A high-performance Python package for calculating Word Error Rate (WER), powered by Rust.
Project description
WERx
What is WERx?
WERx is a high-performance Python package for calculating the Word Error Rate (WER), backed by a Rust core. Designed for speed, safety, and production-grade robustness, it supports both corpus-level and sentence-level WER, as well as weighted variations and diagnostic summaries.
🚀 Why Use WERx?
- ⚡ Fast: Rust-powered core outperforms many pure Python implementations
- 🧪 Accurate: Deterministic and tested across thousands of examples
- 🔒 Safe: Handles edge cases gracefully (empty strings, mismatched lengths, etc.)
- 🔧 Flexible: Supports weighted insertions, deletions, substitutions
- 📊 Insightful: Sentence-level breakdowns and alignment diagnostics available
🧩 Installation
You can install WERx either with 'uv' or 'pip'.
Using 'uv' (recommended for modern workflows):
uv pip install werx
Using pip:
pip install werx
✨ Usage
Import the WERx package
Python Code:
import werx
Examples:
1. Single sentence comparison
Python Code:
wer = werx.wer('i love cold pizza', 'i love pizza')
print(wer)
Results Output:
0.25
2. Corpus level Word Error Rate Calculation
Python Code:
ref = ['i love cold pizza','the sugar bear character was popular']
hyp = ['i love pizza','the sugar bare character was popular']
wer = werx.wer(ref, hyp)
print(wer)
Results Output:
0.2
📄 License
This project is licensed under the Apache License 2.0.
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File metadata
- Download URL: werx-0.1.0-cp310-cp310-macosx_11_0_arm64.whl
- Upload date:
- Size: 224.8 kB
- Tags: CPython 3.10, macOS 11.0+ ARM64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.12.9
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Provenance
The following attestation bundles were made for werx-0.1.0-cp310-cp310-macosx_11_0_arm64.whl:
Publisher:
CI.yml on analyticsinmotion/werx
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
werx-0.1.0-cp310-cp310-macosx_11_0_arm64.whl -
Subject digest:
4bd800cb0eecd262161dd1470d1f7d64568f9d4eaf6fbaa52fb733adac005400 - Sigstore transparency entry: 207438414
- Sigstore integration time:
-
Permalink:
analyticsinmotion/werx@ec6779b2ca44441e3e6968fe9b631da239e553dc -
Branch / Tag:
refs/heads/main - Owner: https://github.com/analyticsinmotion
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Access:
public
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Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
CI.yml@ec6779b2ca44441e3e6968fe9b631da239e553dc -
Trigger Event:
workflow_dispatch
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Statement type: