17,501 research outputs found
Dynamically typed languages
Dynamically typed languages such as Python and Ruby have experienced a rapid grown in popularity in recent times. However, there is much confusion as to what makes these languages interesting relative to statically typed languages, and little knowledge of their rich history. In this chapter I explore the general topic of dynamically typed languages, how they differ from statically typed languages, their history, and their defining features
EffectiveSan: Type and Memory Error Detection using Dynamically Typed C/C++
Low-level programming languages with weak/static type systems, such as C and
C++, are vulnerable to errors relating to the misuse of memory at runtime, such
as (sub-)object bounds overflows, (re)use-after-free, and type confusion. Such
errors account for many security and other undefined behavior bugs for programs
written in these languages. In this paper, we introduce the notion of
dynamically typed C/C++, which aims to detect such errors by dynamically
checking the "effective type" of each object before use at runtime. We also
present an implementation of dynamically typed C/C++ in the form of the
Effective Type Sanitizer (EffectiveSan). EffectiveSan enforces type and memory
safety using a combination of low-fat pointers, type meta data and type/bounds
check instrumentation. We evaluate EffectiveSan against the SPEC2006 benchmark
suite and the Firefox web browser, and detect several new type and memory
errors. We also show that EffectiveSan achieves high compatibility and
reasonable overheads for the given error coverage. Finally, we highlight that
EffectiveSan is one of only a few tools that can detect sub-object bounds
errors, and uses a novel approach (dynamic type checking) to do so.Comment: To appear in the Proceedings of 39th ACM SIGPLAN Conference on
Programming Language Design and Implementation (PLDI2018
Program logics for homogeneous meta-programming.
A meta-program is a program that generates or manipulates another program; in homogeneous meta-programming, a program may generate new parts of, or manipulate, itself. Meta-programming has been used extensively since macros
were introduced to Lisp, yet we have little idea how formally to reason about metaprograms. This paper provides the first program logics for homogeneous metaprogramming
â using a variant of MiniMLe by Davies and Pfenning as underlying meta-programming language.We show the applicability of our approach by reasoning about example meta-programs from the literature. We also demonstrate that our logics are relatively complete in the sense of Cook, enable the inductive derivation of characteristic formulae, and exactly capture the observational properties induced by the operational semantics
Reconciling positional and nominal binding
We define an extension of the simply-typed lambda calculus where two
different binding mechanisms, by position and by name, nicely coexist. In the
former, as in standard lambda calculus, the matching between parameter and
argument is done on a positional basis, hence alpha-equivalence holds, whereas
in the latter it is done on a nominal basis. The two mechanisms also
respectively correspond to static binding, where the existence and type
compatibility of the argument are checked at compile-time, and dynamic binding,
where they are checked at run-time.Comment: In Proceedings ITRS 2012, arXiv:1307.784
In the Age of Web: Typed Functional-First Programming Revisited
Most programming languages were designed before the age of web. This matters
because the web changes many assumptions that typed functional language
designers take for granted. For example, programs do not run in a closed world,
but must instead interact with (changing and likely unreliable) services and
data sources, communication is often asynchronous or event-driven, and programs
need to interoperate with untyped environments.
In this paper, we present how the F# language and libraries face the
challenges posed by the web. Technically, this comprises using type providers
for integration with external information sources and for integration with
untyped programming environments, using lightweight meta-programming for
targeting JavaScript and computation expressions for writing asynchronous code.
In this inquiry, the holistic perspective is more important than each of the
features in isolation. We use a practical case study as a starting point and
look at how F# language and libraries approach the challenges posed by the web.
The specific lessons learned are perhaps less interesting than our attempt to
uncover hidden assumptions that no longer hold in the age of web.Comment: In Proceedings ML/OCaml 2014, arXiv:1512.0143
Interprocedural Type Specialization of JavaScript Programs Without Type Analysis
Dynamically typed programming languages such as Python and JavaScript defer
type checking to run time. VM implementations can improve performance by
eliminating redundant dynamic type checks. However, type inference analyses are
often costly and involve tradeoffs between compilation time and resulting
precision. This has lead to the creation of increasingly complex multi-tiered
VM architectures.
Lazy basic block versioning is a simple JIT compilation technique which
effectively removes redundant type checks from critical code paths. This novel
approach lazily generates type-specialized versions of basic blocks on-the-fly
while propagating context-dependent type information. This approach does not
require the use of costly program analyses, is not restricted by the precision
limitations of traditional type analyses.
This paper extends lazy basic block versioning to propagate type information
interprocedurally, across function call boundaries. Our implementation in a
JavaScript JIT compiler shows that across 26 benchmarks, interprocedural basic
block versioning eliminates more type tag tests on average than what is
achievable with static type analysis without resorting to code transformations.
On average, 94.3% of type tag tests are eliminated, yielding speedups of up to
56%. We also show that our implementation is able to outperform Truffle/JS on
several benchmarks, both in terms of execution time and compilation time.Comment: 10 pages, 10 figures, submitted to CGO 201
Multi-level Contextual Type Theory
Contextual type theory distinguishes between bound variables and
meta-variables to write potentially incomplete terms in the presence of
binders. It has found good use as a framework for concise explanations of
higher-order unification, characterize holes in proofs, and in developing a
foundation for programming with higher-order abstract syntax, as embodied by
the programming and reasoning environment Beluga. However, to reason about
these applications, we need to introduce meta^2-variables to characterize the
dependency on meta-variables and bound variables. In other words, we must go
beyond a two-level system granting only bound variables and meta-variables.
In this paper we generalize contextual type theory to n levels for arbitrary
n, so as to obtain a formal system offering bound variables, meta-variables and
so on all the way to meta^n-variables. We obtain a uniform account by
collapsing all these different kinds of variables into a single notion of
variabe indexed by some level k. We give a decidable bi-directional type system
which characterizes beta-eta-normal forms together with a generalized
substitution operation.Comment: In Proceedings LFMTP 2011, arXiv:1110.668
Linguistic Reflection in Java
Reflective systems allow their own structures to be altered from within. Here
we are concerned with a style of reflection, called linguistic reflection,
which is the ability of a running program to generate new program fragments and
to integrate these into its own execution. In particular we describe how this
kind of reflection may be provided in the compiler-based, strongly typed
object-oriented programming language Java. The advantages of the programming
technique include attaining high levels of genericity and accommodating system
evolution. These advantages are illustrated by an example taken from persistent
programming which shows how linguistic reflection allows functionality (program
code) to be generated on demand (Just-In-Time) from a generic specification and
integrated into the evolving running program. The technique is evaluated
against alternative implementation approaches with respect to efficiency,
safety and ease of use.Comment: 25 pages. Source code for examples at
http://www-ppg.dcs.st-and.ac.uk/Java/ReflectionExample/ Dynamic compilation
package at http://www-ppg.dcs.st-and.ac.uk/Java/DynamicCompilation
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