Project CrayOn: Back to the future for a more General-Purpose GPU

General purpose of use graphics processing units (GPGPU) recapitulates many of the lessons of the early generations of supercomputers. To what extent have we learnt those lessons, rather than repeating the mistakes? To answer that question, I review why the Cray-1 design ushered in a succession of successful supercomputer designs, while more exotic modes of parallelism failed to gain traction. In the light of this review, I propose that new packaging breakthroughs create an opening for revisiting our approach to GPUs and hence GPGPU. If we do not do so now, the GPU endpoint–when no GPU enhancement will be perceptible to human senses–will in any case remove the economic incentive to build ever-faster GPUs and hence the economy of scale incentive for GPGPU. Anticipating this change now makes sense when new 3D packaging options are opening up; I propose one such option inspired by packaging of the Cray-1

Recursos anchos: una técnica de bajo coste para explotar paralelismo agresivo en códigos numéricos

Els bucles son la part que més temps consumeix en les aplicacions numèriques. El rendiment dels bucles està limitat tant pels recursos oferts per l'arquitectura com per les recurrències del bucle en la computació. Per executar més operacions per cicle, els processadors actuals es dissenyen amb graus creixents de replicació de recursos (tècnica de replicació) para ports de memòria i unitats funcionals. En canvi, el gran cost en termes d'àrea i temps de cicle d'aquesta tècnica limita tenir alts graus de replicació: alts valors en temps de cicle contraresten els guanys deguts al decrement en el nombre de cicles, mentre que alts valors en l'àrea requerida poden portar a configuracions impossibles d'implementar. Una alternativa a la replicació de recursos, és fer los més amples (tècnica que anomenem "widening"), i que ha estat usada en alguns dissenys recents. Amb aquesta tècnica, l'amplitud dels recursos s'amplia, fent una mateixa operació sobre múltiples dades. Per altra banda, alguns microprocessadors escalars de propòsit general han estat implementats amb unitats de coma flotants que implementen la instrucció sumar i multiplicar unificada (tècnica de fusió), el que redueix la latència de la operació combinada, tanmateix com el nombre de recursos utilitzats. A aquest treball s'avaluen un ampli conjunt d'alternatives de disseny de processadors VLIW que combinen les tres tècniques. S'efectua una projecció tecnològica de les noves generacions de processadors per predir les possibles alternatives implementables. Com a conclusió, demostrem que tenint en compte el cost, combinar certs graus de replicació i "widening" als recursos hardware és més efectiu que aplicar únicament replicació. Així mateix, confirmem que fer servir unitats que fusionen multiplicació i suma pot tenir un impacte molt significatiu en l'increment de rendiment en futures arquitectures de processadors a un cost molt raonable.Loops are the main time-consuming part of numerical applications. The performance of the loops is limited either by the resources offered by the architecture or by recurrences in the computation. To execute more operations per cycle, current processors are designed with growing degrees of resource replication (replication technique) for memory ports and functional units. However, the high cost in terms of area and cycle time of this technique precludes the use of high degrees of replication. High values for the cycle time may clearly offset any gain in terms of number of execution cycles. High values for the area may lead to an unimplementable configuration. An alternative to resource replication is resource widening (widening technique), which has also been used in some recent designs in which the width of the resources is increased (i.e., a single operation is performed over multiple data). Moreover, several general-purpose superscalar microprocessors have been implemented with multiply-add fused floating point units (fusion technique), which reduces the latency of the combined operation and the number of resources used. On this thesis, we evaluate a broad set of VLIW processor design alternatives that combine the three techniques. We perform a technological projection for the next processor generations in order to foresee the possible implementable alternatives. From this study, we conclude that if the cost is taken into account, combining certain degrees of replication and widening in the hardware resources is more effective than applying only replication. Also, we confirm that multiply-add fused units will have a significant impact in raising the performance of future processor architectures with a reasonable increase in cost

Clustered VLIW architecture based on queue register files

Institute for Computing Systems ArchitectureInstruction-level parallelism (ILP) is a set of hardware and software techniques that allow parallel execution of machine operations. Superscalar architectures rely most heavily upon hardware schemes to identify parallelism among operations. Although successful in terms of performance, the hardware complexity involved might limit the scalability of this model. VLIW architectures use a different approach to exploit ILP. In this case all data dependence analyses and scheduling of operations are performed at compile time, resulting in a simpler hardware organization. This allows the inclusion of a larger number of functional units (FUs) into a single chip. IN spite of this relative simplification, the scalability of VLIW architectures can be constrained by the size and number of ports of the register file. VLIW machines often use software pipelining techniques to improve the execution of loop structures, which can increase the register pressure. Furthermore, the access time of a register file can be compromised by the number of ports, causing a negative impact on the machine cycle time. For these reasons we understand that the benefits of having parallel FUs, which have motivated the investigation of alternative machine designs. This thesis presents a scalar VLIW architecture comprising clusters of FUs and private register files. Register files organised as queue structures are used as a mechanism for inter-cluster communication, allowing the enforcement of fixed latency in the process. This scheme presents better possibilities in terms of scalability as the size of the individual register files is not determined by the total number of FUs, suggesting that the silicon area may grow only linearly with respect to the total number of FUs. However, the effectiveness of such an organization depends on the efficiency of the code partitioning strategy. We have developed an algorithm for a clustered VLIW architecture integrating both software pipelining and code partitioning in a a single procedure. Experimental results show it may allow performance levels close to an unclustered machine without communication restraints. Finally, we have developed silicon area and cycle time models to quantify the scalability of performance and cost for this class of architecture

Instruction scheduling optimizations for energy efficient VLIW processors

Very Long Instruction Word (VLIW) processors are wide-issue statically scheduled processors. Instruction scheduling for these processors is performed by the compiler and is therefore a critical factor for its operation. Some VLIWs are clustered, a design that improves scalability to higher issue widths while improving energy efficiency and frequency. Their design is based on physically partitioning the shared hardware resources (e.g., register file). Such designs further increase the challenges of instruction scheduling since the compiler has the additional tasks of deciding on the placement of the instructions to the corresponding clusters and orchestrating the data movements across clusters. In this thesis we propose instruction scheduling optimizations for energy-efficient VLIW processors. Some of the techniques aim at improving the existing state-of-theart scheduling techniques, while others aim at using compiler techniques for closing the gap between lightweight hardware designs and more complex ones. Each of the proposed techniques target individual features of energy efficient VLIW architectures. Our first technique, called Aligned Scheduling, makes use of a novel scheduling heuristic for hiding memory latencies in lightweight VLIW processors without hardware load-use interlocks (Stall-On-Miss). With Aligned Scheduling, a software-only technique, a SOM processor coupled with non-blocking caches can better cope with the cache latencies and it can perform closer to the heavyweight designs. Performance is improved by up to 20% across a range of benchmarks from the Mediabench II and SPEC CINT2000 benchmark suites. The rest of the techniques target a class of VLIW processors known as clustered VLIWs, that are more scalable and more energy efficient and operate at higher frequencies than their monolithic counterparts. The second scheme (LUCAS) is an improved scheduler for clustered VLIW processors that solves the problem of the existing state-of-the-art schedulers being very susceptible to the inter-cluster communication latency. The proposed unified clustering and scheduling technique is a hybrid scheme that performs instruction by instruction switching between the two state-of-the-art clustering heuristics, leading to better scheduling than either of them. It generates better performing code compared to the state-of-the-art for a wide range of inter-cluster latency values on the Mediabench II benchmarks. The third technique (called CAeSaR) is a scheduler for clustered VLIW architectures that minimizes inter-cluster communication by local caching and reuse of already received data. Unlike dynamically scheduled processors, where this can be supported by the register renaming hardware, in VLIWs it has to be done by the code generator. The proposed instruction scheduler unifies cluster assignment, instruction scheduling and communication minimization in a single unified algorithm, solving the phase ordering issues between all three parts. The proposed scheduler shows an improvement in execution time of up to 20.3% and 13.8% on average across a range of benchmarks from the Mediabench II and SPEC CINT2000 benchmark suites. The last technique, applies to heterogeneous clustered VLIWs that support dynamic voltage and frequency scaling (DVFS) independently per cluster. In these processors there are no hardware interlocks between clusters to honor the data dependencies. Instead, the scheduler has to be aware of the DVFS decisions to guarantee correct execution. Effectively controlling DVFS, to selectively decrease the frequency of clusters with slack in their schedule, can lead to significant energy savings. The proposed technique (called UCIFF) solves the phase ordering problem between frequency selection and scheduling that is present in existing algorithms. The results show that UCIFF produces better code than the state-of-the-art and very close to the optimal across the Mediabench II benchmarks. Overall, the proposed instruction scheduling techniques lead to either better efficiency on existing designs or allow simpler lightweight designs to be competitive against ones with more complex hardware

Reducing the complexity of the register file in dynamic superscalar processors

Journal ArticleDynamic superscalar processors execute multiple instructions out-of-order by looking for independent operations within a large window. The number of physical registers within the processor has a direct impact on the size of this window as most in-flight instructions require a new physical register at dispatch. A large multi-ported register file helps improve the instruction-level parallelism (ILP), but may have a detrimental effect on clock speed, especially in future wire-limited technologies. In this paper, we propose a register file organization that reduces register file size and port requirements for a given amount of ILP. We use a two-level register file organization to reduce register file size requirements, and a banked organization to reduce port requirements. We demonstrate empirically that the resulting register file organizations have reduced latency and (in the case of the banked organization) energy requirements for similar instructions per cycle (IPC) performance and improved instructions per second (IPS) performance in comparison to a conventional monolithic register file. The choice of organization is dependent on design goals

Kontinuirana nadoknada bubrežne funkcije

Acute renal failure (ARF) is currently more frequently seen as part of a more complex syndrome defined by sepsis and/or multiple organ failure. Evolution in the field of hemodialysis has led to a parallel development of new systems for continuous renal replacement therapy (CRRT) in critically ill patients. The various CRRT modalities differ in the type of vascular access, application of diffusive or convective clearance (or a combination of both), and location where the replacement fluid enters the circuit. CRRTs have certainly facilitated the management of critically ill patients with ARF combined with cardiovascular instability, severe fluid overload, hypercatabolism, cerebral edema, adult respiratory distress syndrome, lactic acidosis, sepsis or other inflammatory syndromes, crush syndrome, congestive heart failure, and cardiopulmonary bypass. Continuous therapies incorporate several advantages including improved hemodynamic stability, optimal fluid balance, gradual urea removal, elimination of septic mediators, and the possibility of unlimited parenteral nutrition. Major difficulties and unsolved problems of CRRT are the ongoing necessity for continuous anticoagulation, considerable loss of amino acids, vitamins, trace elements, potassium, phosphate, and some drugs as well as immobilization of the patient. The advantages of CRRT should theoretically translate into improved outcomes of critically ill ARF patients, but the superiority of continuous modalities in terms of outcomes is still controversial, despite encouraging results in some clinical trials.Akutno zatajenje bubrega (AZB) danas se najčešće javlja u sklopu složenih sindroma poput sepse i/ili višestrukog zatajenja organa. Napredak na području hemodijalize doveo je do usporednog razvoja novih tehnika liječenja koje se temelje na kontinuiranoj nadoknadi bubrežne funkcije. Metode kontinuirane nadoknade bubrežne funkcije razlikuju se s obzirom na krvožilni pristup, uporabu difuzije ili konvekcije u čišćenju krvi (ili kombinaciju obiju metoda), kao i prema mjestu u izvantjelesnom optoku na kojem se dodaje nadoknadna tekućina. Metode kontinuirane nadoknade bubrežne funkcije značajno su olakšale liječenje teških bolesnika s AZB koji imaju nestabilan srčanožilni sustav, suvišak tekućine, nalaze se u stanju pojačanog katabolizma, imaju edem mozga ili sindrom iscrpljenih pluća u odraslih, laktacidozu, sepsu ili sistemski upalni odgovor, nagnječenja, zatajenje srca ili srčanoplućno premoštenje. Postupci kontinuiranog liječenja AZB imaju niz prednosti koje uključuju poboljšanu hemodinamsku stabilnost, uravnoteženje tekućine u organizmu, postupno odstranjenje ureje, uklanjanje posrednika sepse i mogućnost neograničene parenteralne prehrane. Medu najznačajnije nedostatke i do danas neriješene probleme metoda za kontinuirano liječenje AZB spadaju potreba za trajnom primjenom antikoagulansa, značajni gubitci aminokiselina, vitamina, oligominerala, kalija, fosfata i nekih lijekova, kao i vrlo ograničena pokretljivost bolesnika. Prednosti metoda kontinuiranog liječenja AZB mogle bi teorijski rezultirati boljim ishodom liječenja vrlo teških bolesnika s AZB, ali su rezultati istraživanja na tome području još uvijek neujednačeni bez obzira na ohrabrujuće rezultate nekih kliničkih ispitivanja

Fast thread communication and synchronization mechanisms for a scalable single chip multiprocessor

Thesis (Ph. D.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 1998.Includes bibliographical references (p. 159-163).by Stephen William Keckler.Ph.D

Architectural and Complier Mechanisms for Accelerating Single Thread Applications on Mulitcore Processors.

Multicore systems have become the dominant mainstream computing platform. One of the biggest challenges going forward is how to efficiently utilize the ever increasing computational power provided by multicore systems. Applications with large amounts of explicit thread-level parallelism naturally scale performance with the number of cores. However, single-thread applications realize little to no gains from multicore systems. This work investigates architectural and compiler mechanisms to automatically accelerate single thread applications on multicore processors by efficiently exploiting three types of parallelism across multiple cores: instruction level parallelism (ILP), fine-grain thread level parallelism (TLP), and speculative loop level parallelism (LLP). A multicore architecture called Voltron is proposed to exploit different types of parallelism. Voltron can organize the cores for execution in either coupled or decoupled mode. In coupled mode, several in-order cores are coalesced to emulate a wide-issue VLIW processor. In decoupled mode, the cores execute a set of fine-grain communicating threads extracted by the compiler. By executing fine-grain threads in parallel, Voltron provides coarse-grained out-of-order execution capability using in-order cores. Architectural mechanisms for speculative execution of loop iterations are also supported under the decoupled mode. Voltron can dynamically switch between two modes with low overhead to exploit the best form of available parallelism. This dissertation also investigates compiler techniques to exploit different types of parallelism on the proposed architecture. First, this work proposes compiler techniques to manage multiple instruction streams to collectively function as a single logical stream on a conventional VLIW to exploit ILP. Second, this work studies compiler algorithms to extract fine-grain threads. Third, this dissertation proposes a series of systematic compiler transformations and a general code generation framework to expose hidden speculative LLP hindered by register and memory dependences in the code. These transformations collectively remove inter-iteration dependences that are caused by subsets of isolatable instructions, are unwindable, or occur infrequently. Experimental results show that proposed mechanisms can achieve speedups of 1.33 and 1.14 on 4 core machines by exploiting ILP and TLP respectively. The proposed transformations increase the DOALL loop coverage in applications from 27% to 61%, resulting in a speedup of 1.84 on 4 core systems.Ph.D.Computer Science & EngineeringUniversity of Michigan, Horace H. Rackham School of Graduate Studieshttp://deepblue.lib.umich.edu/bitstream/2027.42/58419/1/hongtaoz_1.pd

Fast, frequency-based, integrated register allocation and instruction scheduling

Master'sMASTER OF SCIENC