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// Various helper functions and utilities | |
// | |
// CLI argument parsing | |
// | |
int32_t get_num_physical_cores(); | |
struct gpt_params { | |
int32_t seed = -1; // RNG seed | |
int32_t n_threads = get_num_physical_cores(); | |
int32_t n_predict = -1; // new tokens to predict | |
int32_t n_ctx = 512; // context size | |
int32_t n_batch = 512; // batch size for prompt processing (must be >=32 to use BLAS) | |
int32_t n_keep = 0; // number of tokens to keep from initial prompt | |
int32_t n_gpu_layers = 0; // number of layers to store in VRAM | |
int32_t main_gpu = 0; // the GPU that is used for scratch and small tensors | |
float tensor_split[LLAMA_MAX_DEVICES] = {0}; // how split tensors should be distributed across GPUs | |
bool low_vram = 0; // if true, reduce VRAM usage at the cost of performance | |
// sampling parameters | |
std::unordered_map<llama_token, float> logit_bias; // logit bias for specific tokens | |
int32_t top_k = 40; // <= 0 to use vocab size | |
float top_p = 0.95f; // 1.0 = disabled | |
float tfs_z = 1.00f; // 1.0 = disabled | |
float typical_p = 1.00f; // 1.0 = disabled | |
float temp = 0.80f; // 1.0 = disabled | |
float repeat_penalty = 1.10f; // 1.0 = disabled | |
int32_t repeat_last_n = 64; // last n tokens to penalize (0 = disable penalty, -1 = context size) | |
float frequency_penalty = 0.00f; // 0.0 = disabled | |
float presence_penalty = 0.00f; // 0.0 = disabled | |
int mirostat = 0; // 0 = disabled, 1 = mirostat, 2 = mirostat 2.0 | |
float mirostat_tau = 5.00f; // target entropy | |
float mirostat_eta = 0.10f; // learning rate | |
std::string model = "models/7B/ggml-model.bin"; // model path | |
std::string model_alias = "unknown"; // model alias | |
std::string prompt = ""; | |
std::string path_prompt_cache = ""; // path to file for saving/loading prompt eval state | |
std::string input_prefix = ""; // string to prefix user inputs with | |
std::string input_suffix = ""; // string to suffix user inputs with | |
std::vector<std::string> antiprompt; // string upon seeing which more user input is prompted | |
std::string lora_adapter = ""; // lora adapter path | |
std::string lora_base = ""; // base model path for the lora adapter | |
bool memory_f16 = true; // use f16 instead of f32 for memory kv | |
bool random_prompt = false; // do not randomize prompt if none provided | |
bool use_color = false; // use color to distinguish generations and inputs | |
bool interactive = false; // interactive mode | |
bool prompt_cache_all = false; // save user input and generations to prompt cache | |
bool prompt_cache_ro = false; // open the prompt cache read-only and do not update it | |
bool embedding = false; // get only sentence embedding | |
bool interactive_first = false; // wait for user input immediately | |
bool multiline_input = false; // reverse the usage of `\` | |
bool instruct = false; // instruction mode (used for Alpaca models) | |
bool penalize_nl = true; // consider newlines as a repeatable token | |
bool perplexity = false; // compute perplexity over the prompt | |
bool use_mmap = true; // use mmap for faster loads | |
bool use_mlock = false; // use mlock to keep model in memory | |
bool mem_test = false; // compute maximum memory usage | |
bool export_cgraph = false; // export the computation graph | |
bool verbose_prompt = false; // print prompt tokens before generation | |
}; | |
bool gpt_params_parse(int argc, char ** argv, gpt_params & params); | |
void gpt_print_usage(int argc, char ** argv, const gpt_params & params); | |
std::string gpt_random_prompt(std::mt19937 & rng); | |
// | |
// Vocab utils | |
// | |
std::vector<llama_token> llama_tokenize(struct llama_context * ctx, const std::string & text, bool add_bos); | |
// | |
// Model utils | |
// | |
std::tuple<struct llama_model *, struct llama_context *> llama_init_from_gpt_params(const gpt_params & params); | |
// | |
// Console utils | |
// | |
enum console_color_t { | |
CONSOLE_COLOR_DEFAULT=0, | |
CONSOLE_COLOR_PROMPT, | |
CONSOLE_COLOR_USER_INPUT, | |
CONSOLE_COLOR_ERROR | |
}; | |
struct console_state { | |
bool multiline_input = false; | |
bool use_color = false; | |
console_color_t color = CONSOLE_COLOR_DEFAULT; | |
FILE* out = stdout; | |
void* hConsole; | |
FILE* tty = nullptr; | |
termios prev_state; | |
}; | |
void console_init(console_state & con_st); | |
void console_cleanup(console_state & con_st); | |
void console_set_color(console_state & con_st, console_color_t color); | |
bool console_readline(console_state & con_st, std::string & line); | |