common.cpp 14 KB

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  1. #include "common.h"
  2. #include <cassert>
  3. #include <cstring>
  4. #include <fstream>
  5. #include <string>
  6. #include <iterator>
  7. #include <algorithm>
  8. #if defined(_MSC_VER) || defined(__MINGW32__)
  9. #include <malloc.h> // using malloc.h with MSC/MINGW
  10. #elif !defined(__FreeBSD__) && !defined(__NetBSD__) && !defined(__OpenBSD__)
  11. #include <alloca.h>
  12. #endif
  13. #if defined (_WIN32)
  14. #include <fcntl.h>
  15. #include <io.h>
  16. #pragma comment(lib,"kernel32.lib")
  17. extern "C" __declspec(dllimport) void* __stdcall GetStdHandle(unsigned long nStdHandle);
  18. extern "C" __declspec(dllimport) int __stdcall GetConsoleMode(void* hConsoleHandle, unsigned long* lpMode);
  19. extern "C" __declspec(dllimport) int __stdcall SetConsoleMode(void* hConsoleHandle, unsigned long dwMode);
  20. extern "C" __declspec(dllimport) int __stdcall SetConsoleCP(unsigned int wCodePageID);
  21. extern "C" __declspec(dllimport) int __stdcall SetConsoleOutputCP(unsigned int wCodePageID);
  22. extern "C" __declspec(dllimport) int __stdcall WideCharToMultiByte(unsigned int CodePage, unsigned long dwFlags,
  23. const wchar_t * lpWideCharStr, int cchWideChar,
  24. char * lpMultiByteStr, int cbMultiByte,
  25. const char * lpDefaultChar, bool * lpUsedDefaultChar);
  26. #define CP_UTF8 65001
  27. #endif
  28. bool gpt_params_parse(int argc, char ** argv, gpt_params & params) {
  29. // determine sensible default number of threads.
  30. // std::thread::hardware_concurrency may not be equal to the number of cores, or may return 0.
  31. #ifdef __linux__
  32. std::ifstream cpuinfo("/proc/cpuinfo");
  33. params.n_threads = std::count(std::istream_iterator<std::string>(cpuinfo),
  34. std::istream_iterator<std::string>(),
  35. std::string("processor"));
  36. #endif
  37. if (params.n_threads == 0) {
  38. params.n_threads = std::max(1, (int32_t) std::thread::hardware_concurrency());
  39. }
  40. bool invalid_param = false;
  41. std::string arg;
  42. gpt_params default_params;
  43. for (int i = 1; i < argc; i++) {
  44. arg = argv[i];
  45. if (arg == "-s" || arg == "--seed") {
  46. if (++i >= argc) {
  47. invalid_param = true;
  48. break;
  49. }
  50. params.seed = std::stoi(argv[i]);
  51. } else if (arg == "-t" || arg == "--threads") {
  52. if (++i >= argc) {
  53. invalid_param = true;
  54. break;
  55. }
  56. params.n_threads = std::stoi(argv[i]);
  57. } else if (arg == "-p" || arg == "--prompt") {
  58. if (++i >= argc) {
  59. invalid_param = true;
  60. break;
  61. }
  62. params.prompt = argv[i];
  63. } else if (arg == "-f" || arg == "--file") {
  64. if (++i >= argc) {
  65. invalid_param = true;
  66. break;
  67. }
  68. std::ifstream file(argv[i]);
  69. if (!file) {
  70. fprintf(stderr, "error: failed to open file '%s'\n", argv[i]);
  71. invalid_param = true;
  72. break;
  73. }
  74. std::copy(std::istreambuf_iterator<char>(file), std::istreambuf_iterator<char>(), back_inserter(params.prompt));
  75. if (params.prompt.back() == '\n') {
  76. params.prompt.pop_back();
  77. }
  78. } else if (arg == "-n" || arg == "--n_predict") {
  79. if (++i >= argc) {
  80. invalid_param = true;
  81. break;
  82. }
  83. params.n_predict = std::stoi(argv[i]);
  84. } else if (arg == "--top_k") {
  85. if (++i >= argc) {
  86. invalid_param = true;
  87. break;
  88. }
  89. params.top_k = std::stoi(argv[i]);
  90. } else if (arg == "-c" || arg == "--ctx_size") {
  91. if (++i >= argc) {
  92. invalid_param = true;
  93. break;
  94. }
  95. params.n_ctx = std::stoi(argv[i]);
  96. } else if (arg == "--memory_f32") {
  97. params.memory_f16 = false;
  98. } else if (arg == "--top_p") {
  99. if (++i >= argc) {
  100. invalid_param = true;
  101. break;
  102. }
  103. params.top_p = std::stof(argv[i]);
  104. } else if (arg == "--temp") {
  105. if (++i >= argc) {
  106. invalid_param = true;
  107. break;
  108. }
  109. params.temp = std::stof(argv[i]);
  110. } else if (arg == "--repeat_last_n") {
  111. if (++i >= argc) {
  112. invalid_param = true;
  113. break;
  114. }
  115. params.repeat_last_n = std::stoi(argv[i]);
  116. } else if (arg == "--repeat_penalty") {
  117. if (++i >= argc) {
  118. invalid_param = true;
  119. break;
  120. }
  121. params.repeat_penalty = std::stof(argv[i]);
  122. } else if (arg == "-b" || arg == "--batch_size") {
  123. if (++i >= argc) {
  124. invalid_param = true;
  125. break;
  126. }
  127. params.n_batch = std::stoi(argv[i]);
  128. params.n_batch = std::min(512, params.n_batch);
  129. } else if (arg == "--keep") {
  130. if (++i >= argc) {
  131. invalid_param = true;
  132. break;
  133. }
  134. params.n_keep = std::stoi(argv[i]);
  135. } else if (arg == "-m" || arg == "--model") {
  136. if (++i >= argc) {
  137. invalid_param = true;
  138. break;
  139. }
  140. params.model = argv[i];
  141. } else if (arg == "-i" || arg == "--interactive") {
  142. params.interactive = true;
  143. } else if (arg == "--embedding") {
  144. params.embedding = true;
  145. } else if (arg == "--interactive-start") {
  146. params.interactive = true;
  147. } else if (arg == "--interactive-first") {
  148. params.interactive_start = true;
  149. } else if (arg == "-ins" || arg == "--instruct") {
  150. params.instruct = true;
  151. } else if (arg == "--color") {
  152. params.use_color = true;
  153. } else if (arg == "--mlock") {
  154. params.use_mlock = true;
  155. } else if (arg == "--no-mmap") {
  156. params.use_mmap = false;
  157. } else if (arg == "--mtest") {
  158. params.mem_test = true;
  159. } else if (arg == "--verbose-prompt") {
  160. params.verbose_prompt = true;
  161. } else if (arg == "-r" || arg == "--reverse-prompt") {
  162. if (++i >= argc) {
  163. invalid_param = true;
  164. break;
  165. }
  166. params.antiprompt.push_back(argv[i]);
  167. } else if (arg == "--perplexity") {
  168. params.perplexity = true;
  169. } else if (arg == "--ignore-eos") {
  170. params.ignore_eos = true;
  171. } else if (arg == "--n_parts") {
  172. if (++i >= argc) {
  173. invalid_param = true;
  174. break;
  175. }
  176. params.n_parts = std::stoi(argv[i]);
  177. } else if (arg == "-h" || arg == "--help") {
  178. gpt_print_usage(argc, argv, default_params);
  179. exit(0);
  180. } else if (arg == "--random-prompt") {
  181. params.random_prompt = true;
  182. } else if (arg == "--in-prefix") {
  183. if (++i >= argc) {
  184. invalid_param = true;
  185. break;
  186. }
  187. params.input_prefix = argv[i];
  188. } else {
  189. fprintf(stderr, "error: unknown argument: %s\n", arg.c_str());
  190. gpt_print_usage(argc, argv, default_params);
  191. exit(1);
  192. }
  193. }
  194. if (invalid_param) {
  195. fprintf(stderr, "error: invalid parameter for argument: %s\n", arg.c_str());
  196. gpt_print_usage(argc, argv, default_params);
  197. exit(1);
  198. }
  199. return true;
  200. }
  201. void gpt_print_usage(int /*argc*/, char ** argv, const gpt_params & params) {
  202. fprintf(stderr, "usage: %s [options]\n", argv[0]);
  203. fprintf(stderr, "\n");
  204. fprintf(stderr, "options:\n");
  205. fprintf(stderr, " -h, --help show this help message and exit\n");
  206. fprintf(stderr, " -i, --interactive run in interactive mode\n");
  207. fprintf(stderr, " --interactive-first run in interactive mode and wait for input right away\n");
  208. fprintf(stderr, " -ins, --instruct run in instruction mode (use with Alpaca models)\n");
  209. fprintf(stderr, " -r PROMPT, --reverse-prompt PROMPT\n");
  210. fprintf(stderr, " run in interactive mode and poll user input upon seeing PROMPT (can be\n");
  211. fprintf(stderr, " specified more than once for multiple prompts).\n");
  212. fprintf(stderr, " --color colorise output to distinguish prompt and user input from generations\n");
  213. fprintf(stderr, " -s SEED, --seed SEED RNG seed (default: -1, use random seed for <= 0)\n");
  214. fprintf(stderr, " -t N, --threads N number of threads to use during computation (default: %d)\n", params.n_threads);
  215. fprintf(stderr, " -p PROMPT, --prompt PROMPT\n");
  216. fprintf(stderr, " prompt to start generation with (default: empty)\n");
  217. fprintf(stderr, " --random-prompt start with a randomized prompt.\n");
  218. fprintf(stderr, " --in-prefix STRING string to prefix user inputs with (default: empty)\n");
  219. fprintf(stderr, " -f FNAME, --file FNAME\n");
  220. fprintf(stderr, " prompt file to start generation.\n");
  221. fprintf(stderr, " -n N, --n_predict N number of tokens to predict (default: %d, -1 = infinity)\n", params.n_predict);
  222. fprintf(stderr, " --top_k N top-k sampling (default: %d)\n", params.top_k);
  223. fprintf(stderr, " --top_p N top-p sampling (default: %.1f)\n", (double)params.top_p);
  224. fprintf(stderr, " --repeat_last_n N last n tokens to consider for penalize (default: %d)\n", params.repeat_last_n);
  225. fprintf(stderr, " --repeat_penalty N penalize repeat sequence of tokens (default: %.1f)\n", (double)params.repeat_penalty);
  226. fprintf(stderr, " -c N, --ctx_size N size of the prompt context (default: %d)\n", params.n_ctx);
  227. fprintf(stderr, " --ignore-eos ignore end of stream token and continue generating\n");
  228. fprintf(stderr, " --memory_f32 use f32 instead of f16 for memory key+value\n");
  229. fprintf(stderr, " --temp N temperature (default: %.1f)\n", (double)params.temp);
  230. fprintf(stderr, " --n_parts N number of model parts (default: -1 = determine from dimensions)\n");
  231. fprintf(stderr, " -b N, --batch_size N batch size for prompt processing (default: %d)\n", params.n_batch);
  232. fprintf(stderr, " --perplexity compute perplexity over the prompt\n");
  233. fprintf(stderr, " --keep number of tokens to keep from the initial prompt (default: %d, -1 = all)\n", params.n_keep);
  234. if (llama_mlock_supported()) {
  235. fprintf(stderr, " --mlock force system to keep model in RAM rather than swapping or compressing\n");
  236. }
  237. if (llama_mmap_supported()) {
  238. fprintf(stderr, " --no-mmap do not memory-map model (slower load but may reduce pageouts if not using mlock)\n");
  239. }
  240. fprintf(stderr, " --mtest compute maximum memory usage\n");
  241. fprintf(stderr, " --verbose-prompt print prompt before generation\n");
  242. fprintf(stderr, " -m FNAME, --model FNAME\n");
  243. fprintf(stderr, " model path (default: %s)\n", params.model.c_str());
  244. fprintf(stderr, "\n");
  245. }
  246. std::string gpt_random_prompt(std::mt19937 & rng) {
  247. const int r = rng() % 10;
  248. switch (r) {
  249. case 0: return "So";
  250. case 1: return "Once upon a time";
  251. case 2: return "When";
  252. case 3: return "The";
  253. case 4: return "After";
  254. case 5: return "If";
  255. case 6: return "import";
  256. case 7: return "He";
  257. case 8: return "She";
  258. case 9: return "They";
  259. default: return "To";
  260. }
  261. return "The";
  262. }
  263. // TODO: not great allocating this every time
  264. std::vector<llama_token> llama_tokenize(struct llama_context * ctx, const std::string & text, bool add_bos) {
  265. // initialize to prompt numer of chars, since n_tokens <= n_prompt_chars
  266. std::vector<llama_token> res(text.size() + (int)add_bos);
  267. int n = llama_tokenize(ctx, text.c_str(), res.data(), res.size(), add_bos);
  268. assert(n >= 0);
  269. res.resize(n);
  270. return res;
  271. }
  272. /* Keep track of current color of output, and emit ANSI code if it changes. */
  273. void set_console_color(console_state & con_st, console_color_t color) {
  274. if (con_st.use_color && con_st.color != color) {
  275. switch(color) {
  276. case CONSOLE_COLOR_DEFAULT:
  277. printf(ANSI_COLOR_RESET);
  278. break;
  279. case CONSOLE_COLOR_PROMPT:
  280. printf(ANSI_COLOR_YELLOW);
  281. break;
  282. case CONSOLE_COLOR_USER_INPUT:
  283. printf(ANSI_BOLD ANSI_COLOR_GREEN);
  284. break;
  285. }
  286. con_st.color = color;
  287. }
  288. }
  289. #if defined (_WIN32)
  290. void win32_console_init(bool enable_color) {
  291. unsigned long dwMode = 0;
  292. void* hConOut = GetStdHandle((unsigned long)-11); // STD_OUTPUT_HANDLE (-11)
  293. if (!hConOut || hConOut == (void*)-1 || !GetConsoleMode(hConOut, &dwMode)) {
  294. hConOut = GetStdHandle((unsigned long)-12); // STD_ERROR_HANDLE (-12)
  295. if (hConOut && (hConOut == (void*)-1 || !GetConsoleMode(hConOut, &dwMode))) {
  296. hConOut = 0;
  297. }
  298. }
  299. if (hConOut) {
  300. // Enable ANSI colors on Windows 10+
  301. if (enable_color && !(dwMode & 0x4)) {
  302. SetConsoleMode(hConOut, dwMode | 0x4); // ENABLE_VIRTUAL_TERMINAL_PROCESSING (0x4)
  303. }
  304. // Set console output codepage to UTF8
  305. SetConsoleOutputCP(CP_UTF8);
  306. }
  307. void* hConIn = GetStdHandle((unsigned long)-10); // STD_INPUT_HANDLE (-10)
  308. if (hConIn && hConIn != (void*)-1 && GetConsoleMode(hConIn, &dwMode)) {
  309. // Set console input codepage to UTF16
  310. _setmode(_fileno(stdin), _O_WTEXT);
  311. }
  312. }
  313. // Convert a wide Unicode string to an UTF8 string
  314. void win32_utf8_encode(const std::wstring & wstr, std::string & str) {
  315. int size_needed = WideCharToMultiByte(CP_UTF8, 0, &wstr[0], (int)wstr.size(), NULL, 0, NULL, NULL);
  316. std::string strTo(size_needed, 0);
  317. WideCharToMultiByte(CP_UTF8, 0, &wstr[0], (int)wstr.size(), &strTo[0], size_needed, NULL, NULL);
  318. str = strTo;
  319. }
  320. #endif