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@@ -12,11 +12,13 @@ std::string common_chat_format_name(common_chat_format format) {
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case COMMON_CHAT_FORMAT_LLAMA_3_X: return "Llama 3.x";
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case COMMON_CHAT_FORMAT_LLAMA_3_X: return "Llama 3.x";
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case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS: return "Llama 3.x with builtin tools";
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case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS: return "Llama 3.x with builtin tools";
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case COMMON_CHAT_FORMAT_DEEPSEEK_R1: return "DeepSeek R1";
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case COMMON_CHAT_FORMAT_DEEPSEEK_R1: return "DeepSeek R1";
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+ case COMMON_CHAT_FORMAT_DEEPSEEK_R1_EXTRACT_REASONING: return "DeepSeek R1 (extract reasoning)";
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case COMMON_CHAT_FORMAT_FIREFUNCTION_V2: return "FireFunction v2";
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case COMMON_CHAT_FORMAT_FIREFUNCTION_V2: return "FireFunction v2";
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case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2: return "Functionary v3.2";
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case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2: return "Functionary v3.2";
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case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1: return "Functionary v3.1 Llama 3.1";
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case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1: return "Functionary v3.1 Llama 3.1";
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case COMMON_CHAT_FORMAT_HERMES_2_PRO: return "Hermes 2 Pro";
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case COMMON_CHAT_FORMAT_HERMES_2_PRO: return "Hermes 2 Pro";
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case COMMON_CHAT_FORMAT_COMMAND_R7B: return "Command R7B";
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case COMMON_CHAT_FORMAT_COMMAND_R7B: return "Command R7B";
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+ case COMMON_CHAT_FORMAT_COMMAND_R7B_EXTRACT_REASONING: return "Command R7B (extract reasoning)";
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default:
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default:
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throw std::runtime_error("Unknown chat format");
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throw std::runtime_error("Unknown chat format");
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}
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}
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@@ -105,7 +107,6 @@ static common_chat_msg parse_json_tool_calls(
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std::sregex_iterator rend;
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std::sregex_iterator rend;
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std::sregex_iterator rit(it, end, function_regex);
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std::sregex_iterator rit(it, end, function_regex);
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if (rit == rend) {
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if (rit == rend) {
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- fprintf(stderr, "No more tool calls found\n");
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result.content += std::string(it, end);
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result.content += std::string(it, end);
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break;
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break;
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}
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}
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@@ -115,14 +116,21 @@ static common_chat_msg parse_json_tool_calls(
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json arguments;
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json arguments;
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if (!parse_json(it, end, arguments)) {
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if (!parse_json(it, end, arguments)) {
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- throw std::runtime_error("Failed to parse json tool call arguments");
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+ throw std::runtime_error("Failed to parse json tool call arguments: " + input);
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}
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}
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if (!std::regex_search(it, end, match, close_regex)) {
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if (!std::regex_search(it, end, match, close_regex)) {
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- throw std::runtime_error("Malformed input, missing closing pattern");
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+ throw std::runtime_error("Malformed input, missing closing pattern: " + input);
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}
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}
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it = match.suffix().first;
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it = match.suffix().first;
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result.tool_calls.push_back({name, arguments.is_string() ? arguments.get<std::string>() : arguments.dump(), /* id= */ ""});
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result.tool_calls.push_back({name, arguments.is_string() ? arguments.get<std::string>() : arguments.dump(), /* id= */ ""});
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}
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}
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+
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+ if (!result.tool_calls.empty()) {
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+ if (!string_strip(result.content).empty()) {
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+ LOG_WRN("Content found with tool calls: %s\n", result.content.c_str());
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+ }
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+ result.content = "";
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+ }
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return result;
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return result;
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}
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}
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@@ -134,11 +142,11 @@ static common_chat_msg parse_prefixed_json_tool_call_array(const std::string& in
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result.role = "assistant";
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result.role = "assistant";
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const auto process_tool_calls = [&](const json & tool_calls) {
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const auto process_tool_calls = [&](const json & tool_calls) {
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for (const auto & tool_call : tool_calls) {
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for (const auto & tool_call : tool_calls) {
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- const auto & arguments = tool_call["arguments"];
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+ const auto & arguments = tool_call.at("arguments");
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result.tool_calls.push_back({
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result.tool_calls.push_back({
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- tool_call["name"],
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+ tool_call.at("name"),
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arguments.is_string() ? arguments.get<std::string>() : arguments.dump(),
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arguments.is_string() ? arguments.get<std::string>() : arguments.dump(),
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- tool_call.contains("id") ? tool_call["id"] : "",
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+ tool_call.contains("id") ? tool_call.at("id") : "",
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});
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});
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}
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}
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};
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};
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@@ -155,7 +163,7 @@ static common_chat_msg parse_prefixed_json_tool_call_array(const std::string& in
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static void foreach_function(const json & tools, const std::function<void(const json &)> & fn) {
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static void foreach_function(const json & tools, const std::function<void(const json &)> & fn) {
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for (const auto & tool : tools) {
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for (const auto & tool : tools) {
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- if (!tool.contains("type") || tool["type"] != "function" || !tool.contains("function")) {
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+ if (!tool.contains("type") || tool.at("type") != "function" || !tool.contains("function")) {
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LOG_INF("Skipping tool without function: %s", tool.dump(2).c_str());
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LOG_INF("Skipping tool without function: %s", tool.dump(2).c_str());
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continue;
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continue;
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}
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}
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@@ -190,27 +198,27 @@ static common_chat_params common_chat_params_init_generic(const common_chat_temp
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auto tool_call_schemas = json::array();
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auto tool_call_schemas = json::array();
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foreach_function(inputs.tools, [&](const json & tool) {
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foreach_function(inputs.tools, [&](const json & tool) {
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- const auto & function = tool["function"];
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+ const auto & function = tool.at("function");
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auto tool_schema = json {
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auto tool_schema = json {
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{"type", "object"},
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{"type", "object"},
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{"properties", {
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{"properties", {
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{"name", {
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{"name", {
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{"type", "string"},
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{"type", "string"},
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- {"const", function["name"]},
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+ {"const", function.at("name")},
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}},
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}},
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- {"arguments", function["parameters"]},
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+ {"arguments", function.at("parameters")},
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}},
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}},
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{"required", json::array({"name", "arguments"})},
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{"required", json::array({"name", "arguments"})},
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};
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};
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if (function.contains("description")) {
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if (function.contains("description")) {
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- tool_schema["description"] = function["description"];
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+ tool_schema["description"] = function.at("description");
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}
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}
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if (inputs.parallel_tool_calls) {
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if (inputs.parallel_tool_calls) {
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- tool_schema["properties"]["id"] = {
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+ tool_schema.at("properties")["id"] = {
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{"type", "string"},
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{"type", "string"},
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{"minLength", 4},
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{"minLength", 4},
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};
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};
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- tool_schema["required"].push_back("id");
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+ tool_schema.at("required").push_back("id");
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}
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}
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tool_call_schemas.emplace_back(tool_schema);
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tool_call_schemas.emplace_back(tool_schema);
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});
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});
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@@ -275,21 +283,21 @@ static common_chat_msg common_chat_parse_generic(const std::string & input) {
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common_chat_msg result;
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common_chat_msg result;
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result.role = "assistant";
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result.role = "assistant";
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if (data.contains("tool_calls")) {
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if (data.contains("tool_calls")) {
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- for (const auto & tool_call : data["tool_calls"]) {
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+ for (const auto & tool_call : data.at("tool_calls")) {
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result.tool_calls.push_back({
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result.tool_calls.push_back({
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- tool_call["name"],
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- tool_call["arguments"].dump(),
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- tool_call.contains("id") ? tool_call["id"] : "",
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+ tool_call.at("name"),
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+ tool_call.at("arguments").dump(),
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+ tool_call.contains("id") ? tool_call.at("id") : "",
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});
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});
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}
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}
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} else if (data.contains("tool_call")) {
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} else if (data.contains("tool_call")) {
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result.tool_calls.push_back({
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result.tool_calls.push_back({
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- data["tool_call"]["name"],
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- data["tool_call"]["arguments"].dump(),
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+ data.at("tool_call").at("name"),
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+ data.at("tool_call").at("arguments").dump(),
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/* id= */ "",
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/* id= */ "",
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});
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});
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} else if (data.contains("response")) {
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} else if (data.contains("response")) {
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- const auto & response = data["response"];
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+ const auto & response = data.at("response");
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result.content = response.is_string() ? response.get<std::string>() : response.dump(2);
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result.content = response.is_string() ? response.get<std::string>() : response.dump(2);
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}
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}
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return result;
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return result;
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@@ -301,7 +309,7 @@ static common_chat_params common_chat_params_init_mistral_nemo(const common_chat
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data.grammar = build_grammar([&](const common_grammar_builder & builder) {
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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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auto schemas = json::array();
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foreach_function(inputs.tools, [&](const json & tool) {
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foreach_function(inputs.tools, [&](const json & tool) {
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- const auto & function = tool["function"];
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+ const auto & function = tool.at("function");
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schemas.push_back({
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schemas.push_back({
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{"type", "object"},
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{"type", "object"},
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{"properties", {
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{"properties", {
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@@ -309,9 +317,9 @@ static common_chat_params common_chat_params_init_mistral_nemo(const common_chat
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// It's hard to constrain that for now (while reusing the JSON schema conversion), so we're just expecting a plain object.
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// It's hard to constrain that for now (while reusing the JSON schema conversion), so we're just expecting a plain object.
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{"name", {
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{"name", {
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{"type", "string"},
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{"type", "string"},
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- {"const", function["name"]},
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+ {"const", function.at("name")},
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}},
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}},
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- {"arguments", function["parameters"]},
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+ {"arguments", function.at("parameters")},
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{"id", {
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{"id", {
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{"type", "string"},
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{"type", "string"},
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// Nemo's template expects a 9-character alphanumeric ID.
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// Nemo's template expects a 9-character alphanumeric ID.
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@@ -346,7 +354,7 @@ static common_chat_params common_chat_params_init_command_r7b(const common_chat_
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data.grammar = build_grammar([&](const common_grammar_builder & builder) {
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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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auto schemas = json::array();
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foreach_function(inputs.tools, [&](const json & tool) {
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foreach_function(inputs.tools, [&](const json & tool) {
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- const auto & function = tool["function"];
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+ const auto & function = tool.at("function");
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schemas.push_back({
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schemas.push_back({
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{"type", "object"},
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{"type", "object"},
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{"properties", {
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{"properties", {
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@@ -357,9 +365,9 @@ static common_chat_params common_chat_params_init_command_r7b(const common_chat_
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}},
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}},
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{"tool_name", {
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{"tool_name", {
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{"type", "string"},
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{"type", "string"},
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- {"const", function["name"]},
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+ {"const", function.at("name")},
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}},
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}},
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- {"parameters", function["parameters"]},
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+ {"parameters", function.at("parameters")},
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}},
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}},
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{"required", json::array({"tool_call_id", "tool_name", "parameters"})},
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{"required", json::array({"tool_call_id", "tool_name", "parameters"})},
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});
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});
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@@ -382,39 +390,65 @@ static common_chat_params common_chat_params_init_command_r7b(const common_chat_
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"<|END_THINKING|>",
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"<|END_THINKING|>",
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"<|END_ACTION|>",
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"<|END_ACTION|>",
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};
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};
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- data.prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt);
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- data.format = COMMON_CHAT_FORMAT_COMMAND_R7B;
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+ auto adjusted_messages = json::array();
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+ for (const auto & msg : inputs.messages) {
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+ auto has_reasoning_content = msg.contains("reasoning_content") && msg.at("reasoning_content").is_string();
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+ auto has_tool_calls = msg.contains("tool_calls") && msg.at("tool_calls").is_array();
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+ if (has_reasoning_content && has_tool_calls) {
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+ auto adjusted_message = msg;
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+ adjusted_message["tool_plan"] = msg.at("reasoning_content");
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+ adjusted_message.erase("reasoning_content");
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+ adjusted_messages.push_back(adjusted_message);
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+ } else {
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+ adjusted_messages.push_back(msg);
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+ }
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+ }
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+ data.prompt = apply(tmpl, adjusted_messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt, {});
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+ data.format = inputs.extract_reasoning ? COMMON_CHAT_FORMAT_COMMAND_R7B_EXTRACT_REASONING : COMMON_CHAT_FORMAT_COMMAND_R7B;
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return data;
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return data;
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}
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}
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-static common_chat_msg common_chat_parse_command_r7b(const std::string & input) {
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- static std::regex response_regex("<\\|START_RESPONSE\\|>([\\s\\S\\n\\r]*?)<\\|END_RESPONSE\\|>");
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- static std::regex thought_action_regex("<\\|START_THINKING\\|>([\\s\\S\\n\\r]*?)<\\|END_THINKING\\|><\\|START_ACTION\\|>([\\s\\S\\n\\r]*?)<\\|END_ACTION\\|>");
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+static common_chat_msg common_chat_parse_command_r7b(const std::string & input, bool extract_reasoning) {
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+ static std::regex thought_regex("(<\\|START_THINKING\\|>([\\s\\S\\n\\r]*?)<\\|END_THINKING\\|>)([\\s\\S\\n\\r]*)");
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+ static std::regex action_regex("<\\|START_ACTION\\|>([\\s\\S\\n\\r]*?)<\\|END_ACTION\\|>");
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+ static std::regex response_regex("(?:<\\|START_RESPONSE\\|>)?([\\s\\S\\n\\r]*?)<\\|END_RESPONSE\\|>");
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+
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std::smatch match;
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std::smatch match;
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common_chat_msg result;
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common_chat_msg result;
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result.role = "assistant";
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result.role = "assistant";
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- if (std::regex_match(input, match, response_regex)) {
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- result.content = match[1].str();
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- } else if (std::regex_match(input, match, thought_action_regex)) {
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- result.tool_plan = match[1].str();
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- auto actions_str = match[2].str();
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+
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+ std::string rest = input;
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+
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+ if (std::regex_match(rest, match, thought_regex)) {
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+ if (extract_reasoning) {
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+ result.reasoning_content = match[2].str();
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+ } else if (!match[2].str().empty()) {
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+ // Let the unparsed thinking tags through in content only if their insides aren't empty.
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+ result.content = match[1].str();
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+ }
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+ rest = match[3].str();
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+ }
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+ if (std::regex_match(rest, match, action_regex)) {
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+ auto actions_str = match[1].str();
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auto actions = json::parse(actions_str);
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auto actions = json::parse(actions_str);
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for (const auto & action : actions) {
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for (const auto & action : actions) {
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result.tool_calls.push_back({
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|
result.tool_calls.push_back({
|
|
|
- /* .name = */ action["tool_name"],
|
|
|
|
|
- /* .arguments = */ action["parameters"].dump(),
|
|
|
|
|
- /* .id = */ action["tool_call_id"],
|
|
|
|
|
|
|
+ /* .name = */ action.at("tool_name"),
|
|
|
|
|
+ /* .arguments = */ action.at("parameters").dump(),
|
|
|
|
|
+ /* .id = */ action.at("tool_call_id"),
|
|
|
});
|
|
});
|
|
|
}
|
|
}
|
|
|
|
|
+ } else if (std::regex_match(rest, match, response_regex)) {
|
|
|
|
|
+ auto response = match[1].str();
|
|
|
|
|
+ result.content += response;
|
|
|
} else {
|
|
} else {
|
|
|
- LOG_ERR("Failed to parse command_r output");
|
|
|
|
|
- result.content = input;
|
|
|
|
|
|
|
+ result.content += rest;
|
|
|
}
|
|
}
|
|
|
return result;
|
|
return result;
|
|
|
}
|
|
}
|
|
|
|
|
|
|
|
static void expect_tool_parameters(const std::string & name, const json & parameters, const std::vector<std::string> & expected_properties) {
|
|
static void expect_tool_parameters(const std::string & name, const json & parameters, const std::vector<std::string> & expected_properties) {
|
|
|
- if (!parameters.is_object() || !parameters.contains("type") || parameters["type"] != "object" || !parameters.contains("properties") || !parameters.contains("required")) {
|
|
|
|
|
|
|
+ if (!parameters.is_object() || !parameters.contains("type") || parameters.at("type") != "object" || !parameters.contains("properties") || !parameters.contains("required")) {
|
|
|
throw std::runtime_error("Parameters of tool " + name + " must be an object w/ required properties");
|
|
throw std::runtime_error("Parameters of tool " + name + " must be an object w/ required properties");
|
|
|
}
|
|
}
|
|
|
const auto & parameters_properties = parameters.at("properties");
|
|
const auto & parameters_properties = parameters.at("properties");
|
|
@@ -468,9 +502,9 @@ static common_chat_params common_chat_params_init_llama_3_1_tool_calls(const com
|
|
|
};
|
|
};
|
|
|
|
|
|
|
|
foreach_function(inputs.tools, [&](const json & tool) {
|
|
foreach_function(inputs.tools, [&](const json & tool) {
|
|
|
- const auto & function = tool["function"];
|
|
|
|
|
- std::string name = function["name"];
|
|
|
|
|
- auto parameters = function["parameters"];
|
|
|
|
|
|
|
+ const auto & function = tool.at("function");
|
|
|
|
|
+ std::string name = function.at("name");
|
|
|
|
|
+ auto parameters = function.at("parameters");
|
|
|
builder.resolve_refs(parameters);
|
|
builder.resolve_refs(parameters);
|
|
|
|
|
|
|
|
// https://github.com/meta-llama/llama-stack/tree/main/llama_stack/providers/remote/tool_runtime
|
|
// https://github.com/meta-llama/llama-stack/tree/main/llama_stack/providers/remote/tool_runtime
|
|
@@ -546,34 +580,90 @@ static common_chat_msg common_chat_parse_llama_3_1(const std::string & input, bo
|
|
|
|
|
|
|
|
static common_chat_params common_chat_params_init_deepseek_r1(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) {
|
|
static common_chat_params common_chat_params_init_deepseek_r1(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) {
|
|
|
common_chat_params data;
|
|
common_chat_params data;
|
|
|
- data.grammar_lazy = inputs.tool_choice != "required";
|
|
|
|
|
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
|
|
|
|
|
- std::vector<std::string> tool_rules;
|
|
|
|
|
- foreach_function(inputs.tools, [&](const json & tool) {
|
|
|
|
|
- const auto & function = tool["function"];
|
|
|
|
|
- std::string name = function["name"];
|
|
|
|
|
- auto parameters = function["parameters"];
|
|
|
|
|
- auto args_rule = builder.add_schema(name + "-args", parameters);
|
|
|
|
|
- tool_rules.push_back(builder.add_rule(name + "-call",
|
|
|
|
|
- "\"<|tool▁call▁begin|>function<|tool▁sep|>" + name + "\\n```json\\n\" " + args_rule + " \"```<|tool▁call▁end|>\""));
|
|
|
|
|
- });
|
|
|
|
|
- data.grammar_triggers.push_back({"<|tool▁calls▁begin|>", /* .at_start = */ false});
|
|
|
|
|
- data.preserved_tokens = {
|
|
|
|
|
- "<|tool▁sep|>",
|
|
|
|
|
- "<|tool▁call▁end|>",
|
|
|
|
|
- };
|
|
|
|
|
- builder.add_rule("root", "\"<|tool▁calls▁begin|>\" (" + string_join(tool_rules, " | ") + ")" + (inputs.parallel_tool_calls ? "*" : "") + " space");
|
|
|
|
|
- }, grammar_options);
|
|
|
|
|
|
|
+ if (inputs.tools.is_array() && !inputs.tools.empty()) {
|
|
|
|
|
+ data.grammar_lazy = inputs.tool_choice != "required" && inputs.json_schema.is_null();
|
|
|
|
|
+ data.grammar = build_grammar([&](const common_grammar_builder & builder) {
|
|
|
|
|
+ std::vector<std::string> tool_rules;
|
|
|
|
|
+ foreach_function(inputs.tools, [&](const json & tool) {
|
|
|
|
|
+ const auto & function = tool.at("function");
|
|
|
|
|
+ std::string name = function.at("name");
|
|
|
|
|
+ auto parameters = function.at("parameters");
|
|
|
|
|
+ auto args_rule = builder.add_schema(name + "-args", parameters);
|
|
|
|
|
+ tool_rules.push_back(builder.add_rule(name + "-call",
|
|
|
|
|
+ "\"<|tool▁call▁begin|>function<|tool▁sep|>" + name + "\\n"
|
|
|
|
|
+ "```json\\n\" " + args_rule + " \"```<|tool▁call▁end|>\""));
|
|
|
|
|
+ });
|
|
|
|
|
+ // Distill Qwen 7B & 32B models seem confused re/ syntax of their tool call opening tag,
|
|
|
|
|
+ // so we accept common variants (then it's all constrained)
|
|
|
|
|
+ builder.add_rule("root",
|
|
|
|
|
+ "( \"<|tool▁calls▁begin|>\" | \"<|tool_calls_begin|>\" | \"<|tool calls begin|>\" | \"<|tool\\\\_calls\\\\_begin|>\" ) "
|
|
|
|
|
+ "(" + string_join(tool_rules, " | ") + ")" + (inputs.parallel_tool_calls ? "*" : "") + " "
|
|
|
|
|
+ "\"<|tool▁calls▁end|>\""
|
|
|
|
|
+ " space");
|
|
|
|
|
+ data.grammar_triggers.push_back({"<|tool▁calls▁begin|>", /* .at_start = */ false});
|
|
|
|
|
+ data.grammar_triggers.push_back({"<|tool_calls_begin|>", /* .at_start = */ false});
|
|
|
|
|
+ data.grammar_triggers.push_back({"<|tool calls begin|>", /* .at_start = */ false});
|
|
|
|
|
+ data.grammar_triggers.push_back({"<|tool\\_calls\\_begin|>", /* .at_start = */ false});
|
|
|
|
|
+ data.preserved_tokens = {
|
|
|
|
|
+ "<think>",
|
|
|
|
|
+ "</think>",
|
|
|
|
|
+ "<|tool▁sep|>",
|
|
|
|
|
+ "<|tool▁calls▁end|",
|
|
|
|
|
+ "<|tool▁call▁end|>",
|
|
|
|
|
+ };
|
|
|
|
|
+ }, grammar_options);
|
|
|
|
|
+ }
|
|
|
auto prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt);
|
|
auto prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt);
|
|
|
|
|
+
|
|
|
|
|
+ // Hacks to fix the official (broken) prompt.
|
|
|
|
|
+ // It is advisable to use --chat-template-file models/templates/llama-cpp-deepseek-r1.jinja instead,
|
|
|
|
|
+ // until the official template is fixed.
|
|
|
|
|
+ if (tmpl.source().find("{% if ns.is_tool %}{{'<|tool▁outputs▁end|>'}}") != std::string::npos) {
|
|
|
|
|
+ // Don't leave the chat dangling after tool results
|
|
|
|
|
+ if (string_ends_with(prompt, "<|tool▁outputs▁end|>")) {
|
|
|
|
|
+ prompt += "<|end▁of▁sentence|>";
|
|
|
|
|
+ if (inputs.add_generation_prompt) {
|
|
|
|
|
+ prompt += "<|Assistant|>";
|
|
|
|
|
+ }
|
|
|
|
|
+ }
|
|
|
|
|
+ // Fix up tool call delta example added by Minja
|
|
|
|
|
+ prompt = std::regex_replace(
|
|
|
|
|
+ prompt,
|
|
|
|
|
+ std::regex("(<|tool▁call▁end|>)[\\s\\r\\n]*(<|tool▁outputs▁begin|>|<|User|>)"),
|
|
|
|
|
+ "$1<|tool▁calls▁end|><|end▁of▁sentence|>$2");
|
|
|
|
|
+ }
|
|
|
data.prompt = prompt;
|
|
data.prompt = prompt;
|
|
|
- data.format = COMMON_CHAT_FORMAT_DEEPSEEK_R1;
|
|
|
|
|
|
|
+ data.format = inputs.extract_reasoning ? COMMON_CHAT_FORMAT_DEEPSEEK_R1_EXTRACT_REASONING : COMMON_CHAT_FORMAT_DEEPSEEK_R1;
|
|
|
return data;
|
|
return data;
|
|
|
}
|
|
}
|
|
|
-static common_chat_msg common_chat_parse_deepseek_r1(const std::string & input) {
|
|
|
|
|
- static std::regex trigger_regex("<|tool▁calls▁begin|>");
|
|
|
|
|
|
|
+static common_chat_msg common_chat_parse_deepseek_r1(const std::string & input, bool extract_reasoning) {
|
|
|
static std::regex function_regex("<|tool▁call▁begin|>function<|tool▁sep|>([^\n]+)\n```json\n");
|
|
static std::regex function_regex("<|tool▁call▁begin|>function<|tool▁sep|>([^\n]+)\n```json\n");
|
|
|
- static std::regex close_regex("```<|tool▁call▁end|>");
|
|
|
|
|
- return parse_json_tool_calls(input, trigger_regex, function_regex, close_regex);
|
|
|
|
|
|
|
+ static std::regex close_regex("```[\\s\\r\\n]*<|tool▁call▁end|>");
|
|
|
|
|
+ static std::regex reasoning_content_regex("((?:<think>)?([\\s\\S\\r\\n]*?)</think>)?([\\s\\S\\r\\n]*)");
|
|
|
|
|
+ static std::regex tool_calls_regex("[\\s\\r\\n]*(?:<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>)([\\s\\S\\r\\n]*?)<|tool▁calls▁end|>");
|
|
|
|
|
+ common_chat_msg msg;
|
|
|
|
|
+ msg.role = "assistant";
|
|
|
|
|
+ std::smatch match;
|
|
|
|
|
+ if (std::regex_match(input, match, reasoning_content_regex)) {
|
|
|
|
|
+ std::string rest;
|
|
|
|
|
+ if (extract_reasoning) {
|
|
|
|
|
+ msg.reasoning_content = string_strip(match[2].str());
|
|
|
|
|
+ } else {
|
|
|
|
|
+ msg.content = match[1].str();
|
|
|
|
|
+ }
|
|
|
|
|
+ rest = match[3].str();
|
|
|
|
|
+
|
|
|
|
|
+ if (std::regex_search(rest, match, tool_calls_regex)) {
|
|
|
|
|
+ auto tool_calls = match[1].str();
|
|
|
|
|
+ auto msg2 = parse_json_tool_calls(tool_calls, std::nullopt, function_regex, close_regex);
|
|
|
|
|
+ msg.tool_calls = std::move(msg2.tool_calls);
|
|
|
|
|
+ } else {
|
|
|
|
|
+ msg.content += std::string(rest.begin() + rest.find_first_not_of(" \r\n"), rest.end());
|
|
|
|
|
+ }
|
|
|
|
|
+ } else {
|
|
|
|
|
+ msg.content = input;
|
|
|
|
|
+ }
|
|
|
|
|
+ return msg;
|
|
|
}
|
|
}
|
|
|
|
|
|
|
|
static common_chat_params common_chat_params_init_firefunction_v2(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) {
|
|
static common_chat_params common_chat_params_init_firefunction_v2(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) {
|
|
@@ -583,20 +673,20 @@ static common_chat_params common_chat_params_init_firefunction_v2(const common_c
|
|
|
{"datetime", "Jan 29 2025 13:00:00 GMT"},
|
|
{"datetime", "Jan 29 2025 13:00:00 GMT"},
|
|
|
{"functions", json(inputs.tools.empty() ? "" : inputs.tools.dump(2))},
|
|
{"functions", json(inputs.tools.empty() ? "" : inputs.tools.dump(2))},
|
|
|
});
|
|
});
|
|
|
- if (!inputs.tools.is_null() && !inputs.tools.empty()) {
|
|
|
|
|
|
|
+ if (inputs.tools.is_array() && !inputs.tools.empty()) {
|
|
|
data.grammar_lazy = inputs.tool_choice != "required";
|
|
data.grammar_lazy = inputs.tool_choice != "required";
|
|
|
data.grammar = build_grammar([&](const common_grammar_builder & builder) {
|
|
data.grammar = build_grammar([&](const common_grammar_builder & builder) {
|
|
|
auto schemas = json::array();
|
|
auto schemas = json::array();
|
|
|
foreach_function(inputs.tools, [&](const json & tool) {
|
|
foreach_function(inputs.tools, [&](const json & tool) {
|
|
|
- const auto & function = tool["function"];
|
|
|
|
|
|
|
+ const auto & function = tool.at("function");
|
|
|
schemas.push_back({
|
|
schemas.push_back({
|
|
|
{"type", "object"},
|
|
{"type", "object"},
|
|
|
{"properties", {
|
|
{"properties", {
|
|
|
{"name", {
|
|
{"name", {
|
|
|
{"type", "string"},
|
|
{"type", "string"},
|
|
|
- {"const", function["name"]},
|
|
|
|
|
|
|
+ {"const", function.at("name")},
|
|
|
}},
|
|
}},
|
|
|
- {"arguments", function["parameters"]},
|
|
|
|
|
|
|
+ {"arguments", function.at("parameters")},
|
|
|
}},
|
|
}},
|
|
|
{"required", json::array({"name", "arguments", "id"})},
|
|
{"required", json::array({"name", "arguments", "id"})},
|
|
|
});
|
|
});
|
|
@@ -628,15 +718,15 @@ static common_chat_params common_chat_params_init_functionary_v3_2(const common_
|
|
|
common_chat_params data;
|
|
common_chat_params data;
|
|
|
data.prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt);
|
|
data.prompt = apply(tmpl, inputs.messages, inputs.tools.empty() ? json() : inputs.tools, inputs.add_generation_prompt);
|
|
|
data.format = COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2;
|
|
data.format = COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2;
|
|
|
- if (!inputs.tools.is_null() && !inputs.tools.empty()) {
|
|
|
|
|
|
|
+ if (inputs.tools.is_array() && !inputs.tools.empty()) {
|
|
|
data.grammar_lazy = inputs.tool_choice != "required";
|
|
data.grammar_lazy = inputs.tool_choice != "required";
|
|
|
data.grammar = build_grammar([&](const common_grammar_builder & builder) {
|
|
data.grammar = build_grammar([&](const common_grammar_builder & builder) {
|
|
|
std::vector<std::string> first_tool_rules;
|
|
std::vector<std::string> first_tool_rules;
|
|
|
std::vector<std::string> subsequent_tool_rules;
|
|
std::vector<std::string> subsequent_tool_rules;
|
|
|
foreach_function(inputs.tools, [&](const json & tool) {
|
|
foreach_function(inputs.tools, [&](const json & tool) {
|
|
|
- const auto & function = tool["function"];
|
|
|
|
|
- std::string name = function["name"];
|
|
|
|
|
- auto parameters = function["parameters"];
|
|
|
|
|
|
|
+ const auto & function = tool.at("function");
|
|
|
|
|
+ std::string name = function.at("name");
|
|
|
|
|
+ auto parameters = function.at("parameters");
|
|
|
auto args_rule = builder.add_schema(name + "-args", parameters);
|
|
auto args_rule = builder.add_schema(name + "-args", parameters);
|
|
|
first_tool_rules.push_back(builder.add_rule(name + "-call", "\"" + name + "\\n\" " + args_rule));
|
|
first_tool_rules.push_back(builder.add_rule(name + "-call", "\"" + name + "\\n\" " + args_rule));
|
|
|
subsequent_tool_rules.push_back(builder.add_rule(name + "-call2", "\">>>" + name + "\\n\" " + args_rule));
|
|
subsequent_tool_rules.push_back(builder.add_rule(name + "-call2", "\">>>" + name + "\\n\" " + args_rule));
|
|
@@ -716,9 +806,9 @@ static common_chat_params common_chat_params_init_functionary_v3_1_llama_3_1(con
|
|
|
data.grammar = build_grammar([&](const common_grammar_builder & builder) {
|
|
data.grammar = build_grammar([&](const common_grammar_builder & builder) {
|
|
|
std::vector<std::string> tool_rules;
|
|
std::vector<std::string> tool_rules;
|
|
|
foreach_function(inputs.tools, [&](const json & tool) {
|
|
foreach_function(inputs.tools, [&](const json & tool) {
|
|
|
- const auto & function = tool["function"];
|
|
|
|
|
- const auto & parameters = function["parameters"];
|
|
|
|
|
- std::string name = function["name"];
|
|
|
|
|
|
|
+ const auto & function = tool.at("function");
|
|
|
|
|
+ const auto & parameters = function.at("parameters");
|
|
|
|
|
+ std::string name = function.at("name");
|
|
|
if (name == "python" || name == "ipython") {
|
|
if (name == "python" || name == "ipython") {
|
|
|
if (!parameters.contains("type")) {
|
|
if (!parameters.contains("type")) {
|
|
|
throw std::runtime_error("Missing type in python tool");
|
|
throw std::runtime_error("Missing type in python tool");
|
|
@@ -789,9 +879,9 @@ static common_chat_params common_chat_params_init_hermes_2_pro(const common_chat
|
|
|
data.grammar = build_grammar([&](const common_grammar_builder & builder) {
|
|
data.grammar = build_grammar([&](const common_grammar_builder & builder) {
|
|
|
std::vector<std::string> tool_rules;
|
|
std::vector<std::string> tool_rules;
|
|
|
foreach_function(inputs.tools, [&](const json & tool) {
|
|
foreach_function(inputs.tools, [&](const json & tool) {
|
|
|
- const auto & function = tool["function"];
|
|
|
|
|
- std::string name = function["name"];
|
|
|
|
|
- auto parameters = function["parameters"];
|
|
|
|
|
|
|
+ const auto & function = tool.at("function");
|
|
|
|
|
+ std::string name = function.at("name");
|
|
|
|
|
+ auto parameters = function.at("parameters");
|
|
|
builder.resolve_refs(parameters);
|
|
builder.resolve_refs(parameters);
|
|
|
tool_rules.push_back(builder.add_schema(name + "-call", {
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tool_rules.push_back(builder.add_schema(name + "-call", {
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{"type", "object"},
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{"type", "object"},
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@@ -839,9 +929,9 @@ static common_chat_msg common_chat_parse_hermes_2_pro(const std::string & input)
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if (!parse_json(it, end, call)) {
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if (!parse_json(it, end, call)) {
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throw std::runtime_error("Failed to parse json tool call");
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throw std::runtime_error("Failed to parse json tool call");
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}
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}
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- const auto & arguments = call["arguments"];
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+ const auto & arguments = call.at("arguments");
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result.tool_calls.push_back({
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result.tool_calls.push_back({
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- call["name"],
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+ call.at("name"),
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arguments.dump(),
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arguments.dump(),
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// arguments.is_string() ? arguments.get<std::string>() : arguments.dump(),
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// arguments.is_string() ? arguments.get<std::string>() : arguments.dump(),
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/* id= */ "",
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/* id= */ "",
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@@ -884,47 +974,72 @@ static common_chat_params common_chat_params_init_without_tools(const common_cha
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}
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}
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common_chat_params common_chat_params_init(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) {
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common_chat_params common_chat_params_init(const common_chat_template & tmpl, const struct common_chat_inputs & inputs) {
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- auto has_tools = !inputs.tools.is_null() && inputs.tool_choice != "none";
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- LOG_DBG("[%s] has_tools=%s\n", __func__, has_tools ? "true" : "false");
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+ const auto & src = tmpl.source();
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+ const auto & caps = tmpl.original_caps();
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- if (has_tools && !inputs.grammar.empty()) {
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- throw std::runtime_error("Cannot specify grammar with tools");
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+ if (inputs.tools.is_array()) {
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+ if (inputs.tool_choice != "none" && !inputs.grammar.empty()) {
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+ throw std::runtime_error("Cannot specify grammar with tools");
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+ }
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+ if (caps.supports_tool_calls && !caps.supports_tools) {
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+ LOG_WRN("Template supports tool calls but does not natively describe tools. The fallback behaviour used may produce bad results, inspect prompt w/ --verbose & consider overriding the template.\n");
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+ }
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}
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}
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- const auto & src = tmpl.source();
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+ // DeepSeek R1: use handler in all cases except json schema (thinking / tools).
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+ if (src.find("<|tool▁calls▁begin|>") != std::string::npos && inputs.json_schema.is_null()) {
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+ return common_chat_params_init_deepseek_r1(tmpl, inputs);
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+ }
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+
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+ // Command R7B: : use handler in all cases except json schema (thinking / tools).
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+ if (src.find("<|END_THINKING|><|START_ACTION|>") != std::string::npos && inputs.json_schema.is_null()) {
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+ return common_chat_params_init_command_r7b(tmpl, inputs);
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+ }
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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 ((!inputs.tools.is_array() && inputs.json_schema.is_object())) {
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+ return common_chat_params_init_generic(tmpl, inputs);
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+ }
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+
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+ // Functionary prepends "all\n" to plain content outputs, so we use its handler in all cases.
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if (src.find(">>>all") != std::string::npos) {
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if (src.find(">>>all") != std::string::npos) {
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- // Functionary prepends "all\n" to plain content outputs, so we use the parser no matter when
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return common_chat_params_init_functionary_v3_2(tmpl, inputs);
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return common_chat_params_init_functionary_v3_2(tmpl, inputs);
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}
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}
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+
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+ // Firefunction v2 requires datetime and functions in the context even w/o tools, so we also use its handler in all cases.
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if (src.find(" functools[") != std::string::npos) {
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if (src.find(" functools[") != std::string::npos) {
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- // Firefunction v2 requires datetime and functions in the context, even w/o tools.
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return common_chat_params_init_firefunction_v2(tmpl, inputs);
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return common_chat_params_init_firefunction_v2(tmpl, inputs);
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}
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}
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- if (!has_tools) {
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+ // Plain handler (no tools)
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+ if (inputs.tools.is_null() || inputs.tool_choice == "none") {
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return common_chat_params_init_without_tools(tmpl, inputs);
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return common_chat_params_init_without_tools(tmpl, inputs);
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}
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}
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+ // Hermes 2/3 Pro, Qwen 2.5 Instruct (w/ tools)
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if (src.find("<tool_call>") != std::string::npos) {
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if (src.find("<tool_call>") != std::string::npos) {
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return common_chat_params_init_hermes_2_pro(tmpl, inputs);
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return common_chat_params_init_hermes_2_pro(tmpl, inputs);
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}
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}
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+
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+ // Functionary v3.1 (w/ tools)
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if (src.find("<|start_header_id|>") != std::string::npos
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if (src.find("<|start_header_id|>") != std::string::npos
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&& src.find("<function=") != std::string::npos) {
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&& src.find("<function=") != std::string::npos) {
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return common_chat_params_init_functionary_v3_1_llama_3_1(tmpl, inputs);
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return common_chat_params_init_functionary_v3_1_llama_3_1(tmpl, inputs);
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}
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}
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+
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+ // Llama 3.1, 3.2, 3.3 (w/ tools)
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if (src.find("<|start_header_id|>ipython<|end_header_id|>") != std::string::npos) {
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if (src.find("<|start_header_id|>ipython<|end_header_id|>") != std::string::npos) {
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auto allow_python_tag_builtin_tools = src.find("<|python_tag|>") != std::string::npos;
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auto allow_python_tag_builtin_tools = src.find("<|python_tag|>") != std::string::npos;
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return common_chat_params_init_llama_3_1_tool_calls(tmpl, inputs, allow_python_tag_builtin_tools);
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return common_chat_params_init_llama_3_1_tool_calls(tmpl, inputs, allow_python_tag_builtin_tools);
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}
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}
|
|
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- if (src.find("<|tool▁calls▁begin|>") != std::string::npos) {
|
|
|
|
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- return common_chat_params_init_deepseek_r1(tmpl, inputs);
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- }
|
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|
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|
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+
|
|
|
|
|
+ // Mistral Nemo (w/ tools)
|
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|
if (src.find("[TOOL_CALLS]") != std::string::npos) {
|
|
if (src.find("[TOOL_CALLS]") != std::string::npos) {
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|
return common_chat_params_init_mistral_nemo(tmpl, inputs);
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|
return common_chat_params_init_mistral_nemo(tmpl, inputs);
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}
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}
|
|
|
- if (src.find("<|END_THINKING|><|START_ACTION|>") != std::string::npos) {
|
|
|
|
|
- return common_chat_params_init_command_r7b(tmpl, inputs);
|
|
|
|
|
- }
|
|
|
|
|
|
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+
|
|
|
|
|
+ // Generic fallback
|
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|
return common_chat_params_init_generic(tmpl, inputs);
|
|
return common_chat_params_init_generic(tmpl, inputs);
|
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|
}
|
|
}
|
|
|
|
|
|
|
@@ -949,7 +1064,9 @@ common_chat_msg common_chat_parse(const std::string & input, common_chat_format
|
|
|
case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS:
|
|
case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS:
|
|
|
return common_chat_parse_llama_3_1(input, /* with_builtin_tools= */ true);
|
|
return common_chat_parse_llama_3_1(input, /* with_builtin_tools= */ true);
|
|
|
case COMMON_CHAT_FORMAT_DEEPSEEK_R1:
|
|
case COMMON_CHAT_FORMAT_DEEPSEEK_R1:
|
|
|
- return common_chat_parse_deepseek_r1(input);
|
|
|
|
|
|
|
+ return common_chat_parse_deepseek_r1(input, /* extract_reasoning= */ false);
|
|
|
|
|
+ case COMMON_CHAT_FORMAT_DEEPSEEK_R1_EXTRACT_REASONING:
|
|
|
|
|
+ return common_chat_parse_deepseek_r1(input, /* extract_reasoning= */ true);
|
|
|
case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2:
|
|
case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2:
|
|
|
return common_chat_parse_functionary_v3_2(input);
|
|
return common_chat_parse_functionary_v3_2(input);
|
|
|
case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1:
|
|
case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1:
|
|
@@ -959,7 +1076,9 @@ common_chat_msg common_chat_parse(const std::string & input, common_chat_format
|
|
|
case COMMON_CHAT_FORMAT_FIREFUNCTION_V2:
|
|
case COMMON_CHAT_FORMAT_FIREFUNCTION_V2:
|
|
|
return common_chat_parse_firefunction_v2(input);
|
|
return common_chat_parse_firefunction_v2(input);
|
|
|
case COMMON_CHAT_FORMAT_COMMAND_R7B:
|
|
case COMMON_CHAT_FORMAT_COMMAND_R7B:
|
|
|
- return common_chat_parse_command_r7b(input);
|
|
|
|
|
|
|
+ return common_chat_parse_command_r7b(input, /* extract_reasoning= */ false);
|
|
|
|
|
+ case COMMON_CHAT_FORMAT_COMMAND_R7B_EXTRACT_REASONING:
|
|
|
|
|
+ return common_chat_parse_command_r7b(input, /* extract_reasoning= */ true);
|
|
|
default:
|
|
default:
|
|
|
throw std::runtime_error("Unsupported format: " + common_chat_format_name(format));
|
|
throw std::runtime_error("Unsupported format: " + common_chat_format_name(format));
|
|
|
}
|
|
}
|