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use crate::error::WhisperError;
use crate::WhisperToken;
use std::ffi::{c_int, CStr, CString};
/// Safe Rust wrapper around a Whisper context.
///
/// You likely want to create this with [WhisperInnerContext::new_with_params],
/// create a state with [WhisperInnerContext::create_state],
/// then run a full transcription with [WhisperState::full].
#[derive(Debug)]
pub struct WhisperInnerContext {
pub(crate) ctx: *mut whisper_rs_sys::whisper_context,
}
impl WhisperInnerContext {
/// Create a new WhisperContext from a file, with parameters.
///
/// # Arguments
/// * path: The path to the model file.
/// * parameters: A parameter struct containing the parameters to use.
///
/// # Returns
/// Ok(Self) on success, Err(WhisperError) on failure.
///
/// # C++ equivalent
/// `struct whisper_context * whisper_init_from_file_with_params_no_state(const char * path_model, struct whisper_context_params params);`
pub fn new_with_params(
path: &str,
parameters: WhisperContextParameters,
) -> Result<Self, WhisperError> {
let path_cstr = CString::new(path)?;
let ctx = unsafe {
whisper_rs_sys::whisper_init_from_file_with_params_no_state(
path_cstr.as_ptr(),
parameters.to_c_struct(),
)
};
if ctx.is_null() {
Err(WhisperError::InitError)
} else {
Ok(Self { ctx })
}
}
/// Create a new WhisperContext from a buffer.
///
/// # Arguments
/// * buffer: The buffer containing the model.
///
/// # Returns
/// Ok(Self) on success, Err(WhisperError) on failure.
///
/// # C++ equivalent
/// `struct whisper_context * whisper_init_from_buffer_with_params_no_state(void * buffer, size_t buffer_size, struct whisper_context_params params);`
pub fn new_from_buffer_with_params(
buffer: &[u8],
parameters: WhisperContextParameters,
) -> Result<Self, WhisperError> {
let ctx = unsafe {
whisper_rs_sys::whisper_init_from_buffer_with_params_no_state(
buffer.as_ptr() as _,
buffer.len(),
parameters.to_c_struct(),
)
};
if ctx.is_null() {
Err(WhisperError::InitError)
} else {
Ok(Self { ctx })
}
}
/// Convert the provided text into tokens.
///
/// # Arguments
/// * text: The text to convert.
///
/// # Returns
/// `Ok(Vec<WhisperToken>)` on success, `Err(WhisperError)` on failure.
///
/// # C++ equivalent
/// `int whisper_tokenize(struct whisper_context * ctx, const char * text, whisper_token * tokens, int n_max_tokens);`
pub fn tokenize(
&self,
text: &str,
max_tokens: usize,
) -> Result<Vec<WhisperToken>, WhisperError> {
// convert the text to a nul-terminated C string. Will raise an error if the text contains
// any nul bytes.
let text = CString::new(text)?;
// allocate at least max_tokens to ensure the memory is valid
let mut tokens: Vec<WhisperToken> = Vec::with_capacity(max_tokens);
let ret = unsafe {
whisper_rs_sys::whisper_tokenize(
self.ctx,
text.as_ptr(),
tokens.as_mut_ptr(),
max_tokens as c_int,
)
};
if ret == -1 {
Err(WhisperError::InvalidText)
} else {
// SAFETY: when ret != -1, we know that the length of the vector is at least ret tokens
unsafe { tokens.set_len(ret as usize) };
Ok(tokens)
}
}
/// Get n_vocab.
///
/// # Returns
/// c_int
///
/// # C++ equivalent
/// `int whisper_n_vocab (struct whisper_context * ctx)`
#[inline]
pub fn n_vocab(&self) -> c_int {
unsafe { whisper_rs_sys::whisper_n_vocab(self.ctx) }
}
/// Get n_text_ctx.
///
/// # Returns
/// c_int
///
/// # C++ equivalent
/// `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) }
}
/// Get n_audio_ctx.
///
/// # Returns
/// c_int
///
/// # C++ equivalent
/// `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) }
}
/// Does this model support multiple languages?
///
/// # C++ equivalent
/// `int whisper_is_multilingual(struct whisper_context * ctx)`
#[inline]
pub fn is_multilingual(&self) -> bool {
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_ftype.
///
/// # Returns
/// c_int
///
/// # C++ equivalent
/// `int whisper_model_ftype (struct whisper_context * ctx);`
#[inline]
pub fn model_ftype(&self) -> c_int {
unsafe { whisper_rs_sys::whisper_model_ftype(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) }
}
// token functions
/// Convert a token ID to a string.
///
/// # Arguments
/// * token_id: ID of the token.
///
/// # Returns
/// Ok(&str) on success, Err(WhisperError) on failure.
///
/// # C++ equivalent
/// `const char * whisper_token_to_str(struct whisper_context * ctx, whisper_token token)`
pub fn token_to_str(&self, token_id: WhisperToken) -> Result<&str, WhisperError> {
let c_str = self.token_to_cstr(token_id)?;
let r_str = c_str.to_str()?;
Ok(r_str)
}
/// Convert a token ID to a &CStr.
///
/// # Arguments
/// * token_id: ID of the token.
///
/// # Returns
/// Ok(String) on success, Err(WhisperError) on failure.
///
/// # C++ equivalent
/// `const char * whisper_token_to_str(struct whisper_context * ctx, whisper_token token)`
pub fn token_to_cstr(&self, token_id: WhisperToken) -> Result<&CStr, WhisperError> {
let ret = unsafe { whisper_rs_sys::whisper_token_to_str(self.ctx, token_id) };
if ret.is_null() {
return Err(WhisperError::NullPointer);
}
Ok(unsafe { CStr::from_ptr(ret) })
}
/// 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
/// `whisper_token whisper_token_eot (struct whisper_context * ctx)`
#[inline]
pub fn token_eot(&self) -> WhisperToken {
unsafe { whisper_rs_sys::whisper_token_eot(self.ctx) }
}
/// Get the ID of the sot token.
///
/// # C++ equivalent
/// `whisper_token whisper_token_sot (struct whisper_context * ctx)`
#[inline]
pub fn token_sot(&self) -> WhisperToken {
unsafe { whisper_rs_sys::whisper_token_sot(self.ctx) }
}
/// Get the ID of the solm token.
///
/// # C++ equivalent
/// `whisper_token whisper_token_solm(struct whisper_context * ctx)`
#[inline]
pub fn token_solm(&self) -> WhisperToken {
unsafe { whisper_rs_sys::whisper_token_solm(self.ctx) }
}
/// Get the ID of the prev token.
///
/// # C++ equivalent
/// `whisper_token whisper_token_prev(struct whisper_context * ctx)`
#[inline]
pub fn token_prev(&self) -> WhisperToken {
unsafe { whisper_rs_sys::whisper_token_prev(self.ctx) }
}
/// Get the ID of the nosp token.
///
/// # C++ equivalent
/// `whisper_token whisper_token_nosp(struct whisper_context * ctx)`
#[inline]
pub fn token_nosp(&self) -> WhisperToken {
unsafe { whisper_rs_sys::whisper_token_nosp(self.ctx) }
}
/// Get the ID of the not token.
///
/// # C++ equivalent
/// `whisper_token whisper_token_not (struct whisper_context * ctx)`
#[inline]
pub fn token_not(&self) -> WhisperToken {
unsafe { whisper_rs_sys::whisper_token_not(self.ctx) }
}
/// Get the ID of the beg token.
///
/// # C++ equivalent
/// `whisper_token whisper_token_beg (struct whisper_context * ctx)`
#[inline]
pub fn token_beg(&self) -> WhisperToken {
unsafe { whisper_rs_sys::whisper_token_beg(self.ctx) }
}
/// Get the ID of a specified language token
///
/// # Arguments
/// * lang_id: ID of the language
///
/// # C++ equivalent
/// `whisper_token whisper_token_lang(struct whisper_context * ctx, int lang_id)`
#[inline]
pub fn token_lang(&self, lang_id: c_int) -> WhisperToken {
unsafe { whisper_rs_sys::whisper_token_lang(self.ctx, lang_id) }
}
/// Print performance statistics to stderr.
///
/// # C++ equivalent
/// `void whisper_print_timings(struct whisper_context * ctx)`
#[inline]
pub fn print_timings(&self) {
unsafe { whisper_rs_sys::whisper_print_timings(self.ctx) }
}
/// Reset performance statistics.
///
/// # C++ equivalent
/// `void whisper_reset_timings(struct whisper_context * ctx)`
#[inline]
pub fn reset_timings(&self) {
unsafe { whisper_rs_sys::whisper_reset_timings(self.ctx) }
}
// task tokens
/// Get the ID of the translate task token.
///
/// # C++ equivalent
/// `whisper_token whisper_token_translate ()`
pub fn token_translate(&self) -> WhisperToken {
unsafe { whisper_rs_sys::whisper_token_translate(self.ctx) }
}
/// Get the ID of the transcribe task token.
///
/// # C++ equivalent
/// `whisper_token whisper_token_transcribe()`
pub fn token_transcribe(&self) -> WhisperToken {
unsafe { whisper_rs_sys::whisper_token_transcribe(self.ctx) }
}
}
impl Drop for WhisperInnerContext {
#[inline]
fn drop(&mut self) {
unsafe { whisper_rs_sys::whisper_free(self.ctx) };
}
}
// following implementations are safe
// see https://github.com/ggerganov/whisper.cpp/issues/32#issuecomment-1272790388
unsafe impl Send for WhisperInnerContext {}
unsafe impl Sync for WhisperInnerContext {}
pub struct WhisperContextParameters<'a> {
/// Use GPU if available.
pub use_gpu: bool,
/// Enable flash attention, default false
///
/// **Warning** Can't be used with DTW. DTW will be disabled if flash_attn is true
pub flash_attn: bool,
/// GPU device id, default 0
pub gpu_device: c_int,
/// DTW token level timestamp parameters
pub dtw_parameters: DtwParameters<'a>,
}
#[allow(clippy::derivable_impls)] // this impl cannot be derived
impl<'a> Default for WhisperContextParameters<'a> {
fn default() -> Self {
Self {
use_gpu: cfg!(feature = "_gpu"),
flash_attn: false,
gpu_device: 0,
dtw_parameters: DtwParameters::default(),
}
}
}
impl<'a> WhisperContextParameters<'a> {
pub fn new() -> Self {
Self::default()
}
pub fn use_gpu(&mut self, use_gpu: bool) -> &mut Self {
self.use_gpu = use_gpu;
self
}
pub fn flash_attn(&mut self, flash_attn: bool) -> &mut Self {
self.flash_attn = flash_attn;
self
}
pub fn gpu_device(&mut self, gpu_device: c_int) -> &mut Self {
self.gpu_device = gpu_device;
self
}
pub fn dtw_parameters(&mut self, dtw_parameters: DtwParameters<'a>) -> &mut Self {
self.dtw_parameters = dtw_parameters;
self
}
fn to_c_struct(&self) -> whisper_rs_sys::whisper_context_params {
let dtw_token_timestamps = !matches!(self.dtw_parameters.mode, DtwMode::None);
let mut dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_NONE;
let mut dtw_n_top: c_int = -1;
let mut dtw_aheads = whisper_rs_sys::whisper_aheads {
n_heads: 0,
heads: std::ptr::null(),
};
match &self.dtw_parameters.mode {
DtwMode::None => {}
DtwMode::TopMost { n_top } => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_N_TOP_MOST;
dtw_n_top = *n_top;
}
DtwMode::Custom { aheads } => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_CUSTOM;
dtw_aheads = whisper_rs_sys::whisper_aheads {
n_heads: aheads.len(),
heads: aheads.as_ptr(),
};
}
DtwMode::ModelPreset { model_preset } => match model_preset {
DtwModelPreset::TinyEn => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_TINY_EN;
}
DtwModelPreset::Tiny => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_TINY;
}
DtwModelPreset::BaseEn => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_BASE_EN;
}
DtwModelPreset::Base => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_BASE;
}
DtwModelPreset::SmallEn => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_SMALL_EN;
}
DtwModelPreset::Small => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_SMALL;
}
DtwModelPreset::MediumEn => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_MEDIUM_EN;
}
DtwModelPreset::Medium => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_MEDIUM;
}
DtwModelPreset::LargeV1 => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_LARGE_V1;
}
DtwModelPreset::LargeV2 => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_LARGE_V2;
}
DtwModelPreset::LargeV3 => {
dtw_aheads_preset =
whisper_rs_sys::whisper_alignment_heads_preset_WHISPER_AHEADS_LARGE_V3;
}
},
}
whisper_rs_sys::whisper_context_params {
use_gpu: self.use_gpu,
flash_attn: self.flash_attn,
gpu_device: self.gpu_device,
dtw_token_timestamps,
dtw_aheads_preset,
dtw_n_top,
dtw_aheads,
dtw_mem_size: self.dtw_parameters.dtw_mem_size,
}
}
}
/// [EXPERIMENTAL] Enable Token-level timestamps with DTW, default Disabled
#[derive(Debug, Clone)]
pub struct DtwParameters<'a> {
pub mode: DtwMode<'a>,
pub dtw_mem_size: usize,
}
impl Default for DtwParameters<'_> {
fn default() -> Self {
Self {
mode: DtwMode::None,
dtw_mem_size: 1024 * 1024 * 128,
}
}
}
#[derive(Debug, Clone)]
pub enum DtwMode<'a> {
/// DTW token level timestamps disabled
None,
/// Use N Top Most layers from loaded model
TopMost {
/// Number of top text layers used from model, should be 0 < n_top <= model n_text_layer
n_top: c_int,
},
/// Use custom aheads, non-empty list of whisper_ahead.
/// 0 < n_text_layer < model n_text_layer, 0 < n_head < model n_text_head for each element
/// See details https://github.com/ggerganov/whisper.cpp/pull/1485#discussion_r1519681143
Custom {
aheads: &'a [whisper_rs_sys::whisper_ahead],
},
/// Use predefined preset for standard models
ModelPreset { model_preset: DtwModelPreset },
}
#[derive(Debug, Clone)]
pub enum DtwModelPreset {
TinyEn,
Tiny,
BaseEn,
Base,
SmallEn,
Small,
MediumEn,
Medium,
LargeV1,
LargeV2,
LargeV3,
}
#[cfg(test)]
#[cfg(feature = "test-with-tiny-model")]
mod test_with_tiny_model {
use super::*;
const MODEL_PATH: &str = "./sys/whisper.cpp/models/ggml-tiny.en.bin";
// These tests expect that the tiny.en model has been downloaded
// using the script `sys/whisper.cpp/models/download-ggml-model.sh tiny.en`
#[test]
fn test_tokenize_round_trip() {
let ctx = WhisperInnerContext::new(MODEL_PATH).expect("Download the ggml-tiny.en model using 'sys/whisper.cpp/models/download-ggml-model.sh tiny.en'");
let text_in = " And so my fellow Americans, ask not what your country can do for you, ask what you can do for your country.";
let tokens = ctx.tokenize(text_in, 1024).unwrap();
let text_out = tokens
.into_iter()
.map(|t| ctx.token_to_str(t).unwrap())
.collect::<Vec<_>>()
.join("");
assert_eq!(text_in, text_out);
}
}