#include "whisper.h" // third-party utilities // use your favorite implementations #define DR_WAV_IMPLEMENTATION #include "dr_wav.h" #include #include #include #include #include #include // Terminal color map. 10 colors grouped in ranges [0.0, 0.1, ..., 0.9] // Lowest is red, middle is yellow, highest is green. const std::vector k_colors = { "\033[38;5;196m", "\033[38;5;202m", "\033[38;5;208m", "\033[38;5;214m", "\033[38;5;220m", "\033[38;5;226m", "\033[38;5;190m", "\033[38;5;154m", "\033[38;5;118m", "\033[38;5;82m", }; // 500 -> 00:05.000 // 6000 -> 01:00.000 std::string to_timestamp(int64_t t, bool comma = false) { int64_t msec = t * 10; int64_t hr = msec / (1000 * 60 * 60); msec = msec - hr * (1000 * 60 * 60); int64_t min = msec / (1000 * 60); msec = msec - min * (1000 * 60); int64_t sec = msec / 1000; msec = msec - sec * 1000; char buf[32]; snprintf(buf, sizeof(buf), "%02d:%02d:%02d%s%03d", (int) hr, (int) min, (int) sec, comma ? "," : ".", (int) msec); return std::string(buf); } // command-line parameters struct whisper_params { int32_t seed = -1; // RNG seed, not used currently int32_t n_threads = std::min(4, (int32_t) std::thread::hardware_concurrency()); int32_t n_processors = 1; int32_t offset_t_ms = 0; int32_t offset_n = 0; int32_t max_context = -1; bool verbose = false; bool translate = false; bool output_txt = false; bool output_vtt = false; bool output_srt = false; bool print_special_tokens = false; bool print_colors = false; bool no_timestamps = false; std::string language = "en"; std::string model = "models/ggml-base.en.bin"; std::vector fname_inp = {}; }; void whisper_print_usage(int argc, char ** argv, const whisper_params & params); bool whisper_params_parse(int argc, char ** argv, whisper_params & params) { for (int i = 1; i < argc; i++) { std::string arg = argv[i]; if (arg[0] != '-') { params.fname_inp.push_back(arg); continue; } if (arg == "-s" || arg == "--seed") { params.seed = std::stoi(argv[++i]); } else if (arg == "-t" || arg == "--threads") { params.n_threads = std::stoi(argv[++i]); } else if (arg == "-p" || arg == "--processors") { params.n_processors = std::stoi(argv[++i]); } else if (arg == "-ot" || arg == "--offset-t") { params.offset_t_ms = std::stoi(argv[++i]); } else if (arg == "-on" || arg == "--offset-n") { params.offset_n = std::stoi(argv[++i]); } else if (arg == "-mc" || arg == "--max-context") { params.max_context = std::stoi(argv[++i]); } else if (arg == "-v" || arg == "--verbose") { params.verbose = true; } else if (arg == "--translate") { params.translate = true; } else if (arg == "-l" || arg == "--language") { params.language = argv[++i]; if (whisper_lang_id(params.language.c_str()) == -1) { fprintf(stderr, "error: unknown language '%s'\n", params.language.c_str()); whisper_print_usage(argc, argv, params); exit(0); } } else if (arg == "-otxt" || arg == "--output-txt") { params.output_txt = true; } else if (arg == "-ovtt" || arg == "--output-vtt") { params.output_vtt = true; } else if (arg == "-osrt" || arg == "--output-srt") { params.output_srt = true; } else if (arg == "-ps" || arg == "--print_special") { params.print_special_tokens = true; } else if (arg == "-pc" || arg == "--print_colors") { params.print_colors = true; } else if (arg == "-nt" || arg == "--no_timestamps") { params.no_timestamps = true; } else if (arg == "-m" || arg == "--model") { params.model = argv[++i]; } else if (arg == "-f" || arg == "--file") { params.fname_inp.push_back(argv[++i]); } else if (arg == "-h" || arg == "--help") { whisper_print_usage(argc, argv, params); exit(0); } else { fprintf(stderr, "error: unknown argument: %s\n", arg.c_str()); whisper_print_usage(argc, argv, params); exit(0); } } return true; } void whisper_print_usage(int argc, char ** argv, const whisper_params & params) { fprintf(stderr, "\n"); fprintf(stderr, "usage: %s [options] file0.wav file1.wav ...\n", argv[0]); fprintf(stderr, "\n"); fprintf(stderr, "options:\n"); fprintf(stderr, " -h, --help show this help message and exit\n"); fprintf(stderr, " -s SEED, --seed SEED RNG seed (default: -1)\n"); fprintf(stderr, " -t N, --threads N number of threads to use during computation (default: %d)\n", params.n_threads); fprintf(stderr, " -p N, --processors N number of processors to use during computation (default: %d)\n", params.n_processors); fprintf(stderr, " -ot N, --offset-t N time offset in milliseconds (default: %d)\n", params.offset_t_ms); fprintf(stderr, " -on N, --offset-n N segment index offset (default: %d)\n", params.offset_n); fprintf(stderr, " -mc N, --max-context N maximum number of text context tokens to store (default: max)\n"); fprintf(stderr, " -v, --verbose verbose output\n"); fprintf(stderr, " --translate translate from source language to english\n"); fprintf(stderr, " -otxt, --output-txt output result in a text file\n"); fprintf(stderr, " -ovtt, --output-vtt output result in a vtt file\n"); fprintf(stderr, " -osrt, --output-srt output result in a srt file\n"); fprintf(stderr, " -ps, --print_special print special tokens\n"); fprintf(stderr, " -pc, --print_colors print colors\n"); fprintf(stderr, " -nt, --no_timestamps do not print timestamps\n"); fprintf(stderr, " -l LANG, --language LANG spoken language (default: %s)\n", params.language.c_str()); fprintf(stderr, " -m FNAME, --model FNAME model path (default: %s)\n", params.model.c_str()); fprintf(stderr, " -f FNAME, --file FNAME input WAV file path\n"); fprintf(stderr, "\n"); } void whisper_print_segment_callback(struct whisper_context * ctx, void * user_data) { const whisper_params & params = *(whisper_params *) user_data; const int n_segments = whisper_full_n_segments(ctx); // print the last segment const int i = n_segments - 1; if (i == 0) { printf("\n"); } if (params.no_timestamps) { if (params.print_colors) { for (int j = 0; j < whisper_full_n_tokens(ctx, i); ++j) { if (params.print_special_tokens == false) { const whisper_token id = whisper_full_get_token_id(ctx, i, j); if (id >= whisper_token_eot(ctx)) { continue; } } const char * text = whisper_full_get_token_text(ctx, i, j); const float p = whisper_full_get_token_p (ctx, i, j); const int col = std::max(0, std::min((int) k_colors.size(), (int) (std::pow(p, 3)*float(k_colors.size())))); printf("%s%s%s", k_colors[col].c_str(), text, "\033[0m"); } } else { const char * text = whisper_full_get_segment_text(ctx, i); printf("%s", text); } fflush(stdout); } else { const int64_t t0 = whisper_full_get_segment_t0(ctx, i); const int64_t t1 = whisper_full_get_segment_t1(ctx, i); if (params.print_colors) { printf("[%s --> %s] ", to_timestamp(t0).c_str(), to_timestamp(t1).c_str()); for (int j = 0; j < whisper_full_n_tokens(ctx, i); ++j) { if (params.print_special_tokens == false) { const whisper_token id = whisper_full_get_token_id(ctx, i, j); if (id >= whisper_token_eot(ctx)) { continue; } } const char * text = whisper_full_get_token_text(ctx, i, j); const float p = whisper_full_get_token_p (ctx, i, j); const int col = std::max(0, std::min((int) k_colors.size(), (int) (std::pow(p, 3)*float(k_colors.size())))); printf("%s%s%s", k_colors[col].c_str(), text, "\033[0m"); } printf("\n"); } else { const char * text = whisper_full_get_segment_text(ctx, i); printf("[%s --> %s] %s\n", to_timestamp(t0).c_str(), to_timestamp(t1).c_str(), text); } } } bool output_txt(struct whisper_context * ctx, const char * fname) { std::ofstream fout(fname); if (!fout.is_open()) { fprintf(stderr, "%s: failed to open '%s' for writing\n", __func__, fname); return false; } fprintf(stderr, "%s: saving output to '%s'\n", __func__, fname); const int n_segments = whisper_full_n_segments(ctx); for (int i = 0; i < n_segments; ++i) { const char * text = whisper_full_get_segment_text(ctx, i); fout << text; } return true; } bool output_vtt(struct whisper_context * ctx, const char * fname) { std::ofstream fout(fname); if (!fout.is_open()) { fprintf(stderr, "%s: failed to open '%s' for writing\n", __func__, fname); return 9; } fprintf(stderr, "%s: saving output to '%s'\n", __func__, fname); fout << "WEBVTT\n\n"; const int n_segments = whisper_full_n_segments(ctx); for (int i = 0; i < n_segments; ++i) { const char * text = whisper_full_get_segment_text(ctx, i); const int64_t t0 = whisper_full_get_segment_t0(ctx, i); const int64_t t1 = whisper_full_get_segment_t1(ctx, i); fout << to_timestamp(t0) << " --> " << to_timestamp(t1) << "\n"; fout << text << "\n\n"; } return true; } bool output_srt(struct whisper_context * ctx, const char * fname, const whisper_params & params) { std::ofstream fout(fname); if (!fout.is_open()) { fprintf(stderr, "%s: failed to open '%s' for writing\n", __func__, fname); return false; } fprintf(stderr, "%s: saving output to '%s'\n", __func__, fname); const int n_segments = whisper_full_n_segments(ctx); for (int i = 0; i < n_segments; ++i) { const char * text = whisper_full_get_segment_text(ctx, i); const int64_t t0 = whisper_full_get_segment_t0(ctx, i); const int64_t t1 = whisper_full_get_segment_t1(ctx, i); fout << i + 1 + params.offset_n << "\n"; fout << to_timestamp(t0, true) << " --> " << to_timestamp(t1, true) << "\n"; fout << text << "\n\n"; } return true; } int main(int argc, char ** argv) { whisper_params params; if (whisper_params_parse(argc, argv, params) == false) { return 1; } if (params.seed < 0) { params.seed = time(NULL); } if (params.fname_inp.empty()) { fprintf(stderr, "error: no input files specified\n"); whisper_print_usage(argc, argv, params); return 2; } // whisper init struct whisper_context * ctx = whisper_init(params.model.c_str()); if (ctx == nullptr) { fprintf(stderr, "error: failed to initialize whisper context\n"); return 3; } for (int f = 0; f < (int) params.fname_inp.size(); ++f) { const auto fname_inp = params.fname_inp[f]; // WAV input std::vector pcmf32; { drwav wav; if (!drwav_init_file(&wav, fname_inp.c_str(), NULL)) { fprintf(stderr, "%s: failed to open WAV file '%s' - check your input\n", argv[0], fname_inp.c_str()); whisper_print_usage(argc, argv, {}); return 4; } if (wav.channels != 1 && wav.channels != 2) { fprintf(stderr, "%s: WAV file '%s' must be mono or stereo\n", argv[0], fname_inp.c_str()); return 5; } if (wav.sampleRate != WHISPER_SAMPLE_RATE) { fprintf(stderr, "%s: WAV file '%s' must be 16 kHz\n", argv[0], fname_inp.c_str()); return 6; } if (wav.bitsPerSample != 16) { fprintf(stderr, "%s: WAV file '%s' must be 16-bit\n", argv[0], fname_inp.c_str()); return 7; } int n = wav.totalPCMFrameCount; std::vector pcm16; pcm16.resize(n*wav.channels); drwav_read_pcm_frames_s16(&wav, n, pcm16.data()); drwav_uninit(&wav); // convert to mono, float pcmf32.resize(n); if (wav.channels == 1) { for (int i = 0; i < n; i++) { pcmf32[i] = float(pcm16[i])/32768.0f; } } else { for (int i = 0; i < n; i++) { pcmf32[i] = float(pcm16[2*i] + pcm16[2*i + 1])/65536.0f; } } } // print system information { fprintf(stderr, "\n"); fprintf(stderr, "system_info: n_threads = %d / %d | %s\n", params.n_threads*params.n_processors, std::thread::hardware_concurrency(), whisper_print_system_info()); } // print some info about the processing { fprintf(stderr, "\n"); if (!whisper_is_multilingual(ctx)) { if (params.language != "en" || params.translate) { params.language = "en"; params.translate = false; fprintf(stderr, "%s: WARNING: model is not multilingual, ignoring language and translation options\n", __func__); } } fprintf(stderr, "%s: processing '%s' (%d samples, %.1f sec), %d threads, %d processors, lang = %s, task = %s, timestamps = %d ...\n", __func__, fname_inp.c_str(), int(pcmf32.size()), float(pcmf32.size())/WHISPER_SAMPLE_RATE, params.n_threads, params.n_processors, params.language.c_str(), params.translate ? "translate" : "transcribe", params.no_timestamps ? 0 : 1); fprintf(stderr, "\n"); } // run the inference { whisper_full_params wparams = whisper_full_default_params(WHISPER_SAMPLING_GREEDY); wparams.print_realtime = false; wparams.print_progress = false; wparams.print_timestamps = !params.no_timestamps; wparams.print_special_tokens = params.print_special_tokens; wparams.translate = params.translate; wparams.language = params.language.c_str(); wparams.n_threads = params.n_threads; wparams.n_max_text_ctx = params.max_context >= 0 ? params.max_context : wparams.n_max_text_ctx; wparams.offset_ms = params.offset_t_ms; // this callback is called on each new segment if (!wparams.print_realtime) { wparams.new_segment_callback = whisper_print_segment_callback; wparams.new_segment_callback_user_data = ¶ms; } if (whisper_full_parallel(ctx, wparams, pcmf32.data(), pcmf32.size(), params.n_processors) != 0) { fprintf(stderr, "%s: failed to process audio\n", argv[0]); return 8; } printf("\n"); // output to text file if (params.output_txt) { const auto fname_txt = fname_inp + ".txt"; output_txt(ctx, fname_txt.c_str()); } // output to VTT file if (params.output_vtt) { const auto fname_vtt = fname_inp + ".vtt"; output_vtt(ctx, fname_vtt.c_str()); } // output to SRT file if (params.output_srt) { const auto fname_srt = fname_inp + ".srt"; output_srt(ctx, fname_srt.c_str(), params); } } } whisper_print_timings(ctx); whisper_free(ctx); return 0; }