857 research outputs found
Achieving Starvation-Freedom with Greater Concurrency in Multi-Version Object-based Transactional Memory Systems
To utilize the multi-core processors properly concurrent programming is
needed. Concurrency control is the main challenge while designing a correct and
efficient concurrent program. Software Transactional Memory Systems (STMs)
provides ease of multithreading to the programmer without worrying about
concurrency issues such as deadlock, livelock, priority inversion, etc. Most of
the STMs works on read-write operations known as RWSTMs. Some STMs work at
high-level operations and ensure greater concurrency than RWSTMs. Such STMs are
known as Object-Based STMs (OSTMs). The transactions of OSTMs can return commit
or abort. Aborted OSTMs transactions retry. But in the current setting of
OSTMs, transactions may starve. So, we proposed a Starvation-Free OSTM
(SF-OSTM) which ensures starvation-freedom in object based STM systems while
satisfying the correctness criteria as co-opacity. Databases, RWSTMs and OSTMs
say that maintaining multiple versions corresponding to each key of transaction
reduces the number of aborts and improves the throughput. So, to achieve
greater concurrency, we proposed Starvation-Free Multi-Version OSTM (SF-MVOSTM)
which ensures starvation-freedom while storing multiple versions corresponding
to each key and satisfies the correctness criteria such as local opacity. To
show the performance benefits, We implemented three variants of SF-MVOSTM
(SF-MVOSTM, SF-MVOSTM-GC and SF-KOSTM) and compared it with state-of-the-art
STMs.Comment: 68 pages, 24 figures. arXiv admin note: text overlap with
arXiv:1709.0103
HeTM: Transactional Memory for Heterogeneous Systems
Modern heterogeneous computing architectures, which couple multi-core CPUs
with discrete many-core GPUs (or other specialized hardware accelerators),
enable unprecedented peak performance and energy efficiency levels.
Unfortunately, though, developing applications that can take full advantage of
the potential of heterogeneous systems is a notoriously hard task. This work
takes a step towards reducing the complexity of programming heterogeneous
systems by introducing the abstraction of Heterogeneous Transactional Memory
(HeTM). HeTM provides programmers with the illusion of a single memory region,
shared among the CPUs and the (discrete) GPU(s) of a heterogeneous system, with
support for atomic transactions. Besides introducing the abstract semantics and
programming model of HeTM, we present the design and evaluation of a concrete
implementation of the proposed abstraction, which we named Speculative HeTM
(SHeTM). SHeTM makes use of a novel design that leverages on speculative
techniques and aims at hiding the inherently large communication latency
between CPUs and discrete GPUs and at minimizing inter-device synchronization
overhead. SHeTM is based on a modular and extensible design that allows for
easily integrating alternative TM implementations on the CPU's and GPU's sides,
which allows the flexibility to adopt, on either side, the TM implementation
(e.g., in hardware or software) that best fits the applications' workload and
the architectural characteristics of the processing unit. We demonstrate the
efficiency of the SHeTM via an extensive quantitative study based both on
synthetic benchmarks and on a porting of a popular object caching system.Comment: The current work was accepted in the 28th International Conference on
Parallel Architectures and Compilation Techniques (PACT'19
Solving multiprocessor drawbacks with kilo-instruction processors
Nowadays, a good multiprocessor system design has to deal with many drawbacks in order to achieve a good tradeoff between complexity and performance. For example, while solving problems like coherence and consistency is essential for correctness the way to solve processor stalls due to critical sections and synchronization points is desirable for performance. And none of these drawbacks has a straightforward solution.
We show in our paper how the multi-checkpointing mechanism of the Kilo-Instruction Processors can be correctly leveraged in order to achieve a good complexity-effective multiprocessor design. Specifically, we describe a Kilo-Instruction Multiprocessor that transparently, i.e. without any software support, uses transaction-based memory updates. Our model simplifies the coherence and consistency hardware and gives the potential for easily applying different desirable speculative mechanisms to enhance performance when facing some synchronization constructs of current parallel applications.Postprint (published version
Implicit transactional memory in chip multiprocessors
Chip Multiprocessors (CMPs) are an efficient way of designing and use the huge amount of transistors on a chip. Different cores on a chip can compose a shared memory system with a very low-latency interconnect at a very low cost. Unfortunately, consistency models and synchronization styles of popular programming models for multiprocessors impose severe performance losses. Known architectural approaches to combat these losses are too complex, too specialized, or not transparent to the software. In this article, we introduce “implicit transactional memory” as a generalized architectural concept to remove such performance losses. We show how the concept of implicit transactions can be implemented at a low complexity by leveraging the multi-checkpoint mechanism of the Kilo-Instruction Processor. By relying on a general speculation substrate, it supports even the strictest consistency model – sequential consistency – potentially as effectively as weaker models and it allows multiple threads to speculatively execute critical sections, beyond barriers and event synchronizations.Postprint (published version
TM2C: A software transactional memory for many-cores
Transactional memory is an appealing paradigm for concurrent programming. Many software implementations of the paradigm were proposed in the last decades for both shared memory multi-core systems and clusters of distributed machines. However, chip manufacturers have started producing many-core architectures, with low network-on-chip communication latency and limited support for cache-coherence, rendering existing transactional memory implementations inapplicable. This paper presents TM2C, the first software Transactional Memory protocol for Many-Core systems. TM2C exploits network-on-chip communications to get granted accesses to shared data through efficient message passing. In particular, it allows visible read accesses and hence effective distributed contention management with eager conflict detection. We also propose FairCM, a companion contention manager that ensures starvation-freedom, which we believe is an important property in many-core systems, as well as an implementation of elastic transactions in these settings. Our evaluation on four benchmarks, i.e., a linked list and a hash table data structures as well as a bank and a MapReduce-like applications, indicates better scalability than locks and up to 20-fold speedup (relative to bare sequential code) when running 24 application cores. © 2012 ACM
Obtaining Progress Guarantee and GreaterConcurrency in Multi-Version Object Semantics
Software Transactional Memory Systems (STMs) provides ease of multithreading to the programmer withoutworrying about concurrency issues such as deadlock, livelock, priority inversion, etc. Most of the STMs workson read-write operations known as RWSTMs. Some STMs work at high-level operations and ensure greaterconcurrency than RWSTMs. Such STMs are known as Object-Based STMs (OSTMs). The transactions of OSTMscan return commit or abort. Aborted OSTMs transactions retry. But in the current setting of OSTMs, transactionsmay starve. So, we proposed a Starvation-Free OSTM (SF-OSTM) which ensures starvation-freedom whilesatisfying the correctness criteria as opacity.Databases, RWSTMs and OSTMs say that maintaining multiple versions corresponding to each key reduces thenumber of aborts and improves the throughput. So, to achieve the greater concurrency, we proposed Starvation-Free Multi-Version OSTM (SF-MVOSTM) which ensures starvation-freedom while storing multiple versioncorresponding to each key and satisfies the correctness criteria as local opacity. To show the performance benefits,We implemented three variants of SF-MVOSTM and compare its performance with state-of-the-art STM
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