24602
macos/Classes/json/json.hpp
Normal file
24602
macos/Classes/json/json.hpp
Normal file
File diff suppressed because it is too large
Load Diff
27
macos/Classes/whisper.cpp/.gitignore
vendored
Normal file
27
macos/Classes/whisper.cpp/.gitignore
vendored
Normal file
@@ -0,0 +1,27 @@
|
||||
*.o
|
||||
*.a
|
||||
.cache/
|
||||
.vs/
|
||||
.vscode/
|
||||
.DS_Store
|
||||
|
||||
build/
|
||||
build-em/
|
||||
build-debug/
|
||||
build-release/
|
||||
build-static/
|
||||
build-sanitize-addr/
|
||||
build-sanitize-thread/
|
||||
|
||||
/main
|
||||
/stream
|
||||
/command
|
||||
/talk
|
||||
/bench
|
||||
|
||||
arm_neon.h
|
||||
sync.sh
|
||||
libwhisper.a
|
||||
libwhisper.so
|
||||
compile_commands.json
|
||||
|
6434
macos/Classes/whisper.cpp/examples/dr_wav.h
Normal file
6434
macos/Classes/whisper.cpp/examples/dr_wav.h
Normal file
File diff suppressed because it is too large
Load Diff
18732
macos/Classes/whisper.cpp/ggml.c
Normal file
18732
macos/Classes/whisper.cpp/ggml.c
Normal file
File diff suppressed because it is too large
Load Diff
1540
macos/Classes/whisper.cpp/ggml.h
Normal file
1540
macos/Classes/whisper.cpp/ggml.h
Normal file
File diff suppressed because it is too large
Load Diff
5460
macos/Classes/whisper.cpp/whisper.cpp
Normal file
5460
macos/Classes/whisper.cpp/whisper.cpp
Normal file
File diff suppressed because it is too large
Load Diff
530
macos/Classes/whisper.cpp/whisper.h
Normal file
530
macos/Classes/whisper.cpp/whisper.h
Normal file
@@ -0,0 +1,530 @@
|
||||
#ifndef WHISPER_H
|
||||
#define WHISPER_H
|
||||
|
||||
#include <stddef.h>
|
||||
#include <stdint.h>
|
||||
#include <stdbool.h>
|
||||
|
||||
#ifdef WHISPER_SHARED
|
||||
# ifdef _WIN32
|
||||
# ifdef WHISPER_BUILD
|
||||
# define WHISPER_API __declspec(dllexport)
|
||||
# else
|
||||
# define WHISPER_API __declspec(dllimport)
|
||||
# endif
|
||||
# else
|
||||
# define WHISPER_API __attribute__ ((visibility ("default")))
|
||||
# endif
|
||||
#else
|
||||
# define WHISPER_API
|
||||
#endif
|
||||
|
||||
#define WHISPER_SAMPLE_RATE 16000
|
||||
#define WHISPER_N_FFT 400
|
||||
#define WHISPER_N_MEL 80
|
||||
#define WHISPER_HOP_LENGTH 160
|
||||
#define WHISPER_CHUNK_SIZE 30
|
||||
|
||||
#ifdef __cplusplus
|
||||
extern "C" {
|
||||
#endif
|
||||
|
||||
//
|
||||
// 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_from_file("/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;
|
||||
struct whisper_state;
|
||||
struct whisper_full_params;
|
||||
|
||||
typedef int whisper_token;
|
||||
|
||||
typedef struct whisper_token_data {
|
||||
whisper_token id; // token id
|
||||
whisper_token tid; // forced timestamp token id
|
||||
|
||||
float p; // probability of the token
|
||||
float plog; // log probability of the token
|
||||
float pt; // probability of the timestamp token
|
||||
float ptsum; // sum of probabilities of all timestamp tokens
|
||||
|
||||
// token-level timestamp data
|
||||
// do not use if you haven't computed token-level timestamps
|
||||
int64_t t0; // start time of the token
|
||||
int64_t t1; // end time of the token
|
||||
|
||||
float vlen; // voice length of the token
|
||||
} whisper_token_data;
|
||||
|
||||
typedef struct whisper_model_loader {
|
||||
void * context;
|
||||
|
||||
size_t (*read)(void * ctx, void * output, size_t read_size);
|
||||
bool (*eof)(void * ctx);
|
||||
void (*close)(void * ctx);
|
||||
} whisper_model_loader;
|
||||
|
||||
// Various functions for loading a ggml whisper model.
|
||||
// Allocate (almost) all memory needed for the model.
|
||||
// Return NULL on failure
|
||||
WHISPER_API struct whisper_context * whisper_init_from_file(const char * path_model);
|
||||
WHISPER_API struct whisper_context * whisper_init_from_buffer(void * buffer, size_t buffer_size);
|
||||
WHISPER_API struct whisper_context * whisper_init(struct whisper_model_loader * loader);
|
||||
|
||||
// These are the same as the above, but the internal state of the context is not allocated automatically
|
||||
// It is the responsibility of the caller to allocate the state using whisper_init_state() (#523)
|
||||
WHISPER_API struct whisper_context * whisper_init_from_file_no_state(const char * path_model);
|
||||
WHISPER_API struct whisper_context * whisper_init_from_buffer_no_state(void * buffer, size_t buffer_size);
|
||||
WHISPER_API struct whisper_context * whisper_init_no_state(struct whisper_model_loader * loader);
|
||||
|
||||
WHISPER_API struct whisper_state * whisper_init_state(struct whisper_context * ctx);
|
||||
|
||||
// Given a context, enable use of OpenVINO for encode inference.
|
||||
// model_path: Optional path to OpenVINO encoder IR model. If set to nullptr,
|
||||
// the path will be generated from the ggml model path that was passed
|
||||
// in to whisper_init_from_file. For example, if 'path_model' was
|
||||
// "/path/to/ggml-base.en.bin", then OpenVINO IR model path will be
|
||||
// assumed to be "/path/to/ggml-base.en-encoder-openvino.xml".
|
||||
// device: OpenVINO device to run inference on ("CPU", "GPU", etc.)
|
||||
// cache_dir: Optional cache directory that can speed up init time, especially for
|
||||
// GPU, by caching compiled 'blobs' there.
|
||||
// Set to nullptr if not used.
|
||||
// Returns 0 on success. If OpenVINO is not enabled in build, this simply returns 1.
|
||||
WHISPER_API int whisper_ctx_init_openvino_encoder(
|
||||
struct whisper_context * ctx,
|
||||
const char * model_path,
|
||||
const char * device,
|
||||
const char * cache_dir);
|
||||
|
||||
// Frees all allocated memory
|
||||
WHISPER_API void whisper_free (struct whisper_context * ctx);
|
||||
WHISPER_API void whisper_free_state(struct whisper_state * state);
|
||||
WHISPER_API void whisper_free_params(struct whisper_full_params * params);
|
||||
|
||||
// Convert RAW PCM audio to log mel spectrogram.
|
||||
// The resulting spectrogram is stored inside the default state of 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);
|
||||
|
||||
WHISPER_API int whisper_pcm_to_mel_with_state(
|
||||
struct whisper_context * ctx,
|
||||
struct whisper_state * state,
|
||||
const float * samples,
|
||||
int n_samples,
|
||||
int n_threads);
|
||||
|
||||
// Convert RAW PCM audio to log mel spectrogram but applies a Phase Vocoder to speed up the audio x2.
|
||||
// The resulting spectrogram is stored inside the default state of the provided whisper context.
|
||||
// Returns 0 on success
|
||||
WHISPER_API int whisper_pcm_to_mel_phase_vocoder(
|
||||
struct whisper_context * ctx,
|
||||
const float * samples,
|
||||
int n_samples,
|
||||
int n_threads);
|
||||
|
||||
WHISPER_API int whisper_pcm_to_mel_phase_vocoder_with_state(
|
||||
struct whisper_context * ctx,
|
||||
struct whisper_state * state,
|
||||
const float * samples,
|
||||
int n_samples,
|
||||
int n_threads);
|
||||
|
||||
// This can be used to set a custom log mel spectrogram inside the default state of 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);
|
||||
|
||||
WHISPER_API int whisper_set_mel_with_state(
|
||||
struct whisper_context * ctx,
|
||||
struct whisper_state * state,
|
||||
const float * data,
|
||||
int n_len,
|
||||
int n_mel);
|
||||
|
||||
// Run the Whisper encoder on the log mel spectrogram stored inside the default state in 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);
|
||||
|
||||
WHISPER_API int whisper_encode_with_state(
|
||||
struct whisper_context * ctx,
|
||||
struct whisper_state * state,
|
||||
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
|
||||
// TODO: add support for multiple decoders
|
||||
WHISPER_API int whisper_decode(
|
||||
struct whisper_context * ctx,
|
||||
const whisper_token * tokens,
|
||||
int n_tokens,
|
||||
int n_past,
|
||||
int n_threads);
|
||||
|
||||
WHISPER_API int whisper_decode_with_state(
|
||||
struct whisper_context * ctx,
|
||||
struct whisper_state * state,
|
||||
const whisper_token * tokens,
|
||||
int n_tokens,
|
||||
int n_past,
|
||||
int n_threads);
|
||||
|
||||
// Convert the provided text into tokens.
|
||||
// The tokens pointer must be large enough to hold the resulting tokens.
|
||||
// Returns the number of tokens on success, no more than n_max_tokens
|
||||
// Returns -1 on failure
|
||||
// TODO: not sure if correct
|
||||
WHISPER_API int whisper_tokenize(
|
||||
struct whisper_context * ctx,
|
||||
const char * text,
|
||||
whisper_token * tokens,
|
||||
int n_max_tokens);
|
||||
|
||||
// Largest language id (i.e. number of available languages - 1)
|
||||
WHISPER_API int whisper_lang_max_id();
|
||||
|
||||
// Return the id of the specified language, returns -1 if not found
|
||||
// Examples:
|
||||
// "de" -> 2
|
||||
// "german" -> 2
|
||||
WHISPER_API int whisper_lang_id(const char * lang);
|
||||
|
||||
// Return the short string of the specified language id (e.g. 2 -> "de"), returns nullptr if not found
|
||||
WHISPER_API const char * whisper_lang_str(int id);
|
||||
|
||||
// Use mel data at offset_ms to try and auto-detect the spoken language
|
||||
// Make sure to call whisper_pcm_to_mel() or whisper_set_mel() first
|
||||
// Returns the top language id or negative on failure
|
||||
// If not null, fills the lang_probs array with the probabilities of all languages
|
||||
// The array must be whisper_lang_max_id() + 1 in size
|
||||
// ref: https://github.com/openai/whisper/blob/main/whisper/decoding.py#L18-L69
|
||||
WHISPER_API int whisper_lang_auto_detect(
|
||||
struct whisper_context * ctx,
|
||||
int offset_ms,
|
||||
int n_threads,
|
||||
float * lang_probs);
|
||||
|
||||
WHISPER_API int whisper_lang_auto_detect_with_state(
|
||||
struct whisper_context * ctx,
|
||||
struct whisper_state * state,
|
||||
int offset_ms,
|
||||
int n_threads,
|
||||
float * lang_probs);
|
||||
|
||||
WHISPER_API int whisper_n_len (struct whisper_context * ctx); // mel length
|
||||
WHISPER_API int whisper_n_len_from_state(struct whisper_state * state); // 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_n_audio_ctx (struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_is_multilingual (struct whisper_context * ctx);
|
||||
|
||||
WHISPER_API int whisper_model_n_vocab (struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_model_n_audio_ctx (struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_model_n_audio_state(struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_model_n_audio_head (struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_model_n_audio_layer(struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_model_n_text_ctx (struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_model_n_text_state (struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_model_n_text_head (struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_model_n_text_layer (struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_model_n_mels (struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_model_ftype (struct whisper_context * ctx);
|
||||
WHISPER_API int whisper_model_type (struct whisper_context * ctx);
|
||||
|
||||
// Token logits obtained from the last call to whisper_decode()
|
||||
// The logits for the last token are stored in the last row
|
||||
// Rows: n_tokens
|
||||
// Cols: n_vocab
|
||||
WHISPER_API float * whisper_get_logits (struct whisper_context * ctx);
|
||||
WHISPER_API float * whisper_get_logits_from_state(struct whisper_state * state);
|
||||
|
||||
// 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);
|
||||
WHISPER_API const char * whisper_model_type_readable(struct whisper_context * ctx);
|
||||
|
||||
|
||||
// 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_solm(struct whisper_context * ctx);
|
||||
WHISPER_API whisper_token whisper_token_prev(struct whisper_context * ctx);
|
||||
WHISPER_API whisper_token whisper_token_nosp(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);
|
||||
WHISPER_API whisper_token whisper_token_lang(struct whisper_context * ctx, int lang_id);
|
||||
|
||||
// Task tokens
|
||||
WHISPER_API whisper_token whisper_token_translate (struct whisper_context * ctx);
|
||||
WHISPER_API whisper_token whisper_token_transcribe(struct whisper_context * ctx);
|
||||
|
||||
// Performance information from the default state.
|
||||
WHISPER_API void whisper_print_timings(struct whisper_context * ctx);
|
||||
WHISPER_API void whisper_reset_timings(struct whisper_context * ctx);
|
||||
|
||||
// Print system information
|
||||
WHISPER_API const char * whisper_print_system_info(void);
|
||||
|
||||
////////////////////////////////////////////////////////////////////////////
|
||||
|
||||
// Available sampling strategies
|
||||
enum whisper_sampling_strategy {
|
||||
WHISPER_SAMPLING_GREEDY, // similar to OpenAI's GreedyDecoder
|
||||
WHISPER_SAMPLING_BEAM_SEARCH, // similar to OpenAI's BeamSearchDecoder
|
||||
};
|
||||
|
||||
// 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, struct whisper_state * state, int n_new, void * user_data);
|
||||
|
||||
// Progress callback
|
||||
typedef void (*whisper_progress_callback)(struct whisper_context * ctx, struct whisper_state * state, int progress, void * user_data);
|
||||
|
||||
// Encoder begin callback
|
||||
// If not NULL, called before the encoder starts
|
||||
// If it returns false, the computation is aborted
|
||||
typedef bool (*whisper_encoder_begin_callback)(struct whisper_context * ctx, struct whisper_state * state, void * user_data);
|
||||
|
||||
// Logits filter callback
|
||||
// Can be used to modify the logits before sampling
|
||||
// If not NULL, called after applying temperature to logits
|
||||
typedef void (*whisper_logits_filter_callback)(
|
||||
struct whisper_context * ctx,
|
||||
struct whisper_state * state,
|
||||
const whisper_token_data * tokens,
|
||||
int n_tokens,
|
||||
float * logits,
|
||||
void * user_data);
|
||||
|
||||
// Parameters for the whisper_full() function
|
||||
// If you chnage the order or add new parameters, make sure to update the default values in whisper.cpp:
|
||||
// whisper_full_default_params()
|
||||
struct whisper_full_params {
|
||||
enum whisper_sampling_strategy strategy;
|
||||
|
||||
int n_threads;
|
||||
int n_max_text_ctx; // max tokens to use from past text as prompt for the decoder
|
||||
int offset_ms; // start offset in ms
|
||||
int duration_ms; // audio duration to process in ms
|
||||
|
||||
bool translate;
|
||||
bool no_context; // do not use past transcription (if any) as initial prompt for the decoder
|
||||
bool single_segment; // force single segment output (useful for streaming)
|
||||
bool print_special; // print special tokens (e.g. <SOT>, <EOT>, <BEG>, etc.)
|
||||
bool print_progress; // print progress information
|
||||
bool print_realtime; // print results from within whisper.cpp (avoid it, use callback instead)
|
||||
bool print_timestamps; // print timestamps for each text segment when printing realtime
|
||||
|
||||
// [EXPERIMENTAL] token-level timestamps
|
||||
bool token_timestamps; // enable token-level timestamps
|
||||
float thold_pt; // timestamp token probability threshold (~0.01)
|
||||
float thold_ptsum; // timestamp token sum probability threshold (~0.01)
|
||||
int max_len; // max segment length in characters
|
||||
bool split_on_word; // split on word rather than on token (when used with max_len)
|
||||
int max_tokens; // max tokens per segment (0 = no limit)
|
||||
|
||||
// [EXPERIMENTAL] speed-up techniques
|
||||
// note: these can significantly reduce the quality of the output
|
||||
bool speed_up; // speed-up the audio by 2x using Phase Vocoder
|
||||
int audio_ctx; // overwrite the audio context size (0 = use default)
|
||||
|
||||
// [EXPERIMENTAL] [TDRZ] tinydiarize
|
||||
bool tdrz_enable; // enable tinydiarize speaker turn detection
|
||||
|
||||
// tokens to provide to the whisper decoder as initial prompt
|
||||
// these are prepended to any existing text context from a previous call
|
||||
const char * initial_prompt;
|
||||
const whisper_token * prompt_tokens;
|
||||
int prompt_n_tokens;
|
||||
|
||||
// for auto-detection, set to nullptr, "" or "auto"
|
||||
const char * language;
|
||||
bool detect_language;
|
||||
|
||||
// common decoding parameters:
|
||||
bool suppress_blank; // ref: https://github.com/openai/whisper/blob/f82bc59f5ea234d4b97fb2860842ed38519f7e65/whisper/decoding.py#L89
|
||||
bool suppress_non_speech_tokens; // ref: https://github.com/openai/whisper/blob/7858aa9c08d98f75575035ecd6481f462d66ca27/whisper/tokenizer.py#L224-L253
|
||||
|
||||
float temperature; // initial decoding temperature, ref: https://ai.stackexchange.com/a/32478
|
||||
float max_initial_ts; // ref: https://github.com/openai/whisper/blob/f82bc59f5ea234d4b97fb2860842ed38519f7e65/whisper/decoding.py#L97
|
||||
float length_penalty; // ref: https://github.com/openai/whisper/blob/f82bc59f5ea234d4b97fb2860842ed38519f7e65/whisper/transcribe.py#L267
|
||||
|
||||
// fallback parameters
|
||||
// ref: https://github.com/openai/whisper/blob/f82bc59f5ea234d4b97fb2860842ed38519f7e65/whisper/transcribe.py#L274-L278
|
||||
float temperature_inc;
|
||||
float entropy_thold; // similar to OpenAI's "compression_ratio_threshold"
|
||||
float logprob_thold;
|
||||
float no_speech_thold; // TODO: not implemented
|
||||
|
||||
struct {
|
||||
int best_of; // ref: https://github.com/openai/whisper/blob/f82bc59f5ea234d4b97fb2860842ed38519f7e65/whisper/transcribe.py#L264
|
||||
} greedy;
|
||||
|
||||
struct {
|
||||
int beam_size; // ref: https://github.com/openai/whisper/blob/f82bc59f5ea234d4b97fb2860842ed38519f7e65/whisper/transcribe.py#L265
|
||||
|
||||
float patience; // TODO: not implemented, ref: https://arxiv.org/pdf/2204.05424.pdf
|
||||
} beam_search;
|
||||
|
||||
// called for every newly generated text segment
|
||||
whisper_new_segment_callback new_segment_callback;
|
||||
void * new_segment_callback_user_data;
|
||||
|
||||
// called on each progress update
|
||||
whisper_progress_callback progress_callback;
|
||||
void * progress_callback_user_data;
|
||||
|
||||
// called each time before the encoder starts
|
||||
whisper_encoder_begin_callback encoder_begin_callback;
|
||||
void * encoder_begin_callback_user_data;
|
||||
|
||||
// called by each decoder to filter obtained logits
|
||||
whisper_logits_filter_callback logits_filter_callback;
|
||||
void * logits_filter_callback_user_data;
|
||||
};
|
||||
|
||||
// NOTE: this function allocates memory, and it is the responsibility of the caller to free the pointer - see whisper_free_params()
|
||||
WHISPER_API struct whisper_full_params * whisper_full_default_params_by_ref(enum whisper_sampling_strategy strategy);
|
||||
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
|
||||
// Not thread safe for same context
|
||||
// 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);
|
||||
|
||||
WHISPER_API int whisper_full_with_state(
|
||||
struct whisper_context * ctx,
|
||||
struct whisper_state * state,
|
||||
struct whisper_full_params params,
|
||||
const float * samples,
|
||||
int n_samples);
|
||||
|
||||
// Split the input audio in chunks and process each chunk separately using whisper_full_with_state()
|
||||
// Result is stored in the default state of the context
|
||||
// Not thread safe if executed in parallel on the same context.
|
||||
// It seems this approach can offer some speedup in some cases.
|
||||
// However, the transcription accuracy can be worse at the beginning and end of each chunk.
|
||||
WHISPER_API int whisper_full_parallel(
|
||||
struct whisper_context * ctx,
|
||||
struct whisper_full_params params,
|
||||
const float * samples,
|
||||
int n_samples,
|
||||
int n_processors);
|
||||
|
||||
// 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);
|
||||
WHISPER_API int whisper_full_n_segments_from_state(struct whisper_state * state);
|
||||
|
||||
// Language id associated with the context's default state
|
||||
WHISPER_API int whisper_full_lang_id(struct whisper_context * ctx);
|
||||
|
||||
// Language id associated with the provided state
|
||||
WHISPER_API int whisper_full_lang_id_from_state(struct whisper_state * state);
|
||||
|
||||
// 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_t0_from_state(struct whisper_state * state, int i_segment);
|
||||
|
||||
WHISPER_API int64_t whisper_full_get_segment_t1 (struct whisper_context * ctx, int i_segment);
|
||||
WHISPER_API int64_t whisper_full_get_segment_t1_from_state(struct whisper_state * state, int i_segment);
|
||||
|
||||
// Get whether the next segment is predicted as a speaker turn
|
||||
WHISPER_API bool whisper_full_get_segment_speaker_turn_next(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);
|
||||
WHISPER_API const char * whisper_full_get_segment_text_from_state(struct whisper_state * state, 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);
|
||||
WHISPER_API int whisper_full_n_tokens_from_state(struct whisper_state * state, 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 const char * whisper_full_get_token_text_from_state(struct whisper_context * ctx, struct whisper_state * state, 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);
|
||||
WHISPER_API whisper_token whisper_full_get_token_id_from_state(struct whisper_state * state, int i_segment, int i_token);
|
||||
|
||||
// Get token data for the specified token in the specified segment
|
||||
// This contains probabilities, timestamps, etc.
|
||||
WHISPER_API whisper_token_data whisper_full_get_token_data (struct whisper_context * ctx, int i_segment, int i_token);
|
||||
WHISPER_API whisper_token_data whisper_full_get_token_data_from_state(struct whisper_state * state, 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);
|
||||
WHISPER_API float whisper_full_get_token_p_from_state(struct whisper_state * state, int i_segment, int i_token);
|
||||
|
||||
////////////////////////////////////////////////////////////////////////////
|
||||
|
||||
// Temporary helpers needed for exposing ggml interface
|
||||
|
||||
WHISPER_API int whisper_bench_memcpy (int n_threads);
|
||||
WHISPER_API const char * whisper_bench_memcpy_str (int n_threads);
|
||||
WHISPER_API int whisper_bench_ggml_mul_mat (int n_threads);
|
||||
WHISPER_API const char * whisper_bench_ggml_mul_mat_str(int n_threads);
|
||||
|
||||
// Control logging output; default behavior is to print to stderr
|
||||
|
||||
typedef void (*whisper_log_callback)(const char * line);
|
||||
WHISPER_API void whisper_set_log_callback(whisper_log_callback callback);
|
||||
|
||||
#ifdef __cplusplus
|
||||
}
|
||||
#endif
|
||||
|
||||
#endif
|
284
macos/Classes/whisper_flutter_new.cpp
Normal file
284
macos/Classes/whisper_flutter_new.cpp
Normal file
@@ -0,0 +1,284 @@
|
||||
#include "whisper_flutter_new.h"
|
||||
#include "whisper.cpp/whisper.h"
|
||||
|
||||
#define DR_WAV_IMPLEMENTATION
|
||||
#include "whisper.cpp/examples/dr_wav.h"
|
||||
|
||||
#include <cstdio>
|
||||
#include <string>
|
||||
#include <thread>
|
||||
#include <vector>
|
||||
#include <cmath>
|
||||
#include <iostream>
|
||||
#include <stdio.h>
|
||||
#include "json/json.hpp"
|
||||
|
||||
using json = nlohmann::json;
|
||||
|
||||
char *jsonToChar(json jsonData) noexcept
|
||||
{
|
||||
std::string result = jsonData.dump();
|
||||
char *ch = new char[result.size() + 1];
|
||||
strcpy(ch, result.c_str());
|
||||
return ch;
|
||||
}
|
||||
|
||||
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 duration_ms = 0;
|
||||
int32_t max_context = -1;
|
||||
int32_t max_len = 0;
|
||||
int32_t best_of = 5;
|
||||
int32_t beam_size = -1;
|
||||
|
||||
float word_thold = 0.01f;
|
||||
float entropy_thold = 2.40f;
|
||||
float logprob_thold = -1.00f;
|
||||
|
||||
bool verbose = false;
|
||||
bool print_special_tokens = false;
|
||||
bool speed_up = false;
|
||||
bool translate = false;
|
||||
bool diarize = false;
|
||||
bool no_fallback = false;
|
||||
bool output_txt = false;
|
||||
bool output_vtt = false;
|
||||
bool output_srt = false;
|
||||
bool output_wts = false;
|
||||
bool output_csv = false;
|
||||
bool print_special = false;
|
||||
bool print_colors = false;
|
||||
bool print_progress = false;
|
||||
bool no_timestamps = false;
|
||||
bool split_on_word = false;
|
||||
|
||||
std::string language = "auto";
|
||||
std::string prompt;
|
||||
std::string model = "models/ggml-tiny.bin";
|
||||
std::string audio = "samples/jfk.wav";
|
||||
std::vector<std::string> fname_inp = {};
|
||||
std::vector<std::string> fname_outp = {};
|
||||
};
|
||||
|
||||
struct whisper_print_user_data
|
||||
{
|
||||
const whisper_params *params;
|
||||
|
||||
const std::vector<std::vector<float>> *pcmf32s;
|
||||
};
|
||||
|
||||
json transcribe(json jsonBody) noexcept
|
||||
{
|
||||
whisper_params params;
|
||||
|
||||
params.n_threads = jsonBody["threads"];
|
||||
params.verbose = jsonBody["is_verbose"];
|
||||
params.translate = jsonBody["is_translate"];
|
||||
params.language = jsonBody["language"];
|
||||
params.print_special_tokens = jsonBody["is_special_tokens"];
|
||||
params.no_timestamps = jsonBody["is_no_timestamps"];
|
||||
params.model = jsonBody["model"];
|
||||
params.audio = jsonBody["audio"];
|
||||
params.split_on_word = jsonBody["split_on_word"];
|
||||
json jsonResult;
|
||||
jsonResult["@type"] = "transcribe";
|
||||
|
||||
if (params.language != "" && params.language != "auto" && whisper_lang_id(params.language.c_str()) == -1)
|
||||
{
|
||||
jsonResult["@type"] = "error";
|
||||
jsonResult["message"] = "error: unknown language = " + params.language;
|
||||
return jsonResult;
|
||||
}
|
||||
|
||||
if (params.seed < 0)
|
||||
{
|
||||
params.seed = time(NULL);
|
||||
}
|
||||
|
||||
// whisper init
|
||||
struct whisper_context *ctx = whisper_init_from_file(params.model.c_str());
|
||||
std::string text_result = "";
|
||||
const auto fname_inp = params.audio;
|
||||
// WAV input
|
||||
std::vector<float> pcmf32;
|
||||
{
|
||||
drwav wav;
|
||||
if (!drwav_init_file(&wav, fname_inp.c_str(), NULL))
|
||||
{
|
||||
jsonResult["@type"] = "error";
|
||||
jsonResult["message"] = " failed to open WAV file ";
|
||||
return jsonResult;
|
||||
}
|
||||
|
||||
if (wav.channels != 1 && wav.channels != 2)
|
||||
{
|
||||
jsonResult["@type"] = "error";
|
||||
jsonResult["message"] = "must be mono or stereo";
|
||||
return jsonResult;
|
||||
}
|
||||
|
||||
if (wav.sampleRate != WHISPER_SAMPLE_RATE)
|
||||
{
|
||||
jsonResult["@type"] = "error";
|
||||
jsonResult["message"] = "WAV file must be 16 kHz";
|
||||
return jsonResult;
|
||||
}
|
||||
|
||||
if (wav.bitsPerSample != 16)
|
||||
{
|
||||
jsonResult["@type"] = "error";
|
||||
jsonResult["message"] = "WAV file must be 16 bit";
|
||||
return jsonResult;
|
||||
}
|
||||
|
||||
int n = wav.totalPCMFrameCount;
|
||||
|
||||
std::vector<int16_t> 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;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
{
|
||||
if (params.language == "" && params.language == "auto")
|
||||
{
|
||||
params.language = "auto";
|
||||
params.translate = false;
|
||||
}
|
||||
}
|
||||
// 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.split_on_word = params.split_on_word;
|
||||
|
||||
if (params.split_on_word) {
|
||||
wparams.max_len = 1;
|
||||
wparams.token_timestamps = true;
|
||||
}
|
||||
|
||||
if (whisper_full(ctx, wparams, pcmf32.data(), pcmf32.size()) != 0)
|
||||
{
|
||||
jsonResult["@type"] = "error";
|
||||
jsonResult["message"] = "failed to process audio";
|
||||
return jsonResult;
|
||||
}
|
||||
|
||||
|
||||
|
||||
// print result;
|
||||
if (!wparams.print_realtime)
|
||||
{
|
||||
|
||||
const int n_segments = whisper_full_n_segments(ctx);
|
||||
|
||||
std::vector<json> segmentsJson = {};
|
||||
|
||||
for (int i = 0; i < n_segments; ++i)
|
||||
{
|
||||
const char *text = whisper_full_get_segment_text(ctx, i);
|
||||
|
||||
std::string str(text);
|
||||
text_result += str;
|
||||
if (params.no_timestamps)
|
||||
{
|
||||
// printf("%s", text);
|
||||
// fflush(stdout);
|
||||
} else {
|
||||
json jsonSegment;
|
||||
const int64_t t0 = whisper_full_get_segment_t0(ctx, i);
|
||||
const int64_t t1 = whisper_full_get_segment_t1(ctx, i);
|
||||
|
||||
// printf("[%s --> %s] %s\n", to_timestamp(t0).c_str(), to_timestamp(t1).c_str(), text);
|
||||
|
||||
jsonSegment["from_ts"] = t0;
|
||||
jsonSegment["to_ts"] = t1;
|
||||
jsonSegment["text"] = text;
|
||||
|
||||
segmentsJson.push_back(jsonSegment);
|
||||
}
|
||||
}
|
||||
|
||||
if (!params.no_timestamps) {
|
||||
jsonResult["segments"] = segmentsJson;
|
||||
}
|
||||
}
|
||||
}
|
||||
jsonResult["text"] = text_result;
|
||||
|
||||
whisper_free(ctx);
|
||||
return jsonResult;
|
||||
}
|
||||
extern "C"
|
||||
{
|
||||
FUNCTION_ATTRIBUTE
|
||||
char *request(char *body)
|
||||
{
|
||||
try
|
||||
{
|
||||
json jsonBody = json::parse(body);
|
||||
json jsonResult;
|
||||
|
||||
if (jsonBody["@type"] == "getTextFromWavFile")
|
||||
{
|
||||
try
|
||||
{
|
||||
return jsonToChar(transcribe(jsonBody));
|
||||
}
|
||||
catch (const std::exception &e)
|
||||
{
|
||||
jsonResult["@type"] = "error";
|
||||
jsonResult["message"] = e.what();
|
||||
return jsonToChar(jsonResult);
|
||||
}
|
||||
}
|
||||
if (jsonBody["@type"] == "getVersion")
|
||||
{
|
||||
jsonResult["@type"] = "version";
|
||||
jsonResult["message"] = "lib version: v1.0.1";
|
||||
return jsonToChar(jsonResult);
|
||||
}
|
||||
|
||||
jsonResult["@type"] = "error";
|
||||
jsonResult["message"] = "method not found";
|
||||
return jsonToChar(jsonResult);
|
||||
}
|
||||
catch (const std::exception &e)
|
||||
{
|
||||
json jsonResult;
|
||||
jsonResult["@type"] = "error";
|
||||
jsonResult["message"] = e.what();
|
||||
return jsonToChar(jsonResult);
|
||||
}
|
||||
}
|
||||
}
|
18
macos/Classes/whisper_flutter_new.h
Normal file
18
macos/Classes/whisper_flutter_new.h
Normal file
@@ -0,0 +1,18 @@
|
||||
#if defined(__GNUC__)
|
||||
// Attributes to prevent 'unused' function from being removed and to make it visible
|
||||
#define FUNCTION_ATTRIBUTE __attribute__((visibility("default"))) __attribute__((used))
|
||||
#elif defined(_MSC_VER)
|
||||
// Marking a function for export
|
||||
#define FUNCTION_ATTRIBUTE __declspec(dllexport)
|
||||
#endif
|
||||
|
||||
#ifdef __cplusplus
|
||||
extern "C"
|
||||
{
|
||||
#endif
|
||||
|
||||
char *request(char *body);
|
||||
|
||||
#ifdef __cplusplus
|
||||
}
|
||||
#endif
|
Reference in New Issue
Block a user