#include "common.h" #include #include #include #include #include #include #include #include #if defined(__APPLE__) && defined(__MACH__) #include #include #endif #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 int32_t get_num_physical_cores() { #ifdef __linux__ std::ifstream cpuinfo("/proc/cpuinfo"); std::string line; while (std::getline(cpuinfo, line)) { std::size_t pos = line.find("cpu cores"); if (pos != std::string::npos) { pos = line.find(": ", pos); if (pos != std::string::npos) { try { // Extract the number and return it return static_cast(std::stoul(line.substr(pos + 2))); } catch (const std::invalid_argument &) { // Ignore if we could not parse } } } } #elif defined(__APPLE__) && defined(__MACH__) int32_t num_physical_cores; size_t len = sizeof(num_physical_cores); int result = sysctlbyname("hw.perflevel0.physicalcpu", &num_physical_cores, &len, NULL, 0); if (result == 0) { return num_physical_cores; } result = sysctlbyname("hw.physicalcpu", &num_physical_cores, &len, NULL, 0); if (result == 0) { return num_physical_cores; } #elif defined(_WIN32) //TODO: Implement #endif unsigned int n_threads = std::thread::hardware_concurrency(); return n_threads > 0 ? (n_threads <= 4 ? n_threads : n_threads / 2) : 4; } void process_escapes(std::string& input) { std::size_t input_len = input.length(); std::size_t output_idx = 0; for (std::size_t input_idx = 0; input_idx < input_len; ++input_idx) { if (input[input_idx] == '\\' && input_idx + 1 < input_len) { switch (input[++input_idx]) { case 'n': input[output_idx++] = '\n'; break; case 'r': input[output_idx++] = '\r'; break; case 't': input[output_idx++] = '\t'; break; case '\'': input[output_idx++] = '\''; break; case '\"': input[output_idx++] = '\"'; break; case '\\': input[output_idx++] = '\\'; break; default: input[output_idx++] = '\\'; input[output_idx++] = input[input_idx]; break; } } else { input[output_idx++] = input[input_idx]; } } input.resize(output_idx); } bool gpt_params_parse(int argc, char ** argv, gpt_params & params) { bool invalid_param = false; bool escape_prompt = 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 == "-e") { escape_prompt = true; } else if (arg == "--session") { if (++i >= argc) { invalid_param = true; break; } params.path_session = 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(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 >= 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 == "--tfs") { if (++i >= argc) { invalid_param = true; break; } params.tfs_z = std::stof(argv[i]); } else if (arg == "--typical") { if (++i >= argc) { invalid_param = true; break; } params.typical_p = 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 == "--frequency_penalty") { if (++i >= argc) { invalid_param = true; break; } params.frequency_penalty = std::stof(argv[i]); } else if (arg == "--presence_penalty") { if (++i >= argc) { invalid_param = true; break; } params.presence_penalty = std::stof(argv[i]); } else if (arg == "--mirostat") { if (++i >= argc) { invalid_param = true; break; } params.mirostat = std::stoi(argv[i]); } else if (arg == "--mirostat_lr") { if (++i >= argc) { invalid_param = true; break; } params.mirostat_eta = std::stof(argv[i]); } else if (arg == "--mirostat_ent") { if (++i >= argc) { invalid_param = true; break; } params.mirostat_tau = 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 == "--lora") { if (++i >= argc) { invalid_param = true; break; } params.lora_adapter = argv[i]; params.use_mmap = false; } else if (arg == "--lora-base") { if (++i >= argc) { invalid_param = true; break; } params.lora_base = argv[i]; } else if (arg == "-i" || arg == "--interactive") { params.interactive = true; } else if (arg == "--embedding") { params.embedding = true; } else if (arg == "--interactive-first") { params.interactive_first = 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 == "--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 >= argc) { invalid_param = true; break; } params.antiprompt.push_back(argv[i]); } else if (arg == "--perplexity") { params.perplexity = true; } else if (arg == "--ignore-eos") { params.logit_bias[llama_token_eos()] = -INFINITY; } else if (arg == "--no-penalize-nl") { params.penalize_nl = false; } else if (arg == "-l" || arg == "--logit-bias") { if (++i >= argc) { invalid_param = true; break; } std::stringstream ss(argv[i]); llama_token key; char sign; std::string value_str; try { if (ss >> key && ss >> sign && std::getline(ss, value_str) && (sign == '+' || sign == '-')) { params.logit_bias[key] = std::stof(value_str) * ((sign == '-') ? -1.0f : 1.0f); } else { throw std::exception(); } } catch (const std::exception &e) { invalid_param = true; break; } } 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 if (arg == "--in-suffix") { if (++i >= argc) { invalid_param = true; break; } params.input_suffix = 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); } if (escape_prompt) { process_escapes(params.prompt); } 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, " -e process prompt escapes sequences (\\n, \\r, \\t, \\', \\\", \\\\)\n"); fprintf(stderr, " --session FNAME file to cache model state in (may be large!) (default: none)\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, " --in-suffix STRING string to suffix after 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, 0 = disabled)\n", params.top_k); fprintf(stderr, " --top_p N top-p sampling (default: %.1f, 1.0 = disabled)\n", (double)params.top_p); fprintf(stderr, " --tfs N tail free sampling, parameter z (default: %.1f, 1.0 = disabled)\n", (double)params.tfs_z); fprintf(stderr, " --typical N locally typical sampling, parameter p (default: %.1f, 1.0 = disabled)\n", (double)params.typical_p); fprintf(stderr, " --repeat_last_n N last n tokens to consider for penalize (default: %d, 0 = disabled, -1 = ctx_size)\n", params.repeat_last_n); fprintf(stderr, " --repeat_penalty N penalize repeat sequence of tokens (default: %.1f, 1.0 = disabled)\n", (double)params.repeat_penalty); fprintf(stderr, " --presence_penalty N repeat alpha presence penalty (default: %.1f, 0.0 = disabled)\n", (double)params.presence_penalty); fprintf(stderr, " --frequency_penalty N repeat alpha frequency penalty (default: %.1f, 0.0 = disabled)\n", (double)params.frequency_penalty); fprintf(stderr, " --mirostat N use Mirostat sampling.\n"); fprintf(stderr, " Top K, Nucleus, Tail Free and Locally Typical samplers are ignored if used.\n"); fprintf(stderr, " (default: %d, 0 = disabled, 1 = Mirostat, 2 = Mirostat 2.0)\n", params.mirostat); fprintf(stderr, " --mirostat_lr N Mirostat learning rate, parameter eta (default: %.1f)\n", (double)params.mirostat_eta); fprintf(stderr, " --mirostat_ent N Mirostat target entropy, parameter tau (default: %.1f)\n", (double)params.mirostat_tau); fprintf(stderr, " -l TOKEN_ID(+/-)BIAS, --logit-bias TOKEN_ID(+/-)BIAS\n"); fprintf(stderr, " modifies the likelihood of token appearing in the completion,\n"); fprintf(stderr, " i.e. `--logit-bias 15043+1` to increase likelihood of token ' Hello',\n"); fprintf(stderr, " or `--logit-bias 15043-1` to decrease likelihood of token ' Hello'\n"); 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 (implies --logit-bias 2-inf)\n"); fprintf(stderr, " --no-penalize-nl do not penalize newline token\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, " --lora FNAME apply LoRA adapter (implies --no-mmap)\n"); fprintf(stderr, " --lora-base FNAME optional model to use as a base for the layers modified by the LoRA adapter\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; } struct llama_context * llama_init_from_gpt_params(const gpt_params & params) { auto lparams = llama_context_default_params(); lparams.n_ctx = params.n_ctx; lparams.n_parts = params.n_parts; lparams.seed = params.seed; lparams.f16_kv = params.memory_f16; lparams.use_mmap = params.use_mmap; lparams.use_mlock = params.use_mlock; lparams.logits_all = params.perplexity; lparams.embedding = params.embedding; llama_context * lctx = llama_init_from_file(params.model.c_str(), lparams); if (lctx == NULL) { fprintf(stderr, "%s: error: failed to load model '%s'\n", __func__, params.model.c_str()); return NULL; } if (!params.lora_adapter.empty()) { int err = llama_apply_lora_from_file(lctx, params.lora_adapter.c_str(), params.lora_base.empty() ? NULL : params.lora_base.c_str(), params.n_threads); if (err != 0) { fprintf(stderr, "%s: error: failed to apply lora adapter\n", __func__); return NULL; } } return lctx; } /* 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