11 unstable releases (3 breaking)
0.5.0 | Aug 10, 2024 |
---|---|
0.4.2 | May 28, 2024 |
0.3.3 | May 1, 2024 |
0.3.2 | Mar 13, 2024 |
0.2.0 | Dec 8, 2022 |
#612 in Parser implementations
531 downloads per month
Used in 4 crates
405KB
10K
SLoC
anndata-rs: A Rust/Python package for reading data in the h5ad format
Motivation
The goal of this library is to complement the anndata package by providing an out-of-core AnnData implementation.
Unlike the backed mode in the anndata package,
anndata-rs
's AnnData object is fully backed and always stays in sync with the data stored in the hard drive.
Here are the key features of this implementation:
- AnnData is fully backed by the underlying hdf5 file. Any operations on the AnnData object will be reflected on the hdf5 file.
- All elements are lazily loaded. No matter how large is the file, opening it consume almost zero memory. Matrix data can be accessed and processed by chunks, which keeps the memory usage to the minimum.
- In-memory cache can be turned on to speed up the repetitive access of elements.
- An AnnDataSet object to lazily concatenate multiple AnnData objects.
Limitations:
- Only a subset of the h5ad specifications are implemented. For example, the
.layer
and.raw
is not supported. To request a missing feature, please open a new issue. - No views. Subsetting the AnnData will modify the data inplace or make a copy.
Installation
We do not provide installation instructions here. Right now this package is bundled with the SnapATAC2 package. Please install SnapATAC2 to get these features.
Tutorials
Click here to read tutorials.
Dependencies
~29–39MB
~684K SLoC