mirror of
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chat : nemotron thinking & toolcalling support (#15676)
* feat: nemotron thinking & toolcalling support * Trailing whitespaces * Corrected template for Nemotron * Template and parser fixes * Final template and grammar changes * Whitespace * Always do lazy grammar processing since </think> tag will always be there. * Allow extra content after toolcall * Whitespace * New tests: thinking + tools, tools + content, thinking + tools + content (new!) * Whitespace * Remove cURL test script
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@@ -623,6 +623,7 @@ const char * common_chat_format_name(common_chat_format format) {
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case COMMON_CHAT_FORMAT_GRANITE: return "Granite";
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case COMMON_CHAT_FORMAT_GPT_OSS: return "GPT-OSS";
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case COMMON_CHAT_FORMAT_SEED_OSS: return "Seed-OSS";
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case COMMON_CHAT_FORMAT_NEMOTRON_V2: return "Nemotron V2";
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default:
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throw std::runtime_error("Unknown chat format");
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}
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@@ -1184,6 +1185,67 @@ static common_chat_params common_chat_params_init_llama_3_x(const common_chat_te
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});
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return data;
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}
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static common_chat_params common_chat_params_init_nemotron_v2(const common_chat_template & tmpl, const struct templates_params & inputs) {
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common_chat_params data;
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// Generate the prompt using the apply() function with the template
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data.prompt = apply(tmpl, inputs);
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data.format = COMMON_CHAT_FORMAT_NEMOTRON_V2;
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// Handle thinking tags appropriately based on inputs.enable_thinking
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if (string_ends_with(data.prompt, "<think>\n")) {
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if (!inputs.enable_thinking) {
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data.prompt += "</think>";
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} else {
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data.thinking_forced_open = true;
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}
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}
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// When tools are present, build grammar for the <TOOLCALL> format, similar to CommandR, but without tool call ID
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if (!inputs.tools.is_null() && inputs.tools.is_array() && !inputs.tools.empty()) {
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data.grammar_lazy = true;
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data.grammar = build_grammar([&](const common_grammar_builder & builder) {
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auto schemas = json::array();
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foreach_function(inputs.tools, [&](const json & tool) {
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const auto & function = tool.at("function");
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schemas.push_back({
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{ "type", "object" },
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{ "properties",
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{
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{ "name",
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{
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{ "type", "string" },
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{ "const", function.at("name") },
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} },
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{ "arguments", function.at("parameters") },
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} },
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{ "required", json::array({ "name", "arguments" }) },
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});
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});
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auto schema = json{
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{ "type", "array" },
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{ "items", schemas.size() == 1 ? schemas[0] : json{ { "anyOf", schemas } } },
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{ "minItems", 1 },
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};
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if (!inputs.parallel_tool_calls) {
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schema["maxItems"] = 1;
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}
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builder.add_rule("root",
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std::string(data.thinking_forced_open ? "( \"</think>\" space )? " : "") +
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"\"<TOOLCALL>\" " + builder.add_schema("tool_calls", schema) +
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" \"</TOOLCALL>\"");
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});
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data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL,
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// If thinking_forced_open, then we capture the </think> tag in the grammar,
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// (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar)
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std::string(data.thinking_forced_open ?
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"[\\s\\S]*?(</think>\\s*)" :
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"(?:<think>[\\s\\S]*?</think>\\s*)?") +
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"(<TOOLCALL>)[\\s\\S]*" });
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}
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return data;
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}
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static void common_chat_parse_llama_3_1(common_chat_msg_parser & builder, bool with_builtin_tools = false) {
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if (!builder.syntax().parse_tool_calls) {
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builder.add_content(builder.consume_rest());
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@@ -2060,6 +2122,33 @@ static void common_chat_parse_granite(common_chat_msg_parser & builder) {
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}
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}
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static void common_chat_parse_nemotron_v2(common_chat_msg_parser & builder) {
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// Parse thinking tags
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builder.try_parse_reasoning("<think>", "</think>");
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if (!builder.syntax().parse_tool_calls) {
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builder.add_content(builder.consume_rest());
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return;
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}
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// Look for tool calls
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static const common_regex tool_call_regex(regex_escape("<TOOLCALL>"));
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if (auto res = builder.try_find_regex(tool_call_regex)) {
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builder.move_to(res->groups[0].end);
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// Expect JSON array of tool calls
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auto tool_calls_data = builder.consume_json();
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if (tool_calls_data.json.is_array()) {
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if (!builder.try_consume_literal("</TOOLCALL>")) {
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throw common_chat_msg_partial_exception("Incomplete tool call");
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}
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builder.add_tool_calls(tool_calls_data.json);
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} else {
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throw common_chat_msg_partial_exception("Incomplete tool call");
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}
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}
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builder.add_content(builder.consume_rest());
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}
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static void common_chat_parse_seed_oss(common_chat_msg_parser & builder) {
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// Parse thinking tags first - this handles the main reasoning content
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builder.try_parse_reasoning("<seed:think>", "</seed:think>");
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@@ -2293,6 +2382,11 @@ static common_chat_params common_chat_templates_apply_jinja(
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return common_chat_params_init_seed_oss(tmpl, params, inputs);
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}
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// Nemotron v2
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if (src.find("<SPECIAL_10>") != std::string::npos) {
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return common_chat_params_init_nemotron_v2(tmpl, params);
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}
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// Use generic handler when mixing tools + JSON schema.
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// TODO: support that mix in handlers below.
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if ((params.tools.is_array() && params.json_schema.is_object())) {
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@@ -2454,6 +2548,9 @@ static void common_chat_parse(common_chat_msg_parser & builder) {
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case COMMON_CHAT_FORMAT_SEED_OSS:
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common_chat_parse_seed_oss(builder);
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break;
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case COMMON_CHAT_FORMAT_NEMOTRON_V2:
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common_chat_parse_nemotron_v2(builder);
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break;
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default:
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throw std::runtime_error(std::string("Unsupported format: ") + common_chat_format_name(builder.syntax().format));
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}
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@@ -112,6 +112,7 @@ enum common_chat_format {
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COMMON_CHAT_FORMAT_GRANITE,
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COMMON_CHAT_FORMAT_GPT_OSS,
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COMMON_CHAT_FORMAT_SEED_OSS,
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COMMON_CHAT_FORMAT_NEMOTRON_V2,
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COMMON_CHAT_FORMAT_COUNT, // Not a format, just the # formats
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};
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162
models/templates/NVIDIA-Nemotron-Nano-v2.jinja
Normal file
162
models/templates/NVIDIA-Nemotron-Nano-v2.jinja
Normal file
@@ -0,0 +1,162 @@
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{%- set ns = namespace(enable_thinking=true) -%}
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{%- for message in messages -%}
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{%- set content = message['content'] -%}
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{%- if message['role'] == 'user' or message['role'] == 'system' -%}
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{%- if '/think' in content -%}
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{%- set ns.enable_thinking = true -%}
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{%- elif '/no_think' in content -%}
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{%- set ns.enable_thinking = false -%}
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{%- endif -%}
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{%- endif -%}
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{%- endfor -%}
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{%- if messages[0]['role'] != 'system' -%}
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{%- set ns.non_tool_system_content = '' -%}
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{{- '<SPECIAL_10>System
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' -}}
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{%- else -%}
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{%- set ns.non_tool_system_content = (messages[0]['content'] | default('', true)).replace('/think', '').replace('/no_think', '').strip() -%}
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{{- '<SPECIAL_10>System
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' + ns.non_tool_system_content }}
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{%- endif -%}
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{%- if tools -%}
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{%- if ns.non_tool_system_content is defined and ns.non_tool_system_content != '' -%}
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{{- '
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' -}}
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{%- endif -%}
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{{- 'You can use the following tools to assist the user if required:' -}}
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{{- '
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<AVAILABLE_TOOLS>[' -}}
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{%- for tool in tools -%}
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{{- (tool.function if tool.function is defined else tool) | tojson -}}
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{{- ', ' if not loop.last else '' -}}
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{%- endfor -%}
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{{- ']</AVAILABLE_TOOLS>
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' -}}
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{{- 'If you decide to call any tool(s), use the following format:
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' -}}
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{{- '<TOOLCALL>[{{"name": "tool_name1", "arguments": "tool_args1"}}, ' -}}
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{{- '{{"name": "tool_name2", "arguments": "tool_args2"}}]</TOOLCALL>
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' -}}
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{{- 'The user will execute tool-calls and return responses from tool(s) in this format:
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' -}}
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{{- '<TOOL_RESPONSE>[{{"tool_response1"}}, {{"tool_response2"}}]</TOOL_RESPONSE>
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' -}}
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{{- 'Based on the tool responses, you can call additional tools if needed, correct tool calls if any errors are found, or just respond to the user.' -}}
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{%- endif -%}
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{{- '
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' -}}
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{%- set messages = messages[1:] if messages[0]['role'] == 'system' else messages -%}
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{%- if messages[-1]['role'] == 'assistant' -%}
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{%- set ns.last_turn_assistant_content = (messages[-1]['content'] | default('', true)).strip() -%}
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{%- set ns.last_turn_assistant_tool_calls = messages[-1]['tool_calls'] if 'tool_calls' in messages[-1] else [] -%}
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{%- set messages = messages[:-1] -%}
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{%- endif -%}
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{%- for message in messages %}
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{%- set content = message['content'] %}
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{%- if message['role'] == 'user' -%}
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{{- '<SPECIAL_11>User
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' + (content | default('', true)).replace('/think', '').replace('/no_think', '').strip() + '
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' }}
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{%- elif message['role'] == 'tool' -%}
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{%- if loop.first or (messages[loop.index0 - 1].role != 'tool') -%}
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{{- '<SPECIAL_11>User
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' + '<TOOL_RESPONSE>[' }}
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{%- endif -%}
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{{- message['content'] -}}
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{{- ', ' if not loop.last and (messages[loop.index0 + 1].role == 'tool') else '' -}}
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{%- if loop.last or (messages[loop.index0 + 1].role != 'tool') -%}
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{{- ']</TOOL_RESPONSE>' -}}
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{%- endif -%}
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{%- elif message['role'] == 'assistant' -%}
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{%- if content and '</think>' in content -%}
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{%- set content = (content.split('</think>')[1] | default('', true)).strip() %}
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{%- endif -%}
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{{- '<SPECIAL_11>Assistant
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' + ((content | default('', true)).strip() if content is not none else '') }}
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{%- if message.tool_calls -%}
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{%- if (content | default('', true)).strip() != '' -%}
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{{- '
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' -}}
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{%- endif -%}
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{{- '<TOOLCALL>[' -}}
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{%- for call in message.tool_calls -%}
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{%- set fn = call.function if call.function is defined else call -%}
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{{- '{"name": "' + fn.name + '", "arguments": ' -}}
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{%- if fn.arguments is string -%}
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{{- fn.arguments -}}
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{%- else -%}
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{{- fn.arguments | tojson -}}
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{%- endif -%}
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{{- '}' + (', ' if not loop.last else '') -}}
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{%- endfor -%}
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{{- ']</TOOLCALL>' -}}
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{%- endif -%}
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{{- '
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<SPECIAL_12>
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' -}}
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{%- endif -%}
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{%- endfor -%}
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{%- if add_generation_prompt -%}
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{{- '<SPECIAL_11>Assistant
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' -}}
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{%- if ns.enable_thinking is defined and ns.enable_thinking is false -%}
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{{- '<think></think>' -}}
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{%- else -%}
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{{- '<think>
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' -}}
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{%- endif -%}
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{%- if ns.last_turn_assistant_content is defined and ns.last_turn_assistant_content != '' -%}
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{{- ns.last_turn_assistant_content -}}
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{%- endif -%}
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{%- else -%}
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{%- if ns.last_turn_assistant_content is defined and ns.last_turn_assistant_content != '' -%}
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{{- '<SPECIAL_11>Assistant
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' -}}
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{%- if ns.enable_thinking is defined and ns.enable_thinking is false -%}
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{{- '<think></think>' -}}
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{%- else -%}
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{{- '<think>
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' -}}
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{%- endif -%}
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{{- ns.last_turn_assistant_content -}}
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{%- if continue_final_message is defined -%}
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{%- if continue_final_message is false -%}
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{{- '
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<SPECIAL_12>
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' -}}
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{%- endif -%}
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{%- else -%}
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{{- '
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<SPECIAL_12>
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' -}}
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{%- endif -%}
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{%- endif -%}
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{%- if ns.last_turn_assistant_tool_calls is defined and ns.last_turn_assistant_tool_calls | length > 0 -%}
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{{- '<SPECIAL_11>Assistant
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' -}}
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{{- '<TOOLCALL>[' -}}
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{%- for call in ns.last_turn_assistant_tool_calls -%}
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{%- set fn = call.function if call.function is defined else call -%}
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{{- '{"name": "' + fn.name + '", "arguments": ' -}}
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{%- if fn.arguments is string -%}
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{{- fn.arguments -}}
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{%- else -%}
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{{- fn.arguments | tojson -}}
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{%- endif -%}
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{{- '}' + (', ' if not loop.last else '') -}}
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{%- endfor -%}
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{{- ']</TOOLCALL>' -}}
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{{- '<SPECIAL_12>
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' -}}
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{%- endif -%}
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{%- endif -%}
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@@ -420,6 +420,7 @@ const common_chat_msg message_assist_call_empty_args = simple_assist
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const common_chat_msg message_assist_call_cutoff_args = simple_assist_msg("", "", "special_function", "{\"arg");
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const common_chat_msg message_assist_call_thoughts = simple_assist_msg("", "I'm\nthinking", "special_function", "{\"arg1\":1}");
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const common_chat_msg message_assist_call_thoughts_unparsed = simple_assist_msg("<think>I'm\nthinking</think>\n\n", "", "special_function", "{\"arg1\": 1}");
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const common_chat_msg message_assist_call_thoughts_content = simple_assist_msg("Hello, world!\nWhat's up?", "I'm\nthinking", "special_function", "{\"arg1\": 1}");
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const common_chat_msg message_assist_call_id = simple_assist_msg("", "", "special_function", "{\"arg1\":1}", /* .id = */ "123456789");
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const common_chat_msg message_assist_call_idx = simple_assist_msg("", "", "special_function", "{\"arg1\":1}", /* .id = */ "0");
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const common_chat_msg message_assist_thoughts_call_idx = simple_assist_msg("", "I'm\nthinking", "special_function", "{\"arg1\": 1}", /* id = */ "0");
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@@ -436,6 +437,7 @@ static void test_msgs_oaicompat_json_conversion() {
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message_assist_call,
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message_assist_call_thoughts,
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message_assist_call_thoughts_unparsed,
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message_assist_call_thoughts_content,
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message_assist_call_id,
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message_assist_call_idx,
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message_assist_call_python,
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@@ -1755,6 +1757,77 @@ static void test_template_output_parsers() {
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/* is_partial= */ false,
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{COMMON_CHAT_FORMAT_SEED_OSS}));
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}
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{
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auto tmpls = read_templates("models/templates/NVIDIA-Nemotron-Nano-v2.jinja");
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std::vector<std::string> end_tokens{ "<SPECIAL_12>" };
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assert_equals(COMMON_CHAT_FORMAT_NEMOTRON_V2, common_chat_templates_apply(tmpls.get(), inputs_no_tools).format);
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assert_equals(COMMON_CHAT_FORMAT_NEMOTRON_V2, common_chat_templates_apply(tmpls.get(), inputs_tools).format);
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// Test parsing regular content
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assert_msg_equals(message_assist,
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common_chat_parse(
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"Hello, world!\nWhat's up?",
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/* is_partial= */ false,
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{COMMON_CHAT_FORMAT_NEMOTRON_V2}));
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// Test parsing content with thinking
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assert_msg_equals(message_assist_thoughts,
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common_chat_parse(
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"<think>I'm\nthinking</think>Hello, world!\nWhat's up?",
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/* is_partial= */ false,
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{
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/* .format = */ COMMON_CHAT_FORMAT_NEMOTRON_V2,
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/* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK,
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}));
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// Test parsing tool calls
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assert_msg_equals(message_assist_call,
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common_chat_parse(
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"<TOOLCALL>[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]</TOOLCALL>",
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/* is_partial= */ false,
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{COMMON_CHAT_FORMAT_NEMOTRON_V2}));
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// Test parsing tool calls with thinking
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assert_msg_equals(message_assist_call_thoughts,
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common_chat_parse(
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"<think>I'm\nthinking</think><TOOLCALL>[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]</TOOLCALL>",
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/* is_partial= */ false,
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{
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/* .format = */ COMMON_CHAT_FORMAT_NEMOTRON_V2,
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/* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK
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}));
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// Test tool calls with extra content
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assert_msg_equals(message_assist_call_content,
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common_chat_parse(
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"<TOOLCALL>[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]</TOOLCALL>Hello, world!\nWhat's up?",
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/* is_partial= */ false,
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{COMMON_CHAT_FORMAT_NEMOTRON_V2}
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));
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// Test tool calls with extra content AND thinking
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assert_msg_equals(message_assist_call_thoughts_content,
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common_chat_parse(
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"<think>I'm\nthinking</think><TOOLCALL>[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]</TOOLCALL>Hello, world!\nWhat's up?",
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/* is_partial= */ false,
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{
|
||||
/* .format = */ COMMON_CHAT_FORMAT_NEMOTRON_V2,
|
||||
/* .reasoning_format = */ COMMON_REASONING_FORMAT_DEEPSEEK
|
||||
}));
|
||||
|
||||
// Test template generation for regular content
|
||||
test_templates(tmpls.get(), end_tokens, message_assist, tools,
|
||||
"Hello, world!\nWhat's up?\n",
|
||||
/* expect_grammar_triggered= */ false);
|
||||
|
||||
// Test template generation for tool calls
|
||||
test_templates(tmpls.get(), end_tokens, message_assist_call, tools,
|
||||
"<TOOLCALL>[{\"name\": \"special_function\", \"arguments\": {\"arg1\": 1}}]</TOOLCALL>",
|
||||
/* expect_grammar_triggered= */ true
|
||||
);
|
||||
}
|
||||
}
|
||||
|
||||
static void test_msg_diffs_compute() {
|
||||
|
||||
Reference in New Issue
Block a user