Merge remote-tracking branch 'mipt-npm/adv-expr' into adv-expr-lconst
This commit is contained in:
commit
7c7065542a
@ -1,4 +1,61 @@
|
||||
# AST based expression representation and operations
|
||||
# AST-based expression representation and operations (`kmath-ast`)
|
||||
|
||||
## Dynamic expression code generation
|
||||
Contributed by [Iaroslav Postovalov](https://github.com/CommanderTvis).
|
||||
This subproject implements the following features:
|
||||
|
||||
- Expression Language and its parser.
|
||||
- MST as expression language's syntax intermediate representation.
|
||||
- Type-safe builder of MST.
|
||||
- Evaluating expressions by traversing MST.
|
||||
|
||||
## Dynamic expression code generation with OW2 ASM
|
||||
|
||||
`kmath-ast` JVM module supports runtime code generation to eliminate overhead of tree traversal. Code generator builds
|
||||
a special implementation of `Expression<T>` with implemented `invoke` function.
|
||||
|
||||
For example, the following builder:
|
||||
|
||||
```kotlin
|
||||
RealField.mstInField { symbol("x") + 2 }.compile()
|
||||
```
|
||||
|
||||
… leads to generation of bytecode, which can be decompiled to the following Java class:
|
||||
|
||||
```java
|
||||
package scientifik.kmath.asm.generated;
|
||||
|
||||
import java.util.Map;
|
||||
import scientifik.kmath.asm.internal.AsmCompiledExpression;
|
||||
import scientifik.kmath.operations.Algebra;
|
||||
import scientifik.kmath.operations.RealField;
|
||||
|
||||
// The class's name is build with MST's hash-code and collision fixing number.
|
||||
public final class AsmCompiledExpression_45045_0 extends AsmCompiledExpression<Double> {
|
||||
// Plain constructor
|
||||
public AsmCompiledExpression_45045_0(Algebra algebra, Object[] constants) {
|
||||
super(algebra, constants);
|
||||
}
|
||||
|
||||
// The actual dynamic code:
|
||||
public final Double invoke(Map<String, ? extends Double> arguments) {
|
||||
return (Double)((RealField)super.algebra).add((Double)arguments.get("x"), (Double)2.0D);
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### Example Usage
|
||||
|
||||
This API is an extension to MST and MSTExpression APIs. You may optimize both MST and MSTExpression:
|
||||
|
||||
```kotlin
|
||||
RealField.mstInField { symbol("x") + 2 }.compile()
|
||||
RealField.expression("2+2".parseMath())
|
||||
```
|
||||
|
||||
### Known issues
|
||||
|
||||
- Using numeric algebras causes boxing and calling bridge methods.
|
||||
- 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.
|
||||
|
||||
Contributed by [Iaroslav Postovalov](https://github.com/CommanderTvis).
|
||||
|
@ -4,11 +4,11 @@ import scientifik.kmath.asm.internal.AsmBuilder
|
||||
import scientifik.kmath.asm.internal.buildName
|
||||
import scientifik.kmath.asm.internal.hasSpecific
|
||||
import scientifik.kmath.asm.internal.tryInvokeSpecific
|
||||
import scientifik.kmath.ast.MST
|
||||
import scientifik.kmath.ast.MSTExpression
|
||||
import scientifik.kmath.ast.*
|
||||
import scientifik.kmath.expressions.Expression
|
||||
import scientifik.kmath.operations.Algebra
|
||||
import scientifik.kmath.operations.NumericAlgebra
|
||||
import scientifik.kmath.operations.RealField
|
||||
import kotlin.reflect.KClass
|
||||
|
||||
/**
|
||||
@ -78,4 +78,8 @@ inline fun <reified T : Any> Algebra<T>.expression(mst: MST): Expression<T> = ms
|
||||
/**
|
||||
* Optimize performance of an [MSTExpression] using ASM codegen
|
||||
*/
|
||||
inline fun <reified T : Any> MSTExpression<T>.compile(): Expression<T> = mst.compileWith(T::class, algebra)
|
||||
inline fun <reified T : Any> MSTExpression<T>.compile(): Expression<T> = mst.compileWith(T::class, algebra)
|
||||
|
||||
fun main() {
|
||||
RealField.mstInField { symbol("x") + 2 }.compile()
|
||||
}
|
||||
|
@ -8,7 +8,7 @@ import scientifik.kmath.asm.internal.AsmBuilder.ClassLoader
|
||||
import scientifik.kmath.operations.Algebra
|
||||
|
||||
/**
|
||||
* ASM Builder is a structure that abstracts building a class that unwraps [AsmExpression] to plain Java expression.
|
||||
* ASM Builder is a structure that abstracts building a class for unwrapping [MST] to plain Java expression.
|
||||
* This class uses [ClassLoader] for loading the generated class, then it is able to instantiate the new class.
|
||||
*
|
||||
* @param T the type generated [AsmCompiledExpression] operates.
|
||||
@ -346,7 +346,7 @@ internal class AsmBuilder<T> internal constructor(
|
||||
* Maps JVM primitive numbers boxed types to their letters of JVM signature convention.
|
||||
*/
|
||||
private val SIGNATURE_LETTERS: Map<Class<out Any>, String> by lazy {
|
||||
mapOf(
|
||||
hashMapOf(
|
||||
java.lang.Byte::class.java to "B",
|
||||
java.lang.Short::class.java to "S",
|
||||
java.lang.Integer::class.java to "I",
|
||||
|
@ -3,7 +3,13 @@ package scientifik.kmath.asm.internal
|
||||
import org.objectweb.asm.Opcodes
|
||||
import scientifik.kmath.operations.Algebra
|
||||
|
||||
private val methodNameAdapters: Map<String, String> = mapOf("+" to "add", "*" to "multiply", "/" to "divide")
|
||||
private val methodNameAdapters: Map<String, String> by lazy {
|
||||
hashMapOf(
|
||||
"+" to "add",
|
||||
"*" to "multiply",
|
||||
"/" to "divide"
|
||||
)
|
||||
}
|
||||
|
||||
/**
|
||||
* Checks if the target [context] for code generation contains a method with needed [name] and [arity].
|
||||
@ -13,7 +19,7 @@ private val methodNameAdapters: Map<String, String> = mapOf("+" to "add", "*" to
|
||||
internal fun <T> hasSpecific(context: Algebra<T>, name: String, arity: Int): Boolean {
|
||||
val aName = methodNameAdapters[name] ?: name
|
||||
|
||||
context::class.java.methods.find { it.name == aName && it.parameters.size == arity }
|
||||
context.javaClass.methods.find { it.name == aName && it.parameters.size == arity }
|
||||
?: return false
|
||||
|
||||
return true
|
||||
@ -28,7 +34,7 @@ internal fun <T> hasSpecific(context: Algebra<T>, name: String, arity: Int): Boo
|
||||
internal fun <T> AsmBuilder<T>.tryInvokeSpecific(context: Algebra<T>, name: String, arity: Int): Boolean {
|
||||
val aName = methodNameAdapters[name] ?: name
|
||||
|
||||
context::class.java.methods.find { it.name == aName && it.parameters.size == arity }
|
||||
context.javaClass.methods.find { it.name == aName && it.parameters.size == arity }
|
||||
?: return false
|
||||
|
||||
val owner = context::class.java.name.replace('.', '/')
|
||||
|
Loading…
Reference in New Issue
Block a user