chore: bump rand_distr from 0.4.3 to 0.5.1

[dependabot]

Bumps rand_distr from 0.4.3 to 0.5.1.

Release notes

Sourced from rand_distr's releases.

0.5.1

What's Changed

• Fix missing import for no_std builds by @​ralphtandetzky in rust-random/rand_distr#13

New Contributors

• @​ralphtandetzky made their first contribution in rust-random/rand_distr#13

Full Changelog: rust-random/rand_distr@0.5.0...0.5.1

0.5.0

Dependencies and features

• Bump the MSRV to 1.61.0 (#1207, #1246, #1269, #1341, #1416); note that 1.60.0 may work for dependents when using --ignore-rust-version
• Update to rand v0.9.0 (#1558)
• Rename feature serde1 to serde (#1477)

API changes

• Make distributions comparable with PartialEq (#1218)
• Dirichlet now uses const generics, which means that its size is required at compile time (#1292)
• The Dirichlet::new_with_size constructor was removed (#1292)
• Add WeightedIndexTree (#1372, #1444)
• Add PertBuilder to allow specification of mean or mode (#1452)
• Rename Zeta's parameter a to s (#1466)
• Mark WeightError, PoissonError, BinomialError as #[non_exhaustive] (#1480)
• Remove support for usage of isize as a WeightedAliasIndex weight (#1487)
• Change parameter type of Zipf::new: n is now floating-point (#1518)

API changes: renames

• Move Slice -> slice::Choose, EmptySlice -> slice::Empty (#1548)
• Rename trait DistString -> SampleString (#1548)
• Rename DistIter -> Iter, DistMap -> Map (#1548)
• Move {Weight, WeightError, WeightedIndex} -> weighted::{Weight, Error, WeightedIndex} (#1548)
• Move weighted_alias::{AliasableWeight, WeightedAliasIndex} -> weighted::{..} (#1548)
• Move weighted_tree::WeightedTreeIndex -> weighted::WeightedTreeIndex (#1548)

Testing

• Add Kolmogorov Smirnov tests for distributions (#1494, #1504, #1525, #1530)

Fixes

• Fix Knuth's method so Poisson doesn't return -1.0 for small lambda (#1284)
• Fix Poisson distribution instantiation so it return an error if lambda is infinite (#1291)
• Fix Dirichlet sample for small alpha values to avoid NaN samples (#1209)
• Fix infinite loop in Binomial distribution (#1325)
• Fix Pert distribution where mode is close to (min + max) / 2 (#1452)
• Fix panic in Binomial (#1484)
• Limit the maximal acceptable lambda for Poisson to solve (#1312) (#1498)
• Fix bug in Hypergeometric, this is a Value-breaking change (#1510)

Other changes

• Remove unused fields from Gamma, NormalInverseGaussian and Zipf distributions (#1184) This breaks serialization compatibility with older versions.

... (truncated)

Changelog

Sourced from rand_distr's changelog.

[0.5.1]

Testing

• Added building the crate to CI

Fixes

• Fix missing import for no_std builds

[0.5.0] - 2025-01-27

Dependencies and features

• Bump the MSRV to 1.61.0 ([rand#1207], [rand#1246], [rand#1269], [rand#1341], [rand#1416]); note that 1.60.0 may work for dependents when using --ignore-rust-version
• Update to rand v0.9.0 ([rand#1558])
• Rename feature serde1 to serde ([rand#1477])

API changes

• Make distributions comparable with PartialEq ([rand#1218])
• Dirichlet now uses const generics, which means that its size is required at compile time ([rand#1292])
• The Dirichlet::new_with_size constructor was removed ([rand#1292])
• Add WeightedIndexTree ([rand#1372], [rand#1444])
• Add PertBuilder to allow specification of mean or mode ([rand#1452])
• Rename Zeta's parameter a to s ([rand#1466])
• Mark WeightError, PoissonError, BinomialError as #[non_exhaustive] ([rand#1480])
• Remove support for usage of isize as a WeightedAliasIndex weight ([rand#1487])
• Change parameter type of Zipf::new: n is now floating-point ([rand#1518])

API changes: renames

• Move Slice -> slice::Choose, EmptySlice -> slice::Empty ([rand#1548])
• Rename trait DistString -> SampleString ([rand#1548])
• Rename DistIter -> Iter, DistMap -> Map ([rand#1548])
• Move {Weight, WeightError, WeightedIndex} -> weighted::{Weight, Error, WeightedIndex} ([rand#1548])
• Move weighted_alias::{AliasableWeight, WeightedAliasIndex} -> weighted::{..} ([rand#1548])
• Move weighted_tree::WeightedTreeIndex -> weighted::WeightedTreeIndex ([rand#1548])

Testing

• Add Kolmogorov Smirnov tests for distributions ([rand#1494], [rand#1504], [rand#1525], [rand#1530])

Fixes

• Fix Knuth's method so Poisson doesn't return -1.0 for small lambda ([rand#1284])
• Fix Poisson distribution instantiation so it return an error if lambda is infinite ([rand#1291])
• Fix Dirichlet sample for small alpha values to avoid NaN samples ([rand#1209])
• Fix infinite loop in Binomial distribution ([rand#1325])
• Fix Pert distribution where mode is close to (min + max) / 2 ([rand#1452])
• Fix panic in Binomial ([rand#1484])
• Limit the maximal acceptable lambda for Poisson to solve ([rand#1312]) ([rand#1498])
• Fix bug in Hypergeometric, this is a Value-breaking change ([rand#1510])

Other changes

• Remove unused fields from Gamma, NormalInverseGaussian and Zipf distributions ([rand#1184]) This breaks serialization compatibility with older versions.

... (truncated)

Commits

• c5de6c7 Fix missing import for no_std builds (#13)
• a3e7ed3 Remove doc of master link (#11)
• 1f6cafe Merge pull request #4 from rust-random/migration
• 631ef74 Where to find old issues and PR in readme
• ed9420a Fix directories (#3)
• a855547 Replaces the Poisson rejection method implementation (#1560)
• 67fd92e Prepare 0.9.0 release (#1558)
• 592df6d Re-org with distr::slice, distr::weighted modules (#1548)
• 2877f49 Add the thread_rng feature flag (#1547)
• 936f863 Fix test status badges (#1544)
• Additional commits viewable in compare view

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[git-mind-pr-guardian]

GitMind PR Review

{'pr_url': '#12', 'repo': 'Ayyankhan101/Transformer-In-Rust', 'pr_num': '12', 'title': 'chore: bump rand_distr from 0.4.3 to 0.5.1', 'author': 'dependabot[bot]', 'additions': 4, 'deletions': 14, 'changed_files': 2, 'review': '## Summary\nThis PR bumps the rand_distr version from 0.4.3 to 0.5.1, which includes a fix for missing imports in no_std builds. The changes seem straightforward and do not introduce any significant functionality changes. Overall, the update appears to be a maintenance task to keep dependencies up-to-date.\n\n## Issues\nNo significant issues found.\n\n## Verdict\n✅ APPROVE\nThe PR updates a dependency to a newer version with a relevant fix, and the changes are minimal and do not introduce any obvious issues.'}

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[Ayyankhan101]

Superseded by #16, which takes this bump together with the other thirteen and verifies them against current master. All 10 CI checks pass there; the failures shown here were inherited from the pre-fix base commit, not caused by the bump.

[dependabot]

OK, I won't notify you again about this release, but will get in touch when a new version is available. If you'd rather skip all updates until the next major or minor version, let me know by commenting @dependabot ignore this major version or @dependabot ignore this minor version. You can also ignore all major, minor, or patch releases for a dependency by adding an ignore condition with the desired update_types to your config file.

If you change your mind, just re-open this PR and I'll resolve any conflicts on it.