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0.2.0 | Oct 25, 2024 |
0.1.0 | Oct 16, 2024 |
#91 in Audio
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165KB
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SLoC
audioadapter
A library for making it easier to work with buffers of audio data.
Audio data can be stored in many different ways,
where both the layout of the data, and the numerical representation can vary.
The audioadapter
crate aims at helping with the differences
in layout both layout and data type.
This crate does not provide any data structures of its own for storing the audio data. Instead it functions as an adapter. The "raw" audio data is stored in existing structures such as the built-in vectors and arrays. The crate then provides adapters for these. An adapter consist of a wrapping structure that provides a set of common methods for reading and writing the sample values from the wrapped data structure.
Background
Libraries and applications that process audio usually use a single layout for the audio data internally. If a project combines libraries that store their audio data differently, any data passed between them must be converted by copying the data from a buffer using one layout to another buffer using the other layout.
Channels and frames
When audio data has more than one channel is made up of a series of frames. A frame consists of the samples for all channels, belonging to one time point. For normal stereo, a frame consists of one sample for the left channel and one for the right, usually stored in that order.
Interleaved and sequential
When audio data is stored in a file or in memory, the data can be ordered in two main ways.
- Keeping all samples for each channel together,
and storing each channel after the previous.
This is normally called sequential, non-interleaved or planar.
The sample order of a stereo file with 3 frames becomes:
L1, L2, L3, R1, R2, R3
- Keeping all samples for each frame together,
and storing each frame after the previous.
This is normally called interleaved, and this is how the data in a .wav file is ordered.
The sample order of a stereo file with 3 frames becomes:
L1, R1, L2, R2, L3, R3
In a more general sense, the same applies when storing
any multi-dimensional array in linear storage such as RAM or a file.
A 2D matrix can then be stored in row-major or column-major order.
The only difference here compared to a general 2D matrix is that the names row
and column
are replaced by the audio-specific channel
and frame
.
Using the general notation, interleaved corresponds to frame-major order,
and sequential to channel-major order.
Choosing the best order
A project that uses audioadapter
supports both sequential and interleaved buffers,
but depending on how the data is processed, one order may give better performance than the other.
To get the best performance, use the layout that stores the samples in memory in the same order as they are accessed during processing. This makes memory accesses very predicable, which helps the CPU cache to maximize memory throughput. If there is no obvious most common processing order, try both and measure the performance.
Interleaved
Use this if the project processes the data frame by frame, such as this dummy loop:
for frame in 0..data.frames() {
for channel in 0..data.channels() {
do_something(&data, channel, frame);
}
}
Sequential
Use this if the project processes the data channel by channel:
for channel in 0..data.channels() {
for frame in 0..data.frames() {
do_something(&data, channel, frame);
}
}
Abstracting the data layout
This module provides the traits [Adapter] and [AdapterMut]. These enable basic reading and writing, with methods that access the sample values indirectly. This makes it possible to do implementations where the samples are converted from one format to another when reading and writing from/to the underlying data.
The crate also provides wrappers that implement the traits some or all of these traits for a number of common data structures used for storing audio data.
Any type implementing std::clone::Clone can be used as the type for the samples.
This includes for example all the usual numeric types (u8
, f32
etc),
as well as arrays and vectors of numbers (Vec<i32>
, [u8; 4]
etc).
By accessing the audio data via the trait methods instead of indexing the data structure directly, an application or library becomes independant of how the data is stored.
Handling buffers of raw bytes
Audio is often exchanged as buffers of raw bytes, and it is up to each application to treat those bytes as samples of the correct format. The [number_to_float] module is desgined to help with this.
Example, wrap a buffer of bytes containing interleaved raw samples in 24-bit integer format, while converting them to f32:
use audioadapter::number_to_float::InterleavedNumbers;
use audioadapter::Adapter;
use audioadapter::sample::I24LE;
// make a vector with some dummy data.
// 2 channels * 3 frames * 3 bytes per sample => 18 bytes
let data: Vec<u8> = vec![
1, 1, 1, //frame 1, left
2, 2, 2, //frame 1, right
3, 3, 3, //frame 2, left
4, 4, 4, //frame 2, right
5, 5, 5, //frame 3, left
6, 6, 6 //frame 3, right
];
// wrap the data
let buffer = InterleavedNumbers::<&[I24LE<3>], f32>::new_from_bytes(&data, 2, 3).unwrap();
// Loop over all samples and print their values
for channel in 0..buffer.channels() {
for frame in 0..buffer.frames() {
let value = buffer.read_sample(channel, frame).unwrap();
println!(
"Channel: {}, frame: {}, value: {}",
channel, frame, value
);
}
}
Note that the example uses I24LE<3>
, which means 24-bit samples
stored as 3 bytes in little-endian order without padding.
24-bit samples are also commonly stored with a padding byte, so that each sample takes up four bytes.
This is handled by selecting I24LE<4>
as the format.
Compatibility with the audio crate
In addition to the provided wrappers, the [Adapter], [AdapterMut] traits are implemented for
buffers implementing the audio_core::Buf, audio_core::BufMut and audio_core::ExactSizeBuf
traits from the audio crate.
This is enabled via the audio
Cargo feature, which is enabled by default.
Example: Create a buffer and access it using [Adapter] methods.
use audioadapter::Adapter;
use audio;
let buf: audio::buf::Interleaved<i32> = audio::buf::Interleaved::with_topology(2, 4);
# #[cfg(feature = "audio")]
buf.read_sample(0,0);
Supporting new data structures
The required trait methods are simple, to make is easy to implement them for data structures not covered by the built-in wrappers.
There are default implementations for the functions that read and write slices. These loop over the elements to read or write and clone element by element. These may be overriden if the wrapped data structure provides a more efficient way of cloning the data, such as [slice::clone_from_slice()].
See also the custom_adapter
example.
This shows an implementation of [Adapter]
for a vector of strings.
Ideas for future improvements
- index iterator (providing channel, frame)
- supporting reuse of wrapping adapters by replacing inner data
License: MIT
Dependencies
~170KB