Duplo: A framework for OCaml post-link optimisation

We present a novel framework, Duplo , for the low-level post-link optimisation of OCaml programs, achieving a speedup of 7% and a reduction of at least 15% of the code size of widely-used OCaml applications. Unlike existing post-link optimisers, which typically operate on target-specific machine code, our framework operates on a Low-Level Intermediate Representation (LLIR) capable of representing both the OCaml programs and any C dependencies they invoke through the foreign-function interface (FFI). LLIR is analysed, transformed and lowered to machine code by our post-link optimiser, LLIR-OPT. Most importantly, LLIR allows the optimiser to cross the OCaml-C language boundary, mitigating the overhead incurred by the FFI and enabling analyses and transformations in a previously unavailable context. The optimised IR is then lowered to amd64 machine code through the existing target-specific code generator of LLVM, modified to handle garbage collection just as effectively as the native OCaml backend. We equip our optimiser with a suite of SSA-based transformations and points-to analyses capable of capturing the semantics and representing the memory models of both languages, along with a cross-language inliner to embed C methods into OCaml callers. We evaluate the gains of our framework, which can be attributed to both our optimiser and the more sophisticated amd64 backend of LLVM, on a wide-range of widely-used OCaml applications, as well as an existing suite of micro- and macro-benchmarks used to track the performance of the OCaml compiler. EPSRC EP/P020011/1, Cambridge Trust

Staged generic programming

Generic programming libraries such as Scrap Your Boilerplate eliminate the need to write repetitive code, but typically introduce significant performance overheads. This leaves programmers with the regrettable choice between writing succinct but slow programs and writing tedious but efficient programs. Applying structured multi-stage programming techniques transforms Scrap Your Boilerplate from an inefficient library into a typed optimising code generator, bringing its performance in line with hand-written code, and so combining high-level programming with uncompromised performance.</jats:p

Approaches to Interpreter Composition

In this paper, we compose six different Python and Prolog VMs into 4 pairwise compositions: one using C interpreters; one running on the JVM; one using meta-tracing interpreters; and one using a C interpreter and a meta-tracing interpreter. We show that programs that cross the language barrier frequently execute faster in a meta-tracing composition, and that meta-tracing imposes a significantly lower overhead on composed programs relative to mono-language programs.Comment: 33 pages, 1 figure, 9 table

Monadic Augment And Generalized Short Cut Fusion

Monads are commonplace programming devices that are used to uniformly structure computations;in particular, they are often used to mimic the effects of impure features suchas state, error handling, and I/O. This paper further develops the monadic programmingparadigm by investigating the extent to which monadic computations can be optimisedby using generalisations of short cut fusion to eliminate monadic structures whose solepurpose is to \glue together" monadic program components.Ghani, Uustalu, and Vene have recently shown that every inductive type has an associatedbuild combinator and an associated short cut fusion rule. They have also used thenotion of a parameterised monad to describe those monads that give rise to inductive types,and have shown that the standard augment combinators and cata/augment fusion rulesfor algebraic data types can be generalised to xed points of all parameterised monads.We revisit these augment combinators and generalised short cut fusion rules for such typesbut consider them from a functional programming perspective, rather than a categoricalone. In addition to making the category-theoretic ideas of Ghani, Uustalu, and Venemore easily accessible to a wider audience of functional programmers, we demonstratetheir practical applicability by developing nontrivial application programs and performingmodest benchmarking on them. We also show how the cata/augment rules can serve asthe basis for deriving additional generic fusion laws, thus opening the way for an algebraof fusion. Finally, we oer deep theoretical insights, arguing that the augment combinatorsare monadic in nature, and thus that the cata/build and cata/augment rules arearguably the best generally applicable fusion rules obtainable