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| extern "C" { | |
| // | |
| // C interface | |
| // | |
| // The following interface is thread-safe as long as the sample whisper_context is not used by multiple threads | |
| // concurrently. | |
| // | |
| // Basic usage: | |
| // | |
| // #include "whisper.h" | |
| // | |
| // ... | |
| // | |
| // struct whisper_context * ctx = whisper_init("/path/to/ggml-base.en.bin"); | |
| // | |
| // if (whisper_full(ctx, wparams, pcmf32.data(), pcmf32.size()) != 0) { | |
| // fprintf(stderr, "failed to process audio\n"); | |
| // return 7; | |
| // } | |
| // | |
| // 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); | |
| // printf("%s", text); | |
| // } | |
| // | |
| // whisper_free(ctx); | |
| // | |
| // ... | |
| // | |
| // This is a demonstration of the most straightforward usage of the library. | |
| // "pcmf32" contains the RAW audio data in 32-bit floating point format. | |
| // | |
| // The interface also allows for more fine-grained control over the computation, but it requires a deeper | |
| // understanding of how the model works. | |
| // | |
| struct whisper_context; | |
| typedef int whisper_token; | |
| // Allocates all memory needed for the model and loads the model from the given file. | |
| // Returns NULL on failure. | |
| WHISPER_API struct whisper_context * whisper_init(const char * path_model); | |
| // Frees all memory allocated by the model. | |
| WHISPER_API void whisper_free(struct whisper_context * ctx); | |
| // Convert RAW PCM audio to log mel spectrogram. | |
| // The resulting spectrogram is stored inside the provided whisper context. | |
| // Returns 0 on success | |
| WHISPER_API int whisper_pcm_to_mel( | |
| struct whisper_context * ctx, | |
| const float * samples, | |
| int n_samples, | |
| int n_threads); | |
| // This can be used to set a custom log mel spectrogram inside the provided whisper context. | |
| // Use this instead of whisper_pcm_to_mel() if you want to provide your own log mel spectrogram. | |
| // n_mel must be 80 | |
| // Returns 0 on success | |
| WHISPER_API int whisper_set_mel( | |
| struct whisper_context * ctx, | |
| const float * data, | |
| int n_len, | |
| int n_mel); | |
| // Run the Whisper encoder on the log mel spectrogram stored inside the provided whisper context. | |
| // Make sure to call whisper_pcm_to_mel() or whisper_set_mel() first. | |
| // offset can be used to specify the offset of the first frame in the spectrogram. | |
| // Returns 0 on success | |
| WHISPER_API int whisper_encode( | |
| struct whisper_context * ctx, | |
| int offset, | |
| int n_threads); | |
| // Run the Whisper decoder to obtain the logits and probabilities for the next token. | |
| // Make sure to call whisper_encode() first. | |
| // tokens + n_tokens is the provided context for the decoder. | |
| // n_past is the number of tokens to use from previous decoder calls. | |
| // Returns 0 on success | |
| WHISPER_API int whisper_decode( | |
| struct whisper_context * ctx, | |
| const whisper_token * tokens, | |
| int n_tokens, | |
| int n_past, | |
| int n_threads); | |
| // Token sampling methods. | |
| // These are provided for convenience and can be used after each call to whisper_decode(). | |
| // You can also implement your own sampling method using the whisper_get_probs() function. | |
| // whisper_sample_best() returns the token with the highest probability | |
| // whisper_sample_timestamp() returns the most probable timestamp token | |
| WHISPER_API whisper_token whisper_sample_best(struct whisper_context * ctx); | |
| WHISPER_API whisper_token whisper_sample_timestamp(struct whisper_context * ctx); | |
| // Return the id of the specified language, returns -1 if not found | |
| WHISPER_API int whisper_lang_id(const char * lang); | |
| WHISPER_API int whisper_n_len (struct whisper_context * ctx); // mel length | |
| WHISPER_API int whisper_n_vocab (struct whisper_context * ctx); | |
| WHISPER_API int whisper_n_text_ctx (struct whisper_context * ctx); | |
| WHISPER_API int whisper_is_multilingual(struct whisper_context * ctx); | |
| // The probabilities for the next token | |
| WHISPER_API float * whisper_get_probs(struct whisper_context * ctx); | |
| // Token Id -> String. Uses the vocabulary in the provided context | |
| WHISPER_API const char * whisper_token_to_str(struct whisper_context * ctx, whisper_token token); | |
| // Special tokens | |
| WHISPER_API whisper_token whisper_token_eot (struct whisper_context * ctx); | |
| WHISPER_API whisper_token whisper_token_sot (struct whisper_context * ctx); | |
| WHISPER_API whisper_token whisper_token_prev(struct whisper_context * ctx); | |
| WHISPER_API whisper_token whisper_token_solm(struct whisper_context * ctx); | |
| WHISPER_API whisper_token whisper_token_not (struct whisper_context * ctx); | |
| WHISPER_API whisper_token whisper_token_beg (struct whisper_context * ctx); | |
| // Task tokens | |
| WHISPER_API whisper_token whisper_token_translate (); | |
| WHISPER_API whisper_token whisper_token_transcribe(); | |
| // Performance information | |
| WHISPER_API void whisper_print_timings(struct whisper_context * ctx); | |
| //////////////////////////////////////////////////////////////////////////// | |
| // Available sampling strategies | |
| enum whisper_sampling_strategy { | |
| WHISPER_SAMPLING_GREEDY, // Always select the most probable token | |
| WHISPER_SAMPLING_BEAM_SEARCH, // TODO: not implemented yet! | |
| }; | |
| // Text segment callback | |
| // Called on every newly generated text segment | |
| // Use the whisper_full_...() functions to obtain the text segments | |
| typedef void (*whisper_new_segment_callback)(struct whisper_context * ctx, void * user_data); | |
| struct whisper_full_params { | |
| enum whisper_sampling_strategy strategy; | |
| int n_threads; | |
| int offset_ms; | |
| bool translate; | |
| bool no_context; | |
| bool print_special_tokens; | |
| bool print_progress; | |
| bool print_realtime; | |
| bool print_timestamps; | |
| const char * language; | |
| struct { | |
| int n_past; | |
| } greedy; | |
| struct { | |
| int n_past; | |
| int beam_width; | |
| int n_best; | |
| } beam_search; | |
| whisper_new_segment_callback new_segment_callback; | |
| void * new_segment_callback_user_data; | |
| }; | |
| WHISPER_API struct whisper_full_params whisper_full_default_params(enum whisper_sampling_strategy strategy); | |
| // Run the entire model: PCM -> log mel spectrogram -> encoder -> decoder -> text | |
| // Uses the specified decoding strategy to obtain the text. | |
| WHISPER_API int whisper_full( | |
| struct whisper_context * ctx, | |
| struct whisper_full_params params, | |
| const float * samples, | |
| int n_samples); | |
| // Number of generated text segments. | |
| // A segment can be a few words, a sentence, or even a paragraph. | |
| WHISPER_API int whisper_full_n_segments(struct whisper_context * ctx); | |
| // Get the start and end time of the specified segment. | |
| WHISPER_API int64_t whisper_full_get_segment_t0(struct whisper_context * ctx, int i_segment); | |
| WHISPER_API int64_t whisper_full_get_segment_t1(struct whisper_context * ctx, int i_segment); | |
| // Get the text of the specified segment. | |
| WHISPER_API const char * whisper_full_get_segment_text(struct whisper_context * ctx, int i_segment); | |
| // Get number of tokens in the specified segment. | |
| WHISPER_API int whisper_full_n_tokens(struct whisper_context * ctx, int i_segment); | |
| // Get the token text of the specified token in the specified segment. | |
| WHISPER_API const char * whisper_full_get_token_text(struct whisper_context * ctx, int i_segment, int i_token); | |
| WHISPER_API whisper_token whisper_full_get_token_id (struct whisper_context * ctx, int i_segment, int i_token); | |
| // Get the probability of the specified token in the specified segment. | |
| WHISPER_API float whisper_full_get_token_p(struct whisper_context * ctx, int i_segment, int i_token); | |
| // Print system information | |
| WHISPER_API const char * whisper_print_system_info(); | |
| } | |