whisper.cpp from 73e33a182c3e608ac5947375b4ca3f8ee0ad4253 and patched to support

This commit is contained in:
Bel LaPointe
2023-11-26 16:59:22 -07:00
commit dd62f2b9f6
158 changed files with 75910 additions and 0 deletions

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// This example is not going to build in this folder.
// You need to copy this code into your project and add the dependencies whisper_rs and hound in your cargo.toml
use hound;
use std::fs::File;
use std::io::Write;
use whisper_rs::{FullParams, SamplingStrategy, WhisperContext};
/// Loads a context and model, processes an audio file, and prints the resulting transcript to stdout.
fn main() -> Result<(), &'static str> {
// Load a context and model.
let ctx = WhisperContext::new("example/path/to/model/whisper.cpp/models/ggml-base.en.bin")
.expect("failed to load model");
// Create a state
let mut state = ctx.create_state().expect("failed to create key");
// Create a params object for running the model.
// The number of past samples to consider defaults to 0.
let mut params = FullParams::new(SamplingStrategy::Greedy { best_of: 0 });
// Edit params as needed.
// Set the number of threads to use to 1.
params.set_n_threads(1);
// Enable translation.
params.set_translate(true);
// Set the language to translate to to English.
params.set_language(Some("en"));
// Disable anything that prints to stdout.
params.set_print_special(false);
params.set_print_progress(false);
params.set_print_realtime(false);
params.set_print_timestamps(false);
// Open the audio file.
let mut reader = hound::WavReader::open("audio.wav").expect("failed to open file");
#[allow(unused_variables)]
let hound::WavSpec {
channels,
sample_rate,
bits_per_sample,
..
} = reader.spec();
// Convert the audio to floating point samples.
let mut audio = whisper_rs::convert_integer_to_float_audio(
&reader
.samples::<i16>()
.map(|s| s.expect("invalid sample"))
.collect::<Vec<_>>(),
);
// Convert audio to 16KHz mono f32 samples, as required by the model.
// These utilities are provided for convenience, but can be replaced with custom conversion logic.
// SIMD variants of these functions are also available on nightly Rust (see the docs).
if channels == 2 {
audio = whisper_rs::convert_stereo_to_mono_audio(&audio)?;
} else if channels != 1 {
panic!(">2 channels unsupported");
}
if sample_rate != 16000 {
panic!("sample rate must be 16KHz");
}
// Run the model.
state.full(params, &audio[..]).expect("failed to run model");
// Create a file to write the transcript to.
let mut file = File::create("transcript.txt").expect("failed to create file");
// Iterate through the segments of the transcript.
let num_segments = state
.full_n_segments()
.expect("failed to get number of segments");
for i in 0..num_segments {
// Get the transcribed text and timestamps for the current segment.
let segment = state
.full_get_segment_text(i)
.expect("failed to get segment");
let start_timestamp = state
.full_get_segment_t0(i)
.expect("failed to get start timestamp");
let end_timestamp = state
.full_get_segment_t1(i)
.expect("failed to get end timestamp");
// Print the segment to stdout.
println!("[{} - {}]: {}", start_timestamp, end_timestamp, segment);
// Format the segment information as a string.
let line = format!("[{} - {}]: {}\n", start_timestamp, end_timestamp, segment);
// Write the segment information to the file.
file.write_all(line.as_bytes())
.expect("failed to write to file");
}
Ok(())
}

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examples/basic_use.rs Normal file
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#![allow(clippy::uninlined_format_args)]
use whisper_rs::{FullParams, SamplingStrategy, WhisperContext};
// note that running this example will not do anything, as it is just a
// demonstration of how to use the library, and actual usage requires
// more dependencies than the base library.
pub fn usage() -> Result<(), &'static str> {
// load a context and model
let ctx = WhisperContext::new("path/to/model").expect("failed to load model");
// make a state
let mut state = ctx.create_state().expect("failed to create state");
// create a params object
// note that currently the only implemented strategy is Greedy, BeamSearch is a WIP
// n_past defaults to 0
let mut params = FullParams::new(SamplingStrategy::Greedy { best_of: 1 });
// edit things as needed
// here we set the number of threads to use to 1
params.set_n_threads(1);
// we also enable translation
params.set_translate(true);
// and set the language to translate to to english
params.set_language(Some("en"));
// we also explicitly disable anything that prints to stdout
params.set_print_special(false);
params.set_print_progress(false);
params.set_print_realtime(false);
params.set_print_timestamps(false);
// assume we have a buffer of audio data
// here we'll make a fake one, integer samples, 16 bit, 16KHz, stereo
let audio_data = vec![0_i16; 16000 * 2];
// we must convert to 16KHz mono f32 samples for the model
// some utilities exist for this
// note that you don't need to use these, you can do it yourself or any other way you want
// these are just provided for convenience
// SIMD variants of these functions are also available, but only on nightly Rust: see the docs
let audio_data = whisper_rs::convert_stereo_to_mono_audio(
&whisper_rs::convert_integer_to_float_audio(&audio_data),
)?;
// now we can run the model
// note the key we use here is the one we created above
state
.full(params, &audio_data[..])
.expect("failed to run model");
// fetch the results
let num_segments = state
.full_n_segments()
.expect("failed to get number of segments");
for i in 0..num_segments {
let segment = state
.full_get_segment_text(i)
.expect("failed to get segment");
let start_timestamp = state
.full_get_segment_t0(i)
.expect("failed to get segment start timestamp");
let end_timestamp = state
.full_get_segment_t1(i)
.expect("failed to get segment end timestamp");
println!("[{} - {}]: {}", start_timestamp, end_timestamp, segment);
}
Ok(())
}
fn main() {
println!("running this example does nothing! see the source code for usage");
}

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[package]
name = "full_usage"
version = "0.1.0"
edition = "2021"
# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
[dependencies]
hound = "3"
whisper-rs = { path = "../.." }

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#![allow(clippy::uninlined_format_args)]
use hound::{SampleFormat, WavReader};
use std::path::Path;
use whisper_rs::{FullParams, SamplingStrategy, WhisperContext};
fn parse_wav_file(path: &Path) -> Vec<i16> {
let reader = WavReader::open(path).expect("failed to read file");
if reader.spec().channels != 1 {
panic!("expected mono audio file");
}
if reader.spec().sample_format != SampleFormat::Int {
panic!("expected integer sample format");
}
if reader.spec().sample_rate != 16000 {
panic!("expected 16KHz sample rate");
}
if reader.spec().bits_per_sample != 16 {
panic!("expected 16 bits per sample");
}
reader
.into_samples::<i16>()
.map(|x| x.expect("sample"))
.collect::<Vec<_>>()
}
fn main() {
let arg1 = std::env::args()
.nth(1)
.expect("first argument should be path to WAV file");
let audio_path = Path::new(&arg1);
if !audio_path.exists() {
panic!("audio file doesn't exist");
}
let arg2 = std::env::args()
.nth(2)
.expect("second argument should be path to Whisper model");
let whisper_path = Path::new(&arg2);
if !whisper_path.exists() {
panic!("whisper file doesn't exist")
}
let original_samples = parse_wav_file(audio_path);
let samples = whisper_rs::convert_integer_to_float_audio(&original_samples);
let ctx = WhisperContext::new(&whisper_path.to_string_lossy()).expect("failed to open model");
let mut state = ctx.create_state().expect("failed to create key");
let mut params = FullParams::new(SamplingStrategy::default());
params.set_progress_callback_safe(|progress| println!("Progress callback: {}%", progress));
let st = std::time::Instant::now();
state
.full(params, &samples)
.expect("failed to convert samples");
let et = std::time::Instant::now();
let num_segments = state
.full_n_segments()
.expect("failed to get number of segments");
for i in 0..num_segments {
let segment = state
.full_get_segment_text(i)
.expect("failed to get segment");
let start_timestamp = state
.full_get_segment_t0(i)
.expect("failed to get start timestamp");
let end_timestamp = state
.full_get_segment_t1(i)
.expect("failed to get end timestamp");
println!("[{} - {}]: {}", start_timestamp, end_timestamp, segment);
}
println!("took {}ms", (et - st).as_millis());
}