LocalAI/backend/go/whisper/gowhisper.cpp
Richard Palethorpe e6ebfd3ba1
feat(whisper-cpp): Convert to Purego and add VAD (#6087)
* fix(ci): Avoid matching wrong backend with the same prefix

Signed-off-by: Richard Palethorpe <io@richiejp.com>

* chore(whisper): Use Purego and enable VAD

This replaces the Whisper CGO bindings with our own Purego based module
to make compilation easier.

In addition this allows VAD models to be loaded by Whisper. There is not
much benefit now except that the same backend can be used for VAD and
transcription. Depending on upstream we may also be able to use GPU for
VAD in the future, but presently it is disabled.

Signed-off-by: Richard Palethorpe <io@richiejp.com>

---------

Signed-off-by: Richard Palethorpe <io@richiejp.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2025-08-28 17:25:18 +02:00

146 lines
3.8 KiB
C++

#include "gowhisper.h"
#include "ggml-backend.h"
#include "whisper.h"
#include <vector>
static struct whisper_vad_context *vctx;
static struct whisper_context *ctx;
static std::vector<float> flat_segs;
static void ggml_log_cb(enum ggml_log_level level, const char* log, void* data) {
const char* level_str;
if (!log) {
return;
}
switch (level) {
case GGML_LOG_LEVEL_DEBUG:
level_str = "DEBUG";
break;
case GGML_LOG_LEVEL_INFO:
level_str = "INFO";
break;
case GGML_LOG_LEVEL_WARN:
level_str = "WARN";
break;
case GGML_LOG_LEVEL_ERROR:
level_str = "ERROR";
break;
default: /* Potential future-proofing */
level_str = "?????";
break;
}
fprintf(stderr, "[%-5s] ", level_str);
fputs(log, stderr);
fflush(stderr);
}
int load_model(const char *const model_path) {
whisper_log_set(ggml_log_cb, nullptr);
ggml_backend_load_all();
struct whisper_context_params cparams = whisper_context_default_params();
ctx = whisper_init_from_file_with_params(model_path, cparams);
if (ctx == nullptr) {
fprintf(stderr, "error: Also failed to init model as transcriber\n");
return 1;
}
return 0;
}
int load_model_vad(const char *const model_path) {
whisper_log_set(ggml_log_cb, nullptr);
ggml_backend_load_all();
struct whisper_vad_context_params vcparams =
whisper_vad_default_context_params();
// XXX: Overridden to false in upstream due to performance?
// vcparams.use_gpu = true;
vctx = whisper_vad_init_from_file_with_params(model_path, vcparams);
if (vctx == nullptr) {
fprintf(stderr, "error: Failed to init model as VAD\n");
return 1;
}
return 0;
}
int vad(float pcmf32[], size_t pcmf32_len, float **segs_out,
size_t *segs_out_len) {
if (!whisper_vad_detect_speech(vctx, pcmf32, pcmf32_len)) {
fprintf(stderr, "error: failed to detect speech\n");
return 1;
}
struct whisper_vad_params params = whisper_vad_default_params();
struct whisper_vad_segments *segs =
whisper_vad_segments_from_probs(vctx, params);
size_t segn = whisper_vad_segments_n_segments(segs);
// fprintf(stderr, "Got segments %zd\n", segn);
flat_segs.clear();
for (int i = 0; i < segn; i++) {
flat_segs.push_back(whisper_vad_segments_get_segment_t0(segs, i));
flat_segs.push_back(whisper_vad_segments_get_segment_t1(segs, i));
}
// fprintf(stderr, "setting out variables: %p=%p -> %p, %p=%zx -> %zx\n",
// segs_out, *segs_out, flat_segs.data(), segs_out_len, *segs_out_len,
// flat_segs.size());
*segs_out = flat_segs.data();
*segs_out_len = flat_segs.size();
// fprintf(stderr, "freeing segs\n");
whisper_vad_free_segments(segs);
// fprintf(stderr, "returning\n");
return 0;
}
int transcribe(uint32_t threads, char *lang, bool translate, float pcmf32[],
size_t pcmf32_len, size_t *segs_out_len) {
whisper_full_params wparams =
whisper_full_default_params(WHISPER_SAMPLING_GREEDY);
wparams.n_threads = threads;
if (*lang != '\0')
wparams.language = lang;
else {
wparams.language = nullptr;
}
wparams.translate = translate;
wparams.debug_mode = true;
wparams.print_progress = true;
if (whisper_full(ctx, wparams, pcmf32, pcmf32_len)) {
fprintf(stderr, "error: transcription failed\n");
return 1;
}
*segs_out_len = whisper_full_n_segments(ctx);
return 0;
}
const char *get_segment_text(int i) {
return whisper_full_get_segment_text(ctx, i);
}
int64_t get_segment_t0(int i) { return whisper_full_get_segment_t0(ctx, i); }
int64_t get_segment_t1(int i) { return whisper_full_get_segment_t1(ctx, i); }
int n_tokens(int i) { return whisper_full_n_tokens(ctx, i); }
int32_t get_token_id(int i, int j) {
return whisper_full_get_token_id(ctx, i, j);
}