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Add release notes for 4.0-preview1 (#7064)
* Add release notes for 4.0-preview1 * Add some missed PRs to 4.0 notes, and remove some from 3.0.1
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# [ML.NET](http://dot.net/ml) 3.0.1
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## **New Features**
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- **Add support for Apache.Arrow.Types.TimestampType to DataFrame** ([#6871](https://github.com/dotnet/machinelearning/pull/6871)) - Thanks @asmirnov82!
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## **Enhancements**
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- **Update TorchSharp to latest version** ([#6954](https://github.com/dotnet/machinelearning/pull/6954))
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- **Reorganize dataframe files** ([#6872](https://github.com/dotnet/machinelearning/pull/6872)) - Thanks @asmirnov82!
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- **Add sample variance and standard deviation to NormalizeMeanVariance** ([#6885](https://github.com/dotnet/machinelearning/pull/6885)) - Thanks @tearlant!
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- **Fixes NER to correctly expand/shrink the labels** ([#6928](https://github.com/dotnet/machinelearning/pull/6928))
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## **Bug Fixes**
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- **Fix SearchSpace reference not being included** ([#6951](https://github.com/dotnet/machinelearning/pull/6951))
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- **Rename NameEntity to NamedEntity** ([#6917](https://github.com/dotnet/machinelearning/pull/6917))
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- **Fix assert by only accessing idx** ([#6924](https://github.com/dotnet/machinelearning/pull/6924))
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## **Build / Test updates**
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- **Add Backport github workflow** ([#6944](https://github.com/dotnet/machinelearning/pull/6944))
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- **Branding for 3.0.1** ([#6943](https://github.com/dotnet/machinelearning/pull/6943))
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- **Only use semi-colons for NoWarn - fixes build break** ([#6935](https://github.com/dotnet/machinelearning/pull/6935))
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- **Update dependencies from dotnet/arcade** ([#6703](https://github.com/dotnet/machinelearning/pull/6703))
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- **Update dependencies from dotnet/arcade** ([#6957](https://github.com/dotnet/machinelearning/pull/6957))
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- **Migrate to the 'locker' GitHub action for locking closed/stale issues/PRs** ([#6896](https://github.com/dotnet/machinelearning/pull/6896))
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- **Make double assertions compare with tolerance instead of precision** ([#6923](https://github.com/dotnet/machinelearning/pull/6923))
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- **Don't include the SDK in our helix payload** ([#6918](https://github.com/dotnet/machinelearning/pull/6918))
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## **Documentation Updates**
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- **Updated ml.net versioning** ([#6907](https://github.com/dotnet/machinelearning/pull/6907))
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- **Update developer-guide.md** ([#6870](https://github.com/dotnet/machinelearning/pull/6870)) - Thanks @computerscienceiscool!
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- **Update release-3.0.0.md** ([#6895](https://github.com/dotnet/machinelearning/pull/6895)) - Thanks @taeerhebend!
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## **Breaking changes**
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- **Rename NameEntity to NamedEntity** ([#6917](https://github.com/dotnet/machinelearning/pull/6917))
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# [ML.NET](http://dot.net/ml) 4.0-preview1
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## **New Features**
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- **Add sweepable estimator to NER** ([6965](https://github.com/dotnet/machinelearning/pull/6965))
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- **Introducing Tiktoken Tokenizer** ([6981](https://github.com/dotnet/machinelearning/pull/6981))
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- **Add text normalizer transformer to AutoML** ([6998](https://github.com/dotnet/machinelearning/pull/6998))
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## **Enhancements**
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- **Add support for Apache.Arrow.Types.TimestampType to DataFrame** ([6871](https://github.com/dotnet/machinelearning/pull/6871)) - Thanks @asmirnov82!
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- **Add new type to key-value converter** ([6973](https://github.com/dotnet/machinelearning/pull/6973))
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- **Update OnnxRuntime to 1.16.3** ([6975](https://github.com/dotnet/machinelearning/pull/6975))
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- **Tokenizer's Interfaces Cleanup** ([7001](https://github.com/dotnet/machinelearning/pull/7001))
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- **Match SweepableEstimatorFactory name with Ml.net name.** ([7007](https://github.com/dotnet/machinelearning/pull/7007))
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- **First round of perf improvements for tiktoken** ([7012](https://github.com/dotnet/machinelearning/pull/7012))
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- **Tweak CreateByModelNameAsync** ([7015](https://github.com/dotnet/machinelearning/pull/7015))
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- **Avoid LruCache in Tiktoken when cacheSize specified is 0** ([7016](https://github.com/dotnet/machinelearning/pull/7016))
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- **Tweak Tiktoken's BytePairEncode for improved perf** ([7017](https://github.com/dotnet/machinelearning/pull/7017))
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- **Optimize regexes used in tiktoken** ([7020](https://github.com/dotnet/machinelearning/pull/7020))
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- **Address the feedback on the tokenizer's library** ([7024](https://github.com/dotnet/machinelearning/pull/7024))
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- **Add Span support in tokenizer's Model abstraction** ([7035](https://github.com/dotnet/machinelearning/pull/7035))
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- **Adding needed Tokenizer's APIs** ([7047](https://github.com/dotnet/machinelearning/pull/7047))
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## **Bug Fixes**
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- **Fix formatting that fails in VS** ([7023](https://github.com/dotnet/machinelearning/pull/7023))
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- **Issue #6606 - Add sample variance and standard deviation to NormalizeMeanVariance** ([6885](https://github.com/dotnet/machinelearning/pull/6885)) - Thanks @tearlant!
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## **Build / Test updates**
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- **Migrate to the 'locker' GitHub action for locking closed/stale issues/PRs** ([6896](https://github.com/dotnet/machinelearning/pull/6896))
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- **Reorganize dataframe files** ([6872](https://github.com/dotnet/machinelearning/pull/6872)) - Thanks @asmirnov82!
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- **Updated ml.net versioning** ([6907](https://github.com/dotnet/machinelearning/pull/6907))
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- **Don't include the SDK in our helix payload** ([6918](https://github.com/dotnet/machinelearning/pull/6918))
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- **Make double assertions compare with tolerance instead of precision** ([6923](https://github.com/dotnet/machinelearning/pull/6923))
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- **Fix assert by only accessing idx** ([6924](https://github.com/dotnet/machinelearning/pull/6924))
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- **Only use semi-colons for NoWarn - fixes build break** ([6935](https://github.com/dotnet/machinelearning/pull/6935))
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- **Packaging cleanup** ([6939](https://github.com/dotnet/machinelearning/pull/6939))
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- **Add Backport github workflow** ([6944](https://github.com/dotnet/machinelearning/pull/6944))
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- **[main] Update dependencies from dotnet/arcade** ([6957](https://github.com/dotnet/machinelearning/pull/6957))
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- **Update .NET Runtimes to latest version** ([6964](https://github.com/dotnet/machinelearning/pull/6964))
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- **Testing light gbm bad allocation** ([6968](https://github.com/dotnet/machinelearning/pull/6968))
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- **[main] Update dependencies from dotnet/arcade** ([6969](https://github.com/dotnet/machinelearning/pull/6969))
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- **[main] Update dependencies from dotnet/arcade** ([6976](https://github.com/dotnet/machinelearning/pull/6976))
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- **FabricBot: Onboarding to GitOps.ResourceManagement because of FabricBot decommissioning** ([6983](https://github.com/dotnet/machinelearning/pull/6983))
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- **[main] Update dependencies from dotnet/arcade** ([6985](https://github.com/dotnet/machinelearning/pull/6985))
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- **[main] Update dependencies from dotnet/arcade** ([6995](https://github.com/dotnet/machinelearning/pull/6995))
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- **Temp fix for the race condition during the tests.** ([7021](https://github.com/dotnet/machinelearning/pull/7021))
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- **Make MlImage tests not block file for reading** ([7029](https://github.com/dotnet/machinelearning/pull/7029))
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- **Remove SourceLink SDK references** ([7037](https://github.com/dotnet/machinelearning/pull/7037))
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- **Change official build to use 1ES templates** ([7048](https://github.com/dotnet/machinelearning/pull/7048))
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- **Auto-generated baselines by 1ES Pipeline Templates** ([7051](https://github.com/dotnet/machinelearning/pull/7051))
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- **Update package versions in use by ML.NET tests** ([7055](https://github.com/dotnet/machinelearning/pull/7055))
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- **testing arm python brew overwite** ([7058](https://github.com/dotnet/machinelearning/pull/7058))
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## **Documentation Updates**
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- **Update developer-guide.md** ([6870](https://github.com/dotnet/machinelearning/pull/6870)) - Thanks @computerscienceiscool!
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- **Update release-3.0.0.md** ([6895](https://github.com/dotnet/machinelearning/pull/6895)) - Thanks @taeerhebend!

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