scplode: a memory-efficient fast accesser for adata files
Project description
scplode
"Scplode" your disk space once and get faster access to your single cell data with less memory.
Why scplode?
- Disk space is cheap. Time and memory are not.
- A one-time index pays dividends in faster data access
- Familiar
read_h5ad()and indexing commands for seamless data exploration
How it compares
| Tool | Pros | Cons |
|---|---|---|
| Backed AnnData | Full-featured | Slower access times |
| BioNeMo | Similar memory mapping | Heavier weight, unfamiliar API |
| scplode | Fast, memory-efficient, familiar API | Requires disk space for index |
Installation
pip install scplode
Quick Start
import scplode as sp
# Your familiar workflow, now faster
adata = sp.read_h5ad('your_data.h5ad')
Examples
Located in examples directory:
00_example: Demonstrates use of scplode, and tests for equivalent results01_benchmark: Compares scplode and anndata for random and contiguous indexing02_state_benchmark: Compares scplode and anndata when using scplode with the Arc Institute State Model
Requirements
- Python 3.8+
- AnnData
- Pandas
- Numpy
License
MIT
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