llama.cpp/common/chat-template.cpp

137 lines
5.3 KiB
C++

#include "chat-template.h"
#include "llama.h"
using json = nlohmann::ordered_json;
static std::string _llama_token_to_piece(const struct llama_model * model, llama_token token, bool special) {
std::string piece;
piece.resize(piece.capacity()); // using string internal cache, 15 bytes + '\n'
const int n_chars = llama_token_to_piece(model, token, &piece[0], piece.size(), 0, special);
if (n_chars < 0) {
piece.resize(-n_chars);
int check = llama_token_to_piece(model, token, &piece[0], piece.size(), 0, special);
GGML_ASSERT(check == -n_chars);
}
else {
piece.resize(n_chars);
}
return piece;
}
static std::string llama_model_meta_val_str(const struct llama_model * model, const char * key) {
int32_t tlen = llama_model_meta_val_str(model, key, nullptr, 0);
if (tlen > 0) {
std::vector<char> curr_tmpl_buf(tlen + 1, 0);
if (llama_model_meta_val_str(model, key, curr_tmpl_buf.data(), curr_tmpl_buf.size()) == tlen) {
return std::string(curr_tmpl_buf.data(), tlen);
}
}
return "";
}
llama_chat_template::llama_chat_template(const std::string & chat_template, const std::string & bos_token, const std::string & eos_token)
: _chat_template(chat_template), _bos_token(bos_token), _eos_token(eos_token) {
_supports_tools = chat_template.find("tools") != std::string::npos;
_requires_object_arguments = chat_template.find("tool_call.arguments | items") != std::string::npos;
_supports_system_role = chat_template.find("System role not supported") == std::string::npos;
if (chat_template.find("<tool_call>") != std::string::npos) {
_tool_call_style = Hermes2Pro;
} else if (chat_template.find(">>>all") != std::string::npos) {
_tool_call_style = FunctionaryV3Llama3;
} else if (chat_template.find("<|start_header_id|>") != std::string::npos) {
if (chat_template.find("<function=") != std::string::npos) {
_tool_call_style = FunctionaryV3Llama31;
} else if (chat_template.find("<|python_tag|>") != std::string::npos) {
_tool_call_style = Llama31;
}
}
_template_root = minja::Parser::parse(_chat_template, {
/* .trim_blocks = */ true,
/* .lstrip_blocks = */ true,
/* .keep_trailing_newline = */ false,
});
}
llama_chat_template llama_chat_template::from_model(
const struct llama_model * model,
const char * chat_template_override)
{
// TODO: handle "chatml"?
std::string chat_template = chat_template_override
? chat_template_override
: llama_model_meta_val_str(model, "tokenizer.chat_template");
auto bos_token = _llama_token_to_piece(model, llama_token_bos(model), true);
auto eos_token = _llama_token_to_piece(model, llama_token_eos(model), true);
return llama_chat_template(chat_template, bos_token, eos_token);
}
std::string llama_chat_template::apply(
const json & messages,
const json & tools,
bool add_generation_prompt) const
{
auto actual_messages = messages;
// First, "fix" messages so they have a chance to be rendered correctly by the template
if (_requires_object_arguments || !_supports_system_role) {
std::string pending_system;
auto flush_sys = [&]() {
if (!pending_system.empty()) {
actual_messages.push_back({
{"role", "user"},
{"content", pending_system},
});
pending_system.clear();
}
};
for (auto & message : actual_messages) {
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["content"].is_null() && !_supports_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();
}
}
}
if (_requires_object_arguments && message.contains("tool_calls")) {
for (auto & tool_call : message.at("tool_calls")) {
if (tool_call["type"] == "function") {
auto & function = tool_call.at("function");
std::string arguments = function.at("arguments");
function["arguments"] = json::parse(arguments);
}
}
}
}
flush_sys();
}
auto context = minja::Context::make(json({
{"messages", actual_messages},
{"tools", tools},
{"add_generation_prompt", add_generation_prompt},
{"bos_token", _bos_token},
{"eos_token", _eos_token},
}));
return _template_root->render(context);
}