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- #include "chat.h"
- #include "chat-parser.h"
- #include "common.h"
- #include "json-partial.h"
- #include "json-schema-to-grammar.h"
- #include "log.h"
- #include "regex-partial.h"
- #include <minja/chat-template.hpp>
- #include <minja/minja.hpp>
- #include <algorithm>
- #include <cstdio>
- #include <cctype>
- #include <exception>
- #include <functional>
- #include <iostream>
- #include <optional>
- #include <stdexcept>
- #include <string>
- #include <vector>
- using json = nlohmann::ordered_json;
- static std::string format_time(const std::chrono::system_clock::time_point & now, const std::string & format) {
- auto time = std::chrono::system_clock::to_time_t(now);
- auto local_time = *std::localtime(&time);
- std::ostringstream ss;
- ss << std::put_time(&local_time, format.c_str());
- auto res = ss.str();
- return res;
- }
- static std::string string_diff(const std::string & last, const std::string & current) {
- if (last.empty()) {
- return current;
- }
- if (!string_starts_with(current, last)) {
- if (string_starts_with(last, current)) {
- // This happens if the last generation ended on a partial stop word (not erased),
- // and the current ended on a stop word (erased).
- return "";
- }
- throw std::runtime_error("Invalid diff: '" + last + "' not found at start of '" + current + "'");
- }
- return current.substr(last.size());
- }
- static bool has_content_or_tool_calls(const common_chat_msg & msg) {
- return !msg.content.empty() || !msg.tool_calls.empty();
- }
- template <>
- json common_chat_msg::to_json_oaicompat() const
- {
- json message {
- {"role", "assistant"},
- };
- if (!reasoning_content.empty()) {
- message["reasoning_content"] = reasoning_content;
- }
- if (content.empty() && !tool_calls.empty()) {
- message["content"] = json();
- } else {
- message["content"] = content;
- }
- if (!tool_calls.empty()) {
- auto arr = json::array();
- for (const auto & tc : tool_calls) {
- arr.push_back({
- {"type", "function"},
- {"function", {
- {"name", tc.name},
- {"arguments", tc.arguments},
- }},
- {"id", tc.id},
- // // Some templates generate and require an id (sometimes in a very specific format, e.g. Mistral Nemo).
- // // We only generate a random id for the ones that don't generate one by themselves
- // // (they also won't get to see it as their template likely doesn't use it, so it's all for the client)
- // {"id", tc.id.empty() ? gen_tool_call_id() : tc.id},
- });
- }
- message["tool_calls"] = arr;
- }
- return message;
- }
- std::vector<common_chat_msg_diff> common_chat_msg_diff::compute_diffs(const common_chat_msg & previous_msg, const common_chat_msg & new_msg) {
- std::vector<common_chat_msg_diff> diffs;
- if (previous_msg.reasoning_content != new_msg.reasoning_content) {
- auto & diff = diffs.emplace_back();
- diff.reasoning_content_delta = string_diff(previous_msg.reasoning_content, new_msg.reasoning_content);
- }
- if (previous_msg.content != new_msg.content) {
- auto & diff = diffs.emplace_back();
- diff.content_delta = string_diff(previous_msg.content, new_msg.content);
- }
- if (new_msg.tool_calls.size() < previous_msg.tool_calls.size()) {
- throw std::runtime_error("Invalid diff: now finding less tool calls!");
- }
- if (!previous_msg.tool_calls.empty()) {
- auto idx = previous_msg.tool_calls.size() - 1;
- const auto & pref = previous_msg.tool_calls[idx];
- const auto & newf = new_msg.tool_calls[idx];
- if (pref.name != newf.name) {
- throw std::runtime_error("Invalid diff: tool call mismatch!");
- }
- auto args_diff = string_diff(pref.arguments, newf.arguments);
- if (!args_diff.empty() || pref.id != newf.id) {
- auto & diff = diffs.emplace_back();
- diff.tool_call_index = idx;
- if (pref.id != newf.id) {
- diff.tool_call_delta.id = newf.id;
- diff.tool_call_delta.name = newf.name;
- }
- diff.tool_call_delta.arguments = args_diff;
- }
- }
- for (size_t idx = previous_msg.tool_calls.size(); idx < new_msg.tool_calls.size(); ++idx) {
- auto & diff = diffs.emplace_back();
- diff.tool_call_index = idx;
- diff.tool_call_delta = new_msg.tool_calls[idx];
- }
- return diffs;
- }
- typedef minja::chat_template common_chat_template;
- struct common_chat_templates {
- bool add_bos;
- bool add_eos;
- bool has_explicit_template; // Model had builtin template or template overridde was specified.
- std::unique_ptr<common_chat_template> template_default; // always set (defaults to chatml)
- std::unique_ptr<common_chat_template> template_tool_use;
- };
- struct templates_params {
- json messages;
- json tools;
- common_chat_tool_choice tool_choice;
- json json_schema;
- bool parallel_tool_calls;
- bool stream;
- std::string grammar;
- bool add_generation_prompt = true;
- bool enable_thinking = true;
- std::chrono::system_clock::time_point now = std::chrono::system_clock::now();
- json extra_context;
- bool add_bos;
- bool add_eos;
- bool is_inference = true;
- };
- common_chat_tool_choice common_chat_tool_choice_parse_oaicompat(const std::string & tool_choice) {
- if (tool_choice == "auto") {
- return COMMON_CHAT_TOOL_CHOICE_AUTO;
- }
- if (tool_choice == "none") {
- return COMMON_CHAT_TOOL_CHOICE_NONE;
- }
- if (tool_choice == "required") {
- return COMMON_CHAT_TOOL_CHOICE_REQUIRED;
- }
- throw std::runtime_error("Invalid tool_choice: " + tool_choice);
- }
- bool common_chat_templates_support_enable_thinking(const common_chat_templates * chat_templates) {
- common_chat_templates_inputs dummy_inputs;
- common_chat_msg msg;
- msg.role = "user";
- msg.content = "test";
- dummy_inputs.messages = {msg};
- dummy_inputs.enable_thinking = false;
- const auto rendered_no_thinking = common_chat_templates_apply(chat_templates, dummy_inputs);
- dummy_inputs.enable_thinking = true;
- const auto rendered_with_thinking = common_chat_templates_apply(chat_templates, dummy_inputs);
- return rendered_no_thinking.prompt != rendered_with_thinking.prompt;
- }
- template <>
- std::vector<common_chat_msg> common_chat_msgs_parse_oaicompat(const json & messages) {
- std::vector<common_chat_msg> msgs;
- try {
- if (!messages.is_array()) {
- throw std::runtime_error("Expected 'messages' to be an array, got " + messages.dump());
- }
- for (const auto & message : messages) {
- if (!message.is_object()) {
- throw std::runtime_error("Expected 'message' to be an object, got " + message.dump());
- }
- common_chat_msg msg;
- if (!message.contains("role")) {
- throw std::runtime_error("Missing 'role' in message: " + message.dump());
- }
- msg.role = message.at("role");
- auto has_content = message.contains("content");
- auto has_tool_calls = message.contains("tool_calls");
- if (has_content) {
- const auto & content = message.at("content");
- if (content.is_string()) {
- msg.content = content;
- } else if (content.is_array()) {
- for (const auto & part : content) {
- if (!part.contains("type")) {
- throw std::runtime_error("Missing content part type: " + part.dump());
- }
- const auto & type = part.at("type");
- if (type != "text") {
- throw std::runtime_error("Unsupported content part type: " + type.dump());
- }
- common_chat_msg_content_part msg_part;
- msg_part.type = type;
- msg_part.text = part.at("text");
- msg.content_parts.push_back(msg_part);
- }
- } else if (!content.is_null()) {
- throw std::runtime_error("Invalid 'content' type: expected string or array, got " + content.dump() + " (ref: https://github.com/ggml-org/llama.cpp/issues/8367)");
- }
- }
- if (has_tool_calls) {
- for (const auto & tool_call : message.at("tool_calls")) {
- common_chat_tool_call tc;
- if (!tool_call.contains("type")) {
- throw std::runtime_error("Missing tool call type: " + tool_call.dump());
- }
- const auto & type = tool_call.at("type");
- if (type != "function") {
- throw std::runtime_error("Unsupported tool call type: " + tool_call.dump());
- }
- if (!tool_call.contains("function")) {
- throw std::runtime_error("Missing tool call function: " + tool_call.dump());
- }
- const auto & fc = tool_call.at("function");
- if (!fc.contains("name")) {
- throw std::runtime_error("Missing tool call name: " + tool_call.dump());
- }
- tc.name = fc.at("name");
- tc.arguments = fc.at("arguments");
- if (tool_call.contains("id")) {
- tc.id = tool_call.at("id");
- }
- msg.tool_calls.push_back(tc);
- }
- }
- if (!has_content && !has_tool_calls) {
- throw std::runtime_error("Expected 'content' or 'tool_calls' (ref: https://github.com/ggml-org/llama.cpp/issues/8367 & https://github.com/ggml-org/llama.cpp/issues/12279)");
- }
- if (message.contains("reasoning_content")) {
- msg.reasoning_content = message.at("reasoning_content");
- }
- if (message.contains("name")) {
- msg.tool_name = message.at("name");
- }
- if (message.contains("tool_call_id")) {
- msg.tool_call_id = message.at("tool_call_id");
- }
- msgs.push_back(msg);
- }
- } catch (const std::exception & e) {
- // @ngxson : disable otherwise it's bloating the API response
- // printf("%s\n", std::string("; messages = ") + messages.dump(2));
- throw std::runtime_error("Failed to parse messages: " + std::string(e.what()));
- }
- return msgs;
- }
- template <>
- json common_chat_msgs_to_json_oaicompat(const std::vector<common_chat_msg> & msgs, bool concat_typed_text) {
- json messages = json::array();
- for (const auto & msg : msgs) {
- if (!msg.content.empty() && !msg.content_parts.empty()) {
- throw std::runtime_error("Cannot specify both content and content_parts");
- }
- json jmsg {
- {"role", msg.role},
- };
- if (!msg.content.empty()) {
- jmsg["content"] = msg.content;
- } else if (!msg.content_parts.empty()) {
- if (concat_typed_text) {
- std::string text;
- for (const auto & part : msg.content_parts) {
- if (part.type != "text") {
- LOG_WRN("Ignoring content part type: %s\n", part.type.c_str());
- continue;
- }
- if (!text.empty()) {
- text += '\n';
- }
- text += part.text;
- }
- jmsg["content"] = text;
- } else {
- auto & parts = jmsg["content"] = json::array();
- for (const auto & part : msg.content_parts) {
- parts.push_back({
- {"type", part.type},
- {"text", part.text},
- });
- }
- }
- } else {
- jmsg["content"] = json(); // null
- }
- if (!msg.reasoning_content.empty()) {
- jmsg["reasoning_content"] = msg.reasoning_content;
- jmsg["thinking"] = msg.reasoning_content; // gpt-oss
- }
- if (!msg.tool_name.empty()) {
- jmsg["name"] = msg.tool_name;
- }
- if (!msg.tool_call_id.empty()) {
- jmsg["tool_call_id"] = msg.tool_call_id;
- }
- if (!msg.tool_calls.empty()) {
- auto & tool_calls = jmsg["tool_calls"] = json::array();
- for (const auto & tool_call : msg.tool_calls) {
- json tc {
- {"type", "function"},
- {"function", {
- {"name", tool_call.name},
- {"arguments", tool_call.arguments},
- }},
- };
- if (!tool_call.id.empty()) {
- tc["id"] = tool_call.id;
- }
- tool_calls.push_back(tc);
- }
- }
- messages.push_back(jmsg);
- }
- return messages;
- }
- template <>
- std::vector<common_chat_msg> common_chat_msgs_parse_oaicompat(const std::string & messages) {
- return common_chat_msgs_parse_oaicompat(json::parse(messages));
- }
- template <>
- std::vector<common_chat_tool> common_chat_tools_parse_oaicompat(const json & tools) {
- std::vector<common_chat_tool> result;
- try {
- if (!tools.is_null()) {
- if (!tools.is_array()) {
- throw std::runtime_error("Expected 'tools' to be an array, got " + tools.dump());
- }
- for (const auto & tool : tools) {
- if (!tool.contains("type")) {
- throw std::runtime_error("Missing tool type: " + tool.dump());
- }
- const auto & type = tool.at("type");
- if (!type.is_string() || type != "function") {
- throw std::runtime_error("Unsupported tool type: " + tool.dump());
- }
- if (!tool.contains("function")) {
- throw std::runtime_error("Missing tool function: " + tool.dump());
- }
- const auto & function = tool.at("function");
- result.push_back({
- /* .name = */ function.at("name"),
- /* .description = */ function.at("description"),
- /* .parameters = */ function.at("parameters").dump(),
- });
- }
- }
- } catch (const std::exception & e) {
- throw std::runtime_error("Failed to parse tools: " + std::string(e.what()) + "; tools = " + tools.dump(2));
- }
- return result;
- }
- template <>
- std::vector<common_chat_tool> common_chat_tools_parse_oaicompat(const std::string & tools) {
- return common_chat_tools_parse_oaicompat(json::parse(tools));
- }
- template <>
- json common_chat_tools_to_json_oaicompat(const std::vector<common_chat_tool> & tools) {
- if (tools.empty()) {
- return json();
- }
- auto result = json::array();
- for (const auto & tool : tools) {
- result.push_back({
- {"type", "function"},
- {"function", {
- {"name", tool.name},
- {"description", tool.description},
- {"parameters", json::parse(tool.parameters)},
- }},
- });
- }
- return result;
- }
- template <> json common_chat_msg_diff_to_json_oaicompat(const common_chat_msg_diff & diff) {
- json delta = json::object();
- if (!diff.reasoning_content_delta.empty()) {
- delta["reasoning_content"] = diff.reasoning_content_delta;
- }
- if (!diff.content_delta.empty()) {
- delta["content"] = diff.content_delta;
- }
- if (diff.tool_call_index != std::string::npos) {
- json tool_call;
- tool_call["index"] = diff.tool_call_index;
- if (!diff.tool_call_delta.id.empty()) {
- tool_call["id"] = diff.tool_call_delta.id;
- tool_call["type"] = "function";
- }
- json function = json::object();
- if (!diff.tool_call_delta.name.empty()) {
- function["name"] = diff.tool_call_delta.name;
- }
- function["arguments"] = diff.tool_call_delta.arguments;
- tool_call["function"] = function;
- delta["tool_calls"] = json::array({tool_call});
- }
- return delta;
- }
- bool common_chat_verify_template(const std::string & tmpl, bool use_jinja) {
- if (use_jinja) {
- try {
- common_chat_msg msg;
- msg.role = "user";
- msg.content = "test";
- auto tmpls = common_chat_templates_init(/* model= */ nullptr, tmpl);
- common_chat_templates_inputs inputs;
- inputs.messages = {msg};
- common_chat_templates_apply(tmpls.get(), inputs);
- return true;
- } catch (const std::exception & e) {
- LOG_ERR("%s: failed to apply template: %s\n", __func__, e.what());
- return false;
- }
- }
- llama_chat_message chat[] = {{"user", "test"}};
- const int res = llama_chat_apply_template(tmpl.c_str(), chat, 1, true, nullptr, 0);
- return res >= 0;
- }
- std::string common_chat_format_single(
- const struct common_chat_templates * tmpls,
- const std::vector<common_chat_msg> & past_msg,
- const common_chat_msg & new_msg,
- bool add_ass,
- bool use_jinja) {
- common_chat_templates_inputs inputs;
- inputs.use_jinja = use_jinja;
- inputs.add_bos = tmpls->add_bos;
- inputs.add_eos = tmpls->add_eos;
- std::string fmt_past_msg;
- if (!past_msg.empty()) {
- inputs.messages = past_msg;
- inputs.add_generation_prompt = false;
- fmt_past_msg = common_chat_templates_apply(tmpls, inputs).prompt;
- }
- std::ostringstream ss;
- // if the past_msg ends with a newline, we must preserve it in the formatted version
- if (add_ass && !fmt_past_msg.empty() && fmt_past_msg.back() == '\n') {
- ss << "\n";
- };
- // format chat with new_msg
- inputs.messages.push_back(new_msg);
- inputs.add_generation_prompt = add_ass;
- auto fmt_new_msg = common_chat_templates_apply(tmpls, inputs).prompt;
- // get the diff part
- ss << fmt_new_msg.substr(fmt_past_msg.size(), fmt_new_msg.size() - fmt_past_msg.size());
- return ss.str();
- }
- std::string common_chat_format_example(const struct common_chat_templates * tmpls, bool use_jinja, const std::map<std::string, std::string> & chat_template_kwargs) {
- common_chat_templates_inputs inputs;
- inputs.use_jinja = use_jinja;
- inputs.add_bos = tmpls->add_bos;
- inputs.add_eos = tmpls->add_eos;
- inputs.chat_template_kwargs = chat_template_kwargs;
- auto add_simple_msg = [&](auto role, auto content) {
- common_chat_msg msg;
- msg.role = role;
- msg.content = content;
- inputs.messages.push_back(msg);
- };
- add_simple_msg("system", "You are a helpful assistant");
- add_simple_msg("user", "Hello");
- add_simple_msg("assistant", "Hi there");
- add_simple_msg("user", "How are you?");
- return common_chat_templates_apply(tmpls, inputs).prompt;
- }
- #define CHATML_TEMPLATE_SRC \
- "{%- for message in messages -%}\n" \
- " {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>\n' -}}\n" \
- "{%- endfor -%}\n" \
- "{%- if add_generation_prompt -%}\n" \
- " {{- '<|im_start|>assistant\n' -}}\n" \
- "{%- endif -%}"
- void common_chat_templates_free(struct common_chat_templates * tmpls) {
- delete tmpls;
- }
- bool common_chat_templates_was_explicit(const struct common_chat_templates * tmpls) {
- return tmpls->has_explicit_template;
- }
- const char * common_chat_templates_source(const struct common_chat_templates * tmpls, const char * variant) {
- if (variant != nullptr) {
- if (strcmp(variant, "tool_use") == 0) {
- if (tmpls->template_tool_use) {
- return tmpls->template_tool_use->source().c_str();
- }
- return nullptr;
- } else {
- LOG_DBG("%s: unknown template variant: %s\n", __func__, variant);
- }
- }
- return tmpls->template_default->source().c_str();
- }
- common_chat_templates_ptr common_chat_templates_init(
- const struct llama_model * model,
- const std::string & chat_template_override,
- const std::string & bos_token_override,
- const std::string & eos_token_override)
- {
- std::string default_template_src;
- std::string template_tool_use_src;
- bool has_explicit_template = !chat_template_override.empty();
- if (chat_template_override.empty()) {
- GGML_ASSERT(model != nullptr);
- const auto * str = llama_model_chat_template(model, /* name */ nullptr);
- if (str) {
- default_template_src = str;
- has_explicit_template = true;
- }
- str = llama_model_chat_template(model, /* name */ "tool_use");
- if (str) {
- template_tool_use_src = str;
- has_explicit_template = true;
- }
- } else {
- default_template_src = chat_template_override;
- }
- if (default_template_src.empty() || default_template_src == "chatml") {
- if (!template_tool_use_src.empty()) {
- default_template_src = template_tool_use_src;
- } else {
- default_template_src = CHATML_TEMPLATE_SRC;
- }
- }
- // TODO @ngxson : this is a temporary hack to prevent chat template from throwing an error
- // Ref: https://github.com/ggml-org/llama.cpp/pull/15230#issuecomment-3173959633
- if (default_template_src.find("<|channel|>") != std::string::npos
- // search for the error message and patch it
- && default_template_src.find("in message.content or") != std::string::npos) {
- string_replace_all(default_template_src,
- "{%- if \"<|channel|>analysis<|message|>\" in message.content or \"<|channel|>final<|message|>\" in message.content %}",
- "{%- if false %}");
- }
- std::string token_bos = bos_token_override;
- std::string token_eos = eos_token_override;
- bool add_bos = false;
- bool add_eos = false;
- if (model) {
- const auto * vocab = llama_model_get_vocab(model);
- const auto get_token = [&](llama_token token, const char * name, const char * jinja_variable_name) {
- if (token == LLAMA_TOKEN_NULL) {
- if (default_template_src.find(jinja_variable_name) != std::string::npos
- || template_tool_use_src.find(jinja_variable_name) != std::string::npos) {
- LOG_WRN("common_chat_templates_init: warning: vocab does not have a %s token, jinja template won't work as intended.\n", name);
- }
- return std::string();
- }
- return common_token_to_piece(vocab, token, true);
- };
- token_bos = get_token(llama_vocab_bos(vocab), "BOS", "bos_token");
- token_eos = get_token(llama_vocab_eos(vocab), "EOS", "eos_token");
- add_bos = llama_vocab_get_add_bos(vocab);
- add_eos = llama_vocab_get_add_eos(vocab);
- }
- common_chat_templates_ptr tmpls(new common_chat_templates());
- tmpls->has_explicit_template = has_explicit_template;
- tmpls->add_bos = add_bos;
- tmpls->add_eos = add_eos;
- try {
- tmpls->template_default = std::make_unique<minja::chat_template>(default_template_src, token_bos, token_eos);
- } catch (const std::exception & e) {
- LOG_ERR("%s: failed to parse chat template (defaulting to chatml): %s \n", __func__, e.what());
- tmpls->template_default = std::make_unique<minja::chat_template>(CHATML_TEMPLATE_SRC, token_bos, token_eos);
- }
- if (!template_tool_use_src.empty()) {
- try {
- tmpls->template_tool_use = std::make_unique<minja::chat_template>(template_tool_use_src, token_bos, token_eos);
- } catch (const std::exception & e) {
- LOG_ERR("%s: failed to parse tool use chat template (ignoring it): %s\n", __func__, e.what());
- }
- }
- return tmpls;
- }
- const char * common_chat_format_name(common_chat_format format) {
- switch (format) {
- case COMMON_CHAT_FORMAT_CONTENT_ONLY: return "Content-only";
- case COMMON_CHAT_FORMAT_GENERIC: return "Generic";
- case COMMON_CHAT_FORMAT_MISTRAL_NEMO: return "Mistral Nemo";
- case COMMON_CHAT_FORMAT_MAGISTRAL: return "Magistral";
- case COMMON_CHAT_FORMAT_LLAMA_3_X: return "Llama 3.x";
- case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS: return "Llama 3.x with builtin tools";
- case COMMON_CHAT_FORMAT_DEEPSEEK_R1: return "DeepSeek R1";
- case COMMON_CHAT_FORMAT_FIREFUNCTION_V2: return "FireFunction v2";
- case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2: return "Functionary v3.2";
- case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1: return "Functionary v3.1 Llama 3.1";
- case COMMON_CHAT_FORMAT_DEEPSEEK_V3_1: return "DeepSeek V3.1";
- case COMMON_CHAT_FORMAT_HERMES_2_PRO: return "Hermes 2 Pro";
- case COMMON_CHAT_FORMAT_COMMAND_R7B: return "Command R7B";
- case COMMON_CHAT_FORMAT_GRANITE: return "Granite";
- case COMMON_CHAT_FORMAT_GPT_OSS: return "GPT-OSS";
- case COMMON_CHAT_FORMAT_SEED_OSS: return "Seed-OSS";
- case COMMON_CHAT_FORMAT_NEMOTRON_V2: return "Nemotron V2";
- case COMMON_CHAT_FORMAT_APERTUS: return "Apertus";
- case COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS: return "LFM2 with JSON tools";
- default:
- throw std::runtime_error("Unknown chat format");
- }
- }
- const char * common_reasoning_format_name(common_reasoning_format format) {
- switch (format) {
- case COMMON_REASONING_FORMAT_NONE: return "none";
- case COMMON_REASONING_FORMAT_AUTO: return "auto";
- case COMMON_REASONING_FORMAT_DEEPSEEK: return "deepseek";
- case COMMON_REASONING_FORMAT_DEEPSEEK_LEGACY: return "deepseek-legacy";
- default:
- throw std::runtime_error("Unknown reasoning format");
- }
- }
- common_reasoning_format common_reasoning_format_from_name(const std::string & format) {
- if (format == "none") {
- return COMMON_REASONING_FORMAT_NONE;
- } else if (format == "auto") {
- return COMMON_REASONING_FORMAT_AUTO;
- } else if (format == "deepseek") {
- return COMMON_REASONING_FORMAT_DEEPSEEK;
- } else if (format == "deepseek-legacy") {
- return COMMON_REASONING_FORMAT_DEEPSEEK_LEGACY;
- }
- throw std::runtime_error("Unknown reasoning format: " + format);
- }
- static std::string wrap_code_as_arguments(common_chat_msg_parser & builder, const std::string & code) {
- std::string arguments;
- if (builder.is_partial()) {
- arguments = (json {{"code", code + builder.healing_marker()}}).dump();
- auto idx = arguments.find(builder.healing_marker());
- if (idx != std::string::npos) {
- arguments.resize(idx);
- }
- } else {
- arguments = (json {{"code", code}}).dump();
- }
- return arguments;
- }
- /**
- * Takes a prefix regex that must have 1 group to capture the function name, a closing suffix, and expects json parameters in between.
- * Aggregates the prefix, suffix and in-between text into the content.
- */
- static void parse_json_tool_calls(
- common_chat_msg_parser & builder,
- const std::optional<common_regex> & block_open,
- const std::optional<common_regex> & function_regex_start_only,
- const std::optional<common_regex> & function_regex,
- const common_regex & close_regex,
- const std::optional<common_regex> & block_close,
- bool allow_raw_python = false,
- const std::function<std::string(const common_chat_msg_parser::find_regex_result & fres)> & get_function_name = nullptr) {
- auto parse_tool_calls = [&]() {
- size_t from = std::string::npos;
- auto first = true;
- while (true) {
- auto start_pos = builder.pos();
- auto res = function_regex_start_only && first
- ? builder.try_consume_regex(*function_regex_start_only)
- : function_regex
- ? builder.try_find_regex(*function_regex, from)
- : std::nullopt;
- if (res) {
- std::string name;
- if (get_function_name) {
- name = get_function_name(*res);
- } else {
- GGML_ASSERT(res->groups.size() == 2);
- name = builder.str(res->groups[1]);
- }
- first = false;
- if (name.empty()) {
- // get_function_name signalled us that we should skip this match and treat it as content.
- from = res->groups[0].begin + 1;
- continue;
- }
- from = std::string::npos;
- auto maybe_raw_python = name == "python" && allow_raw_python;
- if (builder.input()[builder.pos()] == '{' || !maybe_raw_python) {
- if (auto arguments = builder.try_consume_json_with_dumped_args({{}})) {
- if (!builder.add_tool_call(name, "", arguments->value) || arguments->is_partial) {
- throw common_chat_msg_partial_exception("incomplete tool call");
- }
- builder.consume_regex(close_regex);
- }
- continue;
- }
- if (maybe_raw_python) {
- auto arguments = wrap_code_as_arguments(builder, builder.consume_rest());
- if (!builder.add_tool_call(name, "", arguments)) {
- throw common_chat_msg_partial_exception("incomplete tool call");
- }
- return;
- }
- throw common_chat_msg_partial_exception("incomplete tool call");
- } else {
- builder.move_to(start_pos);
- }
- break;
- }
- if (block_close) {
- builder.consume_regex(*block_close);
- }
- builder.consume_spaces();
- builder.add_content(builder.consume_rest());
- };
- if (block_open) {
- if (auto res = builder.try_find_regex(*block_open)) {
- parse_tool_calls();
- } else {
- builder.add_content(builder.consume_rest());
- }
- } else {
- parse_tool_calls();
- }
- }
- static void parse_prefixed_json_tool_call_array(common_chat_msg_parser & builder, const common_regex & prefix, size_t rstrip_prefix = 0) {
- static const std::vector<std::vector<std::string>> args_paths = {{"arguments"}};
- if (auto res = builder.try_find_regex(prefix)) {
- builder.move_back(rstrip_prefix);
- auto tool_calls = builder.consume_json_with_dumped_args(args_paths);
- if (!builder.add_tool_calls(tool_calls.value) || tool_calls.is_partial) {
- throw common_chat_msg_partial_exception("incomplete tool call array");
- }
- } else {
- builder.add_content(builder.consume_rest());
- }
- }
- static void foreach_function(const json & tools, const std::function<void(const json &)> & fn) {
- for (const auto & tool : tools) {
- if (!tool.contains("type") || tool.at("type") != "function" || !tool.contains("function")) {
- LOG_INF("Skipping tool without function: %s", tool.dump(2).c_str());
- continue;
- }
- fn(tool);
- }
- }
- static std::string apply(
- const common_chat_template & tmpl,
- const struct templates_params & inputs,
- const std::optional<json> & messages_override = std::nullopt,
- const std::optional<json> & tools_override = std::nullopt,
- const std::optional<json> & additional_context = std::nullopt)
- {
- minja::chat_template_inputs tmpl_inputs;
- tmpl_inputs.messages = messages_override ? *messages_override : inputs.messages;
- if (tools_override) {
- tmpl_inputs.tools = *tools_override;
- } else {
- tmpl_inputs.tools = inputs.tools.empty() ? json() : inputs.tools;
- }
- tmpl_inputs.add_generation_prompt = inputs.add_generation_prompt;
- tmpl_inputs.extra_context = inputs.extra_context;
- tmpl_inputs.extra_context["enable_thinking"] = inputs.enable_thinking;
- if (additional_context) {
- tmpl_inputs.extra_context.merge_patch(*additional_context);
- }
- // TODO: add flag to control date/time, if only for testing purposes.
- // tmpl_inputs.now = std::chrono::system_clock::now();
- minja::chat_template_options tmpl_opts;
- // To avoid double BOS / EOS tokens, we're manually removing begining / trailing tokens
- // instead of using `chat_template_options.use_bos_token = false`, since these tokens
- // may be needed inside the template / between messages too.
- auto result = tmpl.apply(tmpl_inputs, tmpl_opts);
- if (inputs.add_bos && string_starts_with(result, tmpl.bos_token())) {
- result = result.substr(tmpl.bos_token().size());
- }
- if (inputs.add_eos && string_ends_with(result, tmpl.eos_token())) {
- result = result.substr(0, result.size() - tmpl.eos_token().size());
- }
- return result;
- }
- static common_chat_params common_chat_params_init_generic(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- auto tool_call_schemas = json::array();
- foreach_function(inputs.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- auto tool_schema = json {
- {"type", "object"},
- {"properties", {
- {"name", {
- {"type", "string"},
- {"const", function.at("name")},
- }},
- {"arguments", function.at("parameters")},
- }},
- {"required", json::array({"name", "arguments"})},
- };
- if (function.contains("description")) {
- tool_schema["description"] = function.at("description");
- }
- if (inputs.parallel_tool_calls) {
- tool_schema.at("properties")["id"] = {
- {"type", "string"},
- {"minLength", 4},
- };
- tool_schema.at("required").push_back("id");
- }
- tool_call_schemas.emplace_back(tool_schema);
- });
- const auto tool_call =
- inputs.parallel_tool_calls
- ? json {
- {"type", "object"},
- {"properties", {
- {"tool_calls", {
- {"type", "array"},
- {"items", tool_call_schemas.size() == 1 ? tool_call_schemas[0] : json {
- {"anyOf", tool_call_schemas},
- }},
- {"minItems", 1},
- }},
- }},
- {"required", json::array({"tool_calls"})},
- }
- : json {
- {"type", "object"},
- {"properties", {
- {"tool_call", tool_call_schemas.size() == 1 ? tool_call_schemas[0] : json {
- {"anyOf", tool_call_schemas},
- }},
- }},
- {"required", json::array({"tool_call"})},
- };
- const auto schema =
- inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED
- ? json {
- {"anyOf", json::array({
- tool_call,
- {
- {"type", "object"},
- {"properties", {
- {"response", inputs.json_schema.is_null()
- ? json {{"type", "string"}}
- : inputs.json_schema
- },
- }},
- {"required", json::array({"response"})},
- },
- })}
- }
- : tool_call;
- data.grammar_lazy = false;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- builder.add_schema("root", schema);
- });
- auto tweaked_messages = common_chat_template::add_system(
- inputs.messages,
- "Respond in JSON format, either with `tool_call` (a request to call tools) or with `response` reply to the user's request");
- data.prompt = apply(tmpl, inputs, /* messages_override= */ tweaked_messages);
- data.format = COMMON_CHAT_FORMAT_GENERIC;
- return data;
- }
- static void common_chat_parse_generic(common_chat_msg_parser & builder) {
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- static const std::vector<std::vector<std::string>> content_paths = {
- {"response"},
- };
- static const std::vector<std::vector<std::string>> args_paths = {
- {"tool_call", "arguments"},
- {"tool_calls", "arguments"},
- };
- auto data = builder.consume_json_with_dumped_args(args_paths, content_paths);
- if (data.value.contains("tool_calls")) {
- if (!builder.add_tool_calls(data.value.at("tool_calls")) || data.is_partial) {
- throw common_chat_msg_partial_exception("incomplete tool calls");
- }
- } else if (data.value.contains("tool_call")) {
- if (!builder.add_tool_call(data.value.at("tool_call")) || data.is_partial) {
- throw common_chat_msg_partial_exception("incomplete tool call");
- }
- } else if (data.value.contains("response")) {
- const auto & response = data.value.at("response");
- builder.add_content(response.is_string() ? response.template get<std::string>() : response.dump(2));
- if (data.is_partial) {
- throw common_chat_msg_partial_exception("incomplete response");
- }
- } else {
- throw common_chat_msg_partial_exception("Expected 'tool_call', 'tool_calls' or 'response' in JSON");
- }
- }
- static common_chat_params common_chat_params_init_mistral_nemo(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- auto schemas = json::array();
- foreach_function(inputs.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- schemas.push_back({
- {"type", "object"},
- {"properties", {
- // Important note: the model is probably trained to take a JSON stringified arguments value.
- // It's hard to constrain that for now (while reusing the JSON schema conversion), so we're just expecting a plain object.
- {"name", {
- {"type", "string"},
- {"const", function.at("name")},
- }},
- {"arguments", function.at("parameters")},
- {"id", {
- {"type", "string"},
- // Nemo's template expects a 9-character alphanumeric ID.
- {"pattern", "^[a-zA-Z0-9]{9}$"},
- }},
- }},
- {"required", json::array({"name", "arguments", "id"})},
- });
- });
- auto schema = json {
- {"type", "array"},
- {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}},
- {"minItems", 1},
- };
- if (!inputs.parallel_tool_calls) {
- schema["maxItems"] = 1;
- }
- builder.add_rule("root", "\"[TOOL_CALLS]\" " + builder.add_schema("tool_calls", schema));
- });
- data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "[TOOL_CALLS]"});
- data.preserved_tokens = {
- "[TOOL_CALLS]",
- };
- data.prompt = apply(tmpl, inputs);
- data.format = COMMON_CHAT_FORMAT_MISTRAL_NEMO;
- return data;
- }
- // Case-insensitive find
- static size_t ifind_string(const std::string & haystack, const std::string & needle, size_t pos = 0) {
- auto it = std::search(
- haystack.begin() + pos, haystack.end(),
- needle.begin(), needle.end(),
- [](char a, char b) { return std::tolower(a) == std::tolower(b); }
- );
- return (it == haystack.end()) ? std::string::npos : std::distance(haystack.begin(), it);
- }
- static common_chat_params common_chat_params_init_lfm2(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- const auto is_json_schema_provided = !inputs.json_schema.is_null();
- const auto is_grammar_provided = !inputs.grammar.empty();
- const auto are_tools_provided = inputs.tools.is_array() && !inputs.tools.empty();
- // the logic requires potentially modifying the messages
- auto tweaked_messages = inputs.messages;
- auto replace_json_schema_marker = [](json & messages) -> bool {
- static std::string marker1 = "force json schema.\n";
- static std::string marker2 = "force json schema.";
- if (messages.empty() || messages.at(0).at("role") != "system") {
- return false;
- }
- std::string content = messages.at(0).at("content");
- for (const auto & marker : {marker1, marker2}) {
- const auto pos = ifind_string(content, marker);
- if (pos != std::string::npos) {
- content.replace(pos, marker.length(), "");
- // inject modified content back into the messages
- messages.at(0).at("content") = content;
- return true;
- }
- }
- return false;
- };
- // Lfm2 model does not natively work with json, but can generally understand the tools structure
- //
- // Example of the pytorch dialog structure:
- // <|startoftext|><|im_start|>system
- // List of tools: <|tool_list_start|>[{"name": "get_candidate_status", "description": "Retrieves the current status of a candidate in the recruitment process", "parameters": {"type": "object", "properties": {"candidate_id": {"type": "string", "description": "Unique identifier for the candidate"}}, "required": ["candidate_id"]}}]<|tool_list_end|><|im_end|>
- // <|im_start|>user
- // What is the current status of candidate ID 12345?<|im_end|>
- // <|im_start|>assistant
- // <|tool_call_start|>[get_candidate_status(candidate_id="12345")]<|tool_call_end|>Checking the current status of candidate ID 12345.<|im_end|>
- // <|im_start|>tool
- // <|tool_response_start|>{"candidate_id": "12345", "status": "Interview Scheduled", "position": "Clinical Research Associate", "date": "2023-11-20"}<|tool_response_end|><|im_end|>
- // <|im_start|>assistant
- // The candidate with ID 12345 is currently in the "Interview Scheduled" stage for the position of Clinical Research Associate, with an interview date set for 2023-11-20.<|im_end|>
- //
- // For the llama server compatibility with json tools semantic,
- // the client can add "Follow json schema." line into the system message prompt to force the json output.
- //
- if (are_tools_provided && (is_json_schema_provided || is_grammar_provided)) {
- // server/utils.hpp prohibits that branch for the custom grammar anyways
- throw std::runtime_error("Tools call must not use \"json_schema\" or \"grammar\", use non-tool invocation if you want to use custom grammar");
- } else if (are_tools_provided && replace_json_schema_marker(tweaked_messages)) {
- LOG_INF("%s: Using tools to build a grammar\n", __func__);
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- auto schemas = json::array();
- foreach_function(inputs.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- schemas.push_back({
- {"type", "object"},
- {"properties", {
- {"name", {
- {"type", "string"},
- {"const", function.at("name")},
- }},
- {"arguments", function.at("parameters")},
- }},
- {"required", json::array({"name", "arguments", "id"})},
- });
- });
- auto schema = json {
- {"type", "array"},
- {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}},
- {"minItems", 1},
- };
- if (!inputs.parallel_tool_calls) {
- schema["maxItems"] = 1;
- }
- builder.add_rule("root", "\"<|tool_call_start|>\"" + builder.add_schema("tool_calls", schema) + "\"<|tool_call_end|>\"");
- });
- // model has no concept of tool selection mode choice,
- // if the system prompt rendered correctly it will produce a tool call
- // the grammar goes inside the tool call body
- data.grammar_lazy = true;
- data.grammar_triggers = {{COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL, "\\s*<\\|tool_call_start\\|>\\s*\\["}};
- data.preserved_tokens = {"<|tool_call_start|>", "<|tool_call_end|>"};
- data.format = COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS;
- } else if (are_tools_provided && (!is_json_schema_provided && !is_grammar_provided)) {
- LOG_INF("%s: Using tools without json schema or grammar\n", __func__);
- // output those tokens
- data.preserved_tokens = {"<|tool_call_start|>", "<|tool_call_end|>"};
- } else if (is_json_schema_provided) {
- LOG_INF("%s: Using provided json schema to build a grammar\n", __func__);
- data.grammar = json_schema_to_grammar(inputs.json_schema);
- } else if (is_grammar_provided) {
- LOG_INF("%s: Using provided grammar\n", __func__);
- data.grammar = inputs.grammar;
- } else {
- LOG_INF("%s: Using content relying on the template\n", __func__);
- }
- data.prompt = apply(tmpl, inputs, /* messages_override= */ tweaked_messages);
- LOG_DBG("%s: Prompt: %s\n", __func__, data.prompt.c_str());
- return data;
- }
- static common_chat_params common_chat_params_init_magistral(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- data.prompt = apply(tmpl, inputs);
- data.format = COMMON_CHAT_FORMAT_MAGISTRAL;
- data.preserved_tokens = {
- "[THINK]",
- "[/THINK]",
- };
- if (inputs.tools.is_array() && !inputs.tools.empty()) {
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- auto schemas = json::array();
- foreach_function(inputs.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- schemas.push_back({
- {"type", "object"},
- {"properties", {
- {"name", {
- {"type", "string"},
- {"const", function.at("name")},
- }},
- {"arguments", function.at("parameters")},
- {"id", {
- {"type", "string"},
- {"pattern", "^[a-zA-Z0-9]{9}$"},
- }},
- }},
- {"required", json::array({"name", "arguments", "id"})},
- });
- });
- auto schema = json {
- {"type", "array"},
- {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}},
- {"minItems", 1},
- };
- if (!inputs.parallel_tool_calls) {
- schema["maxItems"] = 1;
- }
- builder.add_rule("root", "\"[TOOL_CALLS]\" " + builder.add_schema("tool_calls", schema));
- });
- data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "[TOOL_CALLS]"});
- data.preserved_tokens.push_back("[TOOL_CALLS]");
- } else {
- data.grammar_lazy = false;
- if (!inputs.json_schema.is_null()) {
- if (!inputs.grammar.empty()) {
- throw std::runtime_error("Either \"json_schema\" or \"grammar\" can be specified, but not both");
- }
- data.grammar = json_schema_to_grammar(inputs.json_schema);
- } else {
- data.grammar = inputs.grammar;
- }
- }
- return data;
- }
- static void common_chat_parse_mistral_nemo(common_chat_msg_parser & builder) {
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- static const common_regex prefix(regex_escape("[TOOL_CALLS]"));
- parse_prefixed_json_tool_call_array(builder, prefix);
- }
- static void common_chat_parse_magistral(common_chat_msg_parser & builder) {
- builder.try_parse_reasoning("[THINK]", "[/THINK]");
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- static const common_regex prefix(regex_escape("[TOOL_CALLS]"));
- parse_prefixed_json_tool_call_array(builder, prefix);
- }
- static common_chat_params common_chat_params_init_command_r7b(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- auto adjusted_messages = json::array();
- for (const auto & msg : inputs.messages) {
- auto has_reasoning_content = msg.contains("reasoning_content") && msg.at("reasoning_content").is_string();
- auto has_tool_calls = msg.contains("tool_calls") && msg.at("tool_calls").is_array();
- if (has_reasoning_content && has_tool_calls) {
- auto adjusted_message = msg;
- adjusted_message["tool_plan"] = msg.at("reasoning_content");
- adjusted_message.erase("reasoning_content");
- adjusted_messages.push_back(adjusted_message);
- } else {
- adjusted_messages.push_back(msg);
- }
- }
- data.prompt = apply(tmpl, inputs, /* messages_override= */ adjusted_messages);
- data.format = COMMON_CHAT_FORMAT_COMMAND_R7B;
- if (string_ends_with(data.prompt, "<|START_THINKING|>")) {
- if (!inputs.enable_thinking) {
- data.prompt += "<|END_THINKING|>";
- } else {
- data.thinking_forced_open = true;
- }
- } else if (!inputs.enable_thinking && string_ends_with(data.prompt, "<|CHATBOT_TOKEN|>")) {
- data.prompt += "<|START_THINKING|><|END_THINKING|>";
- }
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- auto schemas = json::array();
- foreach_function(inputs.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- schemas.push_back({
- {"type", "object"},
- {"properties", {
- {"tool_call_id", {
- {"type", "string"},
- // Command-R's template expects an integer string.
- {"pattern", "^[0-9]{1,10}$"},
- }},
- {"tool_name", {
- {"type", "string"},
- {"const", function.at("name")},
- }},
- {"parameters", function.at("parameters")},
- }},
- {"required", json::array({"tool_call_id", "tool_name", "parameters"})},
- });
- });
- auto schema = json {
- {"type", "array"},
- {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}},
- {"minItems", 1},
- };
- if (!inputs.parallel_tool_calls) {
- schema["maxItems"] = 1;
- }
- builder.add_rule("root",
- std::string(data.thinking_forced_open ? "( \"<|END_THINKING|>\" space )? " : "") +
- "\"<|START_ACTION|>\" " + builder.add_schema("tool_calls", schema) + " \"<|END_ACTION|>\"");
- });
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL,
- // If thinking_forced_open, then we capture the </think> tag in the grammar,
- // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar)
- std::string(data.thinking_forced_open ? "[\\s\\S]*?(<\\|END_THINKING\\|>\\s*)" : "(?:<\\|START_THINKING\\|>[\\s\\S]*?<\\|END_THINKING\\|>\\s*)?") +
- "(<\\|START_ACTION\\|>)[\\s\\S]*"
- });
- data.preserved_tokens = {
- "<|START_ACTION|>",
- "<|END_ACTION|>",
- "<|START_RESPONSE|>",
- "<|END_RESPONSE|>",
- "<|START_THINKING|>",
- "<|END_THINKING|>",
- };
- return data;
- }
- static void common_chat_parse_command_r7b(common_chat_msg_parser & builder) {
- builder.try_parse_reasoning("<|START_THINKING|>", "<|END_THINKING|>");
- static const common_regex start_action_regex("<\\|START_ACTION\\|>");
- static const common_regex end_action_regex("<\\|END_ACTION\\|>");
- static const common_regex start_response_regex("<\\|START_RESPONSE\\|>");
- static const common_regex end_response_regex("<\\|END_RESPONSE\\|>");
- if (auto res = builder.try_find_regex(start_action_regex)) {
- // If we didn't extract thoughts, prelude includes them.
- auto tool_calls = builder.consume_json_with_dumped_args({{"parameters"}});
- for (const auto & tool_call : tool_calls.value) {
- std::string name = tool_call.contains("tool_name") ? tool_call.at("tool_name") : "";
- std::string id = tool_call.contains("tool_call_id") ? tool_call.at("tool_call_id") : "";
- std::string arguments = tool_call.contains("parameters") ? tool_call.at("parameters") : "";
- if (!builder.add_tool_call(name, id, arguments) || tool_calls.is_partial) {
- throw common_chat_msg_partial_exception("incomplete tool call");
- }
- }
- if (tool_calls.is_partial) {
- throw common_chat_msg_partial_exception("incomplete tool call");
- }
- builder.consume_regex(end_action_regex);
- } else if (auto res = builder.try_find_regex(start_response_regex)) {
- if (!builder.try_find_regex(end_response_regex)) {
- builder.add_content(builder.consume_rest());
- throw common_chat_msg_partial_exception(end_response_regex.str());
- }
- } else {
- builder.add_content(builder.consume_rest());
- }
- }
- 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.at("type") != "object" || !parameters.contains("properties") || !parameters.contains("required")) {
- 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_required = parameters.at("required");
- for (const auto & prop : expected_properties) {
- if (!parameters_properties.contains(prop)) {
- throw std::runtime_error("Parameters of tool " + name + " is missing property: " + prop); // NOLINT
- }
- if (std::find(parameters_required.begin(), parameters_required.end(), json(prop)) == parameters_required.end()) {
- throw std::runtime_error("Parameters of tool " + name + " must have property marked as required: " + prop); // NOLINT
- }
- }
- if (parameters_properties.size() != expected_properties.size()) {
- throw std::runtime_error("Parameters of tool " + name + " must only have these properties:" + string_join(expected_properties, ", "));
- }
- }
- static common_chat_params common_chat_params_init_llama_3_x(const common_chat_template & tmpl, const struct templates_params & inputs, bool allow_python_tag_builtin_tools) {
- auto builtin_tools = json::array();
- common_chat_params data;
- if (!inputs.tools.is_null()) {
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- std::vector<std::string> tool_rules;
- auto handle_builtin_tool = [&](const std::string & name, const json & parameters) {
- if (name == "wolfram_alpha" || name == "web_search" || name == "brave_search") {
- // https://github.com/meta-llama/llama-stack/blob/main/llama_stack/providers/remote/tool_runtime/wolfram_alpha/wolfram_alpha.py
- // https://github.com/meta-llama/llama-stack/blob/main/llama_stack/providers/remote/tool_runtime/brave_search/brave_search.py
- expect_tool_parameters(name, parameters, {"query"});
- } else if (name == "python" || name == "code_interpreter") {
- // https://github.com/meta-llama/llama-stack/blob/main/llama_stack/providers/inline/tool_runtime/code_interpreter/code_interpreter.py
- expect_tool_parameters(name, parameters, {"code"});
- } else {
- return false;
- }
- std::vector<std::string> kvs;
- for (const auto & [key, value] : parameters.at("properties").items()) {
- kvs.push_back("\"" + key + "=\" " + builder.add_schema(name + "-args-" + key, value)); // NOLINT
- }
- tool_rules.push_back(
- builder.add_rule(
- name + "-call",
- "\"<|python_tag|>" + name + ".call(\" " + string_join(kvs, " \", \" ") + " \")\""));
- builtin_tools.push_back(name);
- return true;
- };
- foreach_function(inputs.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- std::string name = function.at("name");
- auto parameters = function.at("parameters");
- builder.resolve_refs(parameters);
- // https://github.com/meta-llama/llama-stack/tree/main/llama_stack/providers/remote/tool_runtime
- if (allow_python_tag_builtin_tools) {
- handle_builtin_tool(name, parameters);
- }
- tool_rules.push_back(
- builder.add_rule(
- name + "-call",
- "\"{\" space "
- "( \"\\\"type\\\"\" space \":\" space \"\\\"function\\\"\" space \",\" space )? "
- " \"\\\"name\\\"\" space \":\" space \"\\\"" + name + "\\\"\" space \",\" space "
- " \"\\\"parameters\\\"\" space \":\" space " + builder.add_schema(name + "-args", parameters) + " "
- "\"}\" space"));
- });
- // Small models may hallucinate function names so we match anything (*at the start*) that looks like the JSON of a function call, regardless of the name.
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL,
- "(\\{\\s*(?:\"type\"\\s*:\\s*\"function\"\\s*,\\s*)?\"name\"\\s*:\\s*\")[\\s\\S]*", // + name + "\"[\\s\\S]*",
- });
- if (!builtin_tools.empty()) {
- data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<|python_tag|>"});
- data.preserved_tokens.push_back("<|python_tag|>");
- }
- // Allow a few empty lines on top of the usual constrained json schema space rule.
- builder.add_rule("root", string_join(tool_rules, " | "));
- data.additional_stops.push_back("<|eom_id|>");
- });
- data.format = allow_python_tag_builtin_tools && !builtin_tools.empty()
- ? COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS
- : COMMON_CHAT_FORMAT_LLAMA_3_X;
- } else {
- data.format = COMMON_CHAT_FORMAT_CONTENT_ONLY;
- }
- data.prompt = apply(tmpl, inputs, /* messages_override =*/ std::nullopt, /* tools_override= */ std::nullopt, json {
- {"date_string", format_time(inputs.now, "%d %b %Y")},
- {"tools_in_user_message", false},
- {"builtin_tools", builtin_tools.empty() ? json() : builtin_tools},
- });
- return data;
- }
- static common_chat_params common_chat_params_init_nemotron_v2(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- // Generate the prompt using the apply() function with the template
- data.prompt = apply(tmpl, inputs);
- data.format = COMMON_CHAT_FORMAT_NEMOTRON_V2;
- // Handle thinking tags appropriately based on inputs.enable_thinking
- if (string_ends_with(data.prompt, "<think>\n")) {
- if (!inputs.enable_thinking) {
- data.prompt += "</think>";
- } else {
- data.thinking_forced_open = true;
- }
- }
- // When tools are present, build grammar for the <TOOLCALL> format, similar to CommandR, but without tool call ID
- if (!inputs.tools.is_null() && inputs.tools.is_array() && !inputs.tools.empty()) {
- data.grammar_lazy = true;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- auto schemas = json::array();
- foreach_function(inputs.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- schemas.push_back({
- { "type", "object" },
- { "properties",
- {
- { "name",
- {
- { "type", "string" },
- { "const", function.at("name") },
- } },
- { "arguments", function.at("parameters") },
- } },
- { "required", json::array({ "name", "arguments" }) },
- });
- });
- auto schema = json{
- { "type", "array" },
- { "items", schemas.size() == 1 ? schemas[0] : json{ { "anyOf", schemas } } },
- { "minItems", 1 },
- };
- if (!inputs.parallel_tool_calls) {
- schema["maxItems"] = 1;
- }
- builder.add_rule("root",
- std::string(data.thinking_forced_open ? "( \"</think>\" space )? " : "") +
- "\"<TOOLCALL>\" " + builder.add_schema("tool_calls", schema) +
- " \"</TOOLCALL>\"");
- });
- data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL,
- // If thinking_forced_open, then we capture the </think> tag in the grammar,
- // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar)
- std::string(data.thinking_forced_open ?
- "[\\s\\S]*?(</think>\\s*)" :
- "(?:<think>[\\s\\S]*?</think>\\s*)?") +
- "(<TOOLCALL>)[\\s\\S]*" });
- }
- return data;
- }
- static common_chat_params common_chat_params_init_apertus(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- // Generate the prompt using the apply() function with the template
- data.prompt = apply(tmpl, inputs);
- data.format = COMMON_CHAT_FORMAT_APERTUS;
- // Handle thinking tags appropriately based on inputs.enable_thinking
- if (string_ends_with(data.prompt, "<|inner_prefix|>")) {
- if (!inputs.enable_thinking) {
- data.prompt += "<|inner_suffix|>";
- } else {
- data.thinking_forced_open = true;
- }
- }
- // When tools are present, build grammar for the <|tools_prefix|> format
- if (!inputs.tools.is_null() && inputs.tools.is_array() && !inputs.tools.empty()) {
- data.grammar_lazy = true;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- auto schemas = json::array();
- foreach_function(inputs.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- schemas.push_back({
- { "type", "object" },
- { "properties",
- {
- { function.at("name"), function.at("parameters") }
- } },
- { "required", json::array({ function.at("name") }) },
- });
- });
- auto schema = json{
- { "type", "array" },
- { "items", schemas.size() == 1 ? schemas[0] : json{ { "anyOf", schemas } } },
- { "minItems", 1 },
- };
- if (!inputs.parallel_tool_calls) {
- schema["maxItems"] = 1;
- }
- builder.add_rule("root",
- std::string(data.thinking_forced_open ? "( \"<|inner_suffix|>\" space )? " : "") +
- "\"<|tools_prefix|>\"" + builder.add_schema("tool_calls", schema) + "\"<|tools_suffix|>\"");
- });
- data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL,
- // If thinking_forced_open, then we capture the <|inner_suffix|> tag in the grammar,
- // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar)
- std::string(data.thinking_forced_open ?
- "[\\s\\S]*?(<\\|inner_suffix\\|>\\s*)" :
- "(?:<\\|inner_prefix\\|>[\\s\\S]*?<\\|inner_suffix\\|>\\s*)?") +
- "(<\\|tools_prefix\\|>)[\\s\\S]*" });
- data.preserved_tokens = {
- "<|system_start|>",
- "<|system_end|>",
- "<|developer_start|>",
- "<|developer_end|>",
- "<|user_start|>",
- "<|user_end|>",
- "<|assistant_start|>",
- "<|assistant_end|>",
- "<|inner_prefix|>",
- "<|inner_suffix|>",
- "<|tools_prefix|>",
- "<|tools_suffix|>",
- };
- }
- return data;
- }
- static void common_chat_parse_llama_3_1(common_chat_msg_parser & builder, bool with_builtin_tools = false) {
- builder.try_parse_reasoning("<think>", "</think>");
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- static const common_regex function_regex(
- "\\s*\\{\\s*(?:\"type\"\\s*:\\s*\"function\"\\s*,\\s*)?\"name\"\\s*:\\s*\"([^\"]+)\"\\s*,\\s*\"parameters\"\\s*: ");
- static const common_regex close_regex("\\}\\s*");
- static const common_regex function_name_regex("\\s*(\\w+)\\s*\\.\\s*call\\(");
- static const common_regex arg_name_regex("\\s*(\\w+)\\s*=\\s*");
- if (with_builtin_tools) {
- static const common_regex builtin_call_regex("<\\|python_tag\\|>");
- if (auto res = builder.try_find_regex(builtin_call_regex)) {
- auto fun_res = builder.consume_regex(function_name_regex);
- auto function_name = builder.str(fun_res.groups[1]);
- common_healing_marker healing_marker;
- json args = json::object();
- while (true) {
- if (auto arg_res = builder.try_consume_regex(arg_name_regex)) {
- auto arg_name = builder.str(arg_res->groups[1]);
- auto partial = builder.consume_json();
- args[arg_name] = partial.json;
- healing_marker.marker = partial.healing_marker.marker;
- healing_marker.json_dump_marker = partial.healing_marker.json_dump_marker;
- builder.consume_spaces();
- if (!builder.try_consume_literal(",")) {
- break;
- }
- } else {
- break;
- }
- }
- builder.consume_literal(")");
- builder.consume_spaces();
- auto arguments = args.dump();
- if (!builder.add_tool_call(function_name, "", arguments)) {
- throw common_chat_msg_partial_exception("Incomplete tool call");
- }
- return;
- }
- }
- parse_json_tool_calls(
- builder,
- /* block_open= */ std::nullopt,
- /* function_regex_start_only= */ function_regex,
- /* function_regex= */ std::nullopt,
- close_regex,
- std::nullopt);
- }
- static common_chat_params common_chat_params_init_deepseek_r1(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- auto prompt = apply(tmpl, inputs);
- // 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.format = COMMON_CHAT_FORMAT_DEEPSEEK_R1;
- if (string_ends_with(data.prompt, "<think>\n")) {
- if (!inputs.enable_thinking) {
- data.prompt += "</think>";
- } else {
- data.thinking_forced_open = true;
- }
- }
- if (inputs.tools.is_array() && !inputs.tools.empty()) {
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_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");
- builder.resolve_refs(parameters);
- tool_rules.push_back(builder.add_rule(name + "-call",
- "( \"<|tool▁call▁begin|>\" )? \"function<|tool▁sep|>" + name + "\\n"
- "```json\\n\" " + builder.add_schema(name + "-args", parameters) + " "
- "\"```<|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",
- std::string(data.thinking_forced_open ? "( \"</think>\" space )? " : "") +
- "( \"<|tool▁calls▁begin|>\" | \"<|tool_calls_begin|>\" | \"<|tool calls begin|>\" | \"<|tool\\\\_calls\\\\_begin|>\" | \"<|tool▁calls|>\" ) "
- "(" + string_join(tool_rules, " | ") + ")" + (inputs.parallel_tool_calls ? "*" : "") + " "
- "\"<|tool▁calls▁end|>\""
- " space");
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL,
- // If thinking_forced_open, then we capture the </think> tag in the grammar,
- // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar)
- std::string(data.thinking_forced_open ? "[\\s\\S]*?(</think>\\s*)" : "(?:<think>[\\s\\S]*?</think>\\s*)?") +
- "(<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)[\\s\\S]*"
- });
- data.preserved_tokens = {
- "<think>",
- "</think>",
- "<|tool▁calls▁begin|>",
- "<|tool▁call▁begin|>",
- "<|tool▁sep|>",
- "<|tool▁call▁end|>",
- "<|tool▁calls▁end|",
- };
- });
- }
- return data;
- }
- static common_chat_params common_chat_params_init_deepseek_v3_1(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- // Pass thinking context for DeepSeek V3.1 template
- json additional_context = {
- {"thinking", inputs.enable_thinking},
- };
- auto prompt = apply(tmpl, inputs,
- /* messages_override= */ inputs.messages,
- /* tools_override= */ std::nullopt,
- additional_context);
- data.prompt = prompt;
- data.format = COMMON_CHAT_FORMAT_DEEPSEEK_V3_1;
- if (string_ends_with(data.prompt, "<think>")) {
- if (!inputs.enable_thinking) {
- data.prompt += "</think>";
- } else {
- data.thinking_forced_open = true;
- }
- }
- if (inputs.tools.is_array() && !inputs.tools.empty()) {
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_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");
- builder.resolve_refs(parameters);
- tool_rules.push_back(builder.add_rule(name + "-call",
- "( \"<|tool▁call▁begin|>\" )? \"" + name + "<|tool▁sep|>"
- "\" " + builder.add_schema(name + "-args", parameters) + " "
- "\"<|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",
- std::string(data.thinking_forced_open ? "( \"</think>\" space )? " : "") +
- "( \"<|tool▁calls▁begin|>\" | \"<|tool_calls_begin|>\" | \"<|tool calls begin|>\" | \"<|tool\\\\_calls\\\\_begin|>\" | \"<|tool▁calls|>\" ) "
- "(" + string_join(tool_rules, " | ") + ")" + (inputs.parallel_tool_calls ? "*" : "") + " "
- "\"<|tool▁calls▁end|>\""
- " space");
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL,
- // If thinking_forced_open, then we capture the </think> tag in the grammar,
- // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar)
- std::string(data.thinking_forced_open ? "[\\s\\S]*?(</think>\\s*)" : "(?:<think>[\\s\\S]*?</think>\\s*)?") +
- "(<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)[\\s\\S]*"
- });
- data.preserved_tokens = {
- "<think>",
- "</think>",
- "<|tool▁calls▁begin|>",
- "<|tool▁call▁begin|>",
- "<|tool▁sep|>",
- "<|tool▁call▁end|>",
- "<|tool▁calls▁end|>",
- };
- });
- }
- return data;
- }
- static void common_chat_parse_deepseek_r1(common_chat_msg_parser & builder) {
- builder.try_parse_reasoning("<think>", "</think>");
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- static const common_regex tool_calls_begin("(?:<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)");
- static const common_regex tool_calls_end("<|tool▁calls▁end|>");
- static const common_regex function_regex("(?:<|tool▁call▁begin|>)?function<|tool▁sep|>([^\n]+)\n```json\n");
- static const common_regex close_regex("```[\\s\\r\\n]*<|tool▁call▁end|>");
- parse_json_tool_calls(
- builder,
- /* block_open= */ tool_calls_begin,
- /* function_regex_start_only= */ std::nullopt,
- function_regex,
- close_regex,
- tool_calls_end);
- }
- static void common_chat_parse_deepseek_v3_1_content(common_chat_msg_parser & builder) {
- static const common_regex function_regex("(?:<|tool▁call▁begin|>)?([^\\n<]+)(?:<|tool▁sep|>)");
- static const common_regex close_regex("(?:[\\s]*)?<|tool▁call▁end|>");
- static const common_regex tool_calls_begin("(?:<|tool▁calls▁begin|>|<|tool_calls_begin|>|<|tool calls begin|>|<|tool\\\\_calls\\\\_begin|>|<|tool▁calls|>)");
- static const common_regex tool_calls_end("<|tool▁calls▁end|>");
- if (!builder.syntax().parse_tool_calls) {
- LOG_DBG("%s: not parse_tool_calls\n", __func__);
- builder.add_content(builder.consume_rest());
- return;
- }
- LOG_DBG("%s: parse_tool_calls\n", __func__);
- parse_json_tool_calls(
- builder,
- /* block_open= */ tool_calls_begin,
- /* function_regex_start_only= */ std::nullopt,
- function_regex,
- close_regex,
- tool_calls_end);
- }
- static void common_chat_parse_deepseek_v3_1(common_chat_msg_parser & builder) {
- // DeepSeek V3.1 outputs reasoning content between "<think>" and "</think>" tags, followed by regular content
- // First try to parse using the standard reasoning parsing method
- LOG_DBG("%s: thinking_forced_open: %s\n", __func__, std::to_string(builder.syntax().thinking_forced_open).c_str());
- auto start_pos = builder.pos();
- auto found_end_think = builder.try_find_literal("</think>");
- builder.move_to(start_pos);
- if (builder.syntax().thinking_forced_open && !builder.is_partial() && !found_end_think) {
- LOG_DBG("%s: no end_think, not partial, adding content\n", __func__);
- common_chat_parse_deepseek_v3_1_content(builder);
- } else if (builder.try_parse_reasoning("<think>", "</think>")) {
- // If reasoning was parsed successfully, the remaining content is regular content
- LOG_DBG("%s: parsed reasoning, adding content\n", __func__);
- // </think><|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>NAME\n```json\nJSON\n```<|tool▁call▁end|><|tool▁calls▁end|>
- common_chat_parse_deepseek_v3_1_content(builder);
- } else {
- if (builder.syntax().reasoning_format == COMMON_REASONING_FORMAT_NONE) {
- LOG_DBG("%s: reasoning_format none, adding content\n", __func__);
- common_chat_parse_deepseek_v3_1_content(builder);
- return;
- }
- // If no reasoning tags found, check if we should treat everything as reasoning
- if (builder.syntax().thinking_forced_open) {
- // If thinking is forced open but no tags found, treat everything as reasoning
- LOG_DBG("%s: thinking_forced_open, adding reasoning content\n", __func__);
- builder.add_reasoning_content(builder.consume_rest());
- } else {
- LOG_DBG("%s: no thinking_forced_open, adding content\n", __func__);
- // <|tool▁call▁begin|>NAME<|tool▁sep|>JSON<|tool▁call▁end|>
- common_chat_parse_deepseek_v3_1_content(builder);
- }
- }
- }
- static common_chat_params common_chat_params_init_gpt_oss(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- auto prompt = apply(tmpl, inputs);
- // Check if we need to replace the return token with end token during
- // inference and without generation prompt. For more details see:
- // https://github.com/ggml-org/llama.cpp/issues/15417
- if (inputs.is_inference && !inputs.add_generation_prompt) {
- static constexpr std::string_view return_token = "<|return|>";
- static constexpr std::string_view end_token = "<|end|>";
- if (size_t pos = prompt.rfind(return_token); pos != std::string::npos) {
- prompt.replace(pos, return_token.length(), end_token);
- }
- }
- data.prompt = prompt;
- data.format = COMMON_CHAT_FORMAT_GPT_OSS;
- // These special tokens are required to parse properly, so we include them
- // even if parse_tool_calls is false.
- data.preserved_tokens = {
- "<|channel|>",
- "<|constrain|>",
- "<|message|>",
- "<|start|>",
- "<|end|>",
- };
- if (!inputs.json_schema.is_null()) {
- data.grammar_lazy = false;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- auto schema = inputs.json_schema;
- builder.resolve_refs(schema);
- auto not_end = builder.add_rule("not-end",
- "[^<] | \"<\" [^|] | \"<|\" [^e] | \"<|e\" [^n] | \"<|en\" [^d] | \"<|end\" [^|] | \"<|end|\" [^>]");
- auto analysis = builder.add_rule("analysis",
- "\"<|channel|>analysis<|message|>\" ( " + not_end + " )* \"<|end|>\"");
- auto constraint = builder.add_rule("constraint", "\"<|constrain|>\"? [a-zA-Z0-9_-]+");
- auto final = builder.add_rule("final",
- "\"<|channel|>final\" ( \" \" " + constraint + " )? \"<|message|>\" " +
- builder.add_schema("response", schema)
- );
- builder.add_rule("root", "( " + analysis + " \"<|start|>assistant\" )? " + final);
- });
- }
- if (inputs.tools.is_array() && !inputs.tools.empty()) {
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- // tool calls can appear in commentary or analysis channels
- auto channel = builder.add_rule("channel", "\"<|channel|>\" ( \"commentary\" | \"analysis\" )");
- std::vector<std::string> tool_rules_recipient_in_role;
- std::vector<std::string> tool_rules_recipient_in_channel;
- foreach_function(inputs.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- std::string name = function.at("name");
- auto parameters = function.at("parameters");
- builder.resolve_refs(parameters);
- tool_rules_recipient_in_role.push_back(
- builder.add_rule(name + "-call",
- "\"" + name + "\"" + channel + " \" <|constrain|>json\"? \"<|message|>\" " +
- builder.add_schema(name + "-args", parameters)
- )
- );
- tool_rules_recipient_in_channel.push_back(
- builder.add_rule(name + "-call",
- "\"" + name + "\"" + " \" <|constrain|>json\"? \"<|message|>\" " +
- builder.add_schema(name + "-args", parameters)
- )
- );
- });
- auto recipient_in_channel = builder.add_rule("recipient_in_channel",
- channel + " \" to=functions.\" ( " +
- string_join(tool_rules_recipient_in_channel, " | ") + " )"
- );
- if (data.grammar_lazy) {
- auto recipient_in_role = builder.add_rule("recipient_in_role",
- "\"<|start|>assistant\"? \" to=functions.\" ( " +
- string_join(tool_rules_recipient_in_role, " | ") + " )"
- );
- builder.add_rule("root", recipient_in_role + " | " + recipient_in_channel);
- } else {
- auto not_end = builder.add_rule("not-end",
- "[^<] | \"<\" [^|] | \"<|\" [^e] | \"<|e\" [^n] | \"<|en\" [^d] | \"<|end\" [^|] | \"<|end|\" [^>]");
- auto analysis = builder.add_rule("analysis",
- "\"<|channel|>analysis<|message|>\" ( " + not_end + " )* \"<|end|>\"");
- auto commentary = builder.add_rule("commentary",
- "\"<|channel|>commentary<|message|>\" ( " + not_end + " )* \"<|end|>\"");
- auto recipient_in_role = builder.add_rule("recipient_in_role",
- "\" to=functions.\" ( " + string_join(tool_rules_recipient_in_role, " | ") + " )"
- );
- builder.add_rule("root",
- "( " + analysis + " \"<|start|>assistant\" )? " +
- "( " + commentary + " \"<|start|>assistant\" )? " +
- "( " + recipient_in_role + " | " + recipient_in_channel + " )"
- );
- }
- // Trigger on tool calls that appear in the commentary channel
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN,
- "<\\|channel\\|>(commentary|analysis) to"
- });
- // Trigger tool calls that appear in the role section, either at the
- // start or in the middle.
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL,
- "^ to"
- });
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN,
- "<\\|start\\|>assistant to"
- });
- });
- }
- return data;
- }
- static void common_chat_parse_gpt_oss(common_chat_msg_parser & builder) {
- static const std::string constraint = "(?: (<\\|constrain\\|>)?([a-zA-Z0-9_-]+))";
- static const std::string recipient("(?: to=functions\\.([^<\\s]+))");
- static const common_regex start_regex("<\\|start\\|>assistant");
- static const common_regex analysis_regex("<\\|channel\\|>analysis");
- static const common_regex final_regex("<\\|channel\\|>final" + constraint + "?");
- static const common_regex preamble_regex("<\\|channel\\|>commentary");
- static const common_regex tool_call1_regex(recipient + "<\\|channel\\|>(analysis|commentary)" + constraint + "?");
- static const common_regex tool_call2_regex("<\\|channel\\|>(analysis|commentary)" + recipient + constraint + "?");
- auto consume_end = [&](bool include_end = false) {
- if (auto res = builder.try_find_literal("<|end|>")) {
- return res->prelude + (include_end ? builder.str(res->groups[0]) : "");
- }
- return builder.consume_rest();
- };
- auto handle_tool_call = [&](const std::string & name) {
- if (auto args = builder.try_consume_json_with_dumped_args({{}})) {
- if (builder.syntax().parse_tool_calls) {
- if (!builder.add_tool_call(name, "", args->value) || args->is_partial) {
- throw common_chat_msg_partial_exception("incomplete tool call");
- }
- } else if (args->is_partial) {
- throw common_chat_msg_partial_exception("incomplete tool call");
- }
- }
- };
- auto regex_match = [](const common_regex & regex, const std::string & input) -> std::optional<common_regex_match> {
- auto match = regex.search(input, 0, true);
- if (match.type == COMMON_REGEX_MATCH_TYPE_FULL) {
- return match;
- }
- return std::nullopt;
- };
- do {
- auto header_start_pos = builder.pos();
- auto content_start = builder.try_find_literal("<|message|>");
- if (!content_start) {
- throw common_chat_msg_partial_exception("incomplete header");
- }
- auto header = content_start->prelude;
- if (auto match = regex_match(tool_call1_regex, header)) {
- auto group = match->groups[1];
- auto name = header.substr(group.begin, group.end - group.begin);
- handle_tool_call(name);
- continue;
- }
- if (auto match = regex_match(tool_call2_regex, header)) {
- auto group = match->groups[2];
- auto name = header.substr(group.begin, group.end - group.begin);
- handle_tool_call(name);
- continue;
- }
- if (regex_match(analysis_regex, header)) {
- builder.move_to(header_start_pos);
- if (builder.syntax().reasoning_format == COMMON_REASONING_FORMAT_NONE || builder.syntax().reasoning_in_content) {
- builder.add_content(consume_end(true));
- } else {
- builder.try_parse_reasoning("<|channel|>analysis<|message|>", "<|end|>");
- }
- continue;
- }
- if(regex_match(final_regex, header) || regex_match(preamble_regex, header)) {
- builder.add_content(consume_end());
- continue;
- }
- // Possibly a malformed message, attempt to recover by rolling
- // back to pick up the next <|start|>
- LOG_DBG("%s: unknown header from message: %s\n", __func__, header.c_str());
- builder.move_to(header_start_pos);
- } while (builder.try_find_regex(start_regex, std::string::npos, false));
- auto remaining = builder.consume_rest();
- if (!remaining.empty()) {
- LOG_DBG("%s: content after last message: %s\n", __func__, remaining.c_str());
- }
- }
- static common_chat_params common_chat_params_init_firefunction_v2(const common_chat_template & tmpl, const struct templates_params & inputs) {
- LOG_DBG("%s\n", __func__);
- common_chat_params data;
- const std::optional<json> tools_override = json();
- const std::optional<json> additional_context = json {
- {"datetime", format_time(inputs.now, "%b %d %Y %H:%M:%S GMT")},
- {"functions", json(inputs.tools.empty() ? "" : inputs.tools.dump(2))},
- };
- data.prompt = apply(tmpl, inputs, /* messages_override =*/ std::nullopt, tools_override, additional_context);
- if (inputs.tools.is_array() && !inputs.tools.empty()) {
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- auto schemas = json::array();
- foreach_function(inputs.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- schemas.push_back({
- {"type", "object"},
- {"properties", {
- {"name", {
- {"type", "string"},
- {"const", function.at("name")},
- }},
- {"arguments", function.at("parameters")},
- }},
- {"required", json::array({"name", "arguments", "id"})},
- });
- });
- auto schema = json {
- {"type", "array"},
- {"items", schemas.size() == 1 ? schemas[0] : json {{"anyOf", schemas}}},
- {"minItems", 1},
- };
- if (!inputs.parallel_tool_calls) {
- schema["maxItems"] = 1;
- }
- builder.add_rule("root", "\" functools\"? " + builder.add_schema("tool_calls", schema));
- });
- data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, " functools["});
- data.preserved_tokens = {
- " functools[",
- };
- data.format = COMMON_CHAT_FORMAT_FIREFUNCTION_V2;
- } else {
- data.format = COMMON_CHAT_FORMAT_CONTENT_ONLY;
- }
- return data;
- }
- static void common_chat_parse_firefunction_v2(common_chat_msg_parser & builder) {
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- static const common_regex prefix(regex_escape(" functools["));
- parse_prefixed_json_tool_call_array(builder, prefix, /* rstrip_prefix= */ 1);
- }
- static common_chat_params common_chat_params_init_functionary_v3_2(const common_chat_template & tmpl, const struct templates_params & inputs) {
- // >>>all\nlet's call functions>>>fn1\n{"arg1": 1...}\n>>>fn2\n{"arg1": 1...}...
- // Using ">>>f1\n", ">>>f2\n"... as trigger words for the grammar
- // If the function is python, we also allow raw python code (if the line after `python\n` doesn't start w/ opening `{`), which the model seems to prefer for multiline code.
- common_chat_params data;
- data.prompt = apply(tmpl, inputs);
- data.format = COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2;
- if (inputs.tools.is_array() && !inputs.tools.empty()) {
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- std::vector<std::string> first_tool_rules;
- std::vector<std::string> subsequent_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");
- builder.resolve_refs(parameters);
- std::string args_pattern = "[\\s\\S]*";
- auto args_rule = builder.add_schema(name + "-args", parameters);
- if (name == "python") {
- args_rule = builder.add_rule(name + "-maybe-raw-args", args_rule + " | [^{] .*");
- } else {
- args_pattern = "\\{" + args_pattern;
- }
- auto call_rule = builder.add_rule(name + "-call", "\"" + name + "\\n\" " + args_rule);
- first_tool_rules.push_back(call_rule);
- if (inputs.parallel_tool_calls) {
- subsequent_tool_rules.push_back(builder.add_rule(name + "-call2", "\">>>\" " + call_rule));
- }
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL,
- "((?:[\\s\\S]+?>>>)?" + regex_escape(name) + "\n)" + args_pattern,
- });
- });
- data.preserved_tokens = {
- "<|end_header_id|>",
- };
- auto first_rule = first_tool_rules.empty() ? "" : builder.add_rule("first_tool_call", string_join(first_tool_rules, " | ")) + " space";
- if (inputs.parallel_tool_calls) {
- auto subsequent_rule = builder.add_rule("subsequent_tool_call", string_join(subsequent_tool_rules, " | ")) + " space";
- builder.add_rule("root", first_rule + " (" + subsequent_rule + ")*");
- } else {
- builder.add_rule("root", first_rule);
- }
- });
- }
- return data;
- }
- static void common_chat_parse_functionary_v3_2(common_chat_msg_parser & builder) {
- static const common_regex function_regex_start_only(R"((\w+\n\{|python\n|all\n))");
- static const common_regex function_regex(R"(>>>(\w+\n\{|python\n|all\n))");
- static const common_regex close_regex(R"(\s*)");
- parse_json_tool_calls(
- builder,
- std::nullopt,
- function_regex_start_only,
- function_regex,
- close_regex,
- std::nullopt,
- /* allow_raw_python= */ true,
- /* get_function_name= */ [&](const auto & res) -> std::string {
- auto at_start = res.groups[0].begin == 0;
- auto name = builder.str(res.groups[1]);
- if (!name.empty() && name.back() == '{') {
- // Unconsume the opening brace '{' to ensure the JSON parsing goes well.
- builder.move_back(1);
- }
- auto idx = name.find_last_not_of("\n{");
- name = name.substr(0, idx + 1);
- if (at_start && name == "all") {
- return "";
- }
- return name;
- });
- }
- static common_chat_params common_chat_params_init_functionary_v3_1_llama_3_1(const common_chat_template & tmpl, const struct templates_params & inputs) {
- // https://github.com/MeetKai/functionary/blob/main/tests/prompt_test_v3-llama3.1.txt
- common_chat_params data;
- if (!inputs.tools.is_null()) {
- std::string python_code_argument_name;
- auto has_raw_python = false;
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_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.at("function");
- const auto & parameters = function.at("parameters");
- std::string name = function.at("name");
- if (name == "python" || name == "ipython") {
- if (!parameters.contains("type")) {
- throw std::runtime_error("Missing type in python tool");
- }
- has_raw_python = true;
- const auto & type = parameters.at("type");
- if (type == "object") {
- auto properties = parameters.at("properties");
- for (auto it = properties.begin(); it != properties.end(); ++it) {
- if (it.value().at("type") == "string") {
- if (!python_code_argument_name.empty()) {
- throw std::runtime_error("Multiple string arguments found in python tool");
- }
- python_code_argument_name = it.key();
- }
- }
- if (python_code_argument_name.empty()) {
- throw std::runtime_error("No string argument found in python tool");
- }
- } else if (type != "string") {
- throw std::runtime_error("Invalid type in python tool: " + type.dump());
- }
- }
- tool_rules.push_back(builder.add_rule(name + "-call", "\"<function=" + name + ">\" " + builder.add_schema(name + "-args", parameters) + " \"</function>\" space"));
- });
- if (has_raw_python) {
- tool_rules.push_back(builder.add_rule("python-call", "\"<|python_tag|>\" .*"));
- data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<|python_tag|>"});
- data.preserved_tokens.push_back("<|python_tag|>");
- }
- auto tool_call = builder.add_rule("tool_call", string_join(tool_rules, " | ")) + " space";
- builder.add_rule("root", inputs.parallel_tool_calls ? "(" + tool_call + ")+" : tool_call);
- data.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<function="});
- });
- data.format = COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1;
- } else {
- data.format = COMMON_CHAT_FORMAT_CONTENT_ONLY;
- }
- data.prompt = apply(tmpl, inputs);
- // TODO: if (has_raw_python)
- return data;
- }
- static void common_chat_parse_functionary_v3_1_llama_3_1(common_chat_msg_parser & builder) {
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- // This version of Functionary still supports the llama 3.1 tool call format for the python tool.
- static const common_regex python_tag_regex(regex_escape("<|python_tag|>"));
- static const common_regex function_regex(R"(<function=(\w+)>)");
- static const common_regex close_regex(R"(</function>)");
- parse_json_tool_calls(
- builder,
- /* block_open= */ std::nullopt,
- /* function_regex_start_only= */ std::nullopt,
- function_regex,
- close_regex,
- std::nullopt);
- if (auto res = builder.try_find_regex(python_tag_regex)) {
- auto arguments = wrap_code_as_arguments(builder, builder.consume_rest());
- builder.add_tool_call("python", "", arguments);
- return;
- }
- }
- static common_chat_params common_chat_params_init_hermes_2_pro(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- json extra_context = json {
- {"enable_thinking", inputs.enable_thinking},
- };
- extra_context.update(inputs.extra_context);
- data.prompt = apply(tmpl, inputs, /* messages_override =*/ std::nullopt, /* tools_override= */ std::nullopt, extra_context);
- data.format = COMMON_CHAT_FORMAT_HERMES_2_PRO;
- if (string_ends_with(data.prompt, "<think>\n")) {
- if (!extra_context["enable_thinking"]) {
- data.prompt += "</think>";
- } else {
- data.thinking_forced_open = true;
- }
- }
- if (!inputs.tools.is_null()) {
- // (content)?(<tool_call>{"name": "foo", "arguments": {"a": 1}}</tool_call>)*
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- std::vector<std::string> tool_rules;
- std::vector<std::string> tool_call_alts;
- std::vector<std::string> escaped_names;
- foreach_function(inputs.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- std::string name = function.at("name");
- auto parameters = function.at("parameters");
- builder.resolve_refs(parameters);
- tool_rules.push_back(builder.add_schema(name + "-call", {
- {"type", "object"},
- {"properties", json {
- {"name", json {{"const", name}}},
- {"arguments", parameters},
- }},
- {"required", json::array({"name", "arguments"})},
- }));
- tool_call_alts.push_back(builder.add_rule(
- name + "-function-tag",
- "\"<function\" ( \"=" + name + "\" | \" name=\\\"" + name + "\\\"\" ) \">\" space " +
- builder.add_schema(name + "-args", parameters) + " "
- "\"</function>\" space"));
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_WORD,
- "<function=" + name + ">",
- });
- auto escaped_name = regex_escape(name);
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN,
- "<function\\s+name\\s*=\\s*\"" + escaped_name + "\"",
- });
- escaped_names.push_back(escaped_name);
- });
- auto any_tool_call = builder.add_rule("any_tool_call", "( " + string_join(tool_rules, " | ") + " ) space");
- std::vector<std::string> alt_tags {
- any_tool_call,
- "\"<tool_call>\" space " + any_tool_call + " \"</tool_call>\"",
- // The rest is just to accommodate common "good bad" outputs.
- "\"<function_call>\" space " + any_tool_call + " \"</function_call>\"",
- "\"<response>\" space " + any_tool_call + " \"</response>\"",
- "\"<tools>\" space " + any_tool_call + " \"</tools>\"",
- "\"<json>\" space " + any_tool_call + " \"</json>\"",
- "\"<xml>\" space " + any_tool_call + " \"</xml>\"",
- "\"<JSON>\" space " + any_tool_call + " \"</JSON>\"",
- };
- auto wrappable_tool_call = builder.add_rule("wrappable_tool_call", "( " + string_join(alt_tags, " | ") + " ) space");
- tool_call_alts.push_back(wrappable_tool_call);
- tool_call_alts.push_back(
- "( \"```\\n\" | \"```json\\n\" | \"```xml\\n\" ) space " + wrappable_tool_call + " space \"```\" space ");
- auto tool_call = builder.add_rule("tool_call", string_join(tool_call_alts, " | "));
- builder.add_rule("root",
- std::string(data.thinking_forced_open ? "( \"</think>\" space )? " : "") +
- (inputs.parallel_tool_calls ? "(" + tool_call + ")+" : tool_call));
- // Trigger on some common known "good bad" outputs (only from the start and with a json that's about a specific argument name to avoid false positives)
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL,
- // If thinking_forced_open, then we capture the </think> tag in the grammar,
- // (important for required tool choice) and in the trigger's first capture (decides what is sent to the grammar)
- std::string(data.thinking_forced_open ? "[\\s\\S]*?(</think>\\s*)" : "(?:<think>[\\s\\S]*?</think>\\s*)?") + (
- "\\s*("
- "(?:<tool_call>"
- "|<function"
- "|(?:```(?:json|xml)?\n\\s*)?(?:<function_call>|<tools>|<xml><json>|<response>)?"
- "\\s*\\{\\s*\"name\"\\s*:\\s*\"(?:" + string_join(escaped_names, "|") + ")\""
- ")"
- ")[\\s\\S]*"
- ),
- });
- data.preserved_tokens = {
- "<think>",
- "</think>",
- "<tool_call>",
- "</tool_call>",
- "<function",
- "<tools>",
- "</tools>",
- "<response>",
- "</response>",
- "<function_call>",
- "</function_call>",
- "<json>",
- "</json>",
- "<JSON>",
- "</JSON>",
- "```",
- "```json",
- "```xml",
- };
- });
- }
- return data;
- }
- static void common_chat_parse_hermes_2_pro(common_chat_msg_parser & builder) {
- builder.try_parse_reasoning("<think>", "</think>");
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- static const common_regex open_regex(
- "(?:"
- "(```(?:xml|json)?\\n\\s*)?" // match 1 (block_start)
- "(" // match 2 (open_tag)
- "<tool_call>"
- "|<function_call>"
- "|<tool>"
- "|<tools>"
- "|<response>"
- "|<json>"
- "|<xml>"
- "|<JSON>"
- ")?"
- "(\\s*\\{\\s*\"name\")" // match 3 (named tool call)
- ")"
- "|<function=([^>]+)>" // match 4 (function name)
- "|<function name=\"([^\"]+)\">" // match 5 (function name again)
- );
- while (auto res = builder.try_find_regex(open_regex)) {
- const auto & block_start = res->groups[1];
- std::string block_end = block_start.empty() ? "" : "```";
- const auto & open_tag = res->groups[2];
- std::string close_tag;
- if (!res->groups[3].empty()) {
- builder.move_to(res->groups[3].begin);
- close_tag = open_tag.empty() ? "" : "</" + builder.str(open_tag).substr(1);
- if (auto tool_call = builder.try_consume_json_with_dumped_args({{"arguments"}})) {
- if (!builder.add_tool_call(tool_call->value) || tool_call->is_partial) {
- throw common_chat_msg_partial_exception("incomplete tool call");
- }
- builder.consume_spaces();
- builder.consume_literal(close_tag);
- builder.consume_spaces();
- if (!block_end.empty()) {
- builder.consume_literal(block_end);
- builder.consume_spaces();
- }
- } else {
- throw common_chat_msg_partial_exception("failed to parse tool call");
- }
- } else {
- auto function_name = builder.str(res->groups[4]);
- if (function_name.empty()) {
- function_name = builder.str(res->groups[5]);
- }
- GGML_ASSERT(!function_name.empty());
- close_tag = "</function>";
- if (auto arguments = builder.try_consume_json_with_dumped_args({{}})) {
- if (!builder.add_tool_call(function_name, "", arguments->value) || arguments->is_partial) {
- throw common_chat_msg_partial_exception("incomplete tool call");
- }
- builder.consume_spaces();
- builder.consume_literal(close_tag);
- builder.consume_spaces();
- if (!block_end.empty()) {
- builder.consume_literal(block_end);
- builder.consume_spaces();
- }
- }
- }
- }
- builder.add_content(builder.consume_rest());
- }
- static common_chat_params common_chat_params_init_granite(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- // Pass thinking context for Granite template
- json additional_context = {
- {"thinking", inputs.enable_thinking},
- };
- data.prompt = apply(tmpl, inputs, /* messages_override= */ std::nullopt, /* tools_override= */ std::nullopt, additional_context);
- data.format = COMMON_CHAT_FORMAT_GRANITE;
- if (string_ends_with(data.prompt, "<think>\n") || string_ends_with(data.prompt, "<think>")) {
- if (!inputs.enable_thinking) {
- data.prompt += "</think>";
- } else {
- data.thinking_forced_open = true;
- }
- }
- if (!inputs.tools.is_null()) {
- // Granite uses <|tool_call|> followed by JSON list
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_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.at("function");
- std::string name = function.at("name");
- auto parameters = function.at("parameters");
- builder.resolve_refs(parameters);
- tool_rules.push_back(builder.add_rule(name + "-call", builder.add_schema(name +
- "-args", {
- {"type", "object"},
- {"properties", {
- {"name", {{"const", name}}},
- {"arguments", parameters},
- }},
- {"required", json::array({"name", "arguments"})},
- })));
- });
- auto tool_call = builder.add_rule("tool_call", string_join(tool_rules, " | "));
- auto tool_list = builder.add_rule("tool_list", "\"[\" space " + tool_call + " (\",\" space " + tool_call + ")* space \"]\"");
- if (data.thinking_forced_open) {
- builder.add_rule("root", "\"</think>\" space \"<response>\" space [^<]* \"</response>\" space \"<|tool_call|>\" space " + tool_list);
- } else {
- builder.add_rule("root", "\"<|tool_call|>\" space " + tool_list);
- }
- data.grammar_triggers.push_back({
- COMMON_GRAMMAR_TRIGGER_TYPE_WORD,
- "<|tool_call|>"
- });
- data.preserved_tokens = {
- "<think>",
- "</think>",
- "<response>",
- "</response>",
- "<|tool_call|>",
- };
- });
- } else {
- // Handle thinking tags for non-tool responses
- if (data.thinking_forced_open && inputs.enable_thinking) {
- data.grammar_lazy = false;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- builder.add_rule("root", "\"</think>\" space \"<response>\" space .* \"</response>\" space");
- });
- data.preserved_tokens = {
- "<think>",
- "</think>",
- "<response>",
- "</response>",
- };
- }
- }
- return data;
- }
- static void common_chat_parse_granite(common_chat_msg_parser & builder) {
- // Parse thinking tags
- static const common_regex start_think_regex(regex_escape("<think>"));
- static const common_regex end_think_regex(regex_escape("</think>"));
- // Granite models output partial tokens such as "<" and "<think".
- // By leveraging try_consume_regex()/try_find_regex() throwing
- // common_chat_msg_partial_exception for these partial tokens,
- // processing is interrupted and the tokens are not passed to add_content().
- if (auto res = builder.try_consume_regex(start_think_regex)) {
- // Restore position for try_parse_reasoning()
- builder.move_to(res->groups[0].begin);
- builder.try_find_regex(end_think_regex, std::string::npos, false);
- // Restore position for try_parse_reasoning()
- builder.move_to(res->groups[0].begin);
- }
- builder.try_parse_reasoning("<think>", "</think>");
- // Parse response tags
- static const common_regex start_response_regex(regex_escape("<response>"));
- static const common_regex end_response_regex(regex_escape("</response>"));
- // Granite models output partial tokens such as "<" and "<response".
- // Same hack as reasoning parsing.
- if (builder.try_consume_regex(start_response_regex)) {
- builder.try_find_regex(end_response_regex);
- }
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- // Look for tool calls
- static const common_regex tool_call_regex(regex_escape("<|tool_call|>"));
- if (auto res = builder.try_find_regex(tool_call_regex)) {
- builder.move_to(res->groups[0].end);
- // Expect JSON array of tool calls
- if (auto tool_call = builder.try_consume_json_with_dumped_args({{{"arguments"}}})) {
- if (!builder.add_tool_calls(tool_call->value) || tool_call->is_partial) {
- throw common_chat_msg_partial_exception("incomplete tool call");
- }
- }
- } else {
- builder.add_content(builder.consume_rest());
- }
- }
- static void common_chat_parse_nemotron_v2(common_chat_msg_parser & builder) {
- // Parse thinking tags
- builder.try_parse_reasoning("<think>", "</think>");
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- // Look for tool calls
- static const common_regex tool_call_regex(regex_escape("<TOOLCALL>"));
- if (auto res = builder.try_find_regex(tool_call_regex)) {
- builder.move_to(res->groups[0].end);
- // Expect JSON array of tool calls
- auto tool_calls_data = builder.consume_json();
- if (tool_calls_data.json.is_array()) {
- if (!builder.try_consume_literal("</TOOLCALL>")) {
- throw common_chat_msg_partial_exception("Incomplete tool call");
- }
- builder.add_tool_calls(tool_calls_data.json);
- } else {
- throw common_chat_msg_partial_exception("Incomplete tool call");
- }
- }
- builder.add_content(builder.consume_rest());
- }
- static void common_chat_parse_apertus(common_chat_msg_parser & builder) {
- // Parse thinking tags
- builder.try_parse_reasoning("<|inner_prefix|>", "<|inner_suffix|>");
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- // Look for tool calls
- static const common_regex tool_call_regex(regex_escape("<|tools_prefix|>"));
- if (auto res = builder.try_find_regex(tool_call_regex)) {
- builder.move_to(res->groups[0].end);
- auto tool_calls_data = builder.consume_json();
- if (tool_calls_data.json.is_array()) {
- builder.consume_spaces();
- if (!builder.try_consume_literal("<|tools_suffix|>")) {
- throw common_chat_msg_partial_exception("Incomplete tool call");
- }
- for (const auto & value : tool_calls_data.json) {
- if (value.is_object()) {
- builder.add_tool_call_short_form(value);
- }
- }
- } else {
- throw common_chat_msg_partial_exception("Incomplete tool call");
- }
- }
- builder.add_content(builder.consume_rest());
- }
- static void common_chat_parse_lfm2(common_chat_msg_parser & builder) {
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- // LFM2 format: <|tool_call_start|>[{"name": "get_current_time", "arguments": {"location": "Paris"}}]<|tool_call_end|>
- static const common_regex tool_call_start_regex(regex_escape("<|tool_call_start|>"));
- static const common_regex tool_call_end_regex(regex_escape("<|tool_call_end|>"));
- // Loop through all tool calls
- while (auto res = builder.try_find_regex(tool_call_start_regex, std::string::npos, /* add_prelude_to_content= */ true)) {
- builder.move_to(res->groups[0].end);
- // Parse JSON array format: [{"name": "...", "arguments": {...}}]
- auto tool_calls_data = builder.consume_json();
- // Consume end marker
- builder.consume_spaces();
- if (!builder.try_consume_regex(tool_call_end_regex)) {
- throw common_chat_msg_partial_exception("Expected <|tool_call_end|>");
- }
- // Process each tool call in the array
- if (tool_calls_data.json.is_array()) {
- for (const auto & tool_call : tool_calls_data.json) {
- if (!tool_call.is_object()) {
- throw common_chat_msg_partial_exception("Tool call must be an object");
- }
- if (!tool_call.contains("name")) {
- throw common_chat_msg_partial_exception("Tool call missing 'name' field");
- }
- std::string function_name = tool_call.at("name");
- std::string arguments = "{}";
- if (tool_call.contains("arguments")) {
- if (tool_call.at("arguments").is_object()) {
- arguments = tool_call.at("arguments").dump();
- } else if (tool_call.at("arguments").is_string()) {
- arguments = tool_call.at("arguments");
- }
- }
- if (!builder.add_tool_call(function_name, "", arguments)) {
- throw common_chat_msg_partial_exception("Incomplete tool call");
- }
- }
- } else {
- throw common_chat_msg_partial_exception("Expected JSON array for tool calls");
- }
- // Consume any trailing whitespace after this tool call
- builder.consume_spaces();
- }
- // Consume any remaining content after all tool calls
- auto remaining = builder.consume_rest();
- if (!string_strip(remaining).empty()) {
- builder.add_content(remaining);
- }
- }
- static void common_chat_parse_seed_oss(common_chat_msg_parser & builder) {
- // Parse thinking tags first - this handles the main reasoning content
- builder.try_parse_reasoning("<seed:think>", "</seed:think>");
- if (!builder.syntax().parse_tool_calls) {
- builder.add_content(builder.consume_rest());
- return;
- }
- // Parse tool calls - Seed-OSS uses <seed:tool_call> format
- static const common_regex tool_call_begin_regex("<seed:tool_call>");
- static const common_regex tool_call_end_regex("</seed:tool_call>");
- static const common_regex function_regex("<function=([^>]+)>");
- static const common_regex param_regex("<parameter=([^>]+)>");
- while (auto tool_res = builder.try_find_regex(tool_call_begin_regex)) {
- builder.consume_spaces(); // Consume whitespace after <seed:tool_call>
- // Look for function call inside tool call, ignore any content before it
- if (auto func_res = builder.try_find_regex(function_regex, std::string::npos, false)) {
- auto function_name = builder.str(func_res->groups[1]);
- // Parse Seed-OSS parameters <parameter=name>value</parameter>
- json args = json::object();
- // Parse all parameters
- while (auto param_res = builder.try_find_regex(param_regex, std::string::npos, false)) {
- // again, ignore noise around parameters
- auto param_name = builder.str(param_res->groups[1]);
- builder.move_to(param_res->groups[0].end);
- builder.consume_spaces(); // Consume whitespace after parameter
- auto savedPos = builder.pos();
- if (auto param_parse = builder.try_find_literal("</parameter>")) {
- auto param = param_parse->prelude;
- builder.move_to(savedPos);
- try {
- if (auto param_res = builder.try_consume_json()) {
- args[param_name] = param_res->json;
- } else {
- args[param_name] = param;
- }
- } catch (json::exception &) {
- args[param_name] = param;
- }
- } else {
- throw common_chat_msg_partial_exception("Incomplete tool parameter");
- }
- }
- // Look for closing function tag
- auto end_func = builder.try_find_literal("</function>");
- if (end_func) {
- builder.move_to(end_func->groups[0].end);
- builder.consume_spaces(); // Consume whitespace after </function>
- // Add the tool call with parsed arguments, but only if we REALLY got the literal
- auto eaten_fragment = builder.input().substr(end_func->groups[0].begin, end_func->groups[0].end);
- auto funlen = std::string("</function>").length();
- if (eaten_fragment.length() >= funlen && eaten_fragment.substr(0, funlen) == std::string("</function>")) {
- if (!builder.add_tool_call(function_name, "", args.dump())) {
- throw common_chat_msg_partial_exception("Incomplete tool call");
- }
- } else {
- throw common_chat_msg_partial_exception("Incomplete tool call");
- }
- } else {
- throw common_chat_msg_partial_exception("Incomplete tool call");
- }
- // Look for closing tool call tag
- if (auto end_tool = builder.try_find_regex(tool_call_end_regex, std::string::npos, false)) {
- builder.move_to(end_tool->groups[0].end);
- builder.consume_spaces(); // Consume trailing whitespace after tool call
- } else {
- throw common_chat_msg_partial_exception("Incomplete tool call");
- }
- } else {
- // No function found - don't consume content here, let it be handled at the end
- break;
- }
- }
- // Consume any remaining whitespace after all tool call processing
- builder.consume_spaces();
- auto remaining = builder.consume_rest();
- // If there's any non-whitespace content remaining, add it as content
- if (!string_strip(remaining).empty()) {
- builder.add_content(remaining);
- }
- }
- static common_chat_params common_chat_params_init_without_tools(const common_chat_template & tmpl, const struct templates_params & inputs) {
- common_chat_params data;
- data.prompt = apply(tmpl, inputs);
- data.format = COMMON_CHAT_FORMAT_CONTENT_ONLY;
- data.grammar_lazy = false;
- if (!inputs.json_schema.is_null()) {
- if (!inputs.grammar.empty()) {
- throw std::runtime_error("Either \"json_schema\" or \"grammar\" can be specified, but not both");
- }
- data.grammar = json_schema_to_grammar(inputs.json_schema);
- } else {
- data.grammar = inputs.grammar;
- }
- return data;
- }
- static common_chat_params common_chat_params_init_seed_oss(
- const common_chat_template & tmpl,
- templates_params & params,
- const common_chat_templates_inputs & inputs)
- {
- common_chat_params data;
- data.prompt = apply(tmpl, params);
- data.format = COMMON_CHAT_FORMAT_SEED_OSS;
- if (string_ends_with(data.prompt, "<seed:think>")) {
- if (!inputs.enable_thinking) {
- data.prompt += "</seed:think>";
- } else {
- data.thinking_forced_open = true;
- }
- }
- if (params.tools.is_array() && !params.tools.empty()) {
- data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
- data.grammar = build_grammar([&](const common_grammar_builder & builder) {
- std::vector<std::string> tool_rules;
- foreach_function(params.tools, [&](const json & tool) {
- const auto & function = tool.at("function");
- std::string name = function.at("name");
- auto parameters = function.at("parameters");
- builder.resolve_refs(parameters);
- // Create rule for Seed-OSS function call format
- std::string param_rules;
- if (parameters.contains("properties")) {
- for (const auto & [key, value] : parameters.at("properties").items()) {
- param_rules += "\"<parameter=" + key + ">\"" + builder.add_schema(name + "-arg-" + key, value) +
- "\"</parameter>\"";
- }
- }
- tool_rules.push_back(builder.add_rule(name + "-call",
- "\"<seed:tool_call>\" space \"<function=" + name + ">\" space " +
- param_rules +
- " \"</function>\" space \"</seed:tool_call>\""));
- });
- data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<seed:tool_call>" });
- data.preserved_tokens = {
- "<seed:think>", "</seed:think>", "<seed:tool_call>", "</seed:tool_call>",
- "<function=", "</function>", "<parameter=", "</parameter>",
- };
- builder.add_rule("root", string_join(tool_rules, " | "));
- });
- }
- return data;
- }
- static common_chat_params common_chat_templates_apply_jinja(
- const struct common_chat_templates * tmpls,
- const struct common_chat_templates_inputs & inputs)
- {
- templates_params params;
- params.tools = common_chat_tools_to_json_oaicompat<json>(inputs.tools);
- const auto & tmpl = params.tools.is_array() && tmpls->template_tool_use
- ? *tmpls->template_tool_use
- : *tmpls->template_default;
- const auto & src = tmpl.source();
- const auto & caps = tmpl.original_caps();
- params.messages = common_chat_msgs_to_json_oaicompat<json>(inputs.messages, /* concat_text= */ !tmpl.original_caps().requires_typed_content);
- params.add_generation_prompt = inputs.add_generation_prompt;
- params.tool_choice = inputs.tool_choice;
- params.enable_thinking = inputs.enable_thinking;
- params.grammar = inputs.grammar;
- params.now = inputs.now;
- params.add_bos = tmpls->add_bos;
- params.add_eos = tmpls->add_eos;
- params.extra_context = json::object();
- for (auto el : inputs.chat_template_kwargs) {
- params.extra_context[el.first] = json::parse(el.second);
- }
- if (!inputs.json_schema.empty()) {
- params.json_schema = json::parse(inputs.json_schema);
- }
- if (inputs.parallel_tool_calls && !tmpl.original_caps().supports_parallel_tool_calls) {
- LOG_DBG("Disabling parallel_tool_calls because the template does not support it\n");
- params.parallel_tool_calls = false;
- } else {
- params.parallel_tool_calls = inputs.parallel_tool_calls;
- }
- if (params.tools.is_array()) {
- if (params.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE && !params.grammar.empty()) {
- throw std::runtime_error("Cannot specify grammar with tools");
- }
- if (caps.supports_tool_calls && !caps.supports_tools) {
- 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");
- }
- }
- // DeepSeek V3.1: detect based on specific patterns in the template
- if (src.find("message['prefix'] is defined and message['prefix'] and thinking") != std::string::npos &&
- params.json_schema.is_null()) {
- return common_chat_params_init_deepseek_v3_1(tmpl, params);
- }
- // DeepSeek R1: use handler in all cases except json schema (thinking / tools).
- if (src.find("<|tool▁calls▁begin|>") != std::string::npos && params.json_schema.is_null()) {
- return common_chat_params_init_deepseek_r1(tmpl, params);
- }
- // Command R7B: : use handler in all cases except json schema (thinking / tools).
- if (src.find("<|END_THINKING|><|START_ACTION|>") != std::string::npos && params.json_schema.is_null()) {
- return common_chat_params_init_command_r7b(tmpl, params);
- }
- // Granite (IBM) - detects thinking / tools support
- if (src.find("elif thinking") != std::string::npos && src.find("<|tool_call|>") != std::string::npos) {
- return common_chat_params_init_granite(tmpl, params);
- }
- // Hermes 2/3 Pro, Qwen 2.5 Instruct (w/ tools)
- if (src.find("<tool_call>") != std::string::npos && params.json_schema.is_null()) {
- return common_chat_params_init_hermes_2_pro(tmpl, params);
- }
- // GPT-OSS
- if (src.find("<|channel|>") != std::string::npos) {
- return common_chat_params_init_gpt_oss(tmpl, params);
- }
- // Seed-OSS
- if (src.find("<seed:think>") != std::string::npos) {
- return common_chat_params_init_seed_oss(tmpl, params, inputs);
- }
- // Nemotron v2
- if (src.find("<SPECIAL_10>") != std::string::npos) {
- return common_chat_params_init_nemotron_v2(tmpl, params);
- }
- // Apertus format detection
- if (src.find("<|system_start|>") != std::string::npos && src.find("<|tools_prefix|>") != std::string::npos) {
- return common_chat_params_init_apertus(tmpl, params);
- }
- // LFM2 (w/ tools)
- if (src.find("List of tools: <|tool_list_start|>[") != std::string::npos &&
- src.find("]<|tool_list_end|>") != std::string::npos) {
- return common_chat_params_init_lfm2(tmpl, params);
- }
- // Use generic handler when mixing tools + JSON schema.
- // TODO: support that mix in handlers below.
- if ((params.tools.is_array() && params.json_schema.is_object())) {
- return common_chat_params_init_generic(tmpl, params);
- }
- // Functionary prepends "all\n" to plain content outputs, so we use its handler in all cases.
- if (src.find(">>>all") != std::string::npos) {
- return common_chat_params_init_functionary_v3_2(tmpl, params);
- }
- // Firefunction v2 requires datetime and functions in the context even w/o tools, so we also use its handler in all cases.
- if (src.find(" functools[") != std::string::npos) {
- return common_chat_params_init_firefunction_v2(tmpl, params);
- }
- // Functionary v3.1 (w/ tools)
- if (src.find("<|start_header_id|>") != std::string::npos
- && src.find("<function=") != std::string::npos) {
- return common_chat_params_init_functionary_v3_1_llama_3_1(tmpl, params);
- }
- // Llama 3.1, 3.2, 3.3 (also requires date_string so using it even w/o tools)
- if (src.find("<|start_header_id|>ipython<|end_header_id|>") != std::string::npos) {
- auto allow_python_tag_builtin_tools = src.find("<|python_tag|>") != std::string::npos;
- return common_chat_params_init_llama_3_x(tmpl, params, allow_python_tag_builtin_tools);
- }
- if (src.find("[THINK]") != std::string::npos && src.find("[/THINK]") != std::string::npos) {
- return common_chat_params_init_magistral(tmpl, params);
- }
- // Plain handler (no tools)
- if (params.tools.is_null() || inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_NONE) {
- return common_chat_params_init_without_tools(tmpl, params);
- }
- // Mistral Nemo (w/ tools)
- if (src.find("[TOOL_CALLS]") != std::string::npos) {
- return common_chat_params_init_mistral_nemo(tmpl, params);
- }
- // Generic fallback
- return common_chat_params_init_generic(tmpl, params);
- }
- // Legacy template route (adhoc C++ implementation of known templates), forward to llama_chat_apply_template.
- static common_chat_params common_chat_templates_apply_legacy(
- const struct common_chat_templates * tmpls,
- const struct common_chat_templates_inputs & inputs)
- {
- int alloc_size = 0;
- std::vector<llama_chat_message> chat;
- std::vector<std::string> contents;
- for (const auto & msg : inputs.messages) {
- auto content = msg.content;
- for (const auto & part : msg.content_parts) {
- if (part.type != "text") {
- LOG_WRN("Ignoring non-text content part: %s\n", part.type.c_str());
- continue;
- }
- if (!content.empty()) {
- content += "\n";;
- }
- content += part.text;
- }
- contents.emplace_back(std::move(content));
- }
- for (size_t i = 0; i < contents.size(); ++i) {
- const auto & msg = inputs.messages[i];
- const auto & content = contents[i];
- chat.push_back({msg.role.c_str(), content.c_str()});
- alloc_size += (msg.role.size() + content.size()) * 1.25;
- }
- std::vector<char> buf(alloc_size);
- // run the first time to get the total output length
- const auto & src = tmpls->template_default->source();
- int32_t res = llama_chat_apply_template(src.c_str(), chat.data(), chat.size(), inputs.add_generation_prompt, buf.data(), buf.size());
- // error: chat template is not supported
- if (res < 0) {
- // if the custom "tmpl" is not supported, we throw an error
- // this is a bit redundant (for good), since we're not sure if user validated the custom template with llama_chat_verify_template()
- throw std::runtime_error("this custom template is not supported, try using --jinja");
- }
- // if it turns out that our buffer is too small, we resize it
- if ((size_t) res > buf.size()) {
- buf.resize(res);
- res = llama_chat_apply_template(src.c_str(), chat.data(), chat.size(), inputs.add_generation_prompt, buf.data(), buf.size());
- }
- common_chat_params params;
- params.prompt = std::string(buf.data(), res);
- if (!inputs.json_schema.empty()) {
- params.grammar = json_schema_to_grammar(json::parse(inputs.json_schema));
- } else {
- params.grammar = inputs.grammar;
- }
- return params;
- }
- common_chat_params common_chat_templates_apply(
- const struct common_chat_templates * tmpls,
- const struct common_chat_templates_inputs & inputs)
- {
- GGML_ASSERT(tmpls != nullptr);
- return inputs.use_jinja
- ? common_chat_templates_apply_jinja(tmpls, inputs)
- : common_chat_templates_apply_legacy(tmpls, inputs);
- }
- static void common_chat_parse_content_only(common_chat_msg_parser & builder) {
- builder.try_parse_reasoning("<think>", "</think>");
- builder.add_content(builder.consume_rest());
- }
- static void common_chat_parse(common_chat_msg_parser & builder) {
- LOG_DBG("Parsing input with format %s: %s\n", common_chat_format_name(builder.syntax().format), builder.input().c_str());
- switch (builder.syntax().format) {
- case COMMON_CHAT_FORMAT_CONTENT_ONLY:
- common_chat_parse_content_only(builder);
- break;
- case COMMON_CHAT_FORMAT_GENERIC:
- common_chat_parse_generic(builder);
- break;
- case COMMON_CHAT_FORMAT_MISTRAL_NEMO:
- common_chat_parse_mistral_nemo(builder);
- break;
- case COMMON_CHAT_FORMAT_MAGISTRAL:
- common_chat_parse_magistral(builder);
- break;
- case COMMON_CHAT_FORMAT_LLAMA_3_X:
- common_chat_parse_llama_3_1(builder);
- break;
- case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS:
- common_chat_parse_llama_3_1(builder, /* with_builtin_tools= */ true);
- break;
- case COMMON_CHAT_FORMAT_DEEPSEEK_R1:
- common_chat_parse_deepseek_r1(builder);
- break;
- case COMMON_CHAT_FORMAT_DEEPSEEK_V3_1:
- common_chat_parse_deepseek_v3_1(builder);
- break;
- case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2:
- common_chat_parse_functionary_v3_2(builder);
- break;
- case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1:
- common_chat_parse_functionary_v3_1_llama_3_1(builder);
- break;
- case COMMON_CHAT_FORMAT_HERMES_2_PRO:
- common_chat_parse_hermes_2_pro(builder);
- break;
- case COMMON_CHAT_FORMAT_FIREFUNCTION_V2:
- common_chat_parse_firefunction_v2(builder);
- break;
- case COMMON_CHAT_FORMAT_COMMAND_R7B:
- common_chat_parse_command_r7b(builder);
- break;
- case COMMON_CHAT_FORMAT_GRANITE:
- common_chat_parse_granite(builder);
- break;
- case COMMON_CHAT_FORMAT_GPT_OSS:
- common_chat_parse_gpt_oss(builder);
- break;
- case COMMON_CHAT_FORMAT_SEED_OSS:
- common_chat_parse_seed_oss(builder);
- break;
- case COMMON_CHAT_FORMAT_NEMOTRON_V2:
- common_chat_parse_nemotron_v2(builder);
- break;
- case COMMON_CHAT_FORMAT_APERTUS:
- common_chat_parse_apertus(builder);
- break;
- case COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS:
- common_chat_parse_lfm2(builder);
- break;
- default:
- throw std::runtime_error(std::string("Unsupported format: ") + common_chat_format_name(builder.syntax().format));
- }
- builder.finish();
- }
- common_chat_msg common_chat_parse(const std::string & input, bool is_partial, const common_chat_syntax & syntax) {
- common_chat_msg_parser builder(input, is_partial, syntax);
- try {
- common_chat_parse(builder);
- } catch (const common_chat_msg_partial_exception & ex) {
- LOG_DBG("Partial parse: %s\n", ex.what());
- if (!is_partial) {
- builder.clear_tools();
- builder.move_to(0);
- common_chat_parse_content_only(builder);
- }
- }
- auto msg = builder.result();
- if (!is_partial) {
- LOG_DBG("Parsed message: %s\n", common_chat_msgs_to_json_oaicompat<json>({msg}).at(0).dump().c_str());
- }
- return msg;
- }
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