A Python library with Rust bindings for charset detection
Project description
charsetrs
A fast Python library with Rust bindings for detecting file character encodings and normalizing files.
Features
- Simple API: Just two functions -
analyse()andnormalize() - Fast encoding detection using Rust
- Newline detection: Detects LF, CRLF, or CR newline styles
- File normalization: Convert encoding and newlines in-place using streaming
- Memory efficient: Constant memory usage (~56KB) for files of any size
- Supports large files: Process 10GB+ files on 512MB RAM systems
- Supports multiple encodings: UTF-8, Latin-1, Windows-1252, UTF-16, ASCII, Arabic, Korean, and more
- Configurable sample size: Control memory usage vs accuracy trade-off
Installation
Development Installation
# Install dependencies
uv sync
# Build and install in development mode
uv run maturin develop
Production Build
uv run maturin build --release
Usage
Basic Usage
import charsetrs
# Analyse file encoding and newline style
result = charsetrs.analyse("file.txt")
print(f"Encoding: {result.encoding}") # e.g., 'utf_8'
print(f"Newlines: {result.newlines}") # e.g., 'LF', 'CRLF', or 'CR'
# Normalize file to UTF-8 with LF newlines (in-place modification)
charsetrs.normalize(
"file.txt",
encoding="utf-8",
newlines="LF"
)
Working with Large Files
The library uses streaming with strategic sampling to efficiently handle files of any size with constant memory usage (~56KB):
import charsetrs
# Default sampling: 10% of file with 1MB minimum
result = charsetrs.analyse("large_file.txt")
# Use only 5% of file for faster detection
result = charsetrs.analyse("large_file.txt", percentage_sample_size=0.05)
# Cap maximum sample size to 2MB
result = charsetrs.analyse("large_file.txt", max_sample_size=2*1024*1024)
# Adjust minimum sample size for better accuracy on smaller files
result = charsetrs.analyse("medium_file.txt", min_sample_size=512*1024)
# Normalize large file with custom sampling
# Memory usage: ~56KB regardless of file size (10GB+ files supported)
charsetrs.normalize(
"large_file.txt",
encoding="utf-8",
newlines="LF",
percentage_sample_size=0.05,
max_sample_size=2*1024*1024
)
Strategic Sampling:
- Reads 35% from the beginning of the file
- Reads 15% from the end of the file
- Reads 50% distributed in chunks throughout the middle
- Never loads the entire file into memory
- Ideal for 10GB+ files on 512MB RAM systems
Newline Normalization
Convert between different newline styles (in-place modification):
import charsetrs
# Convert Windows-style (CRLF) to Unix-style (LF)
charsetrs.normalize("windows.txt", encoding="utf-8", newlines="LF")
# Convert to Windows-style (CRLF)
charsetrs.normalize("unix.txt", encoding="utf-8", newlines="CRLF")
# Convert to old Mac-style (CR)
charsetrs.normalize("file.txt", encoding="utf-8", newlines="CR")
Supported Encodings
- UTF-8, UTF-16 (LE/BE), UTF-32
- ISO-8859-1 (Latin-1)
- Windows code pages: 1252, 1256 (Arabic), 1255 (Hebrew), 1253 (Greek), 1251 (Cyrillic), 1254 (Turkish), 1250 (Central European)
- CP949 (Korean), EUC-KR
- Shift_JIS, EUC-JP (Japanese)
- Big5, GBK, GB2312 (Chinese)
- KOI8-R, KOI8-U (Cyrillic)
- Mac encodings (Roman, Cyrillic)
- ASCII
API Reference
charsetrs.analyse(file_path, min_sample_size=1024*1024, percentage_sample_size=0.1, max_sample_size=None)
Analyse the encoding and newline style of a file using strategic sampling.
Parameters:
file_path(str or Path): Path to the filemin_sample_size(int, optional): Minimum bytes to sample. Default: 1MB (1024*1024). For files smaller than this, the entire file is sampled.percentage_sample_size(float, optional): Percentage of file to sample (0.0 to 1.0). Default: 0.1 (10% of file).max_sample_size(int, optional): Maximum bytes to sample. Default: None (no limit). Use to cap memory usage for very large files.
Returns:
AnalysisResult: Object withencodingandnewlinesattributes
Sampling Strategy: The function reads samples strategically from the file without loading it entirely:
- 35% from the beginning of the file
- 15% from the end of the file
- 50% distributed uniformly in chunks throughout the middle
Example:
result = charsetrs.analyse("file.txt")
print(result.encoding) # 'utf_8'
print(result.newlines) # 'LF'
# Custom sampling for large files
result = charsetrs.analyse("large.txt",
min_sample_size=2*1024*1024,
percentage_sample_size=0.05,
max_sample_size=10*1024*1024)
charsetrs.normalize(file_path, encoding="utf-8", newlines="LF", min_sample_size=1024*1024, percentage_sample_size=0.1, max_sample_size=None)
Normalize a file by converting its encoding and newline style in-place using streaming.
This function modifies the file in-place with constant memory usage (~56KB), making it suitable for very large files (10GB+) on memory-constrained systems (512MB RAM).
Parameters:
file_path(str or Path): Path to the file to normalizeencoding(str, optional): Target encoding (default: 'utf-8')newlines(str, optional): Target newline style - 'LF', 'CRLF', or 'CR' (default: 'LF')min_sample_size(int, optional): Minimum bytes to sample. Default: 1MB.percentage_sample_size(float, optional): Percentage of file to sample. Default: 0.1 (10%).max_sample_size(int, optional): Maximum bytes to sample. Default: None.
Raises:
ValueError: If encoding conversion fails or invalid newlines valueIOError: If file cannot be read or writtenLookupError: If target encoding is invalid
Example:
charsetrs.normalize(
"input.txt",
encoding="utf-8",
newlines="LF"
)
AnalysisResult
A frozen dataclass containing analysis results:
@dataclass(frozen=True)
class AnalysisResult:
encoding: str # e.g., 'utf_8', 'cp1252'
newlines: Literal["LF", "CRLF", "CR"] # Detected newline style
Testing
Run the test suite:
uv run pytest tests/
Run specific tests:
# Test new API
uv run pytest tests/test_charsetrs_api.py -v
# Test with sample files
uv run pytest tests/test_full_detection.py -v
Development Tasks
The project uses taskipy for common development tasks:
# Run tests
uv run task test
# Format all code (Python + Rust)
uv run task format
# Check formatting and linting (Python + Rust)
uv run task lint
# Format only Rust code
uv run task format_rust
# Lint only Rust code (formatting + clippy)
uv run task lint_rust
Project Structure
.
├── src/
│ ├── charsetrs/ # Python package
│ │ └── __init__.py # Python API
│ └── charsetrs_core/ # Rust source code
│ └── lib.rs # Rust encoding detection
├── tests/ # Test suite
│ ├── test_charsetrs_api.py
│ ├── test_full_detection.py
│ └── data/ # Sample files in various encodings
├── pyproject.toml # Python project configuration
└── Cargo.toml # Rust project configuration
Performance
The library uses streaming with strategic sampling to efficiently handle large files:
- Constant memory usage: ~56KB regardless of file size
- Suitable for large files: Process 10GB+ files on 512MB RAM systems
- Smart sampling: Reads from beginning (35%), end (15%), and middle (50% distributed)
- Default detection: Samples 10% of file with 1MB minimum
- Configurable: Adjust
min_sample_size,percentage_sample_size, andmax_sample_sizebased on your needs - Single-pass processing: Linear time complexity O(n) for normalization
For more details, see MEMORY_EFFICIENCY.md
License
MIT
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| MD5 |
b81166f81cab54c94529f79ad79826f3
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| BLAKE2b-256 |
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File details
Details for the file charsetrs-0.2.0-cp311-cp311-macosx_10_12_x86_64.whl.
File metadata
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- Upload date:
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- Uploaded using Trusted Publishing? Yes
- Uploaded via: maturin/1.11.5
File hashes
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|---|---|---|
| SHA256 |
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| MD5 |
9cff199b665347b4a4e32f7c2da4b232
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| BLAKE2b-256 |
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File details
Details for the file charsetrs-0.2.0-cp310-cp310-win_amd64.whl.
File metadata
- Download URL: charsetrs-0.2.0-cp310-cp310-win_amd64.whl
- Upload date:
- Size: 396.5 kB
- Tags: CPython 3.10, Windows x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: maturin/1.11.5
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
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| MD5 |
a37188a41a3913630d15b94c33ba9558
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| BLAKE2b-256 |
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File details
Details for the file charsetrs-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.
File metadata
- Download URL: charsetrs-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Upload date:
- Size: 554.3 kB
- Tags: CPython 3.10, manylinux: glibc 2.17+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: maturin/1.11.5
File hashes
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|---|---|---|
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| MD5 |
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| BLAKE2b-256 |
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File details
Details for the file charsetrs-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.
File metadata
- Download URL: charsetrs-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Upload date:
- Size: 552.8 kB
- Tags: CPython 3.10, manylinux: glibc 2.17+ ARM64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: maturin/1.11.5
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
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| MD5 |
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| BLAKE2b-256 |
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