common.cpp 35 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924
  1. #include "common.h"
  2. #include <cassert>
  3. #include <iostream>
  4. #include <cstring>
  5. #include <fstream>
  6. #include <string>
  7. #include <iterator>
  8. #include <algorithm>
  9. #include <sstream>
  10. #include <unordered_set>
  11. #include <regex>
  12. #if defined(__APPLE__) && defined(__MACH__)
  13. #include <sys/types.h>
  14. #include <sys/sysctl.h>
  15. #endif
  16. #if defined(_WIN32)
  17. #define WIN32_LEAN_AND_MEAN
  18. #define NOMINMAX
  19. #include <windows.h>
  20. #include <fcntl.h>
  21. #include <io.h>
  22. #else
  23. #include <sys/ioctl.h>
  24. #include <unistd.h>
  25. #include <wchar.h>
  26. #endif
  27. int32_t get_num_physical_cores() {
  28. #ifdef __linux__
  29. // enumerate the set of thread siblings, num entries is num cores
  30. std::unordered_set<std::string> siblings;
  31. for (uint32_t cpu=0; cpu < UINT32_MAX; ++cpu) {
  32. std::ifstream thread_siblings("/sys/devices/system/cpu"
  33. + std::to_string(cpu) + "/topology/thread_siblings");
  34. if (!thread_siblings.is_open()) {
  35. break; // no more cpus
  36. }
  37. std::string line;
  38. if (std::getline(thread_siblings, line)) {
  39. siblings.insert(line);
  40. }
  41. }
  42. if (siblings.size() > 0) {
  43. return static_cast<int32_t>(siblings.size());
  44. }
  45. #elif defined(__APPLE__) && defined(__MACH__)
  46. int32_t num_physical_cores;
  47. size_t len = sizeof(num_physical_cores);
  48. int result = sysctlbyname("hw.perflevel0.physicalcpu", &num_physical_cores, &len, NULL, 0);
  49. if (result == 0) {
  50. return num_physical_cores;
  51. }
  52. result = sysctlbyname("hw.physicalcpu", &num_physical_cores, &len, NULL, 0);
  53. if (result == 0) {
  54. return num_physical_cores;
  55. }
  56. #elif defined(_WIN32)
  57. //TODO: Implement
  58. #endif
  59. unsigned int n_threads = std::thread::hardware_concurrency();
  60. return n_threads > 0 ? (n_threads <= 4 ? n_threads : n_threads / 2) : 4;
  61. }
  62. void process_escapes(std::string& input) {
  63. std::size_t input_len = input.length();
  64. std::size_t output_idx = 0;
  65. for (std::size_t input_idx = 0; input_idx < input_len; ++input_idx) {
  66. if (input[input_idx] == '\\' && input_idx + 1 < input_len) {
  67. switch (input[++input_idx]) {
  68. case 'n': input[output_idx++] = '\n'; break;
  69. case 'r': input[output_idx++] = '\r'; break;
  70. case 't': input[output_idx++] = '\t'; break;
  71. case '\'': input[output_idx++] = '\''; break;
  72. case '\"': input[output_idx++] = '\"'; break;
  73. case '\\': input[output_idx++] = '\\'; break;
  74. default: input[output_idx++] = '\\';
  75. input[output_idx++] = input[input_idx]; break;
  76. }
  77. } else {
  78. input[output_idx++] = input[input_idx];
  79. }
  80. }
  81. input.resize(output_idx);
  82. }
  83. bool gpt_params_parse(int argc, char ** argv, gpt_params & params) {
  84. bool invalid_param = false;
  85. bool escape_prompt = false;
  86. std::string arg;
  87. gpt_params default_params;
  88. const std::string arg_prefix = "--";
  89. for (int i = 1; i < argc; i++) {
  90. arg = argv[i];
  91. if (arg.compare(0, arg_prefix.size(), arg_prefix) == 0) {
  92. std::replace(arg.begin(), arg.end(), '_', '-');
  93. }
  94. if (arg == "-s" || arg == "--seed") {
  95. #if defined(GGML_USE_CUBLAS)
  96. fprintf(stderr, "WARNING: when using cuBLAS generation results are NOT guaranteed to be reproducible.\n");
  97. #endif
  98. if (++i >= argc) {
  99. invalid_param = true;
  100. break;
  101. }
  102. params.seed = std::stoi(argv[i]);
  103. } else if (arg == "-t" || arg == "--threads") {
  104. if (++i >= argc) {
  105. invalid_param = true;
  106. break;
  107. }
  108. params.n_threads = std::stoi(argv[i]);
  109. } else if (arg == "-p" || arg == "--prompt") {
  110. if (++i >= argc) {
  111. invalid_param = true;
  112. break;
  113. }
  114. params.prompt = argv[i];
  115. } else if (arg == "-e") {
  116. escape_prompt = true;
  117. } else if (arg == "--prompt-cache") {
  118. if (++i >= argc) {
  119. invalid_param = true;
  120. break;
  121. }
  122. params.path_prompt_cache = argv[i];
  123. } else if (arg == "--prompt-cache-all") {
  124. params.prompt_cache_all = true;
  125. } else if (arg == "-f" || arg == "--file") {
  126. if (++i >= argc) {
  127. invalid_param = true;
  128. break;
  129. }
  130. std::ifstream file(argv[i]);
  131. if (!file) {
  132. fprintf(stderr, "error: failed to open file '%s'\n", argv[i]);
  133. invalid_param = true;
  134. break;
  135. }
  136. std::copy(std::istreambuf_iterator<char>(file), std::istreambuf_iterator<char>(), back_inserter(params.prompt));
  137. if (params.prompt.back() == '\n') {
  138. params.prompt.pop_back();
  139. }
  140. } else if (arg == "-n" || arg == "--n-predict") {
  141. if (++i >= argc) {
  142. invalid_param = true;
  143. break;
  144. }
  145. params.n_predict = std::stoi(argv[i]);
  146. } else if (arg == "--top-k") {
  147. if (++i >= argc) {
  148. invalid_param = true;
  149. break;
  150. }
  151. params.top_k = std::stoi(argv[i]);
  152. } else if (arg == "-c" || arg == "--ctx-size") {
  153. if (++i >= argc) {
  154. invalid_param = true;
  155. break;
  156. }
  157. params.n_ctx = std::stoi(argv[i]);
  158. } else if (arg == "--memory-f32") {
  159. params.memory_f16 = false;
  160. } else if (arg == "--top-p") {
  161. if (++i >= argc) {
  162. invalid_param = true;
  163. break;
  164. }
  165. params.top_p = std::stof(argv[i]);
  166. } else if (arg == "--temp") {
  167. if (++i >= argc) {
  168. invalid_param = true;
  169. break;
  170. }
  171. params.temp = std::stof(argv[i]);
  172. } else if (arg == "--tfs") {
  173. if (++i >= argc) {
  174. invalid_param = true;
  175. break;
  176. }
  177. params.tfs_z = std::stof(argv[i]);
  178. } else if (arg == "--typical") {
  179. if (++i >= argc) {
  180. invalid_param = true;
  181. break;
  182. }
  183. params.typical_p = std::stof(argv[i]);
  184. } else if (arg == "--repeat-last-n") {
  185. if (++i >= argc) {
  186. invalid_param = true;
  187. break;
  188. }
  189. params.repeat_last_n = std::stoi(argv[i]);
  190. } else if (arg == "--repeat-penalty") {
  191. if (++i >= argc) {
  192. invalid_param = true;
  193. break;
  194. }
  195. params.repeat_penalty = std::stof(argv[i]);
  196. } else if (arg == "--frequency-penalty") {
  197. if (++i >= argc) {
  198. invalid_param = true;
  199. break;
  200. }
  201. params.frequency_penalty = std::stof(argv[i]);
  202. } else if (arg == "--presence-penalty") {
  203. if (++i >= argc) {
  204. invalid_param = true;
  205. break;
  206. }
  207. params.presence_penalty = std::stof(argv[i]);
  208. } else if (arg == "--mirostat") {
  209. if (++i >= argc) {
  210. invalid_param = true;
  211. break;
  212. }
  213. params.mirostat = std::stoi(argv[i]);
  214. } else if (arg == "--mirostat-lr") {
  215. if (++i >= argc) {
  216. invalid_param = true;
  217. break;
  218. }
  219. params.mirostat_eta = std::stof(argv[i]);
  220. } else if (arg == "--mirostat-ent") {
  221. if (++i >= argc) {
  222. invalid_param = true;
  223. break;
  224. }
  225. params.mirostat_tau = std::stof(argv[i]);
  226. } else if (arg == "-b" || arg == "--batch-size") {
  227. if (++i >= argc) {
  228. invalid_param = true;
  229. break;
  230. }
  231. params.n_batch = std::stoi(argv[i]);
  232. params.n_batch = std::min(512, params.n_batch);
  233. } else if (arg == "--keep") {
  234. if (++i >= argc) {
  235. invalid_param = true;
  236. break;
  237. }
  238. params.n_keep = std::stoi(argv[i]);
  239. } else if (arg == "-m" || arg == "--model") {
  240. if (++i >= argc) {
  241. invalid_param = true;
  242. break;
  243. }
  244. params.model = argv[i];
  245. } else if (arg == "-a" || arg == "--alias") {
  246. if (++i >= argc) {
  247. invalid_param = true;
  248. break;
  249. }
  250. params.model_alias = argv[i];
  251. } else if (arg == "--lora") {
  252. if (++i >= argc) {
  253. invalid_param = true;
  254. break;
  255. }
  256. params.lora_adapter = argv[i];
  257. params.use_mmap = false;
  258. } else if (arg == "--lora-base") {
  259. if (++i >= argc) {
  260. invalid_param = true;
  261. break;
  262. }
  263. params.lora_base = argv[i];
  264. } else if (arg == "-i" || arg == "--interactive") {
  265. params.interactive = true;
  266. } else if (arg == "--embedding") {
  267. params.embedding = true;
  268. } else if (arg == "--interactive-first") {
  269. params.interactive_first = true;
  270. } else if (arg == "-ins" || arg == "--instruct") {
  271. params.instruct = true;
  272. } else if (arg == "--multiline-input") {
  273. params.multiline_input = true;
  274. } else if (arg == "--color") {
  275. params.use_color = true;
  276. } else if (arg == "--mlock") {
  277. params.use_mlock = true;
  278. } else if (arg == "--gpu-layers" || arg == "-ngl" || arg == "--n-gpu-layers") {
  279. if (++i >= argc) {
  280. invalid_param = true;
  281. break;
  282. }
  283. #ifdef LLAMA_SUPPORTS_GPU_OFFLOAD
  284. params.n_gpu_layers = std::stoi(argv[i]);
  285. #else
  286. fprintf(stderr, "warning: not compiled with GPU offload support, --n-gpu-layers option will be ignored\n");
  287. fprintf(stderr, "warning: see main README.md for information on enabling GPU BLAS support\n");
  288. #endif
  289. } else if (arg == "--main-gpu" || arg == "-mg") {
  290. if (++i >= argc) {
  291. invalid_param = true;
  292. break;
  293. }
  294. #ifdef GGML_USE_CUBLAS
  295. params.main_gpu = std::stoi(argv[i]);
  296. #else
  297. fprintf(stderr, "warning: llama.cpp was compiled without cuBLAS. It is not possible to set a main GPU.\n");
  298. #endif
  299. } else if (arg == "--tensor-split" || arg == "-ts") {
  300. if (++i >= argc) {
  301. invalid_param = true;
  302. break;
  303. }
  304. #ifdef GGML_USE_CUBLAS
  305. std::string arg_next = argv[i];
  306. // split string by , and /
  307. const std::regex regex{R"([,/]+)"};
  308. std::sregex_token_iterator it{arg_next.begin(), arg_next.end(), regex, -1};
  309. std::vector<std::string> split_arg{it, {}};
  310. GGML_ASSERT(split_arg.size() <= LLAMA_MAX_DEVICES);
  311. for (size_t i = 0; i < LLAMA_MAX_DEVICES; ++i) {
  312. if (i < split_arg.size()) {
  313. params.tensor_split[i] = std::stof(split_arg[i]);
  314. } else {
  315. params.tensor_split[i] = 0.0f;
  316. }
  317. }
  318. #else
  319. fprintf(stderr, "warning: llama.cpp was compiled without cuBLAS. It is not possible to set a tensor split.\n");
  320. #endif // GGML_USE_CUBLAS
  321. } else if (arg == "--no-mmap") {
  322. params.use_mmap = false;
  323. } else if (arg == "--mtest") {
  324. params.mem_test = true;
  325. } else if (arg == "--export") {
  326. params.export_cgraph = true;
  327. } else if (arg == "--verbose-prompt") {
  328. params.verbose_prompt = true;
  329. } else if (arg == "-r" || arg == "--reverse-prompt") {
  330. if (++i >= argc) {
  331. invalid_param = true;
  332. break;
  333. }
  334. params.antiprompt.push_back(argv[i]);
  335. } else if (arg == "--perplexity") {
  336. params.perplexity = true;
  337. } else if (arg == "--ignore-eos") {
  338. params.logit_bias[llama_token_eos()] = -INFINITY;
  339. } else if (arg == "--no-penalize-nl") {
  340. params.penalize_nl = false;
  341. } else if (arg == "-l" || arg == "--logit-bias") {
  342. if (++i >= argc) {
  343. invalid_param = true;
  344. break;
  345. }
  346. std::stringstream ss(argv[i]);
  347. llama_token key;
  348. char sign;
  349. std::string value_str;
  350. try {
  351. if (ss >> key && ss >> sign && std::getline(ss, value_str) && (sign == '+' || sign == '-')) {
  352. params.logit_bias[key] = std::stof(value_str) * ((sign == '-') ? -1.0f : 1.0f);
  353. } else {
  354. throw std::exception();
  355. }
  356. } catch (const std::exception &e) {
  357. invalid_param = true;
  358. break;
  359. }
  360. } else if (arg == "-h" || arg == "--help") {
  361. gpt_print_usage(argc, argv, default_params);
  362. exit(0);
  363. } else if (arg == "--random-prompt") {
  364. params.random_prompt = true;
  365. } else if (arg == "--in-prefix") {
  366. if (++i >= argc) {
  367. invalid_param = true;
  368. break;
  369. }
  370. params.input_prefix = argv[i];
  371. } else if (arg == "--in-suffix") {
  372. if (++i >= argc) {
  373. invalid_param = true;
  374. break;
  375. }
  376. params.input_suffix = argv[i];
  377. } else {
  378. fprintf(stderr, "error: unknown argument: %s\n", arg.c_str());
  379. gpt_print_usage(argc, argv, default_params);
  380. exit(1);
  381. }
  382. }
  383. if (invalid_param) {
  384. fprintf(stderr, "error: invalid parameter for argument: %s\n", arg.c_str());
  385. gpt_print_usage(argc, argv, default_params);
  386. exit(1);
  387. }
  388. if (params.prompt_cache_all &&
  389. (params.interactive || params.interactive_first ||
  390. params.instruct)) {
  391. fprintf(stderr, "error: --prompt-cache-all not supported in interactive mode yet\n");
  392. gpt_print_usage(argc, argv, default_params);
  393. exit(1);
  394. }
  395. if (escape_prompt) {
  396. process_escapes(params.prompt);
  397. }
  398. return true;
  399. }
  400. void gpt_print_usage(int /*argc*/, char ** argv, const gpt_params & params) {
  401. fprintf(stderr, "usage: %s [options]\n", argv[0]);
  402. fprintf(stderr, "\n");
  403. fprintf(stderr, "options:\n");
  404. fprintf(stderr, " -h, --help show this help message and exit\n");
  405. fprintf(stderr, " -i, --interactive run in interactive mode\n");
  406. fprintf(stderr, " --interactive-first run in interactive mode and wait for input right away\n");
  407. fprintf(stderr, " -ins, --instruct run in instruction mode (use with Alpaca models)\n");
  408. fprintf(stderr, " --multiline-input allows you to write or paste multiple lines without ending each in '\\'\n");
  409. fprintf(stderr, " -r PROMPT, --reverse-prompt PROMPT\n");
  410. fprintf(stderr, " halt generation at PROMPT, return control in interactive mode\n");
  411. fprintf(stderr, " (can be specified more than once for multiple prompts).\n");
  412. fprintf(stderr, " --color colorise output to distinguish prompt and user input from generations\n");
  413. fprintf(stderr, " -s SEED, --seed SEED RNG seed (default: -1, use random seed for < 0)\n");
  414. fprintf(stderr, " -t N, --threads N number of threads to use during computation (default: %d)\n", params.n_threads);
  415. fprintf(stderr, " -p PROMPT, --prompt PROMPT\n");
  416. fprintf(stderr, " prompt to start generation with (default: empty)\n");
  417. fprintf(stderr, " -e process prompt escapes sequences (\\n, \\r, \\t, \\', \\\", \\\\)\n");
  418. fprintf(stderr, " --prompt-cache FNAME file to cache prompt state for faster startup (default: none)\n");
  419. fprintf(stderr, " --prompt-cache-all if specified, saves user input and generations to cache as well.\n");
  420. fprintf(stderr, " not supported with --interactive or other interactive options\n");
  421. fprintf(stderr, " --random-prompt start with a randomized prompt.\n");
  422. fprintf(stderr, " --in-prefix STRING string to prefix user inputs with (default: empty)\n");
  423. fprintf(stderr, " --in-suffix STRING string to suffix after user inputs with (default: empty)\n");
  424. fprintf(stderr, " -f FNAME, --file FNAME\n");
  425. fprintf(stderr, " prompt file to start generation.\n");
  426. fprintf(stderr, " -n N, --n-predict N number of tokens to predict (default: %d, -1 = infinity)\n", params.n_predict);
  427. fprintf(stderr, " --top-k N top-k sampling (default: %d, 0 = disabled)\n", params.top_k);
  428. fprintf(stderr, " --top-p N top-p sampling (default: %.1f, 1.0 = disabled)\n", (double)params.top_p);
  429. fprintf(stderr, " --tfs N tail free sampling, parameter z (default: %.1f, 1.0 = disabled)\n", (double)params.tfs_z);
  430. fprintf(stderr, " --typical N locally typical sampling, parameter p (default: %.1f, 1.0 = disabled)\n", (double)params.typical_p);
  431. 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);
  432. fprintf(stderr, " --repeat-penalty N penalize repeat sequence of tokens (default: %.1f, 1.0 = disabled)\n", (double)params.repeat_penalty);
  433. fprintf(stderr, " --presence-penalty N repeat alpha presence penalty (default: %.1f, 0.0 = disabled)\n", (double)params.presence_penalty);
  434. fprintf(stderr, " --frequency-penalty N repeat alpha frequency penalty (default: %.1f, 0.0 = disabled)\n", (double)params.frequency_penalty);
  435. fprintf(stderr, " --mirostat N use Mirostat sampling.\n");
  436. fprintf(stderr, " Top K, Nucleus, Tail Free and Locally Typical samplers are ignored if used.\n");
  437. fprintf(stderr, " (default: %d, 0 = disabled, 1 = Mirostat, 2 = Mirostat 2.0)\n", params.mirostat);
  438. fprintf(stderr, " --mirostat-lr N Mirostat learning rate, parameter eta (default: %.1f)\n", (double)params.mirostat_eta);
  439. fprintf(stderr, " --mirostat-ent N Mirostat target entropy, parameter tau (default: %.1f)\n", (double)params.mirostat_tau);
  440. fprintf(stderr, " -l TOKEN_ID(+/-)BIAS, --logit-bias TOKEN_ID(+/-)BIAS\n");
  441. fprintf(stderr, " modifies the likelihood of token appearing in the completion,\n");
  442. fprintf(stderr, " i.e. `--logit-bias 15043+1` to increase likelihood of token ' Hello',\n");
  443. fprintf(stderr, " or `--logit-bias 15043-1` to decrease likelihood of token ' Hello'\n");
  444. fprintf(stderr, " -c N, --ctx-size N size of the prompt context (default: %d)\n", params.n_ctx);
  445. fprintf(stderr, " --ignore-eos ignore end of stream token and continue generating (implies --logit-bias 2-inf)\n");
  446. fprintf(stderr, " --no-penalize-nl do not penalize newline token\n");
  447. fprintf(stderr, " --memory-f32 use f32 instead of f16 for memory key+value (default: disabled)\n");
  448. fprintf(stderr, " not recommended: doubles context memory required and no measurable increase in quality\n");
  449. fprintf(stderr, " --temp N temperature (default: %.1f)\n", (double)params.temp);
  450. fprintf(stderr, " -b N, --batch-size N batch size for prompt processing (default: %d)\n", params.n_batch);
  451. fprintf(stderr, " --perplexity compute perplexity over the prompt\n");
  452. fprintf(stderr, " --keep number of tokens to keep from the initial prompt (default: %d, -1 = all)\n", params.n_keep);
  453. if (llama_mlock_supported()) {
  454. fprintf(stderr, " --mlock force system to keep model in RAM rather than swapping or compressing\n");
  455. }
  456. if (llama_mmap_supported()) {
  457. fprintf(stderr, " --no-mmap do not memory-map model (slower load but may reduce pageouts if not using mlock)\n");
  458. }
  459. #ifdef LLAMA_SUPPORTS_GPU_OFFLOAD
  460. fprintf(stderr, " -ngl N, --n-gpu-layers N\n");
  461. fprintf(stderr, " number of layers to store in VRAM\n");
  462. fprintf(stderr, " -ts SPLIT --tensor-split SPLIT\n");
  463. fprintf(stderr, " how to split tensors across multiple GPUs, comma-separated list of proportions, e.g. 3,1\n");
  464. fprintf(stderr, " -mg i, --main-gpu i the GPU to use for scratch and small tensors\n" );
  465. #endif
  466. fprintf(stderr, " --mtest compute maximum memory usage\n");
  467. fprintf(stderr, " --export export the computation graph to 'llama.ggml'\n");
  468. fprintf(stderr, " --verbose-prompt print prompt before generation\n");
  469. fprintf(stderr, " --lora FNAME apply LoRA adapter (implies --no-mmap)\n");
  470. fprintf(stderr, " --lora-base FNAME optional model to use as a base for the layers modified by the LoRA adapter\n");
  471. fprintf(stderr, " -m FNAME, --model FNAME\n");
  472. fprintf(stderr, " model path (default: %s)\n", params.model.c_str());
  473. fprintf(stderr, "\n");
  474. }
  475. std::string gpt_random_prompt(std::mt19937 & rng) {
  476. const int r = rng() % 10;
  477. switch (r) {
  478. case 0: return "So";
  479. case 1: return "Once upon a time";
  480. case 2: return "When";
  481. case 3: return "The";
  482. case 4: return "After";
  483. case 5: return "If";
  484. case 6: return "import";
  485. case 7: return "He";
  486. case 8: return "She";
  487. case 9: return "They";
  488. default: return "To";
  489. }
  490. return "The";
  491. }
  492. // TODO: not great allocating this every time
  493. std::vector<llama_token> llama_tokenize(struct llama_context * ctx, const std::string & text, bool add_bos) {
  494. // initialize to prompt numer of chars, since n_tokens <= n_prompt_chars
  495. std::vector<llama_token> res(text.size() + (int) add_bos);
  496. const int n = llama_tokenize(ctx, text.c_str(), res.data(), res.size(), add_bos);
  497. assert(n >= 0);
  498. res.resize(n);
  499. return res;
  500. }
  501. struct llama_context * llama_init_from_gpt_params(const gpt_params & params) {
  502. auto lparams = llama_context_default_params();
  503. lparams.n_ctx = params.n_ctx;
  504. lparams.n_batch = params.n_batch;
  505. lparams.n_gpu_layers = params.n_gpu_layers;
  506. lparams.main_gpu = params.main_gpu;
  507. memcpy(lparams.tensor_split, params.tensor_split, LLAMA_MAX_DEVICES*sizeof(float));
  508. lparams.seed = params.seed;
  509. lparams.f16_kv = params.memory_f16;
  510. lparams.use_mmap = params.use_mmap;
  511. lparams.use_mlock = params.use_mlock;
  512. lparams.logits_all = params.perplexity;
  513. lparams.embedding = params.embedding;
  514. llama_context * lctx = llama_init_from_file(params.model.c_str(), lparams);
  515. if (lctx == NULL) {
  516. fprintf(stderr, "%s: error: failed to load model '%s'\n", __func__, params.model.c_str());
  517. return NULL;
  518. }
  519. if (!params.lora_adapter.empty()) {
  520. int err = llama_apply_lora_from_file(lctx,
  521. params.lora_adapter.c_str(),
  522. params.lora_base.empty() ? NULL : params.lora_base.c_str(),
  523. params.n_threads);
  524. if (err != 0) {
  525. fprintf(stderr, "%s: error: failed to apply lora adapter\n", __func__);
  526. return NULL;
  527. }
  528. }
  529. return lctx;
  530. }
  531. void console_init(console_state & con_st) {
  532. #if defined(_WIN32)
  533. // Windows-specific console initialization
  534. DWORD dwMode = 0;
  535. con_st.hConsole = GetStdHandle(STD_OUTPUT_HANDLE);
  536. if (con_st.hConsole == INVALID_HANDLE_VALUE || !GetConsoleMode(con_st.hConsole, &dwMode)) {
  537. con_st.hConsole = GetStdHandle(STD_ERROR_HANDLE);
  538. if (con_st.hConsole != INVALID_HANDLE_VALUE && (!GetConsoleMode(con_st.hConsole, &dwMode))) {
  539. con_st.hConsole = NULL;
  540. }
  541. }
  542. if (con_st.hConsole) {
  543. // Enable ANSI colors on Windows 10+
  544. if (con_st.use_color && !(dwMode & ENABLE_VIRTUAL_TERMINAL_PROCESSING)) {
  545. SetConsoleMode(con_st.hConsole, dwMode | ENABLE_VIRTUAL_TERMINAL_PROCESSING);
  546. }
  547. // Set console output codepage to UTF8
  548. SetConsoleOutputCP(CP_UTF8);
  549. }
  550. HANDLE hConIn = GetStdHandle(STD_INPUT_HANDLE);
  551. if (hConIn != INVALID_HANDLE_VALUE && GetConsoleMode(hConIn, &dwMode)) {
  552. // Set console input codepage to UTF16
  553. _setmode(_fileno(stdin), _O_WTEXT);
  554. // Turn off ICANON (ENABLE_LINE_INPUT) and ECHO (ENABLE_ECHO_INPUT)
  555. dwMode &= ~(ENABLE_LINE_INPUT | ENABLE_ECHO_INPUT);
  556. SetConsoleMode(hConIn, dwMode);
  557. }
  558. #else
  559. // POSIX-specific console initialization
  560. struct termios new_termios;
  561. tcgetattr(STDIN_FILENO, &con_st.prev_state);
  562. new_termios = con_st.prev_state;
  563. new_termios.c_lflag &= ~(ICANON | ECHO);
  564. new_termios.c_cc[VMIN] = 1;
  565. new_termios.c_cc[VTIME] = 0;
  566. tcsetattr(STDIN_FILENO, TCSANOW, &new_termios);
  567. con_st.tty = fopen("/dev/tty", "w+");
  568. if (con_st.tty != nullptr) {
  569. con_st.out = con_st.tty;
  570. }
  571. setlocale(LC_ALL, "");
  572. #endif
  573. }
  574. void console_cleanup(console_state & con_st) {
  575. // Reset console color
  576. console_set_color(con_st, CONSOLE_COLOR_DEFAULT);
  577. #if !defined(_WIN32)
  578. if (con_st.tty != nullptr) {
  579. con_st.out = stdout;
  580. fclose(con_st.tty);
  581. con_st.tty = nullptr;
  582. }
  583. // Restore the terminal settings on POSIX systems
  584. tcsetattr(STDIN_FILENO, TCSANOW, &con_st.prev_state);
  585. #endif
  586. }
  587. /* Keep track of current color of output, and emit ANSI code if it changes. */
  588. void console_set_color(console_state & con_st, console_color_t color) {
  589. if (con_st.use_color && con_st.color != color) {
  590. fflush(stdout);
  591. switch(color) {
  592. case CONSOLE_COLOR_DEFAULT:
  593. fprintf(con_st.out, ANSI_COLOR_RESET);
  594. break;
  595. case CONSOLE_COLOR_PROMPT:
  596. fprintf(con_st.out, ANSI_COLOR_YELLOW);
  597. break;
  598. case CONSOLE_COLOR_USER_INPUT:
  599. fprintf(con_st.out, ANSI_BOLD ANSI_COLOR_GREEN);
  600. break;
  601. }
  602. con_st.color = color;
  603. fflush(con_st.out);
  604. }
  605. }
  606. char32_t getchar32() {
  607. #if defined(_WIN32)
  608. HANDLE hConsole = GetStdHandle(STD_INPUT_HANDLE);
  609. wchar_t high_surrogate = 0;
  610. while (true) {
  611. INPUT_RECORD record;
  612. DWORD count;
  613. if (!ReadConsoleInputW(hConsole, &record, 1, &count) || count == 0) {
  614. return WEOF;
  615. }
  616. if (record.EventType == KEY_EVENT && record.Event.KeyEvent.bKeyDown) {
  617. wchar_t wc = record.Event.KeyEvent.uChar.UnicodeChar;
  618. if (wc == 0) {
  619. continue;
  620. }
  621. if ((wc >= 0xD800) && (wc <= 0xDBFF)) { // Check if wc is a high surrogate
  622. high_surrogate = wc;
  623. continue;
  624. } else if ((wc >= 0xDC00) && (wc <= 0xDFFF)) { // Check if wc is a low surrogate
  625. if (high_surrogate != 0) { // Check if we have a high surrogate
  626. return ((high_surrogate - 0xD800) << 10) + (wc - 0xDC00) + 0x10000;
  627. }
  628. }
  629. high_surrogate = 0; // Reset the high surrogate
  630. return static_cast<char32_t>(wc);
  631. }
  632. }
  633. #else
  634. wchar_t wc = getwchar();
  635. if (static_cast<wint_t>(wc) == WEOF) {
  636. return WEOF;
  637. }
  638. #if WCHAR_MAX == 0xFFFF
  639. if ((wc >= 0xD800) && (wc <= 0xDBFF)) { // Check if wc is a high surrogate
  640. wchar_t low_surrogate = getwchar();
  641. if ((low_surrogate >= 0xDC00) && (low_surrogate <= 0xDFFF)) { // Check if the next wchar is a low surrogate
  642. return (static_cast<char32_t>(wc & 0x03FF) << 10) + (low_surrogate & 0x03FF) + 0x10000;
  643. }
  644. }
  645. if ((wc >= 0xD800) && (wc <= 0xDFFF)) { // Invalid surrogate pair
  646. return 0xFFFD; // Return the replacement character U+FFFD
  647. }
  648. #endif
  649. return static_cast<char32_t>(wc);
  650. #endif
  651. }
  652. void pop_cursor(console_state & con_st) {
  653. #if defined(_WIN32)
  654. if (con_st.hConsole != NULL) {
  655. CONSOLE_SCREEN_BUFFER_INFO bufferInfo;
  656. GetConsoleScreenBufferInfo(con_st.hConsole, &bufferInfo);
  657. COORD newCursorPosition = bufferInfo.dwCursorPosition;
  658. if (newCursorPosition.X == 0) {
  659. newCursorPosition.X = bufferInfo.dwSize.X - 1;
  660. newCursorPosition.Y -= 1;
  661. } else {
  662. newCursorPosition.X -= 1;
  663. }
  664. SetConsoleCursorPosition(con_st.hConsole, newCursorPosition);
  665. return;
  666. }
  667. #endif
  668. putc('\b', con_st.out);
  669. }
  670. int estimateWidth(char32_t codepoint) {
  671. #if defined(_WIN32)
  672. return 1;
  673. #else
  674. return wcwidth(codepoint);
  675. #endif
  676. }
  677. int put_codepoint(console_state & con_st, const char* utf8_codepoint, size_t length, int expectedWidth) {
  678. #if defined(_WIN32)
  679. CONSOLE_SCREEN_BUFFER_INFO bufferInfo;
  680. if (!GetConsoleScreenBufferInfo(con_st.hConsole, &bufferInfo)) {
  681. // go with the default
  682. return expectedWidth;
  683. }
  684. COORD initialPosition = bufferInfo.dwCursorPosition;
  685. DWORD nNumberOfChars = length;
  686. WriteConsole(con_st.hConsole, utf8_codepoint, nNumberOfChars, &nNumberOfChars, NULL);
  687. CONSOLE_SCREEN_BUFFER_INFO newBufferInfo;
  688. GetConsoleScreenBufferInfo(con_st.hConsole, &newBufferInfo);
  689. // Figure out our real position if we're in the last column
  690. if (utf8_codepoint[0] != 0x09 && initialPosition.X == newBufferInfo.dwSize.X - 1) {
  691. DWORD nNumberOfChars;
  692. WriteConsole(con_st.hConsole, &" \b", 2, &nNumberOfChars, NULL);
  693. GetConsoleScreenBufferInfo(con_st.hConsole, &newBufferInfo);
  694. }
  695. int width = newBufferInfo.dwCursorPosition.X - initialPosition.X;
  696. if (width < 0) {
  697. width += newBufferInfo.dwSize.X;
  698. }
  699. return width;
  700. #else
  701. // we can trust expectedWidth if we've got one
  702. if (expectedWidth >= 0 || con_st.tty == nullptr) {
  703. fwrite(utf8_codepoint, length, 1, con_st.out);
  704. return expectedWidth;
  705. }
  706. fputs("\033[6n", con_st.tty); // Query cursor position
  707. int x1, x2, y1, y2;
  708. int results = 0;
  709. results = fscanf(con_st.tty, "\033[%d;%dR", &y1, &x1);
  710. fwrite(utf8_codepoint, length, 1, con_st.tty);
  711. fputs("\033[6n", con_st.tty); // Query cursor position
  712. results += fscanf(con_st.tty, "\033[%d;%dR", &y2, &x2);
  713. if (results != 4) {
  714. return expectedWidth;
  715. }
  716. int width = x2 - x1;
  717. if (width < 0) {
  718. // Calculate the width considering text wrapping
  719. struct winsize w;
  720. ioctl(STDOUT_FILENO, TIOCGWINSZ, &w);
  721. width += w.ws_col;
  722. }
  723. return width;
  724. #endif
  725. }
  726. void replace_last(console_state & con_st, char ch) {
  727. #if defined(_WIN32)
  728. pop_cursor(con_st);
  729. put_codepoint(con_st, &ch, 1, 1);
  730. #else
  731. fprintf(con_st.out, "\b%c", ch);
  732. #endif
  733. }
  734. void append_utf8(char32_t ch, std::string & out) {
  735. if (ch <= 0x7F) {
  736. out.push_back(static_cast<unsigned char>(ch));
  737. } else if (ch <= 0x7FF) {
  738. out.push_back(static_cast<unsigned char>(0xC0 | ((ch >> 6) & 0x1F)));
  739. out.push_back(static_cast<unsigned char>(0x80 | (ch & 0x3F)));
  740. } else if (ch <= 0xFFFF) {
  741. out.push_back(static_cast<unsigned char>(0xE0 | ((ch >> 12) & 0x0F)));
  742. out.push_back(static_cast<unsigned char>(0x80 | ((ch >> 6) & 0x3F)));
  743. out.push_back(static_cast<unsigned char>(0x80 | (ch & 0x3F)));
  744. } else if (ch <= 0x10FFFF) {
  745. out.push_back(static_cast<unsigned char>(0xF0 | ((ch >> 18) & 0x07)));
  746. out.push_back(static_cast<unsigned char>(0x80 | ((ch >> 12) & 0x3F)));
  747. out.push_back(static_cast<unsigned char>(0x80 | ((ch >> 6) & 0x3F)));
  748. out.push_back(static_cast<unsigned char>(0x80 | (ch & 0x3F)));
  749. } else {
  750. // Invalid Unicode code point
  751. }
  752. }
  753. // Helper function to remove the last UTF-8 character from a string
  754. void pop_back_utf8_char(std::string & line) {
  755. if (line.empty()) {
  756. return;
  757. }
  758. size_t pos = line.length() - 1;
  759. // Find the start of the last UTF-8 character (checking up to 4 bytes back)
  760. for (size_t i = 0; i < 3 && pos > 0; ++i, --pos) {
  761. if ((line[pos] & 0xC0) != 0x80) break; // Found the start of the character
  762. }
  763. line.erase(pos);
  764. }
  765. bool console_readline(console_state & con_st, std::string & line) {
  766. console_set_color(con_st, CONSOLE_COLOR_USER_INPUT);
  767. if (con_st.out != stdout) {
  768. fflush(stdout);
  769. }
  770. line.clear();
  771. std::vector<int> widths;
  772. bool is_special_char = false;
  773. bool end_of_stream = false;
  774. char32_t input_char;
  775. while (true) {
  776. fflush(con_st.out); // Ensure all output is displayed before waiting for input
  777. input_char = getchar32();
  778. if (input_char == '\r' || input_char == '\n') {
  779. break;
  780. }
  781. if (input_char == (char32_t) WEOF || input_char == 0x04 /* Ctrl+D*/) {
  782. end_of_stream = true;
  783. break;
  784. }
  785. if (is_special_char) {
  786. console_set_color(con_st, CONSOLE_COLOR_USER_INPUT);
  787. replace_last(con_st, line.back());
  788. is_special_char = false;
  789. }
  790. if (input_char == '\033') { // Escape sequence
  791. char32_t code = getchar32();
  792. if (code == '[' || code == 0x1B) {
  793. // Discard the rest of the escape sequence
  794. while ((code = getchar32()) != (char32_t) WEOF) {
  795. if ((code >= 'A' && code <= 'Z') || (code >= 'a' && code <= 'z') || code == '~') {
  796. break;
  797. }
  798. }
  799. }
  800. } else if (input_char == 0x08 || input_char == 0x7F) { // Backspace
  801. if (!widths.empty()) {
  802. int count;
  803. do {
  804. count = widths.back();
  805. widths.pop_back();
  806. // Move cursor back, print space, and move cursor back again
  807. for (int i = 0; i < count; i++) {
  808. replace_last(con_st, ' ');
  809. pop_cursor(con_st);
  810. }
  811. pop_back_utf8_char(line);
  812. } while (count == 0 && !widths.empty());
  813. }
  814. } else {
  815. int offset = line.length();
  816. append_utf8(input_char, line);
  817. int width = put_codepoint(con_st, line.c_str() + offset, line.length() - offset, estimateWidth(input_char));
  818. if (width < 0) {
  819. width = 0;
  820. }
  821. widths.push_back(width);
  822. }
  823. if (!line.empty() && (line.back() == '\\' || line.back() == '/')) {
  824. console_set_color(con_st, CONSOLE_COLOR_PROMPT);
  825. replace_last(con_st, line.back());
  826. is_special_char = true;
  827. }
  828. }
  829. bool has_more = con_st.multiline_input;
  830. if (is_special_char) {
  831. replace_last(con_st, ' ');
  832. pop_cursor(con_st);
  833. char last = line.back();
  834. line.pop_back();
  835. if (last == '\\') {
  836. line += '\n';
  837. fputc('\n', con_st.out);
  838. has_more = !has_more;
  839. } else {
  840. // llama will just eat the single space, it won't act as a space
  841. if (line.length() == 1 && line.back() == ' ') {
  842. line.clear();
  843. pop_cursor(con_st);
  844. }
  845. has_more = false;
  846. }
  847. } else {
  848. if (end_of_stream) {
  849. has_more = false;
  850. } else {
  851. line += '\n';
  852. fputc('\n', con_st.out);
  853. }
  854. }
  855. fflush(con_st.out);
  856. return has_more;
  857. }