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- #include "common.h"
- #include "ggml.h"
- #include <cassert>
- #include <cstring>
- #include <fstream>
- #include <string>
- #include <iterator>
- #include <algorithm>
- #if defined(_MSC_VER) || defined(__MINGW32__)
- #include <malloc.h> // using malloc.h with MSC/MINGW
- #elif !defined(__FreeBSD__) && !defined(__NetBSD__) && !defined(__OpenBSD__)
- #include <alloca.h>
- #endif
- #if defined (_WIN32)
- #include <fcntl.h>
- #include <io.h>
- #pragma comment(lib,"kernel32.lib")
- extern "C" __declspec(dllimport) void* __stdcall GetStdHandle(unsigned long nStdHandle);
- extern "C" __declspec(dllimport) int __stdcall GetConsoleMode(void* hConsoleHandle, unsigned long* lpMode);
- extern "C" __declspec(dllimport) int __stdcall SetConsoleMode(void* hConsoleHandle, unsigned long dwMode);
- extern "C" __declspec(dllimport) int __stdcall SetConsoleCP(unsigned int wCodePageID);
- extern "C" __declspec(dllimport) int __stdcall SetConsoleOutputCP(unsigned int wCodePageID);
- extern "C" __declspec(dllimport) int __stdcall WideCharToMultiByte(unsigned int CodePage, unsigned long dwFlags,
- const wchar_t * lpWideCharStr, int cchWideChar,
- char * lpMultiByteStr, int cbMultiByte,
- const char * lpDefaultChar, bool * lpUsedDefaultChar);
- #define CP_UTF8 65001
- #endif
- bool gpt_params_parse(int argc, char ** argv, gpt_params & params) {
- // determine sensible default number of threads.
- // std::thread::hardware_concurrency may not be equal to the number of cores, or may return 0.
- #ifdef __linux__
- std::ifstream cpuinfo("/proc/cpuinfo");
- params.n_threads = std::count(std::istream_iterator<std::string>(cpuinfo),
- std::istream_iterator<std::string>(),
- std::string("processor"));
- #endif
- if (params.n_threads == 0) {
- params.n_threads = std::max(1, (int32_t) std::thread::hardware_concurrency());
- }
- bool invalid_param = false;
- std::string arg;
- gpt_params default_params;
- for (int i = 1; i < argc; i++) {
- arg = argv[i];
- if (arg == "-s" || arg == "--seed") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.seed = std::stoi(argv[i]);
- } else if (arg == "-t" || arg == "--threads") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.n_threads = std::stoi(argv[i]);
- } else if (arg == "-p" || arg == "--prompt") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.prompt = argv[i];
- } else if (arg == "-f" || arg == "--file") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- std::ifstream file(argv[i]);
- if (!file) {
- fprintf(stderr, "error: failed to open file '%s'\n", argv[i]);
- invalid_param = true;
- break;
- }
- std::copy(std::istreambuf_iterator<char>(file), std::istreambuf_iterator<char>(), back_inserter(params.prompt));
- if (params.prompt.back() == '\n') {
- params.prompt.pop_back();
- }
- } else if (arg == "-n" || arg == "--n_predict") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.n_predict = std::stoi(argv[i]);
- } else if (arg == "--top_k") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.top_k = std::stoi(argv[i]);
- } else if (arg == "-c" || arg == "--ctx_size") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.n_ctx = std::stoi(argv[i]);
- } else if (arg == "--memory_f32") {
- params.memory_f16 = false;
- } else if (arg == "--top_p") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.top_p = std::stof(argv[i]);
- } else if (arg == "--temp") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.temp = std::stof(argv[i]);
- } else if (arg == "--repeat_last_n") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.repeat_last_n = std::stoi(argv[i]);
- } else if (arg == "--repeat_penalty") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.repeat_penalty = std::stof(argv[i]);
- } else if (arg == "-b" || arg == "--batch_size") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.n_batch = std::stoi(argv[i]);
- params.n_batch = std::min(512, params.n_batch);
- } else if (arg == "--keep") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.n_keep = std::stoi(argv[i]);
- } else if (arg == "-m" || arg == "--model") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.model = argv[i];
- } else if (arg == "-i" || arg == "--interactive") {
- params.interactive = true;
- } else if (arg == "--embedding") {
- params.embedding = true;
- } else if (arg == "--interactive-start") {
- params.interactive = true;
- } else if (arg == "--interactive-first") {
- params.interactive_start = true;
- } else if (arg == "-ins" || arg == "--instruct") {
- params.instruct = true;
- } else if (arg == "--color") {
- params.use_color = true;
- } else if (arg == "--mlock") {
- params.use_mlock = true;
- } else if (arg == "--mtest") {
- params.mem_test = true;
- } else if (arg == "--verbose-prompt") {
- params.verbose_prompt = true;
- } else if (arg == "-r" || arg == "--reverse-prompt") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.antiprompt.push_back(argv[i]);
- } else if (arg == "--perplexity") {
- params.perplexity = true;
- } else if (arg == "--ignore-eos") {
- params.ignore_eos = true;
- } else if (arg == "--n_parts") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.n_parts = std::stoi(argv[i]);
- } else if (arg == "-h" || arg == "--help") {
- gpt_print_usage(argc, argv, default_params);
- exit(0);
- } else if (arg == "--random-prompt") {
- params.random_prompt = true;
- } else if (arg == "--in-prefix") {
- if (++i >= argc) {
- invalid_param = true;
- break;
- }
- params.input_prefix = argv[i];
- } else {
- fprintf(stderr, "error: unknown argument: %s\n", arg.c_str());
- gpt_print_usage(argc, argv, default_params);
- exit(1);
- }
- }
- if (invalid_param) {
- fprintf(stderr, "error: invalid parameter for argument: %s\n", arg.c_str());
- gpt_print_usage(argc, argv, default_params);
- exit(1);
- }
- return true;
- }
- void gpt_print_usage(int /*argc*/, char ** argv, const gpt_params & params) {
- fprintf(stderr, "usage: %s [options]\n", argv[0]);
- fprintf(stderr, "\n");
- fprintf(stderr, "options:\n");
- fprintf(stderr, " -h, --help show this help message and exit\n");
- fprintf(stderr, " -i, --interactive run in interactive mode\n");
- fprintf(stderr, " --interactive-first run in interactive mode and wait for input right away\n");
- fprintf(stderr, " -ins, --instruct run in instruction mode (use with Alpaca models)\n");
- fprintf(stderr, " -r PROMPT, --reverse-prompt PROMPT\n");
- fprintf(stderr, " run in interactive mode and poll user input upon seeing PROMPT (can be\n");
- fprintf(stderr, " specified more than once for multiple prompts).\n");
- fprintf(stderr, " --color colorise output to distinguish prompt and user input from generations\n");
- fprintf(stderr, " -s SEED, --seed SEED RNG seed (default: -1, use random seed for <= 0)\n");
- fprintf(stderr, " -t N, --threads N number of threads to use during computation (default: %d)\n", params.n_threads);
- fprintf(stderr, " -p PROMPT, --prompt PROMPT\n");
- fprintf(stderr, " prompt to start generation with (default: empty)\n");
- fprintf(stderr, " --random-prompt start with a randomized prompt.\n");
- fprintf(stderr, " --in-prefix STRING string to prefix user inputs with (default: empty)\n");
- fprintf(stderr, " -f FNAME, --file FNAME\n");
- fprintf(stderr, " prompt file to start generation.\n");
- fprintf(stderr, " -n N, --n_predict N number of tokens to predict (default: %d, -1 = infinity)\n", params.n_predict);
- fprintf(stderr, " --top_k N top-k sampling (default: %d)\n", params.top_k);
- fprintf(stderr, " --top_p N top-p sampling (default: %.1f)\n", (double)params.top_p);
- fprintf(stderr, " --repeat_last_n N last n tokens to consider for penalize (default: %d)\n", params.repeat_last_n);
- fprintf(stderr, " --repeat_penalty N penalize repeat sequence of tokens (default: %.1f)\n", (double)params.repeat_penalty);
- fprintf(stderr, " -c N, --ctx_size N size of the prompt context (default: %d)\n", params.n_ctx);
- fprintf(stderr, " --ignore-eos ignore end of stream token and continue generating\n");
- fprintf(stderr, " --memory_f32 use f32 instead of f16 for memory key+value\n");
- fprintf(stderr, " --temp N temperature (default: %.1f)\n", (double)params.temp);
- fprintf(stderr, " --n_parts N number of model parts (default: -1 = determine from dimensions)\n");
- fprintf(stderr, " -b N, --batch_size N batch size for prompt processing (default: %d)\n", params.n_batch);
- fprintf(stderr, " --perplexity compute perplexity over the prompt\n");
- fprintf(stderr, " --keep number of tokens to keep from the initial prompt (default: %d, -1 = all)\n", params.n_keep);
- if (ggml_mlock_supported()) {
- fprintf(stderr, " --mlock force system to keep model in RAM rather than swapping or compressing\n");
- }
- fprintf(stderr, " --mtest compute maximum memory usage\n");
- fprintf(stderr, " --verbose-prompt print prompt before generation\n");
- fprintf(stderr, " -m FNAME, --model FNAME\n");
- fprintf(stderr, " model path (default: %s)\n", params.model.c_str());
- fprintf(stderr, "\n");
- }
- std::string gpt_random_prompt(std::mt19937 & rng) {
- const int r = rng() % 10;
- switch (r) {
- case 0: return "So";
- case 1: return "Once upon a time";
- case 2: return "When";
- case 3: return "The";
- case 4: return "After";
- case 5: return "If";
- case 6: return "import";
- case 7: return "He";
- case 8: return "She";
- case 9: return "They";
- default: return "To";
- }
- return "The";
- }
- // TODO: not great allocating this every time
- std::vector<llama_token> llama_tokenize(struct llama_context * ctx, const std::string & text, bool add_bos) {
- // initialize to prompt numer of chars, since n_tokens <= n_prompt_chars
- std::vector<llama_token> res(text.size() + (int)add_bos);
- int n = llama_tokenize(ctx, text.c_str(), res.data(), res.size(), add_bos);
- assert(n >= 0);
- res.resize(n);
- return res;
- }
- /* Keep track of current color of output, and emit ANSI code if it changes. */
- void set_console_color(console_state & con_st, console_color_t color) {
- if (con_st.use_color && con_st.color != color) {
- switch(color) {
- case CONSOLE_COLOR_DEFAULT:
- printf(ANSI_COLOR_RESET);
- break;
- case CONSOLE_COLOR_PROMPT:
- printf(ANSI_COLOR_YELLOW);
- break;
- case CONSOLE_COLOR_USER_INPUT:
- printf(ANSI_BOLD ANSI_COLOR_GREEN);
- break;
- }
- con_st.color = color;
- }
- }
- #if defined (_WIN32)
- void win32_console_init(bool enable_color) {
- unsigned long dwMode = 0;
- void* hConOut = GetStdHandle((unsigned long)-11); // STD_OUTPUT_HANDLE (-11)
- if (!hConOut || hConOut == (void*)-1 || !GetConsoleMode(hConOut, &dwMode)) {
- hConOut = GetStdHandle((unsigned long)-12); // STD_ERROR_HANDLE (-12)
- if (hConOut && (hConOut == (void*)-1 || !GetConsoleMode(hConOut, &dwMode))) {
- hConOut = 0;
- }
- }
- if (hConOut) {
- // Enable ANSI colors on Windows 10+
- if (enable_color && !(dwMode & 0x4)) {
- SetConsoleMode(hConOut, dwMode | 0x4); // ENABLE_VIRTUAL_TERMINAL_PROCESSING (0x4)
- }
- // Set console output codepage to UTF8
- SetConsoleOutputCP(CP_UTF8);
- }
- void* hConIn = GetStdHandle((unsigned long)-10); // STD_INPUT_HANDLE (-10)
- if (hConIn && hConIn != (void*)-1 && GetConsoleMode(hConIn, &dwMode)) {
- // Set console input codepage to UTF16
- _setmode(_fileno(stdin), _O_WTEXT);
- }
- }
- // Convert a wide Unicode string to an UTF8 string
- void win32_utf8_encode(const std::wstring & wstr, std::string & str) {
- int size_needed = WideCharToMultiByte(CP_UTF8, 0, &wstr[0], (int)wstr.size(), NULL, 0, NULL, NULL);
- std::string strTo(size_needed, 0);
- WideCharToMultiByte(CP_UTF8, 0, &wstr[0], (int)wstr.size(), &strTo[0], size_needed, NULL, NULL);
- str = strTo;
- }
- #endif
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