// c-api-examples/streaming-zipformer-buffered-tokens-hotwords-c-api.c // // Copyright (c) 2024 Xiaomi Corporation // Copyright (c) 2024 Luo Xiao // // This file demonstrates how to use streaming Zipformer with sherpa-onnx's C // API and with tokens and hotwords loaded from buffered strings instead of from // external files API. // clang-format off // // wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2 // tar xvf sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2 // rm sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2 // // clang-format on #include #include #include #include "sherpa-onnx/c-api/c-api.h" static size_t ReadFile(const char *filename, const char **buffer_out) { FILE *file = fopen(filename, "r"); if (file == NULL) { fprintf(stderr, "Failed to open %s\n", filename); return -1; } fseek(file, 0L, SEEK_END); long size = ftell(file); rewind(file); *buffer_out = malloc(size); if (*buffer_out == NULL) { fclose(file); fprintf(stderr, "Memory error\n"); return -1; } size_t read_bytes = fread((void *)*buffer_out, 1, size, file); if (read_bytes != size) { printf("Errors occured in reading the file %s\n", filename); free((void *)*buffer_out); *buffer_out = NULL; fclose(file); return -1; } fclose(file); return read_bytes; } int32_t main() { const char *wav_filename = "sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/test_wavs/0.wav"; const char *encoder_filename = "sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/" "encoder-epoch-99-avg-1.onnx"; const char *decoder_filename = "sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/" "decoder-epoch-99-avg-1.onnx"; const char *joiner_filename = "sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/" "joiner-epoch-99-avg-1.onnx"; const char *provider = "cpu"; const char *modeling_unit = "bpe"; const char *tokens_filename = "sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/tokens.txt"; const char *hotwords_filename = "sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/hotwords.txt"; const char *bpe_vocab = "sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/" "bpe.vocab"; const SherpaOnnxWave *wave = SherpaOnnxReadWave(wav_filename); if (wave == NULL) { fprintf(stderr, "Failed to read %s\n", wav_filename); return -1; } // reading tokens and hotwords to buffers const char *tokens_buf; size_t token_buf_size = ReadFile(tokens_filename, &tokens_buf); if (token_buf_size < 1) { fprintf(stderr, "Please check your tokens.txt!\n"); free((void *)tokens_buf); return -1; } const char *hotwords_buf; size_t hotwords_buf_size = ReadFile(hotwords_filename, &hotwords_buf); if (hotwords_buf_size < 1) { fprintf(stderr, "Please check your hotwords.txt!\n"); free((void *)hotwords_buf); return -1; } // Zipformer config SherpaOnnxOnlineTransducerModelConfig zipformer_config; memset(&zipformer_config, 0, sizeof(zipformer_config)); zipformer_config.encoder = encoder_filename; zipformer_config.decoder = decoder_filename; zipformer_config.joiner = joiner_filename; // Online model config SherpaOnnxOnlineModelConfig online_model_config; memset(&online_model_config, 0, sizeof(online_model_config)); online_model_config.debug = 1; online_model_config.num_threads = 1; online_model_config.provider = provider; online_model_config.tokens_buf = tokens_buf; online_model_config.tokens_buf_size = token_buf_size; online_model_config.transducer = zipformer_config; // Recognizer config SherpaOnnxOnlineRecognizerConfig recognizer_config; memset(&recognizer_config, 0, sizeof(recognizer_config)); recognizer_config.decoding_method = "modified_beam_search"; recognizer_config.model_config = online_model_config; recognizer_config.hotwords_buf = hotwords_buf; recognizer_config.hotwords_buf_size = hotwords_buf_size; const SherpaOnnxOnlineRecognizer *recognizer = SherpaOnnxCreateOnlineRecognizer(&recognizer_config); free((void *)tokens_buf); tokens_buf = NULL; free((void *)hotwords_buf); hotwords_buf = NULL; if (recognizer == NULL) { fprintf(stderr, "Please check your config!\n"); SherpaOnnxFreeWave(wave); return -1; } const SherpaOnnxOnlineStream *stream = SherpaOnnxCreateOnlineStream(recognizer); const SherpaOnnxDisplay *display = SherpaOnnxCreateDisplay(50); int32_t segment_id = 0; // simulate streaming. You can choose an arbitrary N #define N 3200 fprintf(stderr, "sample rate: %d, num samples: %d, duration: %.2f s\n", wave->sample_rate, wave->num_samples, (float)wave->num_samples / wave->sample_rate); int32_t k = 0; while (k < wave->num_samples) { int32_t start = k; int32_t end = (start + N > wave->num_samples) ? wave->num_samples : (start + N); k += N; SherpaOnnxOnlineStreamAcceptWaveform(stream, wave->sample_rate, wave->samples + start, end - start); while (SherpaOnnxIsOnlineStreamReady(recognizer, stream)) { SherpaOnnxDecodeOnlineStream(recognizer, stream); } const SherpaOnnxOnlineRecognizerResult *r = SherpaOnnxGetOnlineStreamResult(recognizer, stream); if (strlen(r->text)) { SherpaOnnxPrint(display, segment_id, r->text); } if (SherpaOnnxOnlineStreamIsEndpoint(recognizer, stream)) { if (strlen(r->text)) { ++segment_id; } SherpaOnnxOnlineStreamReset(recognizer, stream); } SherpaOnnxDestroyOnlineRecognizerResult(r); } // add some tail padding float tail_paddings[4800] = {0}; // 0.3 seconds at 16 kHz sample rate SherpaOnnxOnlineStreamAcceptWaveform(stream, wave->sample_rate, tail_paddings, 4800); SherpaOnnxFreeWave(wave); SherpaOnnxOnlineStreamInputFinished(stream); while (SherpaOnnxIsOnlineStreamReady(recognizer, stream)) { SherpaOnnxDecodeOnlineStream(recognizer, stream); } const SherpaOnnxOnlineRecognizerResult *r = SherpaOnnxGetOnlineStreamResult(recognizer, stream); if (strlen(r->text)) { SherpaOnnxPrint(display, segment_id, r->text); } SherpaOnnxDestroyOnlineRecognizerResult(r); SherpaOnnxDestroyDisplay(display); SherpaOnnxDestroyOnlineStream(stream); SherpaOnnxDestroyOnlineRecognizer(recognizer); fprintf(stderr, "\n"); return 0; }