add changes from whisper.cpp update
This commit is contained in:
parent
7c78c128a1
commit
13d44e5881
9 changed files with 536 additions and 140 deletions
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@ -15,6 +15,7 @@ repository = "https://github.com/tazz4843/whisper-rs"
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[dependencies]
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whisper-rs-sys = { path = "sys", version = "0.4" }
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dashmap = "5"
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[dev-dependencies]
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hound = "3.5.0"
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@ -9,11 +9,12 @@ use whisper_rs::{FullParams, SamplingStrategy, WhisperContext};
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/// Loads a context and model, processes an audio file, and prints the resulting transcript to stdout.
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fn main() -> Result<(), &'static str> {
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// Load a context and model.
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let mut ctx = WhisperContext::new("example/path/to/model/whisper.cpp/models/ggml-base.en.bin")
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let ctx = WhisperContext::new("example/path/to/model/whisper.cpp/models/ggml-base.en.bin")
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.expect("failed to load model");
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// Create a single global key.
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ctx.create_key(()).expect("failed to create key");
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// Create a params object for running the model.
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// Currently, only the Greedy sampling strategy is implemented, with BeamSearch as a WIP.
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// The number of past samples to consider defaults to 0.
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let mut params = FullParams::new(SamplingStrategy::Greedy { best_of: 0 });
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@ -62,18 +63,27 @@ fn main() -> Result<(), &'static str> {
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}
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// Run the model.
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ctx.full(params, &audio[..]).expect("failed to run model");
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ctx.full(&(), params, &audio[..])
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.expect("failed to run model");
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// Create a file to write the transcript to.
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let mut file = File::create("transcript.txt").expect("failed to create file");
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// Iterate through the segments of the transcript.
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let num_segments = ctx.full_n_segments();
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let num_segments = ctx
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.full_n_segments(&())
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.expect("failed to get number of segments");
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for i in 0..num_segments {
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// Get the transcribed text and timestamps for the current segment.
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let segment = ctx.full_get_segment_text(i).expect("failed to get segment");
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let start_timestamp = ctx.full_get_segment_t0(i);
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let end_timestamp = ctx.full_get_segment_t1(i);
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let segment = ctx
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.full_get_segment_text(&(), i)
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.expect("failed to get segment");
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let start_timestamp = ctx
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.full_get_segment_t0(&(), i)
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.expect("failed to get start timestamp");
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let end_timestamp = ctx
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.full_get_segment_t1(&(), i)
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.expect("failed to get end timestamp");
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// Print the segment to stdout.
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println!("[{} - {}]: {}", start_timestamp, end_timestamp, segment);
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@ -7,7 +7,10 @@ use whisper_rs::{FullParams, SamplingStrategy, WhisperContext};
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// more dependencies than the base library.
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pub fn usage() -> Result<(), &'static str> {
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// load a context and model
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let mut ctx = WhisperContext::new("path/to/model").expect("failed to load model");
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let ctx = WhisperContext::new("path/to/model").expect("failed to load model");
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// make a sample key
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// here, since we only use this model once, we use a unique global key
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ctx.create_key(()).expect("failed to create key");
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// create a params object
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// note that currently the only implemented strategy is Greedy, BeamSearch is a WIP
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@ -41,15 +44,24 @@ pub fn usage() -> Result<(), &'static str> {
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)?;
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// now we can run the model
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ctx.full(params, &audio_data[..])
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// note the key we use here is the one we created above
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ctx.full(&(), params, &audio_data[..])
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.expect("failed to run model");
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// fetch the results
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let num_segments = ctx.full_n_segments();
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let num_segments = ctx
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.full_n_segments(&())
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.expect("failed to get number of segments");
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for i in 0..num_segments {
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let segment = ctx.full_get_segment_text(i).expect("failed to get segment");
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let start_timestamp = ctx.full_get_segment_t0(i);
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let end_timestamp = ctx.full_get_segment_t1(i);
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let segment = ctx
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.full_get_segment_text(&(), i)
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.expect("failed to get segment");
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let start_timestamp = ctx
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.full_get_segment_t0(&(), i)
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.expect("failed to get segment start timestamp");
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let end_timestamp = ctx
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.full_get_segment_t1(&(), i)
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.expect("failed to get segment end timestamp");
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println!("[{} - {}]: {}", start_timestamp, end_timestamp, segment);
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}
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@ -45,18 +45,19 @@ fn main() {
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let original_samples = parse_wav_file(audio_path);
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let samples = whisper_rs::convert_integer_to_float_audio(&original_samples);
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let mut ctx =
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let ctx =
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WhisperContext::new(&whisper_path.to_string_lossy()).expect("failed to open model");
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ctx.create_key(()).expect("failed to create key");
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let params = FullParams::new(SamplingStrategy::default());
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ctx.full(params, &samples)
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ctx.full(&(), params, &samples)
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.expect("failed to convert samples");
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let num_segments = ctx.full_n_segments();
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let num_segments = ctx.full_n_segments(&()).expect("failed to get number of segments");
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for i in 0..num_segments {
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let segment = ctx.full_get_segment_text(i).expect("failed to get segment");
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let start_timestamp = ctx.full_get_segment_t0(i);
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let end_timestamp = ctx.full_get_segment_t1(i);
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let segment = ctx.full_get_segment_text(&(), i).expect("failed to get segment");
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let start_timestamp = ctx.full_get_segment_t0(&(), i).expect("failed to get start timestamp");
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let end_timestamp = ctx.full_get_segment_t1(&(), i).expect("failed to get end timestamp");
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println!("[{} - {}]: {}", start_timestamp, end_timestamp, segment);
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}
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}
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@ -37,6 +37,12 @@ pub enum WhisperError {
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GenericError(c_int),
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/// Whisper failed to convert the provided text into tokens.
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InvalidText,
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/// Creating a state pointer failed. Check stderr for more information.
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FailedToCreateState,
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/// State pointer ID already exists.
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StateIdAlreadyExists,
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/// State pointer ID does not exist.
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StateIdDoesNotExist,
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}
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impl From<Utf8Error> for WhisperError {
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@ -6,6 +6,7 @@ mod standalone;
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mod utilities;
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mod whisper_ctx;
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mod whisper_params;
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mod whisper_state;
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pub use error::WhisperError;
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pub use standalone::*;
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@ -17,3 +18,5 @@ pub type WhisperTokenData = whisper_rs_sys::whisper_token_data;
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pub type WhisperToken = whisper_rs_sys::whisper_token;
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pub type WhisperNewSegmentCallback = whisper_rs_sys::whisper_new_segment_callback;
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pub type WhisperStartEncoderCallback = whisper_rs_sys::whisper_encoder_begin_callback;
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pub type WhisperProgressCallback = whisper_rs_sys::whisper_progress_callback;
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pub type WhisperLogitsFilterCallback = whisper_rs_sys::whisper_logits_filter_callback;
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@ -1,24 +1,24 @@
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use crate::error::WhisperError;
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use crate::whisper_params::FullParams;
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use crate::whisper_state::WhisperState;
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use crate::{WhisperToken, WhisperTokenData};
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use dashmap::DashMap;
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use std::ffi::{c_int, CStr, CString};
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use std::hash::Hash;
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/// Safe Rust wrapper around a Whisper context.
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///
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/// You likely want to create this with [WhisperContext::new],
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/// then run a full transcription with [WhisperContext::full].
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#[derive(Debug)]
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pub struct WhisperContext {
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pub struct WhisperContext<K: Hash + Eq> {
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ctx: *mut whisper_rs_sys::whisper_context,
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/// has the spectrogram been initialized in at least one way?
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spectrogram_initialized: bool,
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/// has the data been encoded?
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encode_complete: bool,
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/// has decode been called at least once?
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decode_once: bool,
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/// Map of state IDs to state objects.
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state_map: DashMap<K, WhisperState>,
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}
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impl WhisperContext {
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impl<K: Hash + Eq> WhisperContext<K> {
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/// Create a new WhisperContext from a file.
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///
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/// # Arguments
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@ -31,15 +31,13 @@ impl WhisperContext {
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/// `struct whisper_context * whisper_init_from_file(const char * path_model);`
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pub fn new(path: &str) -> Result<Self, WhisperError> {
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let path_cstr = CString::new(path)?;
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let ctx = unsafe { whisper_rs_sys::whisper_init_from_file(path_cstr.as_ptr()) };
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let ctx = unsafe { whisper_rs_sys::whisper_init_from_file_no_state(path_cstr.as_ptr()) };
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if ctx.is_null() {
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Err(WhisperError::InitError)
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} else {
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Ok(Self {
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ctx,
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spectrogram_initialized: false,
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encode_complete: false,
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decode_once: false,
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state_map: DashMap::new(),
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})
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}
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}
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@ -55,22 +53,54 @@ impl WhisperContext {
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/// # C++ equivalent
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/// `struct whisper_context * whisper_init_from_buffer(const char * buffer, int n_bytes);`
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pub fn new_from_buffer(buffer: &[u8]) -> Result<Self, WhisperError> {
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let ctx =
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unsafe { whisper_rs_sys::whisper_init_from_buffer(buffer.as_ptr() as _, buffer.len()) };
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let ctx = unsafe {
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whisper_rs_sys::whisper_init_from_buffer_no_state(buffer.as_ptr() as _, buffer.len())
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};
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if ctx.is_null() {
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Err(WhisperError::InitError)
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} else {
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Ok(Self {
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ctx,
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spectrogram_initialized: false,
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encode_complete: false,
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decode_once: false,
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state_map: DashMap::new(),
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})
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}
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}
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// we don't implement `whisper_init()` here since i have zero clue what `whisper_model_loader` does
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/// Create a new state object, ready for use.
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///
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/// # Arguments
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/// * id: The ID of the state object. Must be unique.
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///
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/// # Returns
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/// Ok(()) on success, Err(WhisperError) on failure.
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/// If the ID is already in use, returns Err(WhisperError::StateIdAlreadyExists).
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///
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/// # C++ equivalent
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/// `struct whisper_state * whisper_init_state(struct whisper_context * ctx);`
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pub fn create_key(&self, id: K) -> Result<(), WhisperError> {
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if self.state_map.contains_key(&id) {
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return Err(WhisperError::StateIdAlreadyExists);
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}
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let state = unsafe { whisper_rs_sys::whisper_init_state(self.ctx) };
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if state.is_null() {
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Err(WhisperError::InitError)
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} else {
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// SAFETY: this is known to be a valid pointer to a `whisper_state` struct
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self.state_map
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.insert(id, unsafe { WhisperState::new(state) });
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Ok(())
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}
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}
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fn get_state_ptr(&self, id: &K) -> Result<*mut whisper_rs_sys::whisper_state, WhisperError> {
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self.state_map
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.get(id)
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.map(|s| s.value().as_ptr())
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.ok_or(WhisperError::StateIdDoesNotExist)
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}
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/// Convert raw PCM audio (floating point 32 bit) to log mel spectrogram.
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/// The resulting spectrogram is stored in the context transparently.
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///
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@ -83,13 +113,15 @@ impl WhisperContext {
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///
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/// # C++ equivalent
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/// `int whisper_pcm_to_mel(struct whisper_context * ctx, const float * samples, int n_samples, int n_threads)`
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pub fn pcm_to_mel(&mut self, pcm: &[f32], threads: usize) -> Result<(), WhisperError> {
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pub fn pcm_to_mel(&self, key: &K, pcm: &[f32], threads: usize) -> Result<(), WhisperError> {
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if threads < 1 {
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return Err(WhisperError::InvalidThreadCount);
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}
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let state_ptr = self.get_state_ptr(key)?;
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let ret = unsafe {
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whisper_rs_sys::whisper_pcm_to_mel(
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whisper_rs_sys::whisper_pcm_to_mel_with_state(
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self.ctx,
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state_ptr,
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pcm.as_ptr(),
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pcm.len() as c_int,
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threads as c_int,
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@ -98,14 +130,54 @@ impl WhisperContext {
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if ret == -1 {
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Err(WhisperError::UnableToCalculateSpectrogram)
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} else if ret == 0 {
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self.spectrogram_initialized = true;
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Ok(())
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} else {
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Err(WhisperError::GenericError(ret))
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}
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}
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/// This can be used to set a custom log mel spectrogram inside the provided whisper context.
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/// Convert raw PCM audio (floating point 32 bit) to log mel spectrogram.
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/// Applies a Phase Vocoder to speed up the audio x2.
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/// The resulting spectrogram is stored in the context transparently.
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///
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/// # Arguments
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/// * pcm: The raw PCM audio.
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/// * threads: How many threads to use. Defaults to 1. Must be at least 1, returns an error otherwise.
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///
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/// # Returns
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/// Ok(()) on success, Err(WhisperError) on failure.
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///
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/// # C++ equivalent
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/// `int whisper_pcm_to_mel(struct whisper_context * ctx, const float * samples, int n_samples, int n_threads)`
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pub fn pcm_to_mel_phase_vocoder(
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&self,
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key: &K,
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pcm: &[f32],
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threads: usize,
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) -> Result<(), WhisperError> {
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if threads < 1 {
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return Err(WhisperError::InvalidThreadCount);
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}
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let state_ptr = self.get_state_ptr(key)?;
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let ret = unsafe {
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whisper_rs_sys::whisper_pcm_to_mel_phase_vocoder_with_state(
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self.ctx,
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state_ptr,
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pcm.as_ptr(),
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pcm.len() as c_int,
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threads as c_int,
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)
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};
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if ret == -1 {
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Err(WhisperError::UnableToCalculateSpectrogram)
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} else if ret == 0 {
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Ok(())
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} else {
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Err(WhisperError::GenericError(ret))
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}
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}
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/// This can be used to set a custom log mel spectrogram inside the provided whisper state.
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/// Use this instead of whisper_pcm_to_mel() if you want to provide your own log mel spectrogram.
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///
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/// # Note
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@ -121,10 +193,13 @@ impl WhisperContext {
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///
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/// # C++ equivalent
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/// `int whisper_set_mel(struct whisper_context * ctx, const float * data, int n_len, int n_mel)`
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pub fn set_mel(&mut self, data: &[f32]) -> Result<(), WhisperError> {
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pub fn set_mel(&self, key: &K, data: &[f32]) -> Result<(), WhisperError> {
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let state_ptr = self.get_state_ptr(key)?;
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let ret = unsafe {
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whisper_rs_sys::whisper_set_mel(
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whisper_rs_sys::whisper_set_mel_with_state(
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self.ctx,
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state_ptr,
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data.as_ptr(),
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data.len() as c_int,
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80 as c_int,
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@ -133,7 +208,6 @@ impl WhisperContext {
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if ret == -1 {
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Err(WhisperError::InvalidMelBands)
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} else if ret == 0 {
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self.spectrogram_initialized = true;
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Ok(())
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} else {
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Err(WhisperError::GenericError(ret))
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@ -152,19 +226,22 @@ impl WhisperContext {
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///
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/// # C++ equivalent
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/// `int whisper_encode(struct whisper_context * ctx, int offset, int n_threads)`
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pub fn encode(&mut self, offset: usize, threads: usize) -> Result<(), WhisperError> {
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if !self.spectrogram_initialized {
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return Err(WhisperError::SpectrogramNotInitialized);
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}
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pub fn encode(&self, key: &K, offset: usize, threads: usize) -> Result<(), WhisperError> {
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if threads < 1 {
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return Err(WhisperError::InvalidThreadCount);
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}
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let ret =
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unsafe { whisper_rs_sys::whisper_encode(self.ctx, offset as c_int, threads as c_int) };
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let state_ptr = self.get_state_ptr(key)?;
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let ret = unsafe {
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whisper_rs_sys::whisper_encode_with_state(
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self.ctx,
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state_ptr,
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offset as c_int,
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threads as c_int,
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)
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};
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if ret == -1 {
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Err(WhisperError::UnableToCalculateEvaluation)
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} else if ret == 0 {
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self.encode_complete = true;
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Ok(())
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} else {
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Err(WhisperError::GenericError(ret))
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@ -187,20 +264,20 @@ impl WhisperContext {
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/// # C++ equivalent
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/// `int whisper_decode(struct whisper_context * ctx, const whisper_token * tokens, int n_tokens, int n_past, int n_threads)`
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pub fn decode(
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&mut self,
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&self,
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key: &K,
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tokens: &[WhisperToken],
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n_past: usize,
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threads: usize,
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) -> Result<(), WhisperError> {
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if !self.encode_complete {
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return Err(WhisperError::EncodeNotComplete);
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}
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if threads < 1 {
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return Err(WhisperError::InvalidThreadCount);
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}
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let state_ptr = self.get_state_ptr(key)?;
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let ret = unsafe {
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whisper_rs_sys::whisper_decode(
|
||||
whisper_rs_sys::whisper_decode_with_state(
|
||||
self.ctx,
|
||||
state_ptr,
|
||||
tokens.as_ptr(),
|
||||
tokens.len() as c_int,
|
||||
n_past as c_int,
|
||||
|
|
@ -210,7 +287,6 @@ impl WhisperContext {
|
|||
if ret == -1 {
|
||||
Err(WhisperError::UnableToCalculateEvaluation)
|
||||
} else if ret == 0 {
|
||||
self.decode_once = true;
|
||||
Ok(())
|
||||
} else {
|
||||
Err(WhisperError::GenericError(ret))
|
||||
|
|
@ -228,7 +304,7 @@ impl WhisperContext {
|
|||
/// # C++ equivalent
|
||||
/// `int whisper_tokenize(struct whisper_context * ctx, const char * text, whisper_token * tokens, int n_max_tokens);`
|
||||
pub fn tokenize(
|
||||
&mut self,
|
||||
&self,
|
||||
text: &str,
|
||||
max_tokens: usize,
|
||||
) -> Result<Vec<WhisperToken>, WhisperError> {
|
||||
|
|
@ -265,20 +341,21 @@ impl WhisperContext {
|
|||
/// # C++ equivalent
|
||||
/// `int whisper_lang_auto_detect(struct whisper_context * ctx, int offset_ms, int n_threads, float * lang_probs)`
|
||||
pub fn lang_detect(
|
||||
&mut self,
|
||||
&self,
|
||||
key: &K,
|
||||
offset_ms: usize,
|
||||
threads: usize,
|
||||
) -> Result<Vec<f32>, WhisperError> {
|
||||
if !self.spectrogram_initialized {
|
||||
return Err(WhisperError::SpectrogramNotInitialized);
|
||||
}
|
||||
if threads < 1 {
|
||||
return Err(WhisperError::InvalidThreadCount);
|
||||
}
|
||||
let state_ptr = self.get_state_ptr(key)?;
|
||||
|
||||
let mut lang_probs: Vec<f32> = vec![0.0; crate::standalone::get_lang_max_id() as usize + 1];
|
||||
let ret = unsafe {
|
||||
whisper_rs_sys::whisper_lang_auto_detect(
|
||||
whisper_rs_sys::whisper_lang_auto_detect_with_state(
|
||||
self.ctx,
|
||||
state_ptr,
|
||||
offset_ms as c_int,
|
||||
threads as c_int,
|
||||
lang_probs.as_mut_ptr(),
|
||||
|
|
@ -296,7 +373,10 @@ impl WhisperContext {
|
|||
// and abort, as this will cause Undefined Behavior
|
||||
// might get here due to the unwind being caught by a user-installed panic handler
|
||||
if lang_probs.len() != ret as usize {
|
||||
eprintln!("lang_probs length mismatch: this is a bug in whisper.cpp, aborting");
|
||||
eprintln!(
|
||||
"lang_probs length mismatch: this is a bug in whisper.cpp, \
|
||||
aborting to avoid Undefined Behavior"
|
||||
);
|
||||
std::process::abort();
|
||||
}
|
||||
Ok(lang_probs)
|
||||
|
|
@ -307,13 +387,13 @@ impl WhisperContext {
|
|||
/// Get the mel spectrogram length.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
/// Ok(c_int) on success, Err(WhisperError) on failure.
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_n_len (struct whisper_context * ctx)`
|
||||
/// `int whisper_n_len_from_state(struct whisper_context * ctx)`
|
||||
#[inline]
|
||||
pub fn n_len(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_n_len(self.ctx) }
|
||||
pub fn n_len(&self, key: &K) -> Result<c_int, WhisperError> {
|
||||
Ok(unsafe { whisper_rs_sys::whisper_n_len_from_state(self.get_state_ptr(key)?) })
|
||||
}
|
||||
|
||||
/// Get n_vocab.
|
||||
|
|
@ -334,7 +414,7 @@ impl WhisperContext {
|
|||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_n_text_ctx (struct whisper_context * ctx)`
|
||||
/// `int whisper_n_text_ctx (struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn n_text_ctx(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_n_text_ctx(self.ctx) }
|
||||
|
|
@ -346,7 +426,7 @@ impl WhisperContext {
|
|||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_n_audio_ctx (struct whisper_context * ctx)`
|
||||
/// `int whisper_n_audio_ctx (struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn n_audio_ctx(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_n_audio_ctx(self.ctx) }
|
||||
|
|
@ -361,6 +441,150 @@ impl WhisperContext {
|
|||
unsafe { whisper_rs_sys::whisper_is_multilingual(self.ctx) != 0 }
|
||||
}
|
||||
|
||||
/// Get model_n_vocab.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_n_vocab (struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn model_n_vocab(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_n_vocab(self.ctx) }
|
||||
}
|
||||
|
||||
/// Get model_n_audio_ctx.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_n_audio_ctx (struct whisper_context * ctx)`
|
||||
#[inline]
|
||||
pub fn model_n_audio_ctx(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_n_audio_ctx(self.ctx) }
|
||||
}
|
||||
|
||||
/// Get model_n_audio_state.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_n_audio_state(struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn model_n_audio_state(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_n_audio_state(self.ctx) }
|
||||
}
|
||||
|
||||
/// Get model_n_audio_head.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_n_audio_head (struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn model_n_audio_head(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_n_audio_head(self.ctx) }
|
||||
}
|
||||
|
||||
/// Get model_n_audio_layer.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_n_audio_layer(struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn model_n_audio_layer(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_n_audio_layer(self.ctx) }
|
||||
}
|
||||
|
||||
/// Get model_n_text_ctx.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_n_text_ctx (struct whisper_context * ctx)`
|
||||
#[inline]
|
||||
pub fn model_n_text_ctx(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_n_text_ctx(self.ctx) }
|
||||
}
|
||||
|
||||
/// Get model_n_text_state.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_n_text_state (struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn model_n_text_state(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_n_text_state(self.ctx) }
|
||||
}
|
||||
|
||||
/// Get model_n_text_head.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_n_text_head (struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn model_n_text_head(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_n_text_head(self.ctx) }
|
||||
}
|
||||
|
||||
/// Get model_n_text_layer.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_n_text_layer (struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn model_n_text_layer(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_n_text_layer(self.ctx) }
|
||||
}
|
||||
|
||||
/// Get model_n_mels.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_n_mels (struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn model_n_mels(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_n_mels(self.ctx) }
|
||||
}
|
||||
|
||||
/// Get model_f16.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_f16 (struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn model_f16(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_f16(self.ctx) }
|
||||
}
|
||||
|
||||
/// Get model_type.
|
||||
///
|
||||
/// # Returns
|
||||
/// c_int
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_model_type (struct whisper_context * ctx);`
|
||||
#[inline]
|
||||
pub fn model_type(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_model_type(self.ctx) }
|
||||
}
|
||||
|
||||
// logit functions
|
||||
/// Get the logits obtained from the last call to [WhisperContext::decode].
|
||||
/// The logits for the last token are stored in the last row of the matrix.
|
||||
|
|
@ -376,18 +600,16 @@ impl WhisperContext {
|
|||
///
|
||||
/// # C++ equivalent
|
||||
/// `float * whisper_get_logits(struct whisper_context * ctx)`
|
||||
pub fn get_logits(&self, segment: c_int) -> Result<Vec<Vec<f32>>, WhisperError> {
|
||||
if !self.spectrogram_initialized {
|
||||
return Err(WhisperError::SpectrogramNotInitialized);
|
||||
}
|
||||
pub fn get_logits(&self, key: &K, segment: c_int) -> Result<Vec<Vec<f32>>, WhisperError> {
|
||||
let state_ptr = self.get_state_ptr(key)?;
|
||||
|
||||
let ret = unsafe { whisper_rs_sys::whisper_get_logits(self.ctx) };
|
||||
let ret = unsafe { whisper_rs_sys::whisper_get_logits_from_state(state_ptr) };
|
||||
if ret.is_null() {
|
||||
return Err(WhisperError::NullPointer);
|
||||
}
|
||||
let mut logits = Vec::new();
|
||||
let n_vocab = self.n_vocab();
|
||||
let n_tokens = self.full_n_tokens(segment);
|
||||
let n_tokens = self.full_n_tokens(key, segment)?;
|
||||
for i in 0..n_tokens {
|
||||
let mut row = Vec::new();
|
||||
for j in 0..n_vocab {
|
||||
|
|
@ -421,6 +643,21 @@ impl WhisperContext {
|
|||
Ok(r_str.to_string())
|
||||
}
|
||||
|
||||
/// Undocumented but exposed function in the C++ API.
|
||||
/// `const char * whisper_model_type_readable(struct whisper_context * ctx);`
|
||||
///
|
||||
/// # Returns
|
||||
/// Ok(String) on success, Err(WhisperError) on failure.
|
||||
pub fn model_type_readable(&self) -> Result<String, WhisperError> {
|
||||
let ret = unsafe { whisper_rs_sys::whisper_model_type_readable(self.ctx) };
|
||||
if ret.is_null() {
|
||||
return Err(WhisperError::NullPointer);
|
||||
}
|
||||
let c_str = unsafe { CStr::from_ptr(ret) };
|
||||
let r_str = c_str.to_str()?;
|
||||
Ok(r_str.to_string())
|
||||
}
|
||||
|
||||
/// Get the ID of the eot token.
|
||||
///
|
||||
/// # C++ equivalent
|
||||
|
|
@ -519,51 +756,15 @@ impl WhisperContext {
|
|||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_full(struct whisper_context * ctx, struct whisper_full_params params, const float * samples, int n_samples)`
|
||||
pub fn full(&mut self, params: FullParams, data: &[f32]) -> Result<c_int, WhisperError> {
|
||||
pub fn full(&self, key: &K, params: FullParams, data: &[f32]) -> Result<c_int, WhisperError> {
|
||||
let state_ptr = self.get_state_ptr(key)?;
|
||||
let ret = unsafe {
|
||||
whisper_rs_sys::whisper_full(self.ctx, params.fp, data.as_ptr(), data.len() as c_int)
|
||||
};
|
||||
if ret == -1 {
|
||||
Err(WhisperError::UnableToCalculateSpectrogram)
|
||||
} else if ret == 7 {
|
||||
Err(WhisperError::FailedToEncode)
|
||||
} else if ret == 8 {
|
||||
Err(WhisperError::FailedToDecode)
|
||||
} else if ret == 0 {
|
||||
Ok(ret)
|
||||
} else {
|
||||
Err(WhisperError::GenericError(ret))
|
||||
}
|
||||
}
|
||||
|
||||
/// Split the input audio into chunks and delegate to [WhisperContext::full].
|
||||
///
|
||||
/// It seems this approach can offer some speedup in some cases,
|
||||
/// however, the accuracy can be worse at the start and end of chunks.
|
||||
///
|
||||
/// # Arguments
|
||||
/// * params: [crate::FullParams] struct.
|
||||
/// * pcm: PCM audio data.
|
||||
/// * n_processors: Number of threads to use.
|
||||
///
|
||||
/// # Returns
|
||||
/// Ok(c_int) on success, Err(WhisperError) on failure.
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_full_parallel(struct whisper_context * ctx, struct whisper_full_params params, const float * samples, int n_samples, int n_processors)`
|
||||
pub fn full_parallel(
|
||||
&mut self,
|
||||
params: FullParams,
|
||||
data: &[f32],
|
||||
n_processors: c_int,
|
||||
) -> Result<c_int, WhisperError> {
|
||||
let ret = unsafe {
|
||||
whisper_rs_sys::whisper_full_parallel(
|
||||
whisper_rs_sys::whisper_full_with_state(
|
||||
self.ctx,
|
||||
state_ptr,
|
||||
params.fp,
|
||||
data.as_ptr(),
|
||||
data.len() as c_int,
|
||||
n_processors,
|
||||
)
|
||||
};
|
||||
if ret == -1 {
|
||||
|
|
@ -573,8 +774,6 @@ impl WhisperContext {
|
|||
} else if ret == 8 {
|
||||
Err(WhisperError::FailedToDecode)
|
||||
} else if ret == 0 {
|
||||
// note 0 is returned on success and also when initializing other contexts fails,
|
||||
// causing some audio to not be processed
|
||||
Ok(ret)
|
||||
} else {
|
||||
Err(WhisperError::GenericError(ret))
|
||||
|
|
@ -587,8 +786,17 @@ impl WhisperContext {
|
|||
/// # C++ equivalent
|
||||
/// `int whisper_full_n_segments(struct whisper_context * ctx)`
|
||||
#[inline]
|
||||
pub fn full_n_segments(&self) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_full_n_segments(self.ctx) }
|
||||
pub fn full_n_segments(&self, key: &K) -> Result<c_int, WhisperError> {
|
||||
Ok(unsafe { whisper_rs_sys::whisper_full_n_segments_from_state(self.get_state_ptr(key)?) })
|
||||
}
|
||||
|
||||
/// Language ID associated with the provided state.
|
||||
///
|
||||
/// # C++ equivalent
|
||||
/// `int whisper_full_lang_id_from_state(struct whisper_state * state);`
|
||||
#[inline]
|
||||
pub fn full_lang_id_from_state(&self, key: &K) -> Result<c_int, WhisperError> {
|
||||
Ok(unsafe { whisper_rs_sys::whisper_full_lang_id_from_state(self.get_state_ptr(key)?) })
|
||||
}
|
||||
|
||||
/// Get the start time of the specified segment.
|
||||
|
|
@ -599,8 +807,13 @@ impl WhisperContext {
|
|||
/// # C++ equivalent
|
||||
/// `int64_t whisper_full_get_segment_t0(struct whisper_context * ctx, int i_segment)`
|
||||
#[inline]
|
||||
pub fn full_get_segment_t0(&self, segment: c_int) -> i64 {
|
||||
unsafe { whisper_rs_sys::whisper_full_get_segment_t0(self.ctx, segment) }
|
||||
pub fn full_get_segment_t0(&self, key: &K, segment: c_int) -> Result<i64, WhisperError> {
|
||||
Ok(unsafe {
|
||||
whisper_rs_sys::whisper_full_get_segment_t0_from_state(
|
||||
self.get_state_ptr(key)?,
|
||||
segment,
|
||||
)
|
||||
})
|
||||
}
|
||||
|
||||
/// Get the end time of the specified segment.
|
||||
|
|
@ -611,8 +824,13 @@ impl WhisperContext {
|
|||
/// # C++ equivalent
|
||||
/// `int64_t whisper_full_get_segment_t1(struct whisper_context * ctx, int i_segment)`
|
||||
#[inline]
|
||||
pub fn full_get_segment_t1(&self, segment: c_int) -> i64 {
|
||||
unsafe { whisper_rs_sys::whisper_full_get_segment_t1(self.ctx, segment) }
|
||||
pub fn full_get_segment_t1(&self, key: &K, segment: c_int) -> Result<i64, WhisperError> {
|
||||
Ok(unsafe {
|
||||
whisper_rs_sys::whisper_full_get_segment_t1_from_state(
|
||||
self.get_state_ptr(key)?,
|
||||
segment,
|
||||
)
|
||||
})
|
||||
}
|
||||
|
||||
/// Get the text of the specified segment.
|
||||
|
|
@ -625,8 +843,11 @@ impl WhisperContext {
|
|||
///
|
||||
/// # C++ equivalent
|
||||
/// `const char * whisper_full_get_segment_text(struct whisper_context * ctx, int i_segment)`
|
||||
pub fn full_get_segment_text(&self, segment: c_int) -> Result<String, WhisperError> {
|
||||
let ret = unsafe { whisper_rs_sys::whisper_full_get_segment_text(self.ctx, segment) };
|
||||
pub fn full_get_segment_text(&self, key: &K, segment: c_int) -> Result<String, WhisperError> {
|
||||
let state_ptr = self.get_state_ptr(key)?;
|
||||
|
||||
let ret =
|
||||
unsafe { whisper_rs_sys::whisper_full_get_segment_text_from_state(state_ptr, segment) };
|
||||
if ret.is_null() {
|
||||
return Err(WhisperError::NullPointer);
|
||||
}
|
||||
|
|
@ -646,8 +867,10 @@ impl WhisperContext {
|
|||
/// # C++ equivalent
|
||||
/// `int whisper_full_n_tokens(struct whisper_context * ctx, int i_segment)`
|
||||
#[inline]
|
||||
pub fn full_n_tokens(&self, segment: c_int) -> c_int {
|
||||
unsafe { whisper_rs_sys::whisper_full_n_tokens(self.ctx, segment) }
|
||||
pub fn full_n_tokens(&self, key: &K, segment: c_int) -> Result<c_int, WhisperError> {
|
||||
Ok(unsafe {
|
||||
whisper_rs_sys::whisper_full_n_tokens_from_state(self.get_state_ptr(key)?, segment)
|
||||
})
|
||||
}
|
||||
|
||||
/// Get the token text of the specified token in the specified segment.
|
||||
|
|
@ -663,10 +886,16 @@ impl WhisperContext {
|
|||
/// `const char * whisper_full_get_token_text(struct whisper_context * ctx, int i_segment, int i_token)`
|
||||
pub fn full_get_token_text(
|
||||
&self,
|
||||
key: &K,
|
||||
segment: c_int,
|
||||
token: c_int,
|
||||
) -> Result<String, WhisperError> {
|
||||
let ret = unsafe { whisper_rs_sys::whisper_full_get_token_text(self.ctx, segment, token) };
|
||||
let state_ptr = self.get_state_ptr(key)?;
|
||||
let ret = unsafe {
|
||||
whisper_rs_sys::whisper_full_get_token_text_from_state(
|
||||
self.ctx, state_ptr, segment, token,
|
||||
)
|
||||
};
|
||||
if ret.is_null() {
|
||||
return Err(WhisperError::NullPointer);
|
||||
}
|
||||
|
|
@ -686,8 +915,19 @@ impl WhisperContext {
|
|||
///
|
||||
/// # C++ equivalent
|
||||
/// `whisper_token whisper_full_get_token_id (struct whisper_context * ctx, int i_segment, int i_token)`
|
||||
pub fn full_get_token_id(&self, segment: c_int, token: c_int) -> WhisperToken {
|
||||
unsafe { whisper_rs_sys::whisper_full_get_token_id(self.ctx, segment, token) }
|
||||
pub fn full_get_token_id(
|
||||
&self,
|
||||
key: &K,
|
||||
segment: c_int,
|
||||
token: c_int,
|
||||
) -> Result<WhisperToken, WhisperError> {
|
||||
Ok(unsafe {
|
||||
whisper_rs_sys::whisper_full_get_token_id_from_state(
|
||||
self.get_state_ptr(key)?,
|
||||
segment,
|
||||
token,
|
||||
)
|
||||
})
|
||||
}
|
||||
|
||||
/// Get token data for the specified token in the specified segment.
|
||||
|
|
@ -702,8 +942,19 @@ impl WhisperContext {
|
|||
/// # C++ equivalent
|
||||
/// `whisper_token_data whisper_full_get_token_data(struct whisper_context * ctx, int i_segment, int i_token)`
|
||||
#[inline]
|
||||
pub fn full_get_token_data(&self, segment: c_int, token: c_int) -> WhisperTokenData {
|
||||
unsafe { whisper_rs_sys::whisper_full_get_token_data(self.ctx, segment, token) }
|
||||
pub fn full_get_token_data(
|
||||
&self,
|
||||
key: &K,
|
||||
segment: c_int,
|
||||
token: c_int,
|
||||
) -> Result<WhisperTokenData, WhisperError> {
|
||||
Ok(unsafe {
|
||||
whisper_rs_sys::whisper_full_get_token_data_from_state(
|
||||
self.get_state_ptr(key)?,
|
||||
segment,
|
||||
token,
|
||||
)
|
||||
})
|
||||
}
|
||||
|
||||
/// Get the probability of the specified token in the specified segment.
|
||||
|
|
@ -718,12 +969,23 @@ impl WhisperContext {
|
|||
/// # C++ equivalent
|
||||
/// `float whisper_full_get_token_p(struct whisper_context * ctx, int i_segment, int i_token)`
|
||||
#[inline]
|
||||
pub fn full_get_token_prob(&self, segment: c_int, token: c_int) -> f32 {
|
||||
unsafe { whisper_rs_sys::whisper_full_get_token_p(self.ctx, segment, token) }
|
||||
pub fn full_get_token_prob(
|
||||
&self,
|
||||
key: &K,
|
||||
segment: c_int,
|
||||
token: c_int,
|
||||
) -> Result<f32, WhisperError> {
|
||||
Ok(unsafe {
|
||||
whisper_rs_sys::whisper_full_get_token_p_from_state(
|
||||
self.get_state_ptr(key)?,
|
||||
segment,
|
||||
token,
|
||||
)
|
||||
})
|
||||
}
|
||||
}
|
||||
|
||||
impl Drop for WhisperContext {
|
||||
impl<K: Hash + Eq> Drop for WhisperContext<K> {
|
||||
#[inline]
|
||||
fn drop(&mut self) {
|
||||
unsafe { whisper_rs_sys::whisper_free(self.ctx) };
|
||||
|
|
@ -732,6 +994,5 @@ impl Drop for WhisperContext {
|
|||
|
||||
// following implementations are safe
|
||||
// see https://github.com/ggerganov/whisper.cpp/issues/32#issuecomment-1272790388
|
||||
// concurrent usage is prevented by &mut self on methods that modify the struct
|
||||
unsafe impl Send for WhisperContext {}
|
||||
unsafe impl Sync for WhisperContext {}
|
||||
unsafe impl<K: Hash + Eq> Send for WhisperContext<K> {}
|
||||
unsafe impl<K: Hash + Eq> Sync for WhisperContext<K> {}
|
||||
|
|
|
|||
|
|
@ -175,6 +175,15 @@ impl<'a, 'b> FullParams<'a, 'b> {
|
|||
self.fp.max_len = max_len;
|
||||
}
|
||||
|
||||
/// # EXPERIMENTAL
|
||||
///
|
||||
/// Should the timestamps be split on words instead of characters?
|
||||
///
|
||||
/// Defaults to false.
|
||||
pub fn set_split_on_word(&mut self, split_on_word: bool) {
|
||||
self.fp.split_on_word = split_on_word;
|
||||
}
|
||||
|
||||
/// # EXPERIMENTAL
|
||||
///
|
||||
/// Set maximum tokens per segment. 0 means no limit.
|
||||
|
|
@ -243,6 +252,14 @@ impl<'a, 'b> FullParams<'a, 'b> {
|
|||
self.fp.suppress_blank = suppress_blank;
|
||||
}
|
||||
|
||||
/// Set suppress_non_speech_tokens. See https://github.com/openai/whisper/blob/7858aa9c08d98f75575035ecd6481f462d66ca27/whisper/tokenizer.py#L224-L253
|
||||
/// for more information.
|
||||
///
|
||||
/// Defaults to false.
|
||||
pub fn set_suppress_non_speech_tokens(&mut self, suppress_non_speech_tokens: bool) {
|
||||
self.fp.suppress_non_speech_tokens = suppress_non_speech_tokens;
|
||||
}
|
||||
|
||||
/// Set initial decoding temperature. See https://ai.stackexchange.com/a/32478 for more information.
|
||||
///
|
||||
/// Defaults to 0.0.
|
||||
|
|
@ -290,7 +307,7 @@ impl<'a, 'b> FullParams<'a, 'b> {
|
|||
self.fp.logprob_thold = logprob_thold;
|
||||
}
|
||||
|
||||
/// Set no_speech_thold. Currently (as of v1.2.0) not implemented.
|
||||
/// Set no_speech_thold. Currently (as of v1.3.0) not implemented.
|
||||
///
|
||||
/// Defaults to 0.6.
|
||||
pub fn set_no_speech_thold(&mut self, no_speech_thold: f32) {
|
||||
|
|
@ -325,7 +342,35 @@ impl<'a, 'b> FullParams<'a, 'b> {
|
|||
self.fp.new_segment_callback_user_data = user_data;
|
||||
}
|
||||
|
||||
/// Set the callback for starting the encoder.
|
||||
/// Set the callback for progress updates.
|
||||
///
|
||||
/// Note that this callback has not been Rustified yet (and likely never will be, unless someone else feels the need to do so).
|
||||
/// It is still a C callback.
|
||||
///
|
||||
/// # Safety
|
||||
/// Do not use this function unless you know what you are doing.
|
||||
/// * Be careful not to mutate the state of the whisper_context pointer returned in the callback.
|
||||
/// This could cause undefined behavior, as this violates the thread-safety guarantees of the underlying C library.
|
||||
///
|
||||
/// Defaults to None.
|
||||
pub unsafe fn set_progress_callback(
|
||||
&mut self,
|
||||
progress_callback: crate::WhisperProgressCallback,
|
||||
) {
|
||||
self.fp.progress_callback = progress_callback;
|
||||
}
|
||||
|
||||
/// Set the user data to be passed to the progress callback.
|
||||
///
|
||||
/// # Safety
|
||||
/// See the safety notes for `set_progress_callback`.
|
||||
///
|
||||
/// Defaults to None.
|
||||
pub unsafe fn set_progress_callback_user_data(&mut self, user_data: *mut std::ffi::c_void) {
|
||||
self.fp.progress_callback_user_data = user_data;
|
||||
}
|
||||
|
||||
/// Set the callback that is called each time before the encoder begins.
|
||||
///
|
||||
/// Note that this callback has not been Rustified yet (and likely never will be, unless someone else feels the need to do so).
|
||||
/// It is still a C callback.
|
||||
|
|
@ -355,6 +400,37 @@ impl<'a, 'b> FullParams<'a, 'b> {
|
|||
) {
|
||||
self.fp.encoder_begin_callback_user_data = user_data;
|
||||
}
|
||||
|
||||
/// Set the callback that is called by each decoder to filter obtained logits.
|
||||
///
|
||||
/// Note that this callback has not been Rustified yet (and likely never will be, unless someone else feels the need to do so).
|
||||
/// It is still a C callback.
|
||||
///
|
||||
/// # Safety
|
||||
/// Do not use this function unless you know what you are doing.
|
||||
/// * Be careful not to mutate the state of the whisper_context pointer returned in the callback.
|
||||
/// This could cause undefined behavior, as this violates the thread-safety guarantees of the underlying C library.
|
||||
///
|
||||
/// Defaults to None.
|
||||
pub unsafe fn set_filter_logits_callback(
|
||||
&mut self,
|
||||
logits_filter_callback: crate::WhisperLogitsFilterCallback,
|
||||
) {
|
||||
self.fp.logits_filter_callback = logits_filter_callback;
|
||||
}
|
||||
|
||||
/// Set the user data to be passed to the logits filter callback.
|
||||
///
|
||||
/// # Safety
|
||||
/// See the safety notes for `set_filter_logits_callback`.
|
||||
///
|
||||
/// Defaults to None.
|
||||
pub unsafe fn set_filter_logits_callback_user_data(
|
||||
&mut self,
|
||||
user_data: *mut std::ffi::c_void,
|
||||
) {
|
||||
self.fp.logits_filter_callback_user_data = user_data;
|
||||
}
|
||||
}
|
||||
|
||||
// following implementations are safe
|
||||
|
|
|
|||
26
src/whisper_state.rs
Normal file
26
src/whisper_state.rs
Normal file
|
|
@ -0,0 +1,26 @@
|
|||
/// Rustified pointer to a Whisper state.
|
||||
#[derive(Debug)]
|
||||
pub struct WhisperState {
|
||||
ptr: *mut whisper_rs_sys::whisper_state,
|
||||
}
|
||||
|
||||
unsafe impl Send for WhisperState {}
|
||||
unsafe impl Sync for WhisperState {}
|
||||
|
||||
impl Drop for WhisperState {
|
||||
fn drop(&mut self) {
|
||||
unsafe {
|
||||
whisper_rs_sys::whisper_free_state(self.ptr);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
impl WhisperState {
|
||||
pub(crate) unsafe fn new(ptr: *mut whisper_rs_sys::whisper_state) -> Self {
|
||||
Self { ptr }
|
||||
}
|
||||
|
||||
pub(crate) fn as_ptr(&self) -> *mut whisper_rs_sys::whisper_state {
|
||||
self.ptr
|
||||
}
|
||||
}
|
||||
Loading…
Add table
Add a link
Reference in a new issue