| 1 | #include "common.h" |
| 2 | //#include "log.h" // TODO: start using log.h |
| 3 | #include "llama.h" |
| 4 | |
| 5 | #include <cstdio> |
| 6 | #include <cstring> |
| 7 | #include <fstream> |
| 8 | #include <string> |
| 9 | #include <vector> |
| 10 | #include <iostream> // TODO: remove me |
| 11 | |
| 12 | #if defined(_WIN32) |
| 13 | #define WIN32_LEAN_AND_MEAN |
| 14 | #include <windows.h> |
| 15 | #include <shellapi.h> // For CommandLineToArgvW |
| 16 | #endif |
| 17 | |
| 18 | static void print_usage_information(const char * argv0) { |
| 19 | printf(format: "usage: %s [options]\n\n" , argv0); |
| 20 | printf(format: "The tokenize program tokenizes a prompt using a given model,\n" ); |
| 21 | printf(format: "and prints the resulting tokens to standard output.\n\n" ); |
| 22 | printf(format: "It needs a model file, a prompt, and optionally other flags\n" ); |
| 23 | printf(format: "to control the behavior of the tokenizer.\n\n" ); |
| 24 | printf(format: " The possible options are:\n" ); |
| 25 | printf(format: "\n" ); |
| 26 | printf(format: " -h, --help print this help and exit\n" ); |
| 27 | printf(format: " -m MODEL_PATH, --model MODEL_PATH path to model.\n" ); |
| 28 | printf(format: " --ids if given, only print numerical token IDs, and not token strings.\n" ); |
| 29 | printf(format: " The output format looks like [1, 2, 3], i.e. parseable by Python.\n" ); |
| 30 | printf(format: " -f PROMPT_FNAME, --file PROMPT_FNAME read prompt from a file.\n" ); |
| 31 | printf(format: " -p PROMPT, --prompt PROMPT read prompt from the argument.\n" ); |
| 32 | printf(format: " --stdin read prompt from standard input.\n" ); |
| 33 | printf(format: " --no-bos do not ever add a BOS token to the prompt, even if normally the model uses a BOS token.\n" ); |
| 34 | printf(format: " --no-escape do not escape input (such as \\n, \\t, etc.).\n" ); |
| 35 | printf(format: " --no-parse-special do not parse control tokens.\n" ); |
| 36 | printf(format: " --log-disable disable logs. Makes stderr quiet when loading the model.\n" ); |
| 37 | printf(format: " --show-count print the total number of tokens.\n" ); |
| 38 | } |
| 39 | |
| 40 | static void llama_log_callback_null(ggml_log_level level, const char * text, void * user_data) { |
| 41 | (void) level; |
| 42 | (void) text; |
| 43 | (void) user_data; |
| 44 | } |
| 45 | |
| 46 | static std::string read_prompt_from_file(const char * filepath, bool & success) { |
| 47 | success = false; |
| 48 | |
| 49 | std::ifstream in(filepath, std::ios::binary); |
| 50 | if (!in) { |
| 51 | fprintf(stderr, format: "%s: could not open file '%s' for reading: %s\n" , __func__, filepath, strerror(errno)); |
| 52 | return std::string(); |
| 53 | } |
| 54 | // do not assume the file is seekable (e.g. /dev/stdin) |
| 55 | std::stringstream buffer; |
| 56 | buffer << in.rdbuf(); |
| 57 | if (in.fail()) { |
| 58 | fprintf(stderr, format: "%s: could not read the entire file '%s': %s\n" , __func__, filepath, strerror(errno)); |
| 59 | return std::string(); |
| 60 | } |
| 61 | |
| 62 | success = true; |
| 63 | return buffer.str(); |
| 64 | } |
| 65 | |
| 66 | // |
| 67 | // Function: ingest_args(...) -> vector<string> |
| 68 | // |
| 69 | // Takes argc and argv arguments, and converts them to a vector of UTF-8 encoded |
| 70 | // strings, as an STL vector<string>. |
| 71 | // |
| 72 | // In particular, it handles character encoding shenanigans on Windows. |
| 73 | // |
| 74 | // Note: raw_argc and raw_argv are not actually read at all on Windows. |
| 75 | // On Windows we call GetCommandLineW to get the arguments in wchar_t |
| 76 | // format, ignoring the regular argc/argv arguments to main(). |
| 77 | // |
| 78 | // TODO: potential opportunity to roll common stuff into common/console.cpp |
| 79 | // in relation to Windows wchar_t shenanigans. |
| 80 | static std::vector<std::string> ingest_args(int raw_argc, char ** raw_argv) { |
| 81 | std::vector<std::string> argv; |
| 82 | |
| 83 | // Handle Windows, if given non-ASCII arguments. |
| 84 | // We convert wchar_t arguments into UTF-8 char* on this platform. |
| 85 | // Lets you invoke 'tokenize' on Windows cmd.exe with non-ASCII characters |
| 86 | // without throwing tantrums. |
| 87 | #if defined(_WIN32) |
| 88 | int argc; |
| 89 | const LPWSTR cmdline_wargv = GetCommandLineW(); |
| 90 | LPWSTR * wargv = CommandLineToArgvW(cmdline_wargv, &argc); |
| 91 | |
| 92 | // silence unused arg warnings |
| 93 | (void) raw_argc; |
| 94 | (void) raw_argv; |
| 95 | |
| 96 | for (int i = 0; i < argc; ++i) { |
| 97 | int length_needed = WideCharToMultiByte(CP_UTF8, 0, wargv[i], wcslen(wargv[i]), 0, 0, NULL, NULL); |
| 98 | char * output_buf = (char *) calloc(length_needed+1, sizeof(char)); |
| 99 | GGML_ASSERT(output_buf); |
| 100 | |
| 101 | WideCharToMultiByte(CP_UTF8, 0, wargv[i], wcslen(wargv[i]), output_buf, length_needed, NULL, NULL); |
| 102 | output_buf[length_needed] = '\0'; |
| 103 | |
| 104 | argv.push_back(output_buf); |
| 105 | free(output_buf); |
| 106 | } |
| 107 | |
| 108 | LocalFree((HLOCAL) wargv); |
| 109 | #else |
| 110 | int argc = raw_argc; |
| 111 | for (int i = 0; i < argc; ++i) { |
| 112 | argv.push_back(x: raw_argv[i]); |
| 113 | } |
| 114 | #endif |
| 115 | |
| 116 | GGML_ASSERT((unsigned int) argc == argv.size()); |
| 117 | |
| 118 | return argv; |
| 119 | } |
| 120 | |
| 121 | // |
| 122 | // Function: write_utf8_cstr_to_stdout(const char *) -> <writes to stdout> |
| 123 | // |
| 124 | // writes a string to standard output; taking into account that on Windows |
| 125 | // to display correctly you have to use special handling. Works even if the |
| 126 | // user has not set a unicode code page on a Windows cmd.exe. |
| 127 | // |
| 128 | // In case of invalid UTF-8, invalid_utf8 is set to true on Windows, and something |
| 129 | // a human-readable is written instead. |
| 130 | // |
| 131 | // On non-Windows systems, simply printfs() the string. |
| 132 | static void write_utf8_cstr_to_stdout(const char * str, bool & invalid_utf8) { |
| 133 | invalid_utf8 = false; |
| 134 | |
| 135 | #if defined(_WIN32) |
| 136 | // Are we in a console? |
| 137 | HANDLE hConsole = GetStdHandle(STD_OUTPUT_HANDLE); |
| 138 | DWORD dwMode = 0; |
| 139 | |
| 140 | // According to Microsoft docs: |
| 141 | // "WriteConsole fails if it is used with a standard handle that is redirected to a file." |
| 142 | // Also according to the docs, you can use GetConsoleMode to check for that. |
| 143 | if (hConsole == INVALID_HANDLE_VALUE || !GetConsoleMode(hConsole, &dwMode)) { |
| 144 | printf("%s" , str); |
| 145 | return; |
| 146 | } |
| 147 | |
| 148 | // MultiByteToWideChar reports an error if str is empty, don't report |
| 149 | // them as invalid_utf8. |
| 150 | if (*str == 0) { |
| 151 | return; |
| 152 | } |
| 153 | int length_needed = MultiByteToWideChar(CP_UTF8, MB_ERR_INVALID_CHARS, str, strlen(str), NULL, 0); |
| 154 | if (length_needed == 0) { |
| 155 | DWORD err = GetLastError(); |
| 156 | if (err == ERROR_NO_UNICODE_TRANSLATION) { |
| 157 | invalid_utf8 = true; |
| 158 | int len = strlen(str); |
| 159 | printf("<" ); |
| 160 | for (int i = 0; i < len; ++i) { |
| 161 | if (i > 0) { |
| 162 | printf(" " ); |
| 163 | } |
| 164 | printf("%02x" , (uint8_t) str[i]); |
| 165 | } |
| 166 | printf(">" ); |
| 167 | return; |
| 168 | } |
| 169 | GGML_ABORT("MultiByteToWideChar() failed in an unexpected way." ); |
| 170 | } |
| 171 | |
| 172 | LPWSTR wstr = (LPWSTR) calloc(length_needed+1, sizeof(*wstr)); |
| 173 | GGML_ASSERT(wstr); |
| 174 | |
| 175 | MultiByteToWideChar(CP_UTF8, 0, str, strlen(str), wstr, length_needed); |
| 176 | WriteConsoleW(hConsole, wstr, length_needed, NULL, NULL); |
| 177 | |
| 178 | free(wstr); |
| 179 | #else |
| 180 | // TODO: reporting invalid_utf8 would be useful on non-Windows too. |
| 181 | // printf will silently just write bad unicode. |
| 182 | printf(format: "%s" , str); |
| 183 | #endif |
| 184 | } |
| 185 | |
| 186 | int main(int raw_argc, char ** raw_argv) { |
| 187 | const std::vector<std::string> argv = ingest_args(raw_argc, raw_argv); |
| 188 | const int argc = argv.size(); |
| 189 | |
| 190 | if (argc <= 1) { |
| 191 | print_usage_information(argv0: argv[0].c_str()); |
| 192 | return 1; |
| 193 | } |
| 194 | |
| 195 | ////// |
| 196 | // Read out all the command line arguments. |
| 197 | ////// |
| 198 | |
| 199 | // variables where to put any arguments we see. |
| 200 | bool printing_ids = false; |
| 201 | bool no_bos = false; |
| 202 | bool no_escape = false; |
| 203 | bool no_parse_special = false; |
| 204 | bool disable_logging = false; |
| 205 | bool show_token_count = false; |
| 206 | const char * model_path = NULL; |
| 207 | const char * prompt_path = NULL; |
| 208 | const char * prompt_arg = NULL; |
| 209 | |
| 210 | // track which arguments were explicitly given |
| 211 | // used for sanity checking down the line |
| 212 | bool model_path_set = false; |
| 213 | bool prompt_path_set = false; |
| 214 | bool prompt_set = false; |
| 215 | bool stdin_set = false; |
| 216 | |
| 217 | int iarg = 1; |
| 218 | for (; iarg < argc; ++iarg) { |
| 219 | std::string arg{argv[iarg]}; |
| 220 | if (arg == "-h" || arg == "--help" ) { |
| 221 | print_usage_information(argv0: argv[0].c_str()); |
| 222 | return 0; |
| 223 | } |
| 224 | else if (arg == "--ids" ) { |
| 225 | printing_ids = true; |
| 226 | } |
| 227 | else if (arg == "-m" || arg == "--model" ) { |
| 228 | if (model_path_set) { |
| 229 | fprintf(stderr, format: "Error: -m or --model specified multiple times.\n" ); |
| 230 | return 1; |
| 231 | } |
| 232 | model_path = argv[++iarg].c_str(); |
| 233 | model_path_set = true; |
| 234 | } |
| 235 | else if (arg == "--no-bos" ) { |
| 236 | no_bos = true; |
| 237 | } |
| 238 | else if (arg == "--no-escape" ) { |
| 239 | no_escape = true; |
| 240 | } |
| 241 | else if (arg == "--no-parse-special" ) { |
| 242 | no_parse_special = true; |
| 243 | } |
| 244 | else if (arg == "-p" || arg == "--prompt" ) { |
| 245 | if (prompt_set) { |
| 246 | fprintf(stderr, format: "Error: -p or --prompt specified multiple times.\n" ); |
| 247 | return 1; |
| 248 | } |
| 249 | prompt_arg = argv[++iarg].c_str(); |
| 250 | prompt_set = true; |
| 251 | } |
| 252 | else if (arg == "-f" || arg == "--file" ) { |
| 253 | if (prompt_path_set) { |
| 254 | fprintf(stderr, format: "Error: -f or --file specified multiple times.\n" ); |
| 255 | return 1; |
| 256 | } |
| 257 | prompt_path = argv[++iarg].c_str(); |
| 258 | prompt_path_set = true; |
| 259 | } |
| 260 | else if (arg == "--stdin" ) { |
| 261 | stdin_set = true; |
| 262 | } |
| 263 | else if (arg == "--log-disable" ) { |
| 264 | disable_logging = true; |
| 265 | } |
| 266 | else if (arg == "--show-count" ) { |
| 267 | show_token_count = true; |
| 268 | } |
| 269 | else { |
| 270 | fprintf(stderr, format: "Error: unknown option '%s'\n" , argv[iarg].c_str()); |
| 271 | return 1; |
| 272 | } |
| 273 | } |
| 274 | |
| 275 | ////// |
| 276 | // Sanity check the command line arguments. |
| 277 | ////// |
| 278 | |
| 279 | // Check that we have the required stuff set. |
| 280 | if (model_path_set && model_path == NULL) { |
| 281 | fprintf(stderr, format: "Error: --model requires an argument.\n" ); |
| 282 | return 1; |
| 283 | } |
| 284 | if (!model_path_set) { |
| 285 | fprintf(stderr, format: "Error: must specify --model.\n" ); |
| 286 | return 1; |
| 287 | } |
| 288 | if (prompt_path_set && prompt_path == NULL) { |
| 289 | fprintf(stderr, format: "Error: --file requires an argument.\n" ); |
| 290 | return 1; |
| 291 | } |
| 292 | if (prompt_set && prompt_arg == NULL) { |
| 293 | fprintf(stderr, format: "Error: --prompt requires an argument.\n" ); |
| 294 | return 1; |
| 295 | } |
| 296 | const int prompts_set = !!(prompt_path_set) + !!(prompt_set) + !!(stdin_set); |
| 297 | if (prompts_set > 1) { |
| 298 | fprintf(stderr, format: "Error: --stdin, --file and --prompt are mutually exclusive.\n" ); |
| 299 | return 1; |
| 300 | } |
| 301 | // Must have some prompt. |
| 302 | if (prompts_set == 0) { |
| 303 | fprintf(stderr, format: "Error: must specify one of: --stdin, --file or --prompt.\n" ); |
| 304 | return 1; |
| 305 | } |
| 306 | |
| 307 | GGML_ASSERT(model_path); |
| 308 | GGML_ASSERT(prompt_path || prompt_arg || stdin_set); |
| 309 | |
| 310 | ////// |
| 311 | // Figure out where will the prompt come from. |
| 312 | ////// |
| 313 | |
| 314 | std::string prompt; |
| 315 | if (prompt_path_set) { |
| 316 | bool success = false; |
| 317 | prompt = read_prompt_from_file(filepath: prompt_path, success); |
| 318 | if (!success) { |
| 319 | return 1; |
| 320 | } |
| 321 | } else if (prompt_set) { |
| 322 | prompt = prompt_arg; |
| 323 | } else { |
| 324 | GGML_ASSERT(stdin_set); |
| 325 | // we read stdin *after* loading model (early exit if model cannot |
| 326 | // be loaded, which can be a nicer user experience) |
| 327 | } |
| 328 | |
| 329 | ////// |
| 330 | // Start actually doing the tokenizing stuff. |
| 331 | ////// |
| 332 | |
| 333 | if (disable_logging) { |
| 334 | llama_log_set(log_callback: llama_log_callback_null, NULL); |
| 335 | } |
| 336 | |
| 337 | llama_backend_init(); |
| 338 | |
| 339 | llama_model_params model_params = llama_model_default_params(); |
| 340 | model_params.vocab_only = true; |
| 341 | llama_model * model = llama_model_load_from_file(path_model: model_path, params: model_params); |
| 342 | if (!model) { |
| 343 | fprintf(stderr, format: "Error: could not load model from file '%s'.\n" , model_path); |
| 344 | return 1; |
| 345 | } |
| 346 | |
| 347 | const llama_vocab * vocab = llama_model_get_vocab(model); |
| 348 | |
| 349 | llama_context_params ctx_params = llama_context_default_params(); |
| 350 | llama_context * ctx = llama_init_from_model(model, params: ctx_params); |
| 351 | if (!ctx) { |
| 352 | fprintf(stderr, format: "Error: could not create context.\n" ); |
| 353 | return 1; |
| 354 | } |
| 355 | |
| 356 | // read entire prompt from stdin? |
| 357 | if (stdin_set) { |
| 358 | GGML_ASSERT(!prompt_path_set && !prompt_set); |
| 359 | |
| 360 | std::stringstream stdin_buffer; |
| 361 | stdin_buffer << std::cin.rdbuf(); |
| 362 | if (std::cin.fail()) { |
| 363 | fprintf(stderr, format: "Error: could not read the entire standard input.\n" ); |
| 364 | return 1; |
| 365 | } |
| 366 | |
| 367 | prompt = stdin_buffer.str(); |
| 368 | } |
| 369 | |
| 370 | const bool model_wants_add_bos = llama_vocab_get_add_bos(vocab); |
| 371 | const bool add_bos = model_wants_add_bos && !no_bos; |
| 372 | const bool parse_special = !no_parse_special; |
| 373 | const bool escape = !no_escape; |
| 374 | |
| 375 | if (escape) { |
| 376 | string_process_escapes(input&: prompt); |
| 377 | } |
| 378 | |
| 379 | std::vector<llama_token> tokens; |
| 380 | tokens = common_tokenize(vocab, text: prompt, add_special: add_bos, parse_special); |
| 381 | |
| 382 | if (printing_ids) { |
| 383 | printf(format: "[" ); |
| 384 | } |
| 385 | |
| 386 | for (int i = 0; i < (int) tokens.size(); i++) { |
| 387 | if (printing_ids) { |
| 388 | if (i > 0) { |
| 389 | printf(format: ", " ); |
| 390 | } |
| 391 | printf(format: "%d" , tokens[i]); |
| 392 | } else { |
| 393 | bool invalid_utf8 = false; |
| 394 | printf(format: "%6d -> '" , tokens[i]); |
| 395 | write_utf8_cstr_to_stdout(str: common_token_to_piece(ctx, token: tokens[i]).c_str(), invalid_utf8); |
| 396 | if (invalid_utf8) { |
| 397 | printf(format: "' (utf-8 decode failure)\n" ); |
| 398 | } else { |
| 399 | printf(format: "'\n" ); |
| 400 | } |
| 401 | } |
| 402 | } |
| 403 | |
| 404 | if (printing_ids) { |
| 405 | printf(format: "]\n" ); |
| 406 | } |
| 407 | |
| 408 | if (show_token_count) { |
| 409 | printf(format: "Total number of tokens: %zu\n" , tokens.size()); |
| 410 | } |
| 411 | // silence valgrind |
| 412 | llama_free(ctx); |
| 413 | llama_model_free(model); |
| 414 | |
| 415 | return 0; |
| 416 | } |
| 417 | |