sync: minja (#11499)
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ffd0821c57
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2 changed files with 238 additions and 133 deletions
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@ -17,17 +17,26 @@ using json = nlohmann::ordered_json;
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namespace minja {
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namespace minja {
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struct chat_template_caps {
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bool supports_tools = false;
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bool supports_tool_calls = false;
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bool supports_tool_responses = false;
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bool supports_system_role = false;
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bool supports_parallel_tool_calls = false;
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bool supports_tool_call_id = false;
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// meta-llama/Llama-3.1-8B-Instruct expects arguments to be an object.
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// Most other templates (and OpenAI's API) expect the arguments object to be stringified.
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bool requires_object_arguments = false;
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// CohereForAI/c4ai-command-r-plus simple variant
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bool requires_non_null_content = false;
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// MiniMaxAI/MiniMax-Text-01 special
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bool requires_typed_content = false;
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};
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class chat_template {
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class chat_template {
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public:
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private:
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private:
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bool supports_tools_ = true;
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chat_template_caps caps_;
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// Meta-Llama-3.1-8B-Instruct's template expects arguments to be an object.
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// Most other templates (and OpenAI's API) expect the arguments object to be stringified.
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bool requires_object_arguments_ = false;
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bool requires_typed_content_ = false;
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bool supports_system_role_ = true;
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bool supports_parallel_tool_calls_ = false;
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std::string source_;
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std::string source_;
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std::string bos_token_;
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std::string bos_token_;
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std::string eos_token_;
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std::string eos_token_;
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@ -41,15 +50,16 @@ class chat_template {
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{
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{
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try {
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try {
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auto prompt = apply(messages, tools, add_generation_prompt, extra_context, /* adjust_inputs= */ false);
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auto prompt = apply(messages, tools, add_generation_prompt, extra_context, /* adjust_inputs= */ false);
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// fprintf(stderr, "Prompt: %s\n", prompt.c_str());
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// fprintf(stderr, "try_raw_render: %s\n", prompt.c_str());
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return prompt;
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return prompt;
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} catch (const std::exception & e) {
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} catch (const std::exception & e) {
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// fprintf(stderr, "Error: %s\n", e.what());
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// fprintf(stderr, "try_raw_render error: %s\n", e.what());
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return "";
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return "";
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}
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}
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}
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}
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public:
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public:
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chat_template(const std::string & source, const std::string & bos_token, const std::string & eos_token)
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chat_template(const std::string & source, const std::string & bos_token, const std::string & eos_token)
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: source_(source), bos_token_(bos_token), eos_token_(eos_token)
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: source_(source), bos_token_(bos_token), eos_token_(eos_token)
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{
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{
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@ -58,69 +68,120 @@ class chat_template {
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/* .lstrip_blocks = */ true,
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/* .lstrip_blocks = */ true,
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/* .keep_trailing_newline = */ false,
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/* .keep_trailing_newline = */ false,
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});
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});
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supports_tools_ = source.find("tools") != std::string::npos;
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auto renders_string_arguments =
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auto contains = [](const std::string & haystack, const std::string & needle) {
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try_raw_render({
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return haystack.find(needle) != std::string::npos;
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{
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};
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{"role", "user"},
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{"content", "Hey"}
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const std::string user_needle = "<User Needle>";
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},
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const std::string sys_needle = "<System Needle>";
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{
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const json dummy_str_user_msg = {{"role", "user"}, {"content", user_needle}};
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{"role", "assistant"},
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const json dummy_typed_user_msg = {{"role", "user"}, {"content", json::array({{{"type", "text"}, {"text", user_needle}}})}};
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{"tool_calls", json::array({
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{
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caps_.requires_typed_content =
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{"id", "call_1___"},
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!contains(try_raw_render(json::array({dummy_str_user_msg}), {}, false), user_needle)
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{"type", "function"},
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&& contains(try_raw_render(json::array({dummy_typed_user_msg}), {}, false), user_needle);
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{"function", {
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{"arguments", "{\"code\": \"print('Hello, World!')\"}"},
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const auto dummy_user_msg = caps_.requires_typed_content
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{"name", "ipython"},
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? dummy_typed_user_msg
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: dummy_str_user_msg;
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const json needle_system_msg = {
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{"role", "system"},
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{"content", caps_.requires_typed_content ? json::array({{{"type", "text"}, {"text", sys_needle}}}) : json(sys_needle)},
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};
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caps_.supports_system_role = contains(try_raw_render({needle_system_msg, dummy_user_msg,}, {}, false), sys_needle);
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auto out = try_raw_render(json::array({
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dummy_user_msg
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}), json::array({
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{
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{"name", "some_tool"},
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{"type", "function"},
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{"function", {
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{"name", "some_tool"},
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{"description", "Some tool."},
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{"parameters", {
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{"type", "object"},
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{"properties", {
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{"arg", {
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{"type", "string"},
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{"description", "Some argument."},
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}},
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}},
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},
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}},
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})},
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{"required", json::array({ "arg" })},
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}},
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}},
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},
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}), false);
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caps_.supports_tools = contains(out, "some_tool");
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auto make_tool_calls_msg = [&](const json & tool_calls) {
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return json {
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{"role", "assistant"},
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{"content", nullptr},
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{"tool_calls", tool_calls},
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};
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};
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auto make_tool_call = [](const std::string & tool_name, const json & arguments) {
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return json {
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{"id", "call_1___"},
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{"type", "function"},
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{"function", {
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{"arguments", arguments},
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{"name", tool_name},
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}},
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};
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};
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const json dummy_args_obj {{"argument_needle", "print('Hello, World!')"}};
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// Note: the arguments are rendered in both cases, but may be double-escaped, which we don't want.
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out = try_raw_render(json::array({
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dummy_user_msg,
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make_tool_calls_msg(json::array({make_tool_call("ipython", dummy_args_obj.dump())})),
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}), {}, false);
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auto tool_call_renders_str_arguments = contains(out, "\"argument_needle\":") || contains(out, "'argument_needle':");
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out = try_raw_render(json::array({
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dummy_user_msg,
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make_tool_calls_msg(json::array({make_tool_call("ipython", dummy_args_obj)})),
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}), {}, false);
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auto tool_call_renders_obj_arguments = contains(out, "\"argument_needle\":") || contains(out, "'argument_needle':");
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caps_.supports_tool_calls = tool_call_renders_str_arguments || tool_call_renders_obj_arguments;
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caps_.requires_object_arguments = !tool_call_renders_str_arguments && tool_call_renders_obj_arguments;
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auto out_empty = try_raw_render(json::array({dummy_user_msg, {{"role", "assistant"}, {"content", ""}}}), {}, false);
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auto out_null = try_raw_render(json::array({dummy_user_msg, {{"role", "assistant"}, {"content", nullptr}}}), {}, false);
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caps_.requires_non_null_content = contains(out_empty, user_needle) && !contains(out_null, user_needle);
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if (caps_.supports_tool_calls) {
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auto dummy_args = caps_.requires_object_arguments ? dummy_args_obj : json(dummy_args_obj.dump());
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auto tc1 = make_tool_call("test_tool1", dummy_args);
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auto tc2 = make_tool_call("test_tool2", dummy_args);
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auto out = try_raw_render(json::array({
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dummy_user_msg,
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make_tool_calls_msg(json::array({tc1, tc2})),
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}), {}, false);
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caps_.supports_parallel_tool_calls = contains(out, "test_tool1") && contains(out, "test_tool2");
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out = try_raw_render(json::array({
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dummy_user_msg,
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make_tool_calls_msg(json::array({tc1})),
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{
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{"role", "tool"},
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{"name", "test_tool1"},
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{"content", "Some response!"},
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{"tool_call_id", "call_911_"},
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}
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}
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}, {}, false).find("{\"code\": \"print") != std::string::npos;
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}), {}, false);
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if (!renders_string_arguments) {
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caps_.supports_tool_responses = contains(out, "Some response!");
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auto renders_object_arguments =
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caps_.supports_tool_call_id = contains(out, "call_911_");
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try_raw_render({
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{
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{"role", "user"},
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{"content", "Hey"}
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},
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{
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{"role", "assistant"},
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{"tool_calls", json::array({
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{
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{"id", "call_1___"},
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{"type", "function"},
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{"function", {
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{"arguments", {
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{"code", "print('Hello, World!')"},
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}},
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{"name", "ipython"},
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}},
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},
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})},
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}
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}, {}, false).find("{\"code\": \"print") != std::string::npos;
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requires_object_arguments_ = renders_object_arguments;
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}
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}
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supports_parallel_tool_calls_ = source.find("tool_call_id") != std::string::npos;
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supports_system_role_ = try_raw_render({
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{{"role", "system"}, {"content", "<System Needle>"}},
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{{"role", "user"}, {"content", "Hey"}}
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}, {}, false).find("<System Needle>") != std::string::npos;
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requires_typed_content_ = try_raw_render({{{"role", "user"}, {"content", "Hey"}}}, {}, false).find("Hey") == std::string::npos
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&& try_raw_render({{{"role", "user"}, {"content", {{{"type", "text"}, {"text", "Hey"}}}}}}, {}, false).find("Hey") != std::string::npos;
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}
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}
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const std::string & source() const { return source_; }
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const std::string & source() const { return source_; }
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const std::string & bos_token() const { return bos_token_; }
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const std::string & bos_token() const { return bos_token_; }
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const std::string & eos_token() const { return eos_token_; }
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const std::string & eos_token() const { return eos_token_; }
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bool supports_tools() const { return supports_tools_; }
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const chat_template_caps & original_caps() const { return caps_; }
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bool supports_parallel_tool_calls() const { return supports_parallel_tool_calls_; }
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std::string apply(
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std::string apply(
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const nlohmann::ordered_json & messages,
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const nlohmann::ordered_json & messages,
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@ -131,13 +192,19 @@ class chat_template {
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{
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{
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json actual_messages;
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json actual_messages;
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// First, "fix" messages so they have a chance to be rendered correctly by the template
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auto needs_adjustments = adjust_inputs && (false
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|| !caps_.supports_system_role
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if (adjust_inputs && (requires_object_arguments_ || !supports_system_role_ || !supports_tools_ || requires_typed_content_)) {
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|| !caps_.supports_tools
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|| !caps_.supports_tool_responses
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|| !caps_.supports_tool_calls
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|| caps_.requires_object_arguments
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|| caps_.requires_typed_content
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);
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if (needs_adjustments) {
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actual_messages = json::array();
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actual_messages = json::array();
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auto add_message = [&](const json & msg) {
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auto add_message = [&](const json & msg) {
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if (requires_typed_content_ && msg.contains("content") && !msg.at("content").is_null() && msg.at("content").is_string()) {
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if (caps_.requires_typed_content && msg.contains("content") && !msg.at("content").is_null() && msg.at("content").is_string()) {
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actual_messages.push_back({
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actual_messages.push_back({
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{"role", msg.at("role")},
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{"role", msg.at("role")},
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{"content", {{
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{"content", {{
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@ -160,7 +227,9 @@ class chat_template {
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pending_system.clear();
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pending_system.clear();
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}
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}
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};
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};
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for (const auto & message_ : messages) {
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auto needs_tools_in_system = !tools.is_null() && tools.size() > 0 && !caps_.supports_tools;
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for (const auto & message_ : needs_tools_in_system ? add_system(messages, "Available tools: " + tools.dump(2)) : messages) {
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auto message = message_;
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auto message = message_;
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if (!message.contains("role") || !message.contains("content")) {
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if (!message.contains("role") || !message.contains("content")) {
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throw std::runtime_error("message must have 'role' and 'content' fields: " + message.dump());
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throw std::runtime_error("message must have 'role' and 'content' fields: " + message.dump());
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@ -168,16 +237,22 @@ class chat_template {
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std::string role = message.at("role");
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std::string role = message.at("role");
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if (message.contains("tool_calls")) {
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if (message.contains("tool_calls")) {
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if (requires_object_arguments_ || !supports_tools_) {
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if (caps_.requires_object_arguments || !caps_.supports_tool_calls) {
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for (auto & tool_call : message.at("tool_calls")) {
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for (auto & tool_call : message.at("tool_calls")) {
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if (tool_call["type"] == "function") {
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if (tool_call["type"] == "function") {
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auto & function = tool_call.at("function");
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auto & function = tool_call.at("function");
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std::string arguments = function.at("arguments");
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auto & arguments = function.at("arguments");
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function["arguments"] = json::parse(arguments);
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if (arguments.is_string()) {
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try {
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arguments = json::parse(arguments.get<std::string>());
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} catch (const std::exception & ecvt) {
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fprintf(stderr, "Failed to parse arguments: %s\n", ecvt.what());
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}
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}
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}
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}
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}
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}
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}
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}
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if (!supports_tools_) {
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if (!caps_.supports_tool_calls) {
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auto content = message.at("content");
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auto content = message.at("content");
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auto tool_calls = json::array();
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auto tool_calls = json::array();
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for (const auto & tool_call : message.at("tool_calls")) {
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for (const auto & tool_call : message.at("tool_calls")) {
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@ -204,7 +279,7 @@ class chat_template {
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message.erase("tool_calls");
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message.erase("tool_calls");
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}
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}
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}
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}
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if (!supports_tools_ && role == "tool") {
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if (!caps_.supports_tool_responses && role == "tool") {
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message["role"] = "user";
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message["role"] = "user";
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auto obj = json {
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auto obj = json {
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{"tool_response", {
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{"tool_response", {
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@ -219,7 +294,7 @@ class chat_template {
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message.erase("name");
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message.erase("name");
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}
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}
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if (!message["content"].is_null() && !supports_system_role_) {
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if (!message["content"].is_null() && !caps_.supports_system_role) {
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std::string content = message.at("content");
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std::string content = message.at("content");
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if (role == "system") {
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if (role == "system") {
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if (!pending_system.empty()) pending_system += "\n";
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if (!pending_system.empty()) pending_system += "\n";
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@ -238,7 +313,9 @@ class chat_template {
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}
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}
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add_message(message);
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add_message(message);
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}
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}
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flush_sys();
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if (!caps_.supports_system_role) {
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flush_sys();
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}
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} else {
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} else {
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actual_messages = messages;
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actual_messages = messages;
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}
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}
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@ -261,7 +338,28 @@ class chat_template {
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}
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}
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}
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}
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return template_root_->render(context);
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auto ret = template_root_->render(context);
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// fprintf(stderr, "actual_messages: %s\n", actual_messages.dump(2).c_str());
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// fprintf(stderr, "apply: %s\n\n", ret.c_str());
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return ret;
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}
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static nlohmann::ordered_json add_system(const nlohmann::ordered_json & messages, const std::string & system_prompt) {
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json messages_with_system = messages;
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if (messages_with_system.size() > 0 && messages_with_system[0].at("role") == "system") {
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std::string existing_system = messages_with_system.at(0).at("content");
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messages_with_system[0] = json {
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{"role", "system"},
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|
{"content", existing_system + "\n" + system_prompt},
|
||||||
|
};
|
||||||
|
} else {
|
||||||
|
messages_with_system.insert(messages_with_system.begin(), json {
|
||||||
|
{"role", "system"},
|
||||||
|
{"content", system_prompt},
|
||||||
|
});
|
||||||
|
}
|
||||||
|
return messages_with_system;
|
||||||
}
|
}
|
||||||
};
|
};
|
||||||
|
|
||||||
|
|
119
common/minja.hpp
119
common/minja.hpp
|
@ -628,7 +628,7 @@ class Context : public std::enable_shared_from_this<Context> {
|
||||||
if (parent_) return parent_->contains(key);
|
if (parent_) return parent_->contains(key);
|
||||||
return false;
|
return false;
|
||||||
}
|
}
|
||||||
virtual void set(const Value & key, Value & value) {
|
virtual void set(const Value & key, const Value & value) {
|
||||||
values_.set(key, value);
|
values_.set(key, value);
|
||||||
}
|
}
|
||||||
};
|
};
|
||||||
|
@ -2648,31 +2648,34 @@ inline std::shared_ptr<Context> Context::builtins() {
|
||||||
return filter.call(context, actual_args);
|
return filter.call(context, actual_args);
|
||||||
});
|
});
|
||||||
};
|
};
|
||||||
// https://jinja.palletsprojects.com/en/3.0.x/templates/#jinja-filters.reject
|
auto select_or_reject = [make_filter](bool is_select) {
|
||||||
globals.set("reject", Value::callable([=](const std::shared_ptr<Context> & context, ArgumentsValue & args) {
|
return Value::callable([=](const std::shared_ptr<Context> & context, ArgumentsValue & args) {
|
||||||
args.expectArgs("reject", {2, (std::numeric_limits<size_t>::max)()}, {0, 0});
|
args.expectArgs(is_select ? "select" : "reject", {2, (std::numeric_limits<size_t>::max)()}, {0, 0});
|
||||||
auto & items = args.args[0];
|
auto & items = args.args[0];
|
||||||
auto filter_fn = context->get(args.args[1]);
|
auto filter_fn = context->get(args.args[1]);
|
||||||
if (filter_fn.is_null()) throw std::runtime_error("Undefined filter: " + args.args[1].dump());
|
if (filter_fn.is_null()) throw std::runtime_error("Undefined filter: " + args.args[1].dump());
|
||||||
|
|
||||||
auto filter_args = Value::array();
|
auto filter_args = Value::array();
|
||||||
for (size_t i = 2, n = args.args.size(); i < n; i++) {
|
for (size_t i = 2, n = args.args.size(); i < n; i++) {
|
||||||
filter_args.push_back(args.args[i]);
|
filter_args.push_back(args.args[i]);
|
||||||
}
|
|
||||||
auto filter = make_filter(filter_fn, filter_args);
|
|
||||||
|
|
||||||
auto res = Value::array();
|
|
||||||
for (size_t i = 0, n = items.size(); i < n; i++) {
|
|
||||||
auto & item = items.at(i);
|
|
||||||
ArgumentsValue filter_args;
|
|
||||||
filter_args.args.emplace_back(item);
|
|
||||||
auto pred_res = filter.call(context, filter_args);
|
|
||||||
if (!pred_res.to_bool()) {
|
|
||||||
res.push_back(item);
|
|
||||||
}
|
}
|
||||||
}
|
auto filter = make_filter(filter_fn, filter_args);
|
||||||
return res;
|
|
||||||
}));
|
auto res = Value::array();
|
||||||
|
for (size_t i = 0, n = items.size(); i < n; i++) {
|
||||||
|
auto & item = items.at(i);
|
||||||
|
ArgumentsValue filter_args;
|
||||||
|
filter_args.args.emplace_back(item);
|
||||||
|
auto pred_res = filter.call(context, filter_args);
|
||||||
|
if (pred_res.to_bool() == (is_select ? true : false)) {
|
||||||
|
res.push_back(item);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
return res;
|
||||||
|
});
|
||||||
|
};
|
||||||
|
globals.set("select", select_or_reject(/* is_select= */ true));
|
||||||
|
globals.set("reject", select_or_reject(/* is_select= */ false));
|
||||||
globals.set("map", Value::callable([=](const std::shared_ptr<Context> & context, ArgumentsValue & args) {
|
globals.set("map", Value::callable([=](const std::shared_ptr<Context> & context, ArgumentsValue & args) {
|
||||||
auto res = Value::array();
|
auto res = Value::array();
|
||||||
if (args.args.size() == 1 &&
|
if (args.args.size() == 1 &&
|
||||||
|
@ -2720,41 +2723,45 @@ inline std::shared_ptr<Context> Context::builtins() {
|
||||||
if (!text.empty() && text.back() == '\n') out += "\n";
|
if (!text.empty() && text.back() == '\n') out += "\n";
|
||||||
return out;
|
return out;
|
||||||
}));
|
}));
|
||||||
globals.set("selectattr", Value::callable([=](const std::shared_ptr<Context> & context, ArgumentsValue & args) {
|
auto select_or_reject_attr = [](bool is_select) {
|
||||||
args.expectArgs("selectattr", {2, (std::numeric_limits<size_t>::max)()}, {0, 0});
|
return Value::callable([=](const std::shared_ptr<Context> & context, ArgumentsValue & args) {
|
||||||
auto & items = args.args[0];
|
args.expectArgs(is_select ? "selectattr" : "rejectattr", {2, (std::numeric_limits<size_t>::max)()}, {0, 0});
|
||||||
if (items.is_null())
|
auto & items = args.args[0];
|
||||||
return Value::array();
|
if (items.is_null())
|
||||||
auto attr_name = args.args[1].get<std::string>();
|
return Value::array();
|
||||||
|
auto attr_name = args.args[1].get<std::string>();
|
||||||
|
|
||||||
bool has_test = false;
|
bool has_test = false;
|
||||||
Value test_fn;
|
Value test_fn;
|
||||||
ArgumentsValue test_args {{Value()}, {}};
|
ArgumentsValue test_args {{Value()}, {}};
|
||||||
if (args.args.size() >= 3) {
|
if (args.args.size() >= 3) {
|
||||||
has_test = true;
|
has_test = true;
|
||||||
test_fn = context->get(args.args[2]);
|
test_fn = context->get(args.args[2]);
|
||||||
if (test_fn.is_null()) throw std::runtime_error("Undefined test: " + args.args[2].dump());
|
if (test_fn.is_null()) throw std::runtime_error("Undefined test: " + args.args[2].dump());
|
||||||
for (size_t i = 3, n = args.args.size(); i < n; i++) {
|
for (size_t i = 3, n = args.args.size(); i < n; i++) {
|
||||||
test_args.args.emplace_back(args.args[i]);
|
test_args.args.emplace_back(args.args[i]);
|
||||||
}
|
|
||||||
test_args.kwargs = args.kwargs;
|
|
||||||
}
|
|
||||||
|
|
||||||
auto res = Value::array();
|
|
||||||
for (size_t i = 0, n = items.size(); i < n; i++) {
|
|
||||||
auto & item = items.at(i);
|
|
||||||
auto attr = item.get(attr_name);
|
|
||||||
if (has_test) {
|
|
||||||
test_args.args[0] = attr;
|
|
||||||
if (test_fn.call(context, test_args).to_bool()) {
|
|
||||||
res.push_back(item);
|
|
||||||
}
|
}
|
||||||
} else {
|
test_args.kwargs = args.kwargs;
|
||||||
res.push_back(attr);
|
|
||||||
}
|
}
|
||||||
}
|
|
||||||
return res;
|
auto res = Value::array();
|
||||||
}));
|
for (size_t i = 0, n = items.size(); i < n; i++) {
|
||||||
|
auto & item = items.at(i);
|
||||||
|
auto attr = item.get(attr_name);
|
||||||
|
if (has_test) {
|
||||||
|
test_args.args[0] = attr;
|
||||||
|
if (test_fn.call(context, test_args).to_bool() == (is_select ? true : false)) {
|
||||||
|
res.push_back(item);
|
||||||
|
}
|
||||||
|
} else {
|
||||||
|
res.push_back(attr);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
return res;
|
||||||
|
});
|
||||||
|
};
|
||||||
|
globals.set("selectattr", select_or_reject_attr(/* is_select= */ true));
|
||||||
|
globals.set("rejectattr", select_or_reject_attr(/* is_select= */ false));
|
||||||
globals.set("range", Value::callable([=](const std::shared_ptr<Context> &, ArgumentsValue & args) {
|
globals.set("range", Value::callable([=](const std::shared_ptr<Context> &, ArgumentsValue & args) {
|
||||||
std::vector<int64_t> startEndStep(3);
|
std::vector<int64_t> startEndStep(3);
|
||||||
std::vector<bool> param_set(3);
|
std::vector<bool> param_set(3);
|
||||||
|
|
Loading…
Add table
Add a link
Reference in a new issue