

            {%- set offset = "" -%}

            {%- if depth >= 1 -%}

                {%- set offset = "    " * depth -%}

            {%- endif -%}



            {%- if param_type == "object" -%}

                {%- if comment_info != "<|NONE|>" -%}

                    {{ "\n" + offset + comment_info }}

                {%- endif -%}

                {%- if examples_info|length > 0 -%}

                    {%- for example in examples_info -%}

                        {{ "\n" + offset + "// " + example|string|replace("'", '"') }}

                    {%- endfor -%}

                {%- endif -%}

                {%- set param_declaration = param_declaration + ": {" -%}

                {{ "\n" + offset + param_declaration -}}

                {{- get_parameter_typescript(param.get("properties", {}), param.get("required", []), depth + 1) -}}

                {{- "\n" + offset + "}," }}

            {%- elif param_type == "array" -%}

                {%- set item_info = param.get("items", {}) -%}

                {%- if "type" not in item_info -%}

                    {%- set param_declaration = param_declaration + ": []," -%}

                    {{ append_new_param_info(param_declaration, comment_info, examples_info, depth) }}

                {%- else -%}

                    {%- if comment_info != "<|NONE|>" -%}

                        {{ "\n" + offset + comment_info }}

                    {%- endif -%}

                    {%- if examples_info|length > 0 -%}

                        {%- for example in examples_info -%}

                            {{ "\n" + offset + "// " + example|string|replace("'", '"') }}

                        {%- endfor -%}

                    {%- endif -%}

                    {%- set array_declaration = get_array_typescript(param_declaration, param, depth) -%}

                    {%- if not array_declaration.endswith(",") -%}

                        {%- set array_declaration = array_declaration + "," -%}

                    {%- endif -%}

                    {{ array_declaration}}

                {%- endif -%}

            {%- else -%}

                {%- if "enum" in param -%}

                    {%- set param_type = get_enum_option_str(param["enum"]) -%}

                {%- endif -%}

                {%- if "nullable" in param and param["nullable"] -%}

                    {%- set param_type = param_type + " | null" -%}

                {%- endif -%}

                {%- set param_declaration = param_declaration + ": " + param_type + "," -%}

                {{ append_new_param_info(param_declaration, comment_info, examples_info, depth) }}

            {%- endif -%}

        {%- endif -%}

    {%- endfor -%}

{%- endmacro -%}



{%- macro generate_schema_from_functions(functions, namespace='functions') -%}

    {{ "// Supported function definitions that should be called when necessary.\n" -}}

    {{- "namespace " + namespace + " {\n\n" -}}



    {%- for function in functions -%}

        {%- if function.get("function") -%}

            {%- set function = function.get("function") -%}

        {%- endif -%}



        {%- set function_name = function.get("name") -%}

        {%- if function_name -%}

            {%- set description = function.get('description', '') -%}

            {%- set parameters = function.get('parameters', {}) -%}

            {{- "// " + description + "\n" -}}

            {{- "type " + function_name -}}

            {%- if parameters and parameters.get("properties") -%}

                {{- " = (_: {" -}}

                {%- set required_params = parameters.get("required", []) -%}

                {{ get_parameter_typescript(parameters.get("properties"), required_params, 0) -}}

                {{- "\n}) => any;\n\n" }}

            {%- else -%}

                {{ " = () => any;\n\n" }}

            {%- endif -%}

        {%- endif -%}

    {%- endfor -%}

    {{ "} // namespace " + namespace }}

{%- endmacro -%}

{%- if not tools -%}

    {%- set tools = [] -%}

{%- endif -%}

{{ bos_token + '<|start_header_id|>system<|end_header_id|>\n\nYou are capable of executing available function(s) if required.\nOnly execute function(s) when absolutely necessary.\nAsk for the required input to:recipient==all\nUse JSON for function arguments.\nRespond in this format:\n>>>${recipient}\n${content}\nAvailable functions:\n' + generate_schema_from_functions(tools) + '<|eot_id|>' -}}

{%- if tools|length > 0 and tools|selectattr("type", "equalto", "code_interpreter")|list|length > 0 -%}

    {{ '<|start_header_id|>system<|end_header_id|>\n\nWhen you send a message containing Python code to python, it will be executed in a stateful Jupyter notebook environment. python will respond with the output of the execution or time out after 60.0 seconds. The drive at \'/mnt/data\' can be used to save and persist user files.<|eot_id|>' }}

{%- endif -%}

{%- for message in messages -%}

    {%- if message['role'] == 'user' or message['role'] == 'system' -%}

        {{ '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n' + message['content'] + '<|eot_id|>' }}

    {%- elif message['role'] == 'tool' -%}

        {{ '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n' + message['content'] + '<|eot_id|>' }}

    {%- else -%}

        {{ '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'}}

        {%- if message['content'] -%}

            {{ '>>>all\n' + message['content'] }}

        {%- endif -%}

        {%- if 'tool_calls' in message and message['tool_calls'] -%}

            {%- for tool_call in message['tool_calls'] -%}

                {{ '>>>' + tool_call['function']['name'] + '\n' + tool_call['function']['arguments'] }}

            {%- endfor -%}

        {%- endif -%}

        {{ '<|eot_id|>' }}

    {%- endif -%}

{%- endfor -%}

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