| |
| |
| |
| |
| |
| |
| |
| |
| #pragma once |
|
|
| #include "minja.hpp" |
| #include <json.hpp> |
| #include <string> |
| #include <vector> |
|
|
| using json = nlohmann::ordered_json; |
|
|
| namespace minja { |
|
|
| struct chat_template_caps { |
| bool supports_tools = false; |
| bool supports_tool_calls = false; |
| bool supports_tool_responses = false; |
| bool supports_system_role = false; |
| bool supports_parallel_tool_calls = false; |
| bool supports_tool_call_id = false; |
| |
| |
| bool requires_object_arguments = false; |
| |
| bool requires_non_null_content = false; |
| |
| bool requires_typed_content = false; |
| }; |
|
|
| struct chat_template_inputs { |
| nlohmann::ordered_json messages; |
| nlohmann::ordered_json tools; |
| bool add_generation_prompt = true; |
| nlohmann::ordered_json extra_context; |
| std::chrono::system_clock::time_point now = std::chrono::system_clock::now(); |
| }; |
|
|
| struct chat_template_options { |
| bool apply_polyfills = true; |
| bool use_bos_token = true; |
| bool use_eos_token = true; |
| bool define_strftime_now = true; |
|
|
| bool polyfill_tools = true; |
| bool polyfill_tool_call_examples = true; |
| bool polyfill_tool_calls = true; |
| bool polyfill_tool_responses = true; |
| bool polyfill_system_role = true; |
| bool polyfill_object_arguments = true; |
| bool polyfill_typed_content = true; |
| }; |
|
|
| class chat_template { |
|
|
| private: |
| chat_template_caps caps_; |
| std::string source_; |
| std::string bos_token_; |
| std::string eos_token_; |
| std::shared_ptr<minja::TemplateNode> template_root_; |
| std::string tool_call_example_; |
|
|
| std::string try_raw_render( |
| const nlohmann::ordered_json & messages, |
| const nlohmann::ordered_json & tools, |
| bool add_generation_prompt, |
| const nlohmann::ordered_json & extra_context = nlohmann::ordered_json()) const |
| { |
| try { |
| chat_template_inputs inputs; |
| inputs.messages = messages; |
| inputs.tools = tools; |
| inputs.add_generation_prompt = add_generation_prompt; |
| inputs.extra_context = extra_context; |
| |
| inputs.now = std::chrono::system_clock::from_time_t(0); |
|
|
| chat_template_options opts; |
| opts.apply_polyfills = false; |
|
|
| auto prompt = apply(inputs, opts); |
| |
| return prompt; |
| } catch (const std::exception & e) { |
| |
| return ""; |
| } |
| } |
|
|
| public: |
|
|
| chat_template(const std::string & source, const std::string & bos_token, const std::string & eos_token) |
| : source_(source), bos_token_(bos_token), eos_token_(eos_token) |
| { |
| template_root_ = minja::Parser::parse(source_, { |
| true, |
| true, |
| false, |
| }); |
|
|
| auto contains = [](const std::string & haystack, const std::string & needle) { |
| return haystack.find(needle) != std::string::npos; |
| }; |
|
|
| const std::string user_needle = "<User Needle>"; |
| const std::string sys_needle = "<System Needle>"; |
| const json dummy_str_user_msg = {{"role", "user"}, {"content", user_needle}}; |
| const json dummy_typed_user_msg = {{"role", "user"}, {"content", json::array({{{"type", "text"}, {"text", user_needle}}})}}; |
|
|
| caps_.requires_typed_content = |
| !contains(try_raw_render(json::array({dummy_str_user_msg}), {}, false), user_needle) |
| && contains(try_raw_render(json::array({dummy_typed_user_msg}), {}, false), user_needle); |
|
|
| const auto dummy_user_msg = caps_.requires_typed_content |
| ? dummy_typed_user_msg |
| : dummy_str_user_msg; |
| const json needle_system_msg = { |
| {"role", "system"}, |
| {"content", caps_.requires_typed_content ? json::array({{{"type", "text"}, {"text", sys_needle}}}) : json(sys_needle)}, |
| }; |
|
|
| caps_.supports_system_role = contains(try_raw_render({needle_system_msg, dummy_user_msg,}, {}, false), sys_needle); |
|
|
| auto out = try_raw_render(json::array({ |
| dummy_user_msg |
| }), json::array({ |
| { |
| {"name", "some_tool"}, |
| {"type", "function"}, |
| {"function", { |
| {"name", "some_tool"}, |
| {"description", "Some tool."}, |
| {"parameters", { |
| {"type", "object"}, |
| {"properties", { |
| {"arg", { |
| {"type", "string"}, |
| {"description", "Some argument."}, |
| }}, |
| }}, |
| {"required", json::array({ "arg" })}, |
| }}, |
| }}, |
| }, |
| }), false); |
| caps_.supports_tools = contains(out, "some_tool"); |
|
|
| auto make_tool_calls_msg = [&](const json & tool_calls) { |
| return json { |
| {"role", "assistant"}, |
| {"content", nullptr}, |
| {"tool_calls", tool_calls}, |
| }; |
| }; |
| auto make_tool_call = [](const std::string & tool_name, const json & arguments) { |
| return json { |
| {"id", "call_1___"}, |
| {"type", "function"}, |
| {"function", { |
| {"arguments", arguments}, |
| {"name", tool_name}, |
| }}, |
| }; |
| }; |
| const json dummy_args_obj {{"argument_needle", "print('Hello, World!')"}}; |
|
|
| |
| out = try_raw_render(json::array({ |
| dummy_user_msg, |
| make_tool_calls_msg(json::array({make_tool_call("ipython", dummy_args_obj.dump())})), |
| }), {}, false); |
| auto tool_call_renders_str_arguments = contains(out, "\"argument_needle\":") || contains(out, "'argument_needle':"); |
| out = try_raw_render(json::array({ |
| dummy_user_msg, |
| make_tool_calls_msg(json::array({make_tool_call("ipython", dummy_args_obj)})), |
| }), {}, false); |
| auto tool_call_renders_obj_arguments = contains(out, "\"argument_needle\":") || contains(out, "'argument_needle':"); |
|
|
| caps_.supports_tool_calls = tool_call_renders_str_arguments || tool_call_renders_obj_arguments; |
| caps_.requires_object_arguments = !tool_call_renders_str_arguments && tool_call_renders_obj_arguments; |
| auto out_empty = try_raw_render(json::array({dummy_user_msg, {{"role", "assistant"}, {"content", ""}}}), {}, false); |
| auto out_null = try_raw_render(json::array({dummy_user_msg, {{"role", "assistant"}, {"content", nullptr}}}), {}, false); |
| caps_.requires_non_null_content = contains(out_empty, user_needle) && !contains(out_null, user_needle); |
|
|
| if (caps_.supports_tool_calls) { |
| auto dummy_args = caps_.requires_object_arguments ? dummy_args_obj : json(dummy_args_obj.dump()); |
| auto tc1 = make_tool_call("test_tool1", dummy_args); |
| auto tc2 = make_tool_call("test_tool2", dummy_args); |
| auto out = try_raw_render(json::array({ |
| dummy_user_msg, |
| make_tool_calls_msg(json::array({tc1, tc2})), |
| }), {}, false); |
| caps_.supports_parallel_tool_calls = contains(out, "test_tool1") && contains(out, "test_tool2"); |
|
|
| out = try_raw_render(json::array({ |
| dummy_user_msg, |
| make_tool_calls_msg(json::array({tc1})), |
| { |
| {"role", "tool"}, |
| {"name", "test_tool1"}, |
| {"content", "Some response!"}, |
| {"tool_call_id", "call_911_"}, |
| } |
| }), {}, false); |
| caps_.supports_tool_responses = contains(out, "Some response!"); |
| caps_.supports_tool_call_id = contains(out, "call_911_"); |
| } |
|
|
| try { |
| if (!caps_.supports_tools) { |
| const json user_msg { |
| {"role", "user"}, |
| {"content", "Hey"}, |
| }; |
| const json args { |
| {"arg1", "some_value"}, |
| }; |
| const json tool_call_msg { |
| {"role", "assistant"}, |
| {"content", nullptr}, |
| {"tool_calls", json::array({ |
| { |
| |
| {"id", "call_1___"}, |
| {"type", "function"}, |
| {"function", { |
| {"name", "tool_name"}, |
| {"arguments", (caps_.requires_object_arguments ? args : json(minja::Value(args).dump(-1, true)))}, |
| }}, |
| }, |
| })}, |
| }; |
| std::string prefix, full; |
| { |
| chat_template_inputs inputs; |
| inputs.messages = json::array({user_msg}); |
| inputs.add_generation_prompt = true; |
| prefix = apply(inputs); |
| } |
| { |
| chat_template_inputs inputs; |
| inputs.messages = json::array({user_msg, tool_call_msg}); |
| inputs.add_generation_prompt = false; |
| full = apply(inputs); |
| } |
| auto eos_pos_last = full.rfind(eos_token_); |
| if (eos_pos_last == prefix.size() - eos_token_.size() || |
| (full[full.size() - 1] == '\n' && (eos_pos_last == full.size() - eos_token_.size() - 1))) { |
| full = full.substr(0, eos_pos_last); |
| } |
| size_t common_prefix_length = 0; |
| for (size_t i = 0; i < prefix.size() && i < full.size(); ++i) { |
| if (prefix[i] != full[i]) { |
| break; |
| } |
| if (prefix[i] == '<') { |
| |
| |
| |
| continue; |
| } |
| common_prefix_length = i + 1; |
| } |
| auto example = full.substr(common_prefix_length); |
| if (example.find("tool_name") == std::string::npos && example.find("some_value") == std::string::npos) { |
| fprintf(stderr, "Failed to infer a tool call example (possible template bug)\n"); |
| } else { |
| tool_call_example_ = example; |
| } |
| } |
| } catch (const std::exception & e) { |
| fprintf(stderr, "Failed to generate tool call example: %s\n", e.what()); |
| } |
| } |
|
|
| const std::string & source() const { return source_; } |
| const std::string & bos_token() const { return bos_token_; } |
| const std::string & eos_token() const { return eos_token_; } |
| const chat_template_caps & original_caps() const { return caps_; } |
|
|
| |
| std::string apply( |
| const nlohmann::ordered_json & messages, |
| const nlohmann::ordered_json & tools, |
| bool add_generation_prompt, |
| const nlohmann::ordered_json & extra_context = nlohmann::ordered_json(), |
| bool apply_polyfills = true) |
| { |
| fprintf(stderr, "[%s] Deprecated!\n", __func__); |
| chat_template_inputs inputs; |
| inputs.messages = messages; |
| inputs.tools = tools; |
| inputs.add_generation_prompt = add_generation_prompt; |
| inputs.extra_context = extra_context; |
| inputs.now = std::chrono::system_clock::now(); |
|
|
| chat_template_options opts; |
| opts.apply_polyfills = apply_polyfills; |
|
|
| return apply(inputs, opts); |
| } |
|
|
| std::string apply( |
| const chat_template_inputs & inputs, |
| const chat_template_options & opts = chat_template_options()) const |
| { |
| json actual_messages; |
|
|
| auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); |
| auto has_tool_calls = false; |
| auto has_tool_responses = false; |
| auto has_string_content = false; |
| for (const auto & message : inputs.messages) { |
| if (message.contains("tool_calls") && !message["tool_calls"].is_null()) { |
| has_tool_calls = true; |
| } |
| if (message.contains("role") && message["role"] == "tool") { |
| has_tool_responses = true; |
| } |
| if (message.contains("content") && message["content"].is_string()) { |
| has_string_content = true; |
| } |
| } |
|
|
| auto polyfill_system_role = opts.polyfill_system_role && !caps_.supports_system_role; |
| auto polyfill_tools = opts.polyfill_tools && has_tools && !caps_.supports_tools; |
| auto polyfill_tool_call_example = polyfill_tools && opts.polyfill_tool_call_examples; |
| auto polyfill_tool_calls = opts.polyfill_tool_calls && has_tool_calls && !caps_.supports_tool_calls; |
| auto polyfill_tool_responses = opts.polyfill_tool_responses && has_tool_responses && !caps_.supports_tool_responses; |
| auto polyfill_object_arguments = opts.polyfill_object_arguments && has_tool_calls && caps_.requires_object_arguments; |
| auto polyfill_typed_content = opts.polyfill_typed_content && has_string_content && caps_.requires_typed_content; |
|
|
| auto needs_polyfills = opts.apply_polyfills && (false |
| || polyfill_system_role |
| || polyfill_tools |
| || polyfill_tool_calls |
| || polyfill_tool_responses |
| || polyfill_object_arguments |
| || polyfill_typed_content |
| ); |
|
|
| if (needs_polyfills) { |
| actual_messages = json::array(); |
|
|
| auto add_message = [&](const json & msg) { |
| if (polyfill_typed_content && msg.contains("content") && !msg.at("content").is_null() && msg.at("content").is_string()) { |
| actual_messages.push_back({ |
| {"role", msg.at("role")}, |
| {"content", {{ |
| {"type", "text"}, |
| {"text", msg.at("content")}, |
| }}}, |
| }); |
| } else { |
| actual_messages.push_back(msg); |
| } |
| }; |
|
|
| std::string pending_system; |
| auto flush_sys = [&]() { |
| if (!pending_system.empty()) { |
| add_message({ |
| {"role", "user"}, |
| {"content", pending_system}, |
| }); |
| pending_system.clear(); |
| } |
| }; |
|
|
| json adjusted_messages; |
| if (polyfill_tools) { |
| adjusted_messages = add_system(inputs.messages, |
| "You can call any of the following tools to satisfy the user's requests: " + minja::Value(inputs.tools).dump(2, true) + |
| (!polyfill_tool_call_example || tool_call_example_.empty() ? "" : "\n\nExample tool call syntax:\n\n" + tool_call_example_ + "\n\n")); |
| } else { |
| adjusted_messages = inputs.messages; |
| } |
|
|
| for (const auto & message_ : adjusted_messages) { |
| auto message = message_; |
| if (!message.contains("role") || !message.contains("content")) { |
| throw std::runtime_error("message must have 'role' and 'content' fields: " + message.dump()); |
| } |
| std::string role = message.at("role"); |
|
|
| if (message.contains("tool_calls")) { |
| if (polyfill_object_arguments || polyfill_tool_calls) { |
| for (auto & tool_call : message.at("tool_calls")) { |
| if (tool_call["type"] == "function") { |
| auto & function = tool_call.at("function"); |
| auto & arguments = function.at("arguments"); |
| if (arguments.is_string()) { |
| try { |
| arguments = json::parse(arguments.get<std::string>()); |
| } catch (const std::exception & ecvt) { |
| fprintf(stderr, "Failed to parse arguments: %s\n", ecvt.what()); |
| } |
| } |
| } |
| } |
| } |
| if (polyfill_tool_calls) { |
| auto content = message.at("content"); |
| auto tool_calls = json::array(); |
| for (const auto & tool_call : message.at("tool_calls")) { |
| if (tool_call.at("type") != "function") { |
| continue; |
| } |
| const auto & function = tool_call.at("function"); |
| auto tc = json { |
| {"name", function.at("name")}, |
| {"arguments", function.at("arguments")}, |
| }; |
| if (tool_call.contains("id")) { |
| tc["id"] = tool_call["id"]; |
| } |
| tool_calls.push_back(tc); |
| } |
| auto obj = json { |
| {"tool_calls", tool_calls}, |
| }; |
| if (!content.is_null() && content != "") { |
| obj["content"] = content; |
| } |
| message["content"] = obj.dump(2); |
| message.erase("tool_calls"); |
| } |
| } |
| if (polyfill_tool_responses && role == "tool") { |
| message["role"] = "user"; |
| auto obj = json { |
| {"tool_response", { |
| {"content", message.at("content")}, |
| }}, |
| }; |
| if (message.contains("name")) { |
| obj["tool_response"]["name"] = message.at("name"); |
| } |
| if (message.contains("tool_call_id")) { |
| obj["tool_response"]["tool_call_id"] = message.at("tool_call_id"); |
| } |
| message["content"] = obj.dump(2); |
| message.erase("name"); |
| } |
|
|
| if (!message["content"].is_null() && polyfill_system_role) { |
| std::string content = message.at("content"); |
| if (role == "system") { |
| if (!pending_system.empty()) pending_system += "\n"; |
| pending_system += content; |
| continue; |
| } else { |
| if (role == "user") { |
| if (!pending_system.empty()) { |
| message["content"] = pending_system + (content.empty() ? "" : "\n" + content); |
| pending_system.clear(); |
| } |
| } else { |
| flush_sys(); |
| } |
| } |
| } |
| add_message(message); |
| } |
| flush_sys(); |
| } else { |
| actual_messages = inputs.messages; |
| } |
|
|
| auto context = minja::Context::make(json({ |
| {"messages", actual_messages}, |
| {"add_generation_prompt", inputs.add_generation_prompt}, |
| })); |
| context->set("bos_token", opts.use_bos_token ? bos_token_ : ""); |
| context->set("eos_token", opts.use_eos_token ? eos_token_ : ""); |
| if (opts.define_strftime_now) { |
| auto now = inputs.now; |
| context->set("strftime_now", Value::callable([now](const std::shared_ptr<minja::Context> &, minja::ArgumentsValue & args) { |
| args.expectArgs("strftime_now", {1, 1}, {0, 0}); |
| auto format = args.args[0].get<std::string>(); |
|
|
| 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()); |
| return ss.str(); |
| })); |
| } |
| if (!inputs.tools.is_null()) { |
| context->set("tools", minja::Value(inputs.tools)); |
| } |
| if (!inputs.extra_context.is_null()) { |
| for (auto & kv : inputs.extra_context.items()) { |
| context->set(kv.key(), minja::Value(kv.value())); |
| } |
| } |
|
|
| auto ret = template_root_->render(context); |
| |
| |
| return ret; |
| } |
|
|
| static nlohmann::ordered_json add_system(const nlohmann::ordered_json & messages, const std::string & system_prompt) { |
| json messages_with_system = messages; |
|
|
| if (messages_with_system.size() > 0 && messages_with_system[0].at("role") == "system") { |
| std::string existing_system = messages_with_system.at(0).at("content"); |
| messages_with_system[0] = json { |
| {"role", "system"}, |
| {"content", existing_system + "\n\n" + system_prompt}, |
| }; |
| } else { |
| messages_with_system.insert(messages_with_system.begin(), json { |
| {"role", "system"}, |
| {"content", system_prompt}, |
| }); |
| } |
| return messages_with_system; |
| } |
| }; |
|
|
| } |
|
|