Merge remote-tracking branch 'origin/dev' into even-more-docs

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Iaroslav Postovalov 2020-10-01 20:59:34 +07:00
commit 254ee9eced
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9 changed files with 91 additions and 65 deletions

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@ -14,6 +14,7 @@
- Minor exceptions refactor (throwing `IllegalArgumentException` by argument checks instead of `IllegalStateException`) - Minor exceptions refactor (throwing `IllegalArgumentException` by argument checks instead of `IllegalStateException`)
- `Polynomial` secondary constructor made function. - `Polynomial` secondary constructor made function.
- Kotlin version: 1.3.72 -> 1.4.20-M1 - Kotlin version: 1.3.72 -> 1.4.20-M1
- `kmath-ast` doesn't depend on heavy `kotlin-reflect` library.
### Deprecated ### Deprecated

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@ -5,15 +5,19 @@ import kscience.kmath.structures.NDField
import kscience.kmath.structures.complex import kscience.kmath.structures.complex
fun main() { fun main() {
// 2d element
val element = NDElement.complex(2, 2) { index: IntArray -> val element = NDElement.complex(2, 2) { index: IntArray ->
Complex(index[0].toDouble() - index[1].toDouble(), index[0].toDouble() + index[1].toDouble()) Complex(index[0].toDouble() - index[1].toDouble(), index[0].toDouble() + index[1].toDouble())
} }
println(element)
val compute = (NDField.complex(8)) { // 1d element operation
val result = with(NDField.complex(8)) {
val a = produce { (it) -> i * it - it.toDouble() } val a = produce { (it) -> i * it - it.toDouble() }
val b = 3 val b = 3
val c = Complex(1.0, 1.0) val c = Complex(1.0, 1.0)
(a pow b) + c (a pow b) + c
} }
println(result)
} }

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@ -14,7 +14,6 @@ kotlin.sourceSets {
implementation("org.ow2.asm:asm:8.0.1") implementation("org.ow2.asm:asm:8.0.1")
implementation("org.ow2.asm:asm-commons:8.0.1") implementation("org.ow2.asm:asm-commons:8.0.1")
implementation("com.github.h0tk3y.betterParse:better-parse:0.4.0") implementation("com.github.h0tk3y.betterParse:better-parse:0.4.0")
implementation(kotlin("reflect"))
} }
} }
} }

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@ -8,7 +8,6 @@ import kscience.kmath.ast.MST
import kscience.kmath.ast.MstExpression import kscience.kmath.ast.MstExpression
import kscience.kmath.expressions.Expression import kscience.kmath.expressions.Expression
import kscience.kmath.operations.Algebra import kscience.kmath.operations.Algebra
import kotlin.reflect.KClass
/** /**
* Compiles given MST to an Expression using AST compiler. * Compiles given MST to an Expression using AST compiler.
@ -18,7 +17,8 @@ import kotlin.reflect.KClass
* @return the compiled expression. * @return the compiled expression.
* @author Alexander Nozik * @author Alexander Nozik
*/ */
public fun <T : Any> MST.compileWith(type: KClass<T>, algebra: Algebra<T>): Expression<T> { @PublishedApi
internal fun <T : Any> MST.compileWith(type: Class<T>, algebra: Algebra<T>): Expression<T> {
fun AsmBuilder<T>.visit(node: MST): Unit = when (node) { fun AsmBuilder<T>.visit(node: MST): Unit = when (node) {
is MST.Symbolic -> { is MST.Symbolic -> {
val symbol = try { val symbol = try {
@ -61,11 +61,12 @@ public fun <T : Any> MST.compileWith(type: KClass<T>, algebra: Algebra<T>): Expr
* *
* @author Alexander Nozik. * @author Alexander Nozik.
*/ */
public inline fun <reified T : Any> Algebra<T>.expression(mst: MST): Expression<T> = mst.compileWith(T::class, this) public inline fun <reified T : Any> Algebra<T>.expression(mst: MST): Expression<T> =
mst.compileWith(T::class.java, this)
/** /**
* Optimizes performance of an [MstExpression] using ASM codegen. * Optimizes performance of an [MstExpression] using ASM codegen.
* *
* @author Alexander Nozik. * @author Alexander Nozik.
*/ */
public inline fun <reified T : Any> MstExpression<T>.compile(): Expression<T> = mst.compileWith(T::class, algebra) public inline fun <reified T : Any> MstExpression<T>.compile(): Expression<T> = mst.compileWith(T::class.java, algebra)

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@ -10,7 +10,6 @@ import org.objectweb.asm.Opcodes.*
import org.objectweb.asm.commons.InstructionAdapter import org.objectweb.asm.commons.InstructionAdapter
import java.util.* import java.util.*
import java.util.stream.Collectors import java.util.stream.Collectors
import kotlin.reflect.KClass
/** /**
* ASM Builder is a structure that abstracts building a class designated to unwrap [MST] to plain Java expression. * ASM Builder is a structure that abstracts building a class designated to unwrap [MST] to plain Java expression.
@ -23,7 +22,7 @@ import kotlin.reflect.KClass
* @author Iaroslav Postovalov * @author Iaroslav Postovalov
*/ */
internal class AsmBuilder<T> internal constructor( internal class AsmBuilder<T> internal constructor(
private val classOfT: KClass<*>, private val classOfT: Class<*>,
private val algebra: Algebra<T>, private val algebra: Algebra<T>,
private val className: String, private val className: String,
private val invokeLabel0Visitor: AsmBuilder<T>.() -> Unit private val invokeLabel0Visitor: AsmBuilder<T>.() -> Unit
@ -43,7 +42,7 @@ internal class AsmBuilder<T> internal constructor(
/** /**
* ASM Type for [algebra]. * ASM Type for [algebra].
*/ */
private val tAlgebraType: Type = algebra::class.asm private val tAlgebraType: Type = algebra.javaClass.asm
/** /**
* ASM type for [T]. * ASM type for [T].
@ -55,16 +54,6 @@ internal class AsmBuilder<T> internal constructor(
*/ */
private val classType: Type = Type.getObjectType(className.replace(oldChar = '.', newChar = '/'))!! private val classType: Type = Type.getObjectType(className.replace(oldChar = '.', newChar = '/'))!!
/**
* Index of `this` variable in invoke method of the built subclass.
*/
private val invokeThisVar: Int = 0
/**
* Index of `arguments` variable in invoke method of the built subclass.
*/
private val invokeArgumentsVar: Int = 1
/** /**
* List of constants to provide to the subclass. * List of constants to provide to the subclass.
*/ */
@ -76,22 +65,22 @@ internal class AsmBuilder<T> internal constructor(
private lateinit var invokeMethodVisitor: InstructionAdapter private lateinit var invokeMethodVisitor: InstructionAdapter
/** /**
* State if this [AsmBuilder] needs to generate constants field. * States whether this [AsmBuilder] needs to generate constants field.
*/ */
private var hasConstants: Boolean = true private var hasConstants: Boolean = true
/** /**
* State if [T] a primitive type, so [AsmBuilder] may generate direct primitive calls. * States whether [T] a primitive type, so [AsmBuilder] may generate direct primitive calls.
*/ */
internal var primitiveMode: Boolean = false internal var primitiveMode: Boolean = false
/** /**
* Primitive type to apple for specific primitive calls. Use [OBJECT_TYPE], if not in [primitiveMode]. * Primitive type to apply for specific primitive calls. Use [OBJECT_TYPE], if not in [primitiveMode].
*/ */
internal var primitiveMask: Type = OBJECT_TYPE internal var primitiveMask: Type = OBJECT_TYPE
/** /**
* Boxed primitive type to apple for specific primitive calls. Use [OBJECT_TYPE], if not in [primitiveMode]. * Boxed primitive type to apply for specific primitive calls. Use [OBJECT_TYPE], if not in [primitiveMode].
*/ */
internal var primitiveMaskBoxed: Type = OBJECT_TYPE internal var primitiveMaskBoxed: Type = OBJECT_TYPE
@ -103,7 +92,7 @@ internal class AsmBuilder<T> internal constructor(
/** /**
* Stack of useful objects types on stack expected by algebra calls. * Stack of useful objects types on stack expected by algebra calls.
*/ */
internal val expectationStack: ArrayDeque<Type> = ArrayDeque(listOf(tType)) internal val expectationStack: ArrayDeque<Type> = ArrayDeque<Type>(1).also { it.push(tType) }
/** /**
* The cache for instance built by this builder. * The cache for instance built by this builder.
@ -361,7 +350,7 @@ internal class AsmBuilder<T> internal constructor(
* from it). * from it).
*/ */
private fun loadNumberConstant(value: Number, mustBeBoxed: Boolean) { private fun loadNumberConstant(value: Number, mustBeBoxed: Boolean) {
val boxed = value::class.asm val boxed = value.javaClass.asm
val primitive = BOXED_TO_PRIMITIVES[boxed] val primitive = BOXED_TO_PRIMITIVES[boxed]
if (primitive != null) { if (primitive != null) {
@ -475,17 +464,27 @@ internal class AsmBuilder<T> internal constructor(
internal fun loadStringConstant(string: String): Unit = invokeMethodVisitor.aconst(string) internal fun loadStringConstant(string: String): Unit = invokeMethodVisitor.aconst(string)
internal companion object { internal companion object {
/**
* Index of `this` variable in invoke method of the built subclass.
*/
private const val invokeThisVar: Int = 0
/**
* Index of `arguments` variable in invoke method of the built subclass.
*/
private const val invokeArgumentsVar: Int = 1
/** /**
* Maps JVM primitive numbers boxed types to their primitive ASM types. * Maps JVM primitive numbers boxed types to their primitive ASM types.
*/ */
private val SIGNATURE_LETTERS: Map<KClass<out Any>, Type> by lazy { private val SIGNATURE_LETTERS: Map<Class<out Any>, Type> by lazy {
hashMapOf( hashMapOf(
java.lang.Byte::class to Type.BYTE_TYPE, java.lang.Byte::class.java to Type.BYTE_TYPE,
java.lang.Short::class to Type.SHORT_TYPE, java.lang.Short::class.java to Type.SHORT_TYPE,
java.lang.Integer::class to Type.INT_TYPE, java.lang.Integer::class.java to Type.INT_TYPE,
java.lang.Long::class to Type.LONG_TYPE, java.lang.Long::class.java to Type.LONG_TYPE,
java.lang.Float::class to Type.FLOAT_TYPE, java.lang.Float::class.java to Type.FLOAT_TYPE,
java.lang.Double::class to Type.DOUBLE_TYPE java.lang.Double::class.java to Type.DOUBLE_TYPE
) )
} }
@ -523,43 +522,43 @@ internal class AsmBuilder<T> internal constructor(
/** /**
* Provides boxed number types values of which can be stored in JVM bytecode constant pool. * Provides boxed number types values of which can be stored in JVM bytecode constant pool.
*/ */
private val INLINABLE_NUMBERS: Set<KClass<out Any>> by lazy { SIGNATURE_LETTERS.keys } private val INLINABLE_NUMBERS: Set<Class<out Any>> by lazy { SIGNATURE_LETTERS.keys }
/** /**
* ASM type for [Expression]. * ASM type for [Expression].
*/ */
internal val EXPRESSION_TYPE: Type by lazy { Expression::class.asm } internal val EXPRESSION_TYPE: Type by lazy { Type.getObjectType("kscience/kmath/expressions/Expression") }
/** /**
* ASM type for [java.lang.Number]. * ASM type for [java.lang.Number].
*/ */
internal val NUMBER_TYPE: Type by lazy { java.lang.Number::class.asm } internal val NUMBER_TYPE: Type by lazy { Type.getObjectType("java/lang/Number") }
/** /**
* ASM type for [java.util.Map]. * ASM type for [java.util.Map].
*/ */
internal val MAP_TYPE: Type by lazy { java.util.Map::class.asm } internal val MAP_TYPE: Type by lazy { Type.getObjectType("java/util/Map") }
/** /**
* ASM type for [java.lang.Object]. * ASM type for [java.lang.Object].
*/ */
internal val OBJECT_TYPE: Type by lazy { java.lang.Object::class.asm } internal val OBJECT_TYPE: Type by lazy { Type.getObjectType("java/lang/Object") }
/** /**
* ASM type for array of [java.lang.Object]. * ASM type for array of [java.lang.Object].
*/ */
@Suppress("PLATFORM_CLASS_MAPPED_TO_KOTLIN", "RemoveRedundantQualifierName") @Suppress("PLATFORM_CLASS_MAPPED_TO_KOTLIN", "RemoveRedundantQualifierName")
internal val OBJECT_ARRAY_TYPE: Type by lazy { Array<java.lang.Object>::class.asm } internal val OBJECT_ARRAY_TYPE: Type by lazy { Type.getType("[Ljava/lang/Object;") }
/** /**
* ASM type for [Algebra]. * ASM type for [Algebra].
*/ */
internal val ALGEBRA_TYPE: Type by lazy { Algebra::class.asm } internal val ALGEBRA_TYPE: Type by lazy { Type.getObjectType("kscience/kmath/operations/Algebra") }
/** /**
* ASM type for [java.lang.String]. * ASM type for [java.lang.String].
*/ */
internal val STRING_TYPE: Type by lazy { java.lang.String::class.asm } internal val STRING_TYPE: Type by lazy { Type.getObjectType("java/lang/String") }
/** /**
* ASM type for MapIntrinsics. * ASM type for MapIntrinsics.

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@ -10,9 +10,9 @@ import org.objectweb.asm.*
import org.objectweb.asm.Opcodes.INVOKEVIRTUAL import org.objectweb.asm.Opcodes.INVOKEVIRTUAL
import org.objectweb.asm.commons.InstructionAdapter import org.objectweb.asm.commons.InstructionAdapter
import java.lang.reflect.Method import java.lang.reflect.Method
import java.util.*
import kotlin.contracts.InvocationKind import kotlin.contracts.InvocationKind
import kotlin.contracts.contract import kotlin.contracts.contract
import kotlin.reflect.KClass
private val methodNameAdapters: Map<Pair<String, Int>, String> by lazy { private val methodNameAdapters: Map<Pair<String, Int>, String> by lazy {
hashMapOf( hashMapOf(
@ -26,12 +26,12 @@ private val methodNameAdapters: Map<Pair<String, Int>, String> by lazy {
} }
/** /**
* Returns ASM [Type] for given [KClass]. * Returns ASM [Type] for given [Class].
* *
* @author Iaroslav Postovalov * @author Iaroslav Postovalov
*/ */
internal val KClass<*>.asm: Type internal inline val Class<*>.asm: Type
get() = Type.getType(java) get() = Type.getType(this)
/** /**
* Returns singleton array with this value if the [predicate] is true, returns empty array otherwise. * Returns singleton array with this value if the [predicate] is true, returns empty array otherwise.
@ -140,7 +140,7 @@ private fun <T> AsmBuilder<T>.buildExpectationStack(
if (specific != null) if (specific != null)
mapTypes(specific, parameterTypes).reversed().forEach { expectationStack.push(it) } mapTypes(specific, parameterTypes).reversed().forEach { expectationStack.push(it) }
else else
repeat(arity) { expectationStack.push(tType) } expectationStack.addAll(Collections.nCopies(arity, tType))
return specific != null return specific != null
} }
@ -169,7 +169,7 @@ private fun <T> AsmBuilder<T>.tryInvokeSpecific(
val arity = parameterTypes.size val arity = parameterTypes.size
val theName = methodNameAdapters[name to arity] ?: name val theName = methodNameAdapters[name to arity] ?: name
val spec = findSpecific(context, theName, parameterTypes) ?: return false val spec = findSpecific(context, theName, parameterTypes) ?: return false
val owner = context::class.asm val owner = context.javaClass.asm
invokeAlgebraOperation( invokeAlgebraOperation(
owner = owner.internalName, owner = owner.internalName,

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@ -7,6 +7,7 @@ import com.github.h0tk3y.betterParse.grammar.parser
import com.github.h0tk3y.betterParse.grammar.tryParseToEnd import com.github.h0tk3y.betterParse.grammar.tryParseToEnd
import com.github.h0tk3y.betterParse.lexer.Token import com.github.h0tk3y.betterParse.lexer.Token
import com.github.h0tk3y.betterParse.lexer.TokenMatch import com.github.h0tk3y.betterParse.lexer.TokenMatch
import com.github.h0tk3y.betterParse.lexer.literalToken
import com.github.h0tk3y.betterParse.lexer.regexToken import com.github.h0tk3y.betterParse.lexer.regexToken
import com.github.h0tk3y.betterParse.parser.ParseResult import com.github.h0tk3y.betterParse.parser.ParseResult
import com.github.h0tk3y.betterParse.parser.Parser import com.github.h0tk3y.betterParse.parser.Parser
@ -23,14 +24,14 @@ public object ArithmeticsEvaluator : Grammar<MST>() {
// TODO replace with "...".toRegex() when better-parse 0.4.1 is released // TODO replace with "...".toRegex() when better-parse 0.4.1 is released
private val num: Token by regexToken("[\\d.]+(?:[eE][-+]?\\d+)?") private val num: Token by regexToken("[\\d.]+(?:[eE][-+]?\\d+)?")
private val id: Token by regexToken("[a-z_A-Z][\\da-z_A-Z]*") private val id: Token by regexToken("[a-z_A-Z][\\da-z_A-Z]*")
private val lpar: Token by regexToken("\\(") private val lpar: Token by literalToken("(")
private val rpar: Token by regexToken("\\)") private val rpar: Token by literalToken(")")
private val comma: Token by regexToken(",") private val comma: Token by literalToken(",")
private val mul: Token by regexToken("\\*") private val mul: Token by literalToken("*")
private val pow: Token by regexToken("\\^") private val pow: Token by literalToken("^")
private val div: Token by regexToken("/") private val div: Token by literalToken("/")
private val minus: Token by regexToken("-") private val minus: Token by literalToken("-")
private val plus: Token by regexToken("\\+") private val plus: Token by literalToken("+")
private val ws: Token by regexToken("\\s+", ignore = true) private val ws: Token by regexToken("\\s+", ignore = true)
private val number: Parser<MST> by num use { MST.Numeric(text.toDouble()) } private val number: Parser<MST> by num use { MST.Numeric(text.toDouble()) }

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@ -177,6 +177,11 @@ public data class Complex(val re: Double, val im: Double) : FieldElement<Complex
override fun compareTo(other: Complex): Int = r.compareTo(other.r) override fun compareTo(other: Complex): Int = r.compareTo(other.r)
override fun toString(): String {
return "($re + i*$im)"
}
public companion object : MemorySpec<Complex> { public companion object : MemorySpec<Complex> {
override val objectSize: Int override val objectSize: Int
get() = 16 get() = 16

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@ -64,7 +64,7 @@ public interface NDStructure<T> {
public fun <T> build( public fun <T> build(
strides: Strides, strides: Strides,
bufferFactory: BufferFactory<T> = Buffer.Companion::boxing, bufferFactory: BufferFactory<T> = Buffer.Companion::boxing,
initializer: (IntArray) -> T initializer: (IntArray) -> T,
): BufferNDStructure<T> = ): BufferNDStructure<T> =
BufferNDStructure(strides, bufferFactory(strides.linearSize) { i -> initializer(strides.index(i)) }) BufferNDStructure(strides, bufferFactory(strides.linearSize) { i -> initializer(strides.index(i)) })
@ -73,40 +73,40 @@ public interface NDStructure<T> {
*/ */
public inline fun <reified T : Any> auto( public inline fun <reified T : Any> auto(
strides: Strides, strides: Strides,
crossinline initializer: (IntArray) -> T crossinline initializer: (IntArray) -> T,
): BufferNDStructure<T> = ): BufferNDStructure<T> =
BufferNDStructure(strides, Buffer.auto(strides.linearSize) { i -> initializer(strides.index(i)) }) BufferNDStructure(strides, Buffer.auto(strides.linearSize) { i -> initializer(strides.index(i)) })
public inline fun <T : Any> auto( public inline fun <T : Any> auto(
type: KClass<T>, type: KClass<T>,
strides: Strides, strides: Strides,
crossinline initializer: (IntArray) -> T crossinline initializer: (IntArray) -> T,
): BufferNDStructure<T> = ): BufferNDStructure<T> =
BufferNDStructure(strides, Buffer.auto(type, strides.linearSize) { i -> initializer(strides.index(i)) }) BufferNDStructure(strides, Buffer.auto(type, strides.linearSize) { i -> initializer(strides.index(i)) })
public fun <T> build( public fun <T> build(
shape: IntArray, shape: IntArray,
bufferFactory: BufferFactory<T> = Buffer.Companion::boxing, bufferFactory: BufferFactory<T> = Buffer.Companion::boxing,
initializer: (IntArray) -> T initializer: (IntArray) -> T,
): BufferNDStructure<T> = build(DefaultStrides(shape), bufferFactory, initializer) ): BufferNDStructure<T> = build(DefaultStrides(shape), bufferFactory, initializer)
public inline fun <reified T : Any> auto( public inline fun <reified T : Any> auto(
shape: IntArray, shape: IntArray,
crossinline initializer: (IntArray) -> T crossinline initializer: (IntArray) -> T,
): BufferNDStructure<T> = ): BufferNDStructure<T> =
auto(DefaultStrides(shape), initializer) auto(DefaultStrides(shape), initializer)
@JvmName("autoVarArg") @JvmName("autoVarArg")
public inline fun <reified T : Any> auto( public inline fun <reified T : Any> auto(
vararg shape: Int, vararg shape: Int,
crossinline initializer: (IntArray) -> T crossinline initializer: (IntArray) -> T,
): BufferNDStructure<T> = ): BufferNDStructure<T> =
auto(DefaultStrides(shape), initializer) auto(DefaultStrides(shape), initializer)
public inline fun <T : Any> auto( public inline fun <T : Any> auto(
type: KClass<T>, type: KClass<T>,
vararg shape: Int, vararg shape: Int,
crossinline initializer: (IntArray) -> T crossinline initializer: (IntArray) -> T,
): BufferNDStructure<T> = ): BufferNDStructure<T> =
auto(type, DefaultStrides(shape), initializer) auto(type, DefaultStrides(shape), initializer)
} }
@ -268,6 +268,22 @@ public abstract class NDBuffer<T> : NDStructure<T> {
result = 31 * result + buffer.hashCode() result = 31 * result + buffer.hashCode()
return result return result
} }
override fun toString(): String {
val bufferRepr: String = when (shape.size) {
1 -> buffer.asSequence().joinToString(prefix = "[", postfix = "]", separator = ", ")
2 -> (0 until shape[0]).joinToString(prefix = "[", postfix = "]", separator = ", ") { i ->
(0 until shape[1]).joinToString(prefix = "[", postfix = "]", separator = ", ") { j ->
val offset = strides.offset(intArrayOf(i, j))
buffer[offset].toString()
}
}
else -> "..."
}
return "NDBuffer(shape=${shape.contentToString()}, buffer=$bufferRepr)"
}
} }
/** /**
@ -275,7 +291,7 @@ public abstract class NDBuffer<T> : NDStructure<T> {
*/ */
public class BufferNDStructure<T>( public class BufferNDStructure<T>(
override val strides: Strides, override val strides: Strides,
override val buffer: Buffer<T> override val buffer: Buffer<T>,
) : NDBuffer<T>() { ) : NDBuffer<T>() {
init { init {
if (strides.linearSize != buffer.size) { if (strides.linearSize != buffer.size) {
@ -289,7 +305,7 @@ public class BufferNDStructure<T>(
*/ */
public inline fun <T, reified R : Any> NDStructure<T>.mapToBuffer( public inline fun <T, reified R : Any> NDStructure<T>.mapToBuffer(
factory: BufferFactory<R> = Buffer.Companion::auto, factory: BufferFactory<R> = Buffer.Companion::auto,
crossinline transform: (T) -> R crossinline transform: (T) -> R,
): BufferNDStructure<R> { ): BufferNDStructure<R> {
return if (this is BufferNDStructure<T>) return if (this is BufferNDStructure<T>)
BufferNDStructure(this.strides, factory.invoke(strides.linearSize) { transform(buffer[it]) }) BufferNDStructure(this.strides, factory.invoke(strides.linearSize) { transform(buffer[it]) })
@ -304,7 +320,7 @@ public inline fun <T, reified R : Any> NDStructure<T>.mapToBuffer(
*/ */
public class MutableBufferNDStructure<T>( public class MutableBufferNDStructure<T>(
override val strides: Strides, override val strides: Strides,
override val buffer: MutableBuffer<T> override val buffer: MutableBuffer<T>,
) : NDBuffer<T>(), MutableNDStructure<T> { ) : NDBuffer<T>(), MutableNDStructure<T> {
init { init {
@ -318,7 +334,7 @@ public class MutableBufferNDStructure<T>(
public inline fun <reified T : Any> NDStructure<T>.combine( public inline fun <reified T : Any> NDStructure<T>.combine(
struct: NDStructure<T>, struct: NDStructure<T>,
crossinline block: (T, T) -> T crossinline block: (T, T) -> T,
): NDStructure<T> { ): NDStructure<T> {
require(shape.contentEquals(struct.shape)) { "Shape mismatch in structure combination" } require(shape.contentEquals(struct.shape)) { "Shape mismatch in structure combination" }
return NDStructure.auto(shape) { block(this[it], struct[it]) } return NDStructure.auto(shape) { block(this[it], struct[it]) }