qwen-codec --talker extracts the speaker embedding (.spk, raw f32) and the ICL codes (.rvq) in one pass, encode truncated to the hop boundary conforming to the --ref-wav path. qwen-tts loads them via --ref-spk / --ref-rvq and skips the speaker encoder and codec encode on every synthesis: TTFA 205 ms -> 89 ms. Extends qt_tts_params with ABI v2 latent fields, adds qt_num_codebooks(), ships freeman.spk + freeman.rvq and switches clone scripts to the latent path. Output is bit-identical to the raw path at fixed seed.
269 lines
10 KiB
C++
269 lines
10 KiB
C++
// qwen-codec.cpp: codec CLI for Qwen3-TTS.
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//
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// Encode a 24 kHz mono WAV into RVQ codes (.rvq), or decode RVQ codes
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// back into a 24 kHz mono float32 WAV. Mode is inferred from the input
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// file extension: .wav in -> encode, .rvq in -> decode. Output is
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// auto-named next to the input file by swapping the extension.
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//
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// Encode truncates the input to the hop boundary, strictly conforming
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// to the qwen-tts --ref-wav ICL path, so a .rvq produced here feeds
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// qwen-tts --ref-rvq directly. Passing --talker additionally runs the
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// speaker encoder from the talker GGUF on the full input and writes
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// the x-vector embedding next to the .rvq as a .spk file (raw f32,
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// enc_dim values), feeding qwen-tts --ref-spk.
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//
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// File format (.rvq): flat code stream packed at 11 bits per code,
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// LSB-first, no header. Layout is [K, T] row-major. K is fixed by the
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// codec config in the GGUF (16 codebooks for the 12Hz tokenizer,
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// codebook_size = 2048). T is the frame count derived from filesize.
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#include "audio-io.h"
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#include "backend.h"
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#include "gguf-weights.h"
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#include "pipeline-codec.h"
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#include "rvq-file.h"
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#include "speaker-encoder-extract.h"
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#include "speaker-encoder-weights.h"
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#include "utf8.h"
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#include "version.h"
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#include <cstdint>
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#include <cstdio>
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#include <cstdlib>
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#include <cstring>
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#include <string>
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#include <vector>
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static void print_usage(const char * prog) {
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fprintf(stderr, "qwentts.cpp %s\n\n", QWEN_VERSION);
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fprintf(stderr,
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"Usage: %s --model <gguf> [-i <input>] [--talker <gguf>] [--format <fmt>]\n\n"
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"Required:\n"
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" --model <gguf> Codec GGUF (qwen-tokenizer-12hz-*.gguf)\n\n"
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"Optional:\n"
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" -i <path> Input. WAV -> encode, .rvq -> decode\n"
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" --talker <gguf> Talker GGUF (Base only). Encode also extracts the speaker\n"
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" embedding and writes it next to the .rvq as a .spk file\n"
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" --format <fmt> WAV output format: wav16, wav24, wav32 (default: wav16)\n\n"
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"Output is auto-named next to input : clip.wav -> clip.rvq, clip.rvq -> clip.wav.\n"
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"Encode truncates to the hop boundary, conforming to the qwen-tts --ref-wav path:\n"
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"the .rvq feeds qwen-tts --ref-rvq, the .spk feeds qwen-tts --ref-spk.\n"
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"When -i is omitted, runs a load self-test of the codec GGUF.\n",
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prog);
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}
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// Replace or append extension on a path string.
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static std::string swap_ext(const std::string & path, const char * ext) {
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size_t dot = path.find_last_of('.');
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size_t sep = path.find_last_of("/\\");
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if (dot != std::string::npos && (sep == std::string::npos || dot > sep)) {
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return path.substr(0, dot) + ext;
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}
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return path + ext;
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}
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// 0: unsupported, 1: encode (.wav in), 2: decode (.rvq in).
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static int infer_mode(const char * path) {
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size_t n = strlen(path);
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if (n >= 4 && strcmp(path + n - 4, ".wav") == 0) {
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return 1;
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}
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if (n >= 4 && strcmp(path + n - 4, ".rvq") == 0) {
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return 2;
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}
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return 0;
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}
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// Load the speaker encoder from the talker GGUF, run it on the full input
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// buffer and write the embedding as a raw f32 .spk file (enc_dim values,
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// validated by filesize on the qwen-tts side). Returns 0 on success.
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static int extract_spk(const char * talker_path,
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BackendPair bp,
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const float * audio,
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int n_samples,
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const char * out_path) {
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GGUFModel gf = {};
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if (!gf_load(&gf, talker_path)) {
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fprintf(stderr, "[Codec] FATAL: cannot open talker GGUF %s\n", talker_path);
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return 1;
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}
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SpeakerEncoderWeights sw = {};
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if (!speaker_encoder_weights_load(&sw, gf, bp.backend)) {
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fprintf(stderr, "[Codec] FATAL: speaker encoder load failed from %s\n", talker_path);
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gf_close(&gf);
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return 1;
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}
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gf_close(&gf);
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if (sw.weight_buf == NULL) {
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fprintf(stderr, "[Codec] FATAL: %s has no speaker encoder (Base only)\n", talker_path);
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return 1;
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}
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ggml_backend_sched_t sched = backend_sched_new(bp, 4096);
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const int enc_dim = sw.enc_dim;
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std::vector<float> emb;
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bool ok = speaker_encoder_extract(&sw, sched, audio, n_samples, emb);
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ggml_backend_sched_free(sched);
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speaker_encoder_weights_free(&sw);
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if (!ok || (int) emb.size() != enc_dim) {
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fprintf(stderr, "[Codec] FATAL: speaker embedding extraction failed (%zu values, enc_dim %d)\n", emb.size(),
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enc_dim);
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return 1;
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}
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FILE * f = utf8_fopen(out_path, "wb");
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if (!f) {
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fprintf(stderr, "[Codec] FATAL: cannot open %s for write\n", out_path);
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return 1;
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}
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if (fwrite(emb.data(), sizeof(float), emb.size(), f) != emb.size()) {
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fprintf(stderr, "[Codec] FATAL: short write on %s\n", out_path);
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fclose(f);
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return 1;
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}
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fclose(f);
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fprintf(stderr, "[Codec] Wrote %s: %zu f32 values (%zu bytes)\n", out_path, emb.size(), emb.size() * sizeof(float));
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return 0;
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}
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int main(int argc, char ** argv) {
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utf8_init(&argc, &argv);
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if (argc <= 1) {
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print_usage(argv[0]);
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return 0;
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}
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const char * model_path = NULL;
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const char * input_path = NULL;
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const char * talker_path = NULL;
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WavFormat wav_fmt = WAV_S16;
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for (int i = 1; i < argc; i++) {
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if (strcmp(argv[i], "--model") == 0 && i + 1 < argc) {
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model_path = argv[++i];
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} else if (strcmp(argv[i], "--talker") == 0 && i + 1 < argc) {
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talker_path = argv[++i];
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} else if (strcmp(argv[i], "-i") == 0 && i + 1 < argc) {
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input_path = argv[++i];
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} else if (strcmp(argv[i], "--format") == 0 && i + 1 < argc) {
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if (!audio_parse_format(argv[++i], wav_fmt)) {
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fprintf(stderr, "[CLI] ERROR: unknown format: %s\n", argv[i]);
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print_usage(argv[0]);
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return 1;
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}
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} else if (strcmp(argv[i], "-h") == 0 || strcmp(argv[i], "--help") == 0) {
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print_usage(argv[0]);
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return 0;
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} else {
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fprintf(stderr, "[CLI] ERROR: unknown arg: %s\n", argv[i]);
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print_usage(argv[0]);
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return 1;
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}
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}
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if (!model_path) {
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print_usage(argv[0]);
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return 1;
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}
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int mode = 0;
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if (input_path) {
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mode = infer_mode(input_path);
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if (mode == 0) {
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fprintf(stderr, "[CLI] ERROR: %s: unsupported extension (expect .wav or .rvq)\n", input_path);
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return 1;
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}
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}
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BackendPair bp = backend_init("Codec");
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if (!bp.backend) {
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fprintf(stderr, "[Codec] FATAL: backend init failed\n");
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return 1;
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}
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PipelineCodec pc = {};
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if (!pipeline_codec_load(&pc, model_path, bp)) {
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backend_release(bp.backend, bp.cpu_backend);
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return 1;
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}
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int rc = 0;
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if (!input_path) {
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fprintf(stderr, "[Codec] Load self-test passed\n");
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} else if (mode == 1) {
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// Encode .wav -> .rvq (+ .spk with --talker)
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const std::string out_str = swap_ext(input_path, ".rvq");
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int T_in = 0;
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float * audio_in = audio_read_mono(input_path, TOKENIZER_SAMPLE_RATE, &T_in);
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if (!audio_in || T_in < TOKENIZER_HOP_LENGTH) {
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fprintf(stderr, "[Codec] FATAL: cannot read %s or input shorter than one hop (%d samples)\n", input_path,
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TOKENIZER_HOP_LENGTH);
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free(audio_in);
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rc = 1;
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} else {
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// Truncate to a multiple of HOP_LENGTH, strictly conforming to
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// the qwen-tts --ref-wav ICL path.
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int hop = TOKENIZER_HOP_LENGTH;
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int T_aligned = (T_in / hop) * hop;
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int T_frames = T_aligned / hop;
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fprintf(stderr, "[Codec] Encode: %s, %d samples @ %d Hz, truncated to %d (%d frames @ 12.5 Hz, %.2f s)\n",
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input_path, T_in, TOKENIZER_SAMPLE_RATE, T_aligned, T_frames,
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(double) T_aligned / (double) TOKENIZER_SAMPLE_RATE);
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std::vector<int32_t> codes = pipeline_codec_encode(&pc, audio_in, T_aligned);
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if (codes.empty()) {
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fprintf(stderr, "[Codec] FATAL: encode failed\n");
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rc = 1;
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} else if (!rvq_write_file(out_str.c_str(), codes, TOKENIZER_CODE_BITS)) {
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rc = 1;
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} else {
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fprintf(stderr, "[Codec] Wrote %s: K=%d T=%d, %zu codes -> %zu packed bytes\n", out_str.c_str(),
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TOKENIZER_NUM_CODEBOOKS, T_frames, codes.size(),
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(codes.size() * (size_t) TOKENIZER_CODE_BITS + 7) / 8);
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}
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// Speaker embedding extraction, conforming to the qwen-tts
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// --ref-wav mode A path: the encoder consumes the FULL input
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// buffer, never the hop-truncated one.
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if (rc == 0 && talker_path) {
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rc = extract_spk(talker_path, bp, audio_in, T_in, swap_ext(input_path, ".spk").c_str());
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}
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free(audio_in);
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}
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} else {
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// Decode .rvq -> .wav
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const std::string out_str = swap_ext(input_path, ".wav");
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std::vector<int32_t> codes;
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int T = 0;
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if (!rvq_read_file(input_path, TOKENIZER_NUM_CODEBOOKS, TOKENIZER_CODE_BITS, codes, &T)) {
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rc = 1;
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} else {
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fprintf(stderr, "[Codec] Decode: %s, K=%d T=%d (%.2f s)\n", input_path, TOKENIZER_NUM_CODEBOOKS, T,
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(double) (T * TOKENIZER_HOP_LENGTH) / (double) TOKENIZER_SAMPLE_RATE);
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std::vector<float> audio = pipeline_codec_decode(&pc, codes.data(), TOKENIZER_NUM_CODEBOOKS, T);
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if (audio.empty()) {
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fprintf(stderr, "[Codec] FATAL: decode failed\n");
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rc = 1;
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} else if (!audio_write_wav(out_str.c_str(), audio.data(), (int) audio.size(), TOKENIZER_SAMPLE_RATE,
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wav_fmt)) {
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fprintf(stderr, "[Codec] FATAL: cannot write %s\n", out_str.c_str());
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rc = 1;
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} else {
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fprintf(stderr, "[Codec] Wrote %s: %d samples @ %d Hz, %.2f s\n", out_str.c_str(), (int) audio.size(),
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TOKENIZER_SAMPLE_RATE, (double) audio.size() / (double) TOKENIZER_SAMPLE_RATE);
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}
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}
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}
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pipeline_codec_free(&pc);
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backend_release(bp.backend, bp.cpu_backend);
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return rc;
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}
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