prseq (Python)
Python tools for sequence analysis, powered by Rust.
Overview
prseq provides Python bindings to a high-performance Rust library for FASTA and FASTQ parsing. It includes:
- Pythonic API: Full type hints and Python-native data structures
- CLI Tools: Ready-to-use command-line utilities
- Rust Performance: Fast parsing with automatic compression detection
- Memory Efficient: Streaming parsers for large files
- Universal Input: Files, compressed files, and stdin support
The core parsing is implemented in the Rust prseq library.
Installation
Using uv (recommended)
uv add prseq
Using pip
pip install prseq
From source (developers)
git clone https://github.com/VirologyCharite/prseq.git
cd prseq/python
pip install maturin
maturin develop
Quick Start
Command Line Tools
# Analyze a FASTA file
fasta-info sequences.fasta
fasta-stats sequences.fasta.gz # Works with compressed files
fasta-filter 100 sequences.fasta # Keep sequences ≥100bp
# Analyze a FASTQ file
fastq-info reads.fastq
fastq-stats reads.fastq.bz2
fastq-filter 50 reads.fastq # Keep sequences ≥50bp
# All tools support stdin
cat sequences.fasta | fasta-stats
gunzip -c reads.fastq.gz | fastq-filter 75
Python API
import prseq
from pathlib import Path
# FASTA files
records = prseq.read_fasta("sequences.fasta")
for record in records:
print(f"{record.id}: {len(record.sequence)} bp")
# FASTQ files
records = prseq.read_fastq("reads.fastq")
for record in records:
print(f"{record.id}: {len(record.sequence)} bp, quality: {len(record.quality)}")
# Streaming for large files - accepts str, Path, file object, or None
for record in prseq.FastaReader("large.fasta"): # String path
if len(record.sequence) > 1000:
print(f"Long sequence: {record.id}")
for record in prseq.FastaReader(Path("large.fasta")): # Path object
print(f"{record.id}")
# Read from stdin
for record in prseq.FastqReader(): # None = stdin
print(f"Read: {record.id}")
# Read from file object (must use binary mode 'rb')
with open("sequences.fasta", "rb") as f:
for record in prseq.FastaReader(f):
print(f"{record.id}")
Python API Reference
FASTA Support
from pathlib import Path
from prseq import FastaRecord, FastaReader, read_fasta
# FastaRecord - represents a single sequence
record = FastaRecord(id="seq1", sequence="ATCG")
print(record.id) # "seq1"
print(record.sequence) # "ATCG"
# Read all records into memory
records = read_fasta("file.fasta")
records = read_fasta("file.fasta.gz") # Auto-detects compression
records = read_fasta(None) # Read from stdin
# Stream records (memory efficient) - source can be:
# - str: file path
# - Path: pathlib.Path object
# - file object: open file in binary mode
# - None: read from stdin
reader = FastaReader("large.fasta") # String path
reader = FastaReader(Path("large.fasta")) # Path object
reader = FastaReader() # None = stdin
with open("file.fasta", "rb") as f: # Binary mode required
reader = FastaReader(f) # File object
for record in reader:
print(f"{record.id}: {len(record.sequence)}")
# Performance tuning
reader = FastaReader("file.fasta", sequence_size_hint=50000)
FASTQ Support
from pathlib import Path
from prseq import FastqRecord, FastqReader, read_fastq
# FastqRecord - represents a single read
record = FastqRecord(id="read1", sequence="ATCG", quality="IIII")
print(record.id) # "read1"
print(record.sequence) # "ATCG"
print(record.quality) # "IIII"
# Read all records into memory
records = read_fastq("reads.fastq")
records = read_fastq("reads.fastq.bz2") # Auto-detects compression
records = read_fastq(None) # Read from stdin
# Stream records (memory efficient) - source can be:
# - str: file path
# - Path: pathlib.Path object
# - file object: open file in binary mode
# - None: read from stdin
reader = FastqReader("large.fastq") # String path
reader = FastqReader(Path("large.fastq")) # Path object
reader = FastqReader() # None = stdin
with open("reads.fastq", "rb") as f: # Binary mode required
reader = FastqReader(f) # File object
for record in reader:
# Validate quality length matches sequence
assert len(record.sequence) == len(record.quality)
print(f"{record.id}: {len(record.sequence)} bp")
# Performance tuning for short/long reads
reader = FastqReader("reads.fastq", sequence_size_hint=150) # Short reads
reader = FastqReader("nanopore.fastq", sequence_size_hint=10000) # Long reads
Advanced Usage
import prseq
# Filter sequences by length
def filter_by_length(filename, min_length):
for record in prseq.FastaReader(filename):
if len(record.sequence) >= min_length:
yield record
# Calculate GC content
def gc_content(sequence):
gc_count = sequence.upper().count('G') + sequence.upper().count('C')
return gc_count / len(sequence) if sequence else 0
# Process compressed files
records = prseq.read_fasta("sequences.fasta.gz")
avg_gc = sum(gc_content(r.sequence) for r in records) / len(records)
# Convert FASTQ to FASTA
def fastq_to_fasta(fastq_file, fasta_file):
with open(fasta_file, 'w') as f:
for record in prseq.FastqReader(fastq_file):
f.write(f">{record.id}\n{record.sequence}\n")
CLI Tools
FASTA Tools
| Command | Description | Example |
|---|---|---|
fasta-info |
Show basic file information | fasta-info sequences.fasta |
fasta-stats |
Calculate sequence statistics | fasta-stats sequences.fasta.gz |
fasta-filter |
Filter by minimum length | fasta-filter 100 sequences.fasta |
FASTQ Tools
| Command | Description | Example |
|---|---|---|
fastq-info |
Show basic file information | fastq-info reads.fastq |
fastq-stats |
Calculate sequence statistics | fastq-stats reads.fastq.bz2 |
fastq-filter |
Filter by minimum length | fastq-filter 50 reads.fastq |
CLI Examples
# Basic usage
fasta-info genome.fasta
fastq-stats reads.fastq
# With compressed files (auto-detected)
fasta-stats sequences.fasta.gz
fastq-info reads.fastq.bz2
# Using stdin (great for pipelines)
cat sequences.fasta | fasta-stats
gunzip -c reads.fastq.gz | fastq-filter 100
# Performance tuning for large sequences
fasta-stats --size-hint 50000 genome.fasta
fastq-filter --size-hint 10000 150 nanopore.fastq
Development
Prerequisites
- Python 3.8-3.12
- Rust 1.70+
- maturin for building Python extensions
Setup
cd python
pip install maturin
maturin develop
Testing
# Run all tests
python -m pytest tests/ -v
# Run integration tests
python -m pytest tests/ -v --integration
# Type checking with MyPy
mypy src/prseq
Building
# Development build
maturin develop
# Production wheel
maturin build --release
Publishing
cd python
maturin publish
Type Checking
The package includes full type hints and is configured for MyPy with Python 3.8+ compatibility. Type stubs are automatically generated for the Rust extension modules.
Rust Core
The Python package is built on top of the Rust prseq library, which provides the high-performance parsing implementation. If you need Rust-native parsing without Python, check out the Rust crate directly.
Links
- Main Project README - Project overview, features, and performance benchmarks
- Rust Library README - Rust API documentation
- PyPI
- GitHub Repository
License
This project is licensed under the MIT License - see the LICENSE file for details.
1 maintainer
Metadata
1 maintainer
Release files for prseq 0.0.39
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| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
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