#include "common.h" #include #include #include #include #include #include #include #include #include #if defined (_WIN32) #include #include #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 void split_args(const std::string & args_string, std::vector & output_args) { std::string current_arg = ""; bool in_quotes = false; char quote_type; for (char c : args_string) { if (c == '"' || c == '\'') { if (!in_quotes) { in_quotes = true; quote_type = c; } else if (quote_type == c) { in_quotes = false; } else { current_arg += c; } } else if (in_quotes) { current_arg += c; } else if (std::isspace(c)) { if (current_arg != "") { output_args.push_back(current_arg); current_arg = ""; } } else { current_arg += c; } } if (current_arg != "") { output_args.push_back(current_arg); } } std::string unescape(const std::string & str) { return std::regex_replace(str, std::regex("\\\\n"), "\n"); } 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(cpuinfo), std::istream_iterator(), 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; // get additional arguments from config files std::vector args; for (int i = 1; i < argc; i++) { arg = argv[i]; if (arg == "--config") { 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::string args_string; std::copy(std::istreambuf_iterator(file), std::istreambuf_iterator(), back_inserter(args_string)); if (args_string.back() == '\n') { args_string.pop_back(); } split_args(args_string, args); for (int j = 0; j < args.size(); j++) { args[j] = unescape(args[j]); } } else { args.emplace_back(argv[i]); } } // parse args int args_c = static_cast(args.size()); for (int i = 0; i < args_c && !invalid_param; i++) { arg = args[i]; if (arg == "-s" || arg == "--seed") { if (++i >= args_c) { invalid_param = true; break; } params.seed = std::stoi(args[i]); } else if (arg == "-t" || arg == "--threads") { if (++i >= args_c) { invalid_param = true; break; } params.n_threads = std::stoi(args[i]); } else if (arg == "-p" || arg == "--prompt") { if (++i >= args_c) { invalid_param = true; break; } params.prompt = args[i]; } else if (arg == "-f" || arg == "--file") { if (++i >= args_c) { invalid_param = true; break; } std::ifstream file(args[i]); if (!file) { fprintf(stderr, "error: failed to open file '%s'\n", args[i].c_str()); invalid_param = true; break; } std::copy(std::istreambuf_iterator(file), std::istreambuf_iterator(), back_inserter(params.prompt)); if (params.prompt.back() == '\n') { params.prompt.pop_back(); } } else if (arg == "-n" || arg == "--n_predict") { if (++i >= args_c) { invalid_param = true; break; } params.n_predict = std::stoi(args[i]); } else if (arg == "--top_k") { if (++i >= args_c) { invalid_param = true; break; } params.top_k = std::stoi(args[i]); } else if (arg == "-c" || arg == "--ctx_size") { if (++i >= args_c) { invalid_param = true; break; } params.n_ctx = std::stoi(args[i]); } else if (arg == "--memory_f32") { params.memory_f16 = false; } else if (arg == "--top_p") { if (++i >= args_c) { invalid_param = true; break; } params.top_p = std::stof(args[i]); } else if (arg == "--temp") { if (++i >= args_c) { invalid_param = true; break; } params.temp = std::stof(args[i]); } else if (arg == "--repeat_last_n") { if (++i >= args_c) { invalid_param = true; break; } params.repeat_last_n = std::stoi(args[i]); } else if (arg == "--repeat_penalty") { if (++i >= args_c) { invalid_param = true; break; } params.repeat_penalty = std::stof(args[i]); } else if (arg == "-b" || arg == "--batch_size") { if (++i >= args_c) { invalid_param = true; break; } params.n_batch = std::stoi(args[i]); params.n_batch = std::min(512, params.n_batch); } else if (arg == "--keep") { if (++i >= args_c) { invalid_param = true; break; } params.n_keep = std::stoi(args[i]); } else if (arg == "-m" || arg == "--model") { if (++i >= args_c) { invalid_param = true; break; } params.model = args[i]; } else if (arg == "-i" || arg == "--interactive") { params.interactive = true; } else if (arg == "--embedding") { params.embedding = true; } else if (arg == "--clean-interface") { params.clean_interface = true; } else if (arg == "--interactive-start") { params.interactive = true; } else if (arg == "--interactive-first") { params.interactive_start = true; } else if (arg == "-ins" || arg == "--instruct") { fprintf(stderr, "\n\nWarning: instruct mode is deprecated! Use: \n" "--clean-interface " "--interactive-first " "--keep -1 " "--ins-prefix-bos " "--ins-prefix \"\\n\\n### Instruction:\\n\\n\" " "--ins-suffix \"\\n\\n### Response:\\n\\n\" " "-r \"### Instruction:\\n\\n\" " "\n\n"); // params.instruct = true; params.clean_interface = true; params.interactive_start = true; params.n_keep = -1; params.instruct_prefix_bos = true; params.instruct_prefix = "\n\n### Instruction:\n\n"; params.instruct_suffix = "\n\n### Response:\n\n"; params.antiprompt.push_back("### Instruction:\n\n"); } else if (arg == "--color") { params.use_color = true; } else if (arg == "--disable-multiline") { params.multiline_mode = false; } else if (arg == "--mlock") { params.use_mlock = true; } else if (arg == "--no-mmap") { params.use_mmap = false; } 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 >= args_c) { invalid_param = true; break; } params.antiprompt.push_back(args[i]); } else if (arg == "--stop-prompt") { if (++i >= args_c) { invalid_param = true; break; } params.stopprompt.push_back(args[i]); } else if (arg == "--rm-trailing-space-workaround") { params.rm_trailing_space_workaround = true; } else if (arg == "--perplexity") { params.perplexity = true; } else if (arg == "--ignore-eos") { params.ignore_eos = true; } else if (arg == "--n_parts") { if (++i >= args_c) { invalid_param = true; break; } params.n_parts = std::stoi(args[i]); } else if (arg == "-h" || arg == "--help") { gpt_print_usage(argv[0], default_params); exit(0); } else if (arg == "--random-prompt") { params.random_prompt = true; } else if (arg == "--in-prefix") { if (++i >= args_c) { invalid_param = true; break; } params.input_prefix = args[i]; } else if (arg == "--ins-prefix-bos") { params.instruct_prefix_bos = true; } else if (arg == "--ins-prefix") { if (++i >= args_c) { invalid_param = true; break; } params.instruct_prefix = args[i]; } else if (arg == "--ins-suffix-bos") { params.instruct_suffix_bos = true; } else if (arg == "--ins-suffix") { if (++i >= args_c) { invalid_param = true; break; } params.instruct_suffix = args[i]; } else { fprintf(stderr, "error: unknown argument: %s\n", arg.c_str()); gpt_print_usage(argv[0], default_params); exit(1); } } if (invalid_param) { fprintf(stderr, "error: invalid parameter for argument: %s\n", arg.c_str()); gpt_print_usage(argv[0], default_params); exit(1); } return true; } void gpt_print_usage(char * argv_0, 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, " --clean-interface hides input prefix & suffix and displays '>' instead\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, " --disable-multiline disable multiline mode (use Ctrl+D on Linux/Mac and Ctrl+Z then Return on Windows to toggle multiline)\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, " --ins-prefix STRING (instruct) prefix user inputs with tokenized string (default: empty)\n"); fprintf(stderr, " --ins-prefix-bos (instruct) prepend bos token to instruct prefix.\n"); fprintf(stderr, " --ins-suffix STRING (instruct) suffix user inputs with tokenized string (default: empty)\n"); fprintf(stderr, " --ins-suffix-bos (instruct) prepend bos token to instruct suffix.\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 (llama_mlock_supported()) { fprintf(stderr, " --mlock force system to keep model in RAM rather than swapping or compressing\n"); } if (llama_mmap_supported()) { fprintf(stderr, " --no-mmap do not memory-map model (slower load but may reduce pageouts if not using mlock)\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_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 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 bool get_input_text(std::string & input_text, bool eof_toggled_multiline_mode) { bool another_line = true; bool is_eof_multiline_toggled = false; do { std::string line; #if defined(_WIN32) auto & stdcin = std::wcin; std::wstring wline; if (!std::getline(stdcin, wline)) { // input stream is bad or EOF received if (stdcin.bad()) { fprintf(stderr, "%s: error: input stream bad\n", __func__); return 1; } } win32_utf8_encode(wline, line); #else auto & stdcin = std::cin; if (!std::getline(stdcin, line)) { // input stream is bad or EOF received if (stdcin.bad()) { fprintf(stderr, "%s: error: input stream bad\n", __func__); return 1; } } #endif if (stdcin.eof()) { stdcin.clear(); stdcin.seekg(0, std::ios::beg); if (!eof_toggled_multiline_mode) { another_line = false; } else { is_eof_multiline_toggled = !is_eof_multiline_toggled; if (is_eof_multiline_toggled) { input_text += line; continue; } } } if (!eof_toggled_multiline_mode) { if (line.empty() || line.back() != '\\') { another_line = false; } else { line.pop_back(); // Remove the continue character } } else { if (!is_eof_multiline_toggled) { another_line = false; } } input_text += line; if (another_line) { input_text += '\n'; // Append the line to the result } } while (another_line); return true; }