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KMath

[Unreleased]

Added

  • ScaleOperations interface
  • Field extends ScaleOperations
  • Basic integration API
  • Basic MPP distributions and samplers
  • bindSymbolOrNull
  • Blocking chains and Statistics
  • Multiplatform integration
  • Integration for any Field element
  • Extended operations for ND4J fields
  • Jupyter Notebook integration module (kmath-jupyter)
  • @PerformancePitfall annotation to mark possibly slow API
  • Unified architecture for Integration and Optimization using features.
  • BigInt operation performance improvement and fixes by @zhelenskiy (#328)
  • Integration between MST and Symja IExpr
  • Complex power

Changed

  • Exponential operations merged with hyperbolic functions
  • Space is replaced by Group. Space is reserved for vector spaces.
  • VectorSpace is now a vector space
  • Buffer factories for primitives moved to MutableBuffer.Companion
  • Rename NDStructure and NDAlgebra to StructureND and AlgebraND respectively
  • Real -> Double
  • DataSets are moved from functions to core
  • Redesign advanced Chain API
  • Redesign MST. Remove MstExpression.
  • Move MST to core
  • Separated benchmarks and examples
  • Rewrite kmath-ejml without ejml-simple artifact, support sparse matrices
  • Promote stability of kmath-ast and kmath-kotlingrad to EXPERIMENTAL.
  • ColumnarData returns nullable column
  • MST is made sealed interface
  • Replace MST.Symbolic by Symbol, Symbol now implements MST
  • Remove Any restriction on polynomials
  • Add out variance to type parameters of StructureND and its implementations where possible
  • Rename DifferentiableMstExpression to KotlingradExpression
  • FeatureSet now accepts only Feature. It is possible to override keys and use interfaces.
  • Use Symbol factory function instead of StringSymbol
  • New discoverability pattern: <Type>.algebra.<nd/etc>
  • Adjusted commons-math API for linear solvers to match conventions.
  • Buffer algebra does not require size anymore
  • Operations -> Ops
  • Default Buffer and ND algebras are now Ops and lack neutral elements (0, 1) as well as algebra-level shapes.

Deprecated

  • Specialized DoubleBufferAlgebra

Removed

  • Nearest in Domain. To be implemented in geometry package.
  • Number multiplication and division in main Algebra chain
  • contentEquals from Buffer. It moved to the companion.
  • MSTExpression
  • Expression algebra builders
  • Complex and Quaternion no longer are elements.
  • Second generic from DifferentiableExpression
  • Algebra elements are completely removed. Use algebra contexts instead.

Fixed

  • Ring inherits RingOperations, not GroupOperations
  • Univariate histogram filling

Security

[0.2.0]

Added

  • fun annotation for SAM interfaces in library
  • Explicit public visibility for all public APIs
  • Better trigonometric and hyperbolic functions for AutoDiffField (SciProgCentre#140)
  • Automatic README generation for features (#139)
  • Native support for memory, core and dimensions
  • kmath-ejml to supply EJML SimpleMatrix wrapper (SciProgCentre#136)
  • A separate Symbol entity, which is used for global unbound symbol.
  • A Symbol indexing scope.
  • Basic optimization API for Commons-math.
  • Chi squared optimization for array-like data in CM
  • Fitting utility object in prob/stat
  • ND4J support module submitting NDStructure and NDAlgebra over INDArray
  • Coroutine-deterministic Monte-Carlo scope with a random number generator
  • Some minor utilities to kmath-for-real
  • Generic operation result parameter to MatrixContext
  • New MatrixFeature interfaces for matrix decompositions
  • Basic Quaternion vector support in kmath-complex.

Changed

  • Package changed from scientifik to space.kscience
  • Gradle version: 6.6 -> 6.8.2
  • Minor exceptions refactor (throwing IllegalArgumentException by argument checks instead of IllegalStateException)
  • Polynomial secondary constructor made function
  • Kotlin version: 1.3.72 -> 1.4.30
  • kmath-ast doesn't depend on heavy kotlin-reflect library
  • Full autodiff refactoring based on Symbol
  • kmath-prob renamed to kmath-stat
  • Grid generators moved to kmath-for-real
  • Use Point<Double> instead of specialized type in kmath-for-real
  • Optimized dot product for buffer matrices moved to kmath-for-real
  • EjmlMatrix context is an object
  • Matrix LUP inverse renamed to inverseWithLup
  • NumericAlgebra moved outside of regular algebra chain (Ring no longer implements it).
  • Features moved to NDStructure and became transparent.
  • Capitalization of LUP in many names changed to Lup.
  • Refactored NDStructure algebra to be more simple, preferring under-the-hood conversion to explicit NDStructure types
  • Refactor histograms. They are marked as prototype
  • Complex and related features moved to a separate module kmath-complex
  • Refactor AlgebraElement
  • symbol method in Algebra renamed to bindSymbol to avoid ambiguity
  • Add out projection to Buffer generic

Deprecated

Removed

  • kmath-koma module because it doesn't support Kotlin 1.4.
  • Support of legacy JS backend (we will support only IR)
  • toGrid method.
  • Public visibility of BufferAccessor2D
  • Real class
  • StructureND identity and equals

Fixed

Security

[0.1.4]

Added

  • Functional Expressions API
  • Mathematical Syntax Tree, its interpreter and API
  • String to MST parser (SciProgCentre#120)
  • MST to JVM bytecode translator (SciProgCentre#94)
  • FloatBuffer (specialized MutableBuffer over FloatArray)
  • FlaggedBuffer to associate primitive numbers buffer with flags (to mark values infinite or missing, etc.)
  • Specialized builder functions for all primitive buffers like IntBuffer(25) { it + 1 } (SciProgCentre#125)
  • Interface NumericAlgebra where number operation is available to convert numbers to algebraic elements
  • Inverse trigonometric functions support in ExtendedField (asin, acos, atan) (SciProgCentre#114)
  • New space extensions: average and averageWith
  • Local coding conventions
  • Geometric Domains API in kmath-core
  • Blocking chains in kmath-coroutines
  • Full hyperbolic functions support and default implementations within ExtendedField
  • Norm support for Complex

Changed

  • readAsMemory now has throws IOException in JVM signature.
  • Several functions taking functional types were made inline.
  • Several functions taking functional types now have callsInPlace contracts.
  • BigInteger and BigDecimal algebra: JBigDecimalField has companion object with default math context; minor optimizations
  • power(T, Int) extension function has preconditions and supports Field<T>
  • Memory objects have more preconditions (overflow checking)
  • tg function is renamed to tan (SciProgCentre#114)
  • Gradle version: 6.3 -> 6.6
  • Moved probability distributions to commons-rng and to kmath-prob

Fixed

  • Missing copy method in Memory implementation on JS (SciProgCentre#106)
  • D3.dim value in kmath-dimensions
  • Multiplication in integer rings in kmath-core (SciProgCentre#101)
  • Commons RNG compatibility (SciProgCentre#93)
  • Multiplication of BigInt by scalar