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Lowcode:
Extending Pharo with C Types to
Improve Performance
Ronie Salgado
Universidad de Chile
Stéphane Ducasse
RMoD, INRIA, Lille
Dynamic languages vs static
languages
● Performance gap between them
● Static languages are interpreted” by the CPU
● Cost of marshalling when doing FFI
● Runtime type checking for primitive operations
● Big cost when having to manipulate memory
directly
What we did?
● Extending the VM with low-level bytecodes
● Type system with primitive types and object.
● Smalltalk compiler extended with primitive
types, type inference and type checking
● Benchmarks
● Performance improvement between 50-400%
Lowcode: low-level bytecodes
● New (~270) low-level bytecodes
● Implemented as Sista “inline primitives”
● Operations with primitive data (int32, int64, float32,
float64)
● Marshalling/unmarshlling
● Pointer load/store
● Local stack frame
● Native C function call
Specification and implementation
● Byte codes are specified formally in a XML
● Virtual machine implementation generated from
the Spec
● Additional VM stack for native data that is not
inspected by the GC
● Shadow Native callout stack in the interpreter
(not in the jit)
Instruction specification
Extensible Type System
● Primitive types, primitive data references,
pointers and object
● Type syntax based in Smalltalk syntax
● Types are parsed by sending a message
● Sending #asLowcodeType to an array or a
Symbol
Types
Agregate types
● Using Slots for defining structures and unions
Extending the compiler
● Extensions to the semantic analyzer:
– Type annotations
– Type checking
– Local type inference
– Special messages for type conversión
– Trivial accessors and trivial constructors marked
with a pragma are inlined
Trivial Accessors and constructors
Lowcode Method Sample
Generated CompiledMethod
Benchmarks
● Executed with the JIT and the Interpreter VM
● Basic linear algebra operations used commonly
in 3D graphics:
– 3x3 matrix with matrix multiplication (2.96, 1.05)
– 3x3 matrix with 3D vector multiplication (4.73, 1.63)
– 3D vector normalization (3.82, 1.72)
Benchmarks
Conclusions
● No performance regressions in the Interpreter
only VM
● Big performance improvement
● Not many changes are required to the Pharo
methods
Future work
● Unchecked pointers and arrays
● More inlining (maybe working with Sista)
● Calling C functions directly avoing the FFI
● Making a C compiler
Thank you!

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Lowcode: Extending Smalltalk with C Types to Improve Performance

  • 1. Lowcode: Extending Pharo with C Types to Improve Performance Ronie Salgado Universidad de Chile Stéphane Ducasse RMoD, INRIA, Lille
  • 2. Dynamic languages vs static languages ● Performance gap between them ● Static languages are interpreted” by the CPU ● Cost of marshalling when doing FFI ● Runtime type checking for primitive operations ● Big cost when having to manipulate memory directly
  • 3. What we did? ● Extending the VM with low-level bytecodes ● Type system with primitive types and object. ● Smalltalk compiler extended with primitive types, type inference and type checking ● Benchmarks ● Performance improvement between 50-400%
  • 4. Lowcode: low-level bytecodes ● New (~270) low-level bytecodes ● Implemented as Sista “inline primitives” ● Operations with primitive data (int32, int64, float32, float64) ● Marshalling/unmarshlling ● Pointer load/store ● Local stack frame ● Native C function call
  • 5. Specification and implementation ● Byte codes are specified formally in a XML ● Virtual machine implementation generated from the Spec ● Additional VM stack for native data that is not inspected by the GC ● Shadow Native callout stack in the interpreter (not in the jit)
  • 7. Extensible Type System ● Primitive types, primitive data references, pointers and object ● Type syntax based in Smalltalk syntax ● Types are parsed by sending a message ● Sending #asLowcodeType to an array or a Symbol
  • 9. Agregate types ● Using Slots for defining structures and unions
  • 10. Extending the compiler ● Extensions to the semantic analyzer: – Type annotations – Type checking – Local type inference – Special messages for type conversión – Trivial accessors and trivial constructors marked with a pragma are inlined
  • 11. Trivial Accessors and constructors
  • 14. Benchmarks ● Executed with the JIT and the Interpreter VM ● Basic linear algebra operations used commonly in 3D graphics: – 3x3 matrix with matrix multiplication (2.96, 1.05) – 3x3 matrix with 3D vector multiplication (4.73, 1.63) – 3D vector normalization (3.82, 1.72)
  • 16. Conclusions ● No performance regressions in the Interpreter only VM ● Big performance improvement ● Not many changes are required to the Pharo methods
  • 17. Future work ● Unchecked pointers and arrays ● More inlining (maybe working with Sista) ● Calling C functions directly avoing the FFI ● Making a C compiler