# Module kmath-ast Abstract syntax tree expression representation and related optimizations. - [expression-language](src/jvmMain/kotlin/space/kscience/kmath/ast/parser.kt) : Expression language and its parser - [mst](src/commonMain/kotlin/space/kscience/kmath/ast/MST.kt) : MST (Mathematical Syntax Tree) as expression language's syntax intermediate representation - [mst-building](src/commonMain/kotlin/space/kscience/kmath/ast/MstAlgebra.kt) : MST building algebraic structure - [mst-interpreter](src/commonMain/kotlin/space/kscience/kmath/ast/MST.kt) : MST interpreter - [mst-jvm-codegen](src/jvmMain/kotlin/space/kscience/kmath/asm/asm.kt) : Dynamic MST to JVM bytecode compiler - [mst-js-codegen](src/jsMain/kotlin/space/kscience/kmath/estree/estree.kt) : Dynamic MST to JS compiler ## Artifact: The Maven coordinates of this project are `space.kscience:kmath-ast:0.3.0-dev-3`. **Gradle:** ```gradle repositories { maven { url 'https://repo.kotlin.link' } maven { url 'https://dl.bintray.com/hotkeytlt/maven' } maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } // include for builds based on kotlin-eap } dependencies { implementation 'space.kscience:kmath-ast:0.3.0-dev-3' } ``` **Gradle Kotlin DSL:** ```kotlin repositories { maven("https://repo.kotlin.link") maven("https://dl.bintray.com/kotlin/kotlin-eap") // include for builds based on kotlin-eap maven("https://dl.bintray.com/hotkeytlt/maven") // required for a } dependencies { implementation("space.kscience:kmath-ast:0.3.0-dev-3") } ``` ## Dynamic expression code generation ### On JVM `kmath-ast` JVM module supports runtime code generation to eliminate overhead of tree traversal. Code generator builds a special implementation of `Expression` with implemented `invoke` function. For example, the following builder: ```kotlin DoubleField.mstInField { symbol("x") + 2 }.compile() ``` … leads to generation of bytecode, which can be decompiled to the following Java class: ```java package space.kscience.kmath.asm.generated; import java.util.Map; import kotlin.jvm.functions.Function2; import space.kscience.kmath.asm.internal.MapIntrinsics; import space.kscience.kmath.expressions.Expression; import space.kscience.kmath.expressions.Symbol; public final class AsmCompiledExpression_45045_0 implements Expression { private final Object[] constants; public final Double invoke(Map arguments) { return (Double)((Function2)this.constants[0]).invoke((Double)MapIntrinsics.getOrFail(arguments, "x"), 2); } public AsmCompiledExpression_45045_0(Object[] constants) { this.constants = constants; } } ``` ### Example Usage This API extends MST and MstExpression, so you may optimize as both of them: ```kotlin DoubleField.mstInField { symbol("x") + 2 }.compile() DoubleField.expression("x+2".parseMath()) ``` #### Known issues - The same classes may be generated and loaded twice, so it is recommended to cache compiled expressions to avoid class loading overhead. - This API is not supported by non-dynamic JVM implementations (like TeaVM and GraalVM) because of using class loaders. ### On JS A similar feature is also available on JS. ```kotlin DoubleField.mstInField { symbol("x") + 2 }.compile() ``` The code above returns expression implemented with such a JS function: ```js var executable = function (constants, arguments) { return constants[1](constants[0](arguments, "x"), 2); }; ``` #### Known issues - This feature uses `eval` which can be unavailable in several environments.