John Snow Labs LangTest 1.2.0: Enhancing Support for HF Dataset Augmentations, Advanced HF NER Support, Seamless End-to-End NER-HF Pipelines, Support for MLflow Metric Tracking and Performance Benchmarking with Speed Tests.

[ArshaanNazir]

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📢 Overview

LangTest 1.2.0 🚀 is here with a host of exciting improvements: It adds support for HF dataset augmentations, introduces NER support for HF, and presents end-to-end NER-HF pipelines for seamless operations. The update extends support for MLflow metric tracking and introduces a speed test in the new category of performance tests. Additionally, this version comes with other enhancements, documentation improvements, and bug fixes!

A big thank you to our early-stage community for their contributions, feedback, questions, and feature requests 🎉

Make sure to give the project a star right here ⭐

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🔥 New Features & Enhancements

• Adding support for end-to-end NER pipeline feature: end-to-end NER pipeline #664
• Adding support for MLFlow metric tracking Feature/ml flow integration #683
• Adding support for HF dataset augmentations Feature/hf dataset augmentation #653
• Adding support for NER for HF datasets NER support for HF datasets #673
• Adding support for Speed Test Refactor/change runtime speed into a test #605
• Improved Documentation of available datasets Docs/add documentation for the available datasets #663
• Adding support for tests for datasets chore: load data in raw format #649

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❓ How to Use

Get started now! 👇

pip install langtest[transformers]

Create your test harness in 3 lines of code 🧪

# Import and create a Harness object
from langtest import Harness

h = Harness(task='ner', model='dslim/bert-base-NER', hub='huggingface')

# Generate test cases, run them and view a report
h.generate().run().report()

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📖 Documentation

• LangTest: Documentation
• LangTest: Notebooks
• LangTest: Test Types
• LangTest: GitHub Repo

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❤️ Community support

• Slack For live discussion with the LangTest community, join the #langtest channel
• GitHub For bug reports, feature requests, and contributions
• Discussions To engage with other community members, share ideas, and show off how you use LangTest!

We would love to have you join the mission 👉 open an issue, a PR, or give us some feedback on features you'd like to see! 🙌

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♻️ Changelog

What's Changed

• website update for Blog by @Prikshit7766 in website update for Blog #587
• Docs/website-nbs-updates by @RakshitKhajuria in Docs/website-nbs-updates #644
• PR for website and NB updates by @ArshaanNazir in PR for website and NB updates #647
• templatic augmetation nb by @chakravarthik27 in templatic augmetation nb #638
• chore: load data in raw format by @JulesBelveze in chore: load data in raw format #649
• update: harness configure by @chakravarthik27 in update: harness configure #656
• fix: NER export by @JulesBelveze in fix: NER export #657
• Revert "fix: NER export" by @JulesBelveze in Revert "fix: NER export" #658
• Fix/ner csv export by @JulesBelveze in Fix/ner csv export #659
• feature/add random age test by @alytarik in feature/add random age test #654
• feature(CI): release workflow by @JulesBelveze in feature(CI): release workflow #672
• Docs/add documentation for the available datasets by @Prikshit7766 in Docs/add documentation for the available datasets #663
• Update PULL_REQUEST_TEMPLATE.md by @JulesBelveze in Update PULL_REQUEST_TEMPLATE.md #675
• Update pr template by @RakshitKhajuria in Update pr template #677
• hot-fix(datasource.py) by @RakshitKhajuria in hot-fix(datasource.py) #676
• updated blog notebook by @Prikshit7766 in updated blog notebook #679
• Refactor/change runtime speed into a test by @chakravarthik27 in Refactor/change runtime speed into a test #605
• add random age test to website by @alytarik in add random age test to website #678
• Pytest for fairness class by @RakshitKhajuria in Pytest for fairness class #682
• fix/sentences containing white spaces for ConllDataset by @Prikshit7766 in fix/sentences containing white spaces for ConllDataset #681
• Webiste Updates by @ArshaanNazir in Webiste Updates #684
• NER support for HF datasets by @alytarik in NER support for HF datasets #673
• feature: end-to-end NER pipeline by @JulesBelveze in feature: end-to-end NER pipeline #664
• add ner task to hf datasets by @alytarik in add ner task to hf datasets #690
• Feature/ml flow integration by @ArshaanNazir in Feature/ml flow integration #683
• Feature/hf dataset augmentation by @RakshitKhajuria in Feature/hf dataset augmentation #653
• fix(dependencies): missing dependencies by @JulesBelveze in fix(dependencies): missing dependencies #693
• Docs/website updates by @ArshaanNazir in Docs/website updates #692
• update: colab link in performancetest notebook by @chakravarthik27 in update: colab link in performancetest notebook #691
• Docs/website updates by @ArshaanNazir in Docs/website updates #694
• fix/merge conflicts release 1.2.0 by @JulesBelveze in fix/merge conflicts release 1.2.0 #697
• Release/1.2.0 by @JulesBelveze in Release/1.2.0 #698

Full Changelog: 1.1.0...1.2.0

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This discussion was created from the release John Snow Labs LangTest 1.2.0: Enhancing Support for HF Dataset Augmentations, Advanced HF NER Support, Seamless End-to-End NER-HF Pipelines, Support for MLflow Metric Tracking and Performance Benchmarking with Speed Tests..