the proceedings contain 58 papers. the topics discussed include: beyond human-level accuracy: computational challenges in deep learning;throughput-oriented GPU memory allocation;SEP-graph: finding shortest execution p...
ISBN:
(纸本)9781450362252
the proceedings contain 58 papers. the topics discussed include: beyond human-level accuracy: computational challenges in deep learning;throughput-oriented GPU memory allocation;SEP-graph: finding shortest execution paths for graph processing under a hybrid framework on GPU;incremental flattening for nested data parallelism;modular transactions: bounding mixed races in space and time;processing transactions in a predefined order;data-flow/dependence profiling for structured transformations;lightweight hardware transactional memory profiling;provably and practically efficient granularity control;semantics-aware scheduling policies for synchronization determinism;and a round-efficient distributed betweenness centrality algorithm.
the proceedings contain 46 papers. the topics discussed include: kite: efficient and available release consistency for the datacenter;Oak: a scalable off-heap allocated key-value map;optimizing batched Winograd convol...
the proceedings contain 46 papers. the topics discussed include: kite: efficient and available release consistency for the datacenter;Oak: a scalable off-heap allocated key-value map;optimizing batched Winograd convolution on GPUs;taming unbalanced training workloads in deep learning with partial collective operations;scalable top-K retrieval with Sparta;waveSZ: a hardware-algorithm co-design of efficient lossy compression for scientific data;scaling concurrent queues by using HTM to profit from failed atomic operations;a wait-free universal construction for large objects;using sample-based time series data for automated diagnosis of scalability losses in parallel programs;scaling out speculative execution of finite-state machines withparallel merge;and detecting and reproducing error-code propagation bugs in MPI implementations.
the proceedings contain 44 papers. the topics discussed include: predicate RCU: an RCU for scalable concurrent updates;automatic scalable atomicity via semantic locking;a framework for practical parallel fast matrix m...
ISBN:
(纸本)9781450332057
the proceedings contain 44 papers. the topics discussed include: predicate RCU: an RCU for scalable concurrent updates;automatic scalable atomicity via semantic locking;a framework for practical parallel fast matrix multiplication;PLUTO+: near-complete modeling of affine transformations for parallelism and locality;distributed memory code generation for mixed irregular/regular computations;performance implications of dynamic memory allocators on transactional memory systems;low-overhead software transactional memory with progress guarantees and strong semantics∗;barrier elision for production parallel programs;scalable and efficient implementation of 3D unstructured meshes computation: a case study on matrix assembly;and diagnosing the causes and severity of one-sided message contention.
the proceedings contain 43 papers. the topics discussed include: provably good randomized strategies for data placement in distributed key-value stores;provably fast and space-efficient parallel biconnectivity;practic...
ISBN:
(纸本)9798400700156
the proceedings contain 43 papers. the topics discussed include: provably good randomized strategies for data placement in distributed key-value stores;provably fast and space-efficient parallel biconnectivity;practically and theoretically efficient garbage collection for multiversioning;fast and scalable channels in Kotlin coroutines;high-performance GPU-to-CPU transpilation and optimization via high-level parallel constructs;lifetime-based optimization for simulating quantum circuits on a new Sunway supercomputer;merchandiser: data placement on heterogeneous memory for task-parallel HPC applications with load-balance awareness;visibility algorithms for dynamic dependence analysis and distributed coherence;Block-STM: scaling blockchain execution by turning ordering curse to a performance blessing;TDC: towards extremely efficient CNNs on GPUs via hardware-aware tucker decomposition;and improving energy saving of one-sided matrix decompositions on CPU-GPU heterogeneous systems.
the proceedings contain 44 papers. the topics discussed include: FastFold: optimizing AlphaFold training and inference on GPU clusters;liger: interleaving intra- and inter-operator parallelism for distributed large mo...
ISBN:
(纸本)9798400704352
the proceedings contain 44 papers. the topics discussed include: FastFold: optimizing AlphaFold training and inference on GPU clusters;liger: interleaving intra- and inter-operator parallelism for distributed large model inference;optimizing collective communications with error-bounded lossy compression for GPU clusters;OsirisBFT: say no to task replication for scalable byzantine fault tolerant analytics;RELAX: durable data structures with swift recovery;a row decomposition-based approach for sparse matrix multiplication on GPUs;Tetris: accelerating sparse convolution by exploiting memory reuse on GPU;scaling up transactions with slower clocks;towards scalable unstructured mesh computations on shared memory many-cores;AGAthA: fast and efficient GPU acceleration of guided sequence alignment for long read mapping;and shared memory-contention-aware concurrent DNN execution for diversely heterogeneous system-on-chips.
the proceedings contain 45 papers. the topics discussed include: a peta-scalable CPU-GPU algorithm for global atmospheric simulations;adoption protocols for fanout-optimal fault-tolerant termination detection;betweenn...
ISBN:
(纸本)9781450319225
the proceedings contain 45 papers. the topics discussed include: a peta-scalable CPU-GPU algorithm for global atmospheric simulations;adoption protocols for fanout-optimal fault-tolerant termination detection;betweenness centrality: algorithms and implementations;complexity analysis and algorithm design for reorganizing data to minimize non-coalesced memory accesses on GPU;fast concurrent queues for x86 processors;FASTLANE: improving performance of software transactional memory for low thread counts;Ligra: a lightweight graph processing framework for shared memory;ownership passing: efficient distributed memory programming on multi-core systems;parallel suffix array and least common prefix for the GPU;Streamscan: fast scan algorithms for GPUs without global barrier synchronization;using hardware transactional memory to correct and simplify a readers-writer lock algorithm;and exploring different automata representations for efficient regular expression matching on GPUs.
the proceedings contain 57 papers. the topics discussed include: scalable framework for mapping streaming applications onto multi-GPU systems;efficient performance evaluation of memory hierarchy for highly multithread...
ISBN:
(纸本)9781450311601
the proceedings contain 57 papers. the topics discussed include: scalable framework for mapping streaming applications onto multi-GPU systems;efficient performance evaluation of memory hierarchy for highly multithreaded graphics processors;extending a C-like language for portable SIMD programming;DOJ: dynamically parallelizing object-oriented programs;GPU-based NFA implementation for memory efficient high speed regular expression matching;concurrent tries with efficient non-blocking snapshots;deterministic parallel random-number generation for dynamic-multithreading platforms;algorithm-based fault tolerance for dense matrix factorizations;revisiting the combining synchronization technique;FlexBFS: a parallelism-aware implementation of breadth-first search on GPU;optimizing remote accesses for offloaded kernels: application to high-level synthesis for FPGA;and the boat hull model: adapting the roofline model to enable performance prediction for parallel computing.
the proceedings contain 46 papers. the topics discussed include: kite: efficient and available release consistency for the datacenter;oak: a scalable off-heap allocated key-value map;taming unbalanced training workloa...
ISBN:
(纸本)9781450368186
the proceedings contain 46 papers. the topics discussed include: kite: efficient and available release consistency for the datacenter;oak: a scalable off-heap allocated key-value map;taming unbalanced training workloads in deep learning with partial collective operations;scalable top-k retrieval with sparta;waveSZ: a hardware-algorithm co-design of efficient lossy compression for scientific data;scaling concurrent queues by using HTM to profit from failed atomic operations;a wait-free universal construction for large objects;universal wait-free memory reclamation;and using sample-based time series data for automated diagnosis of scalability losses in parallel programs.
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