- Metropolis-Hastings sampler
- Reification. Explicit
SafeType
for algebras. - Integer division algebras.
- Float32 geometries.
- New Attributes-kt module that could be used as stand-alone. It declares. type-safe attributes containers.
- Explicit
mutableStructureND
builders for mutable structures. Buffer.asList()
zero-copy transformation.- Wasm support.
- Parallel implementation of
LinearSpace
for Float64 - Parallel buffer factories
- Buffer copy removed from API (added as an extension).
- Default naming for algebra and buffers now uses IntXX/FloatXX notation instead of Java types.
- Remove unnecessary inlines in basic algebras.
- QuaternionField -> QuaternionAlgebra and does not implement
Field
anymore since it is non-commutative - kmath-geometry is split into
euclidean2d
andeuclidean3d
- Features replaced with Attributes.
- Transposed refactored.
- Kmath-memory is moved on top of core.
- ND4J engine
asPolynomial
function due to scope pollution- Codegend for ejml (450 lines of codegen for 1000 lines of code is too much)
- Median statistics
- Complex power of negative real numbers
- Add proper mutability for MutableBufferND rows and columns
- Generic Float32 and Float64 vectors are used in geometry algebras.
- Wasm support for
memory
,core
,complex
andfunctions
modules. - Generic builders for
BufferND
andMutableBufferND
NamedMatrix
- matrix with symbol-based indexingExpression
with default arguments- Type-aliases for numbers like
Float64
- Autodiff for generic algebra elements in core!
- Algebra now has an obligatory
bufferFactory
(#477).
- Removed marker
Vector
type for geometry - Geometry uses type-safe angles
- Tensor operations switched to prefix notation
- Row-wise and column-wise ND shapes in the core
- Shape is read-only
- Major refactor of tensors (only minor API changes)
- Kotlin 1.8.20
LazyStructure
deffered
->async
to comply with coroutines code style- Default
dot
operation in tensor algebra no longer support broadcasting. Insteadmatmul
operation is added toDoubleTensorAlgebra
. - Multik went MPP
- Trajectory moved to https://github.com/SciProgCentre/maps-kt
- Polynomials moved to https://github.com/SciProgCentre/kmath-polynomial
ScaleOperations
interfaceField
extendsScaleOperations
- 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 SymjaIExpr
- Complex power
- Separate methods for UInt, Int and Number powers. NaN safety.
- Tensorflow prototype
ValueAndErrorField
- MST compilation to WASM: #286
- Jafama integration: #176
contentEquals
with tolerance: #364- Compilation to TeX for MST: #254
- Annotations moved to
space.kscience.kmath
- 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
andNDAlgebra
toStructureND
andAlgebraND
respectively Real
->Double
- DataSets are moved from functions to core
- Redesign advanced Chain API
- Redesign
MST
. RemoveMstExpression
. - Move
MST
to core - Separated benchmarks and examples
- Rewrite
kmath-ejml
withoutejml-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
bySymbol
,Symbol
now implements MST - Remove Any restriction on polynomials
- Add
out
variance to type parameters ofStructureND
and its implementations where possible - Rename
DifferentiableMstExpression
toKotlingradExpression
FeatureSet
now accepts onlyFeature
. It is possible to override keys and use interfaces.- Use
Symbol
factory function instead ofStringSymbol
- 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.
- Tensor algebra takes read-only structures as input and inherits AlgebraND
UnivariateDistribution
renamed toDistribution1D
- Rework of histograms.
UnivariateFunction
->Function1D
,MultivariateFunction
->FunctionND
- Specialized
DoubleBufferAlgebra
- 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.
- Ring inherits RingOperations, not GroupOperations
- Univariate histogram filling
fun
annotation for SAM interfaces in library- Explicit
public
visibility for all public APIs - Better trigonometric and hyperbolic functions for
AutoDiffField
(#140) - Automatic README generation for features (#139)
- Native support for
memory
,core
anddimensions
kmath-ejml
to supply EJML SimpleMatrix wrapper (#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
andNDAlgebra
overINDArray
- 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
.
- Package changed from
scientifik
tospace.kscience
- Gradle version: 6.6 -> 6.8.2
- Minor exceptions refactor (throwing
IllegalArgumentException
by argument checks instead ofIllegalStateException
) Polynomial
secondary constructor made function- Kotlin version: 1.3.72 -> 1.4.30
kmath-ast
doesn't depend on heavykotlin-reflect
library- Full autodiff refactoring based on
Symbol
kmath-prob
renamed tokmath-stat
- Grid generators moved to
kmath-for-real
- Use
Point<Float64>
instead of specialized type inkmath-for-real
- Optimized dot product for buffer matrices moved to
kmath-for-real
- EjmlMatrix context is an object
- Matrix LUP
inverse
renamed toinverseWithLup
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 modulekmath-complex
- Refactor AlgebraElement
symbol
method inAlgebra
renamed tobindSymbol
to avoid ambiguity- Add
out
projection toBuffer
generic
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
symbol
method inMstExtendedField
(#140)
- Functional Expressions API
- Mathematical Syntax Tree, its interpreter and API
- String to MST parser (#120)
- MST to JVM bytecode translator (#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 }
(#125) - Interface
NumericAlgebra
wherenumber
operation is available to convert numbers to algebraic elements - Inverse trigonometric functions support in
ExtendedField (
asin
,acos
,atan
) (#114) - New space extensions:
average
andaverageWith
- 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
readAsMemory
now hasthrows 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 supportsField<T>
- Memory objects have more preconditions (overflow checking)
tg
function is renamed totan
(#114)- Gradle version: 6.3 -> 6.6
- Moved probability distributions to commons-rng and to
kmath-prob