Modeling and optimization of high-performance many-core systems for energy-efficient and reliable computing

Thesis (Ph.D.)--Boston UniversityMany-core systems, ranging from small-scale many-core processors to large-scale high performance computing (HPC) data centers, have become the main trend in computing system design owing to their potential to deliver higher throughput per watt. However, power densities and temperatures increase following the growth in the performance capacity, and bring major challenges in energy efficiency, cooling costs, and reliability. These challenges require a joint assessment of performance, power, and temperature tradeoffs as well as the design of runtime optimization techniques that monitor and manage the interplay among them. This thesis proposes novel modeling and runtime management techniques that evaluate and optimize the performance, energy, and reliability of many-core systems. We first address the energy and thermal challenges in 3D-stacked many-core processors. 3D processors with stacked DRAM have the potential to dramatically improve performance owing to lower memory access latency and higher bandwidth. However, the performance increase may cause 3D systems to exceed the power budgets or create thermal hot spots. In order to provide an accurate analysis and enable the design of efficient management policies, this thesis introduces a simulation framework to jointly analyze performance, power, and temperature for 3D systems. We then propose a runtime optimization policy that maximizes the system performance by characterizing the application behavior and predicting the operating points that satisfy the power and thermal constraints. Our policy reduces the energy-delay product (EDP) by up to 61.9% compared to existing strategies. Performance, cooling energy, and reliability are also critical aspects in HPC data centers. In addition to causing reliability degradation, high temperatures increase the required cooling energy. Communication cost, on the other hand, has a significant impact on system performance in HPC data centers. This thesis proposes a topology-aware technique that maximizes system reliability by selecting between workload clustering and balancing. Our policy improves the system reliability by up to 123.3% compared to existing temperature balancing approaches. We also introduce a job allocation methodology to simultaneously optimize the communication cost and the cooling energy in a data center. Our policy reduces the cooling cost by 40% compared to cooling-aware and performance-aware policies, while achieving comparable performance to performance-aware policy

Exploration architecturale et étude des performances des réseaux sur puce 3D partiellement connectés verticalement

Utilization of the third dimension can lead to a significant reduction in power and average hop-count in Networks- on-Chip (NoC). TSV technology, as the most promising technology in 3D integration, offers short and fast vertical links which copes with the long wire problem in 2D NoCs. Nonetheless, TSVs are huge and their manufacturing process is still immature, which reduces the yield of 3D NoC based SoC. Therefore, Vertically-Partially-Connected 3D-NoC has been introduced to benefit from both 3D technology and high yield. Moreover, Vertically-Partially-Connected 3D-NoC is flexible, due to the fact that the number, placement, and assignment of the vertical links in each layer can be decided based on the limitations and requirements of the design. However, there are challenges to present a feasible and high-performance Vertically-Partially-Connected Mesh-based 3D-NoC due to the removed vertical links between the layers. This thesis addresses the challenges of Vertically-Partially-Connected Mesh-based 3D-NoC: Routing is the major problem of the Vertically-Partially-Connected 3D-NoC. Since some vertical links are removed, some of the routers do not have up or/and down ports. Therefore, there should be a path to send a packet to upper or lower layer which obviously has to be determined by a routing algorithm. The suggested paths should not cause deadlock through the network. To cope with this problem we explain and evaluate a deadlock- and livelock-free routing algorithm called Elevator First. Fundamentally, the NoC performance is affected by both 1) micro-architecture of routers and 2) architecture of interconnection. The router architecture has a significant effect on the performance of NoC, as it is a part of transportation delay. Therefore, the simplicity and efficiency of the design of NoC router micro architecture are the critical issues, especially in Vertically-Partially-Connected 3D-NoC which has already suffered from high average latency due to some removed vertical links. Therefore, we present the design and implementation the micro-architecture of a router which not only exactly and quickly transfers the packets based on the Elevator First routing algorithm, but it also consumes a reasonable amount of area and power. From the architecture point of view, the number and placement of vertical links have a key role in the performance of the Vertically-Partially-Connected Mesh-based 3D-NoC, since they affect the average hop-count and link and buffer utilization in the network. Furthermore, the assignment of the vertical links to the routers which do not have up or/and down port(s) is an important issue which influences the performance of the 3D routers. Therefore, the architectural exploration of Vertically-Partially-Connected Mesh-based 3D-NoC is both important and non-trivial. We define, study, and evaluate the parameters which describe the behavior of the network. The parameters can be helpful to place and assign the vertical links in the layers effectively. Finally, we propose a quadratic-based estimation method to anticipate the saturation threshold of the network's average latency.L'utilisation de la troisième dimension peut entraîner une réduction significative de la puissance et de la latence moyenne du trafic dans les réseaux sur puce (Network-on-Chip). La technologie des vias à travers le substrat (ou Through-Silicon Via) est la technologie la plus prometteuse pour l'intégration 3D, car elle offre des liens verticaux courts qui remédient au problème des longs fils dans les NoCs-2D. Les TSVs sont cependant énormes et les processus de fabrication sont immatures, ce qui réduit le rendement des systèmes sur puce à base de NoC-3D. Par conséquent, l'idée de réseaux sur puce 3D partiellement connectés verticalement a été introduite pour bénéficier de la technologie 3D tout en conservant un haut rendement. En outre, de tels réseaux sont flexibles, car le nombre, l'emplacement et l'affectation des liens verticaux dans chaque couche peuvent être décidés en fonction des exigences de l'application. Cependant, ce type de réseaux pose un certain nombre de défis : Le routage est le problème majeur, car l'élimination de certains liens verticaux fait que l'on ne peut utiliser les algorithmes classiques qui suivent l'ordre des dimensions. Pour répondre à cette question nous expliquons et évaluons un algorithme de routage déterministe appelé “Elevator First”, qui garanti d'une part que si un chemin existe, alors on le trouve, et que d'autre part il n'y aura pas d'interblocages. Fondamentalement, la performance du NoC est affecté par a) la micro architecture des routeurs et b) l'architecture d'interconnexion. L'architecture du routeur a un effet significatif sur la performance du NoC, à cause de la latence qu'il induit. Nous présentons la conception et la mise en œuvre de la micro-architecture d'un routeur à faible latence implantant​​l'algorithme de routage Elevator First, qui consomme une quantité raisonnable de surface et de puissance. Du point de vue de l'architecture, le nombre et le placement des liens verticaux ont un rôle important dans la performance des réseaux 3D partiellement connectés verticalement, car ils affectent le nombre moyen de sauts et le taux d'utilisation des FIFOs dans le réseau. En outre, l'affectation des liens verticaux vers les routeurs qui n'ont pas de ports vers le haut ou/et le bas est une question importante qui influe fortement sur les performances. Par conséquent, l'exploration architecturale des réseaux sur puce 3D partiellement connectés verticalement est importante. Nous définissons, étudions et évaluons des paramètres qui décrivent le comportement du réseau, de manière à déterminer le placement et l'affectation des liens verticaux dans les couches de manière simple et efficace. Nous proposons une méthode d'estimation quadratique visantà anticiper le seuil de saturation basée sur ces paramètres

온 칩 네트워크 설계: 매핑, 관리, 라우팅

학위논문 (박사)-- 서울대학교 대학원 : 전기·정보공학부, 2016. 2. 최기영.지난 수십 년간 이어진 반도체 기술의 향상은 매니 코어의 시대를 가져다 주었다. 우리가 일상 생활에 쓰는 데스크톱 컴퓨터조차도 이미 수 개의 코어를 가지고 있으며, 수백 개의 코어를 가진 칩도 상용화되어 있다. 이러한 많은 코어들 간의 통신 기반으로서, 네트워크-온-칩(NoC)이 새로이 대두되었으며, 이는 현재 많은 연구 및 상용 제품에서 널리 사용되고 있다. 그러나 네트워크-온-칩을 매니 코어 시스템에 사용하는 데에는 여러 가지 문제가 따르며, 본 논문에서는 그 중 몇 가지를 풀어내고자 하였다. 본 논문의 두 번째 챕터에서는 NoC 기반 매니코어 구조에 작업을 할당하고 스케쥴하는 방법을 다루었다. 매니코어에의 작업 할당을 다룬 논문은 이미 많이 출판되었지만, 본 연구는 메시지 패싱과 공유 메모리, 두 가지의 통신 방식을 고려함으로써 성능과 에너지 효율을 개선하였다. 또한, 본 연구는 역방향 의존성을 가진 작업 그래프를 스케쥴하는 방법 또한 제시하였다. 3차원 적층 기술은 높아진 전력 밀도 때문에 열 문제가 심각해지는 등, 여러 가지 도전 과제를 내포하고 있다. 세 번째 챕터에서는 DVFS 기술을 이용하여 열 문제를 완화하고자 하는 기술을 소개한다. 각 코어와 라우터가 전압, 작동 속도를 조절할 수 있는 구조에서, 가장 높은 성능을 이끌어 내면서도 최대 온도를 넘어서지 않도록 한다. 세 번째와 네 번째 챕터는 조금 다른 측면을 다룬다. 3D 적층 기술을 사용할 때, 층간 통신은 주로 TSV를 이용하여 이루어진다. 그러나 TSV는 일반 wire보다 훨씬 큰 면적을 차지하기 때문에, 전체 네트워크에서의 TSV 개수는 제한되어야 할 경우가 많다. 이 경우에는 두 가지 선택지가 있는데, 첫째는 각 층간 통신 채널의 대역폭을 줄이는 것이고, 둘째는 각 채널의 대역폭은 유지하되 일부 노드만 층간 통신이 가능한 채널을 제공하는 것이다. 우리는 각각의 경우에 대하여 라우팅 알고리즘을 하나씩 제시한다. 첫 번째 경우에 있어서는 deflection 라우팅 기법을 사용하여 층간 통신의 긴 지연 시간을 극복하고자 하였다. 층간 통신을 균등하게 분배함으로써, 제시된 알고리즘은 개선된 지연 시간을 보이며 라우터 버퍼의 제거를 통한 면적 및 에너지 효율성 또한 얻을 수 있다. 두 번째 경우에서는 층간 통신 채널을 선택하기 위한 몇 가지 규칙을 제시한다. 약간의 라우팅 자유도를 희생함으로써, 제시된 알고리즘은 기존 알고리즘의 가상 채널 요구 조건을 제거하고, 결과적으로는 성능 또는 에너지 효율의 증가를 가져 온다.For decades, advance in semiconductor technology has led us to the era of many-core systems. Today's desktop computers already have multi-core processors, and chips with more than a hundred cores are commercially available. As a communication medium for such a large number of cores, network-on-chip (NoC) has emerged out, and now is being used by many researchers and companies. Adopting NoC for a many-core system incurs many problems, and this thesis tries to solve some of them. The second chapter of this thesis is on mapping and scheduling of tasks on NoC-based CMP architectures. Although mapping on NoC has a number of papers published, our work reveals that selecting communication types between shared memory and message passing can help improve the performance and energy efficiency. Additionally, our framework supports scheduling applications containing backward dependencies with the help of modified modulo scheduling. Evolving the SoCs through 3D stacking makes us face a number of new problems, and the thermal problem coming from increased power density is one of them. In the third chapter of this thesis, we try to mitigate the hotspot problem using DVFS techniques. Assuming that all the routers as well as cores have capabilities to control voltage and frequency individually, we find voltage-frequency pairs for all cores and routers which yields the best performance within the given thermal constraint. The fourth and the fifth chapters of this thesis are from a different aspect. In 3D stacking, inter-layer interconnections are implemented using through-silicon vias (TSV). TSVs usually take much more area than normal wires. Furthermore, they also consume silicon area as well as metal area. For this reason, designers would want to limit the number of TSVs used in their network. To limit the TSV count, there are two options: the first is to reduce the width of each vertical links, and the other is to use fewer vertical links, which results in a partially connected network. We present two routing methodologies for each case. For the network with reduced bandwidth vertical links, we propose using deflection routing to mitigate the long latency of vertical links. By balancing the vertical traffics properly, the algorithm provides improved latency. Also, a large amount of area and energy reduction can be obtained by the removal of router buffers. For partially connected networks, we introduce a set of routing rules for selecting the vertical links. At the expense of sacrificing some amount of routing freedom, the proposed algorithm removes the virtual channel requirement for avoiding deadlock. As a result, the performance, or energy consumption can be reduced at the designer's choice.Chapter 1 Introduction 1 1.1 Task Mapping and Scheduling 2 1.2 Thermal Management 3 1.3 Routing for 3D Networks 5 Chapter 2 Mapping and Scheduling 9 2.1 Introduction 9 2.2 Motivation 10 2.3 Background 12 2.4 Related Work 16 2.5 Platform Description 17 2.5.1 Architcture Description 17 2.5.2 Energy Model 21 2.5.3 Communication Delay Model 22 2.6 Problem Formulation 23 2.7 Proposed Solution 25 2.7.1 Task and Communication Mapping 27 2.7.2 Communication Type Optimization 31 2.7.3 Design Space Pruning via Pre-evaluation 34 2.7.4 Scheduling 35 2.8 Experimental Results 42 2.8.1 Experiments with Coarse-grained Iterative Modulo Scheduling 42 2.8.2 Comparison with Different Mapping Algorithms 43 2.8.3 Experiments with Overall Algorithms 45 2.8.4 Experiments with Various Local Memory Sizes 47 2.8.5 Experiments with Various Placements of Shared Memory 48 Chapter 3 Thermal Management 50 3.1 Introduction 50 3.2 Background 51 3.2.1 Thermal Modeling 51 3.2.2 Heterogeneity in Thermal Propagation 52 3.3 Motivation and Problem Definition 53 3.4 Related Work 56 3.5 Orchestrated Voltage-Frequency Assignment 56 3.5.1 Individual PI Control Method 56 3.5.2 PI Controlled Weighted-Power Budgeting 57 3.5.3 Performance/Power Estimation 59 3.5.4 Frequency Assignment 62 3.5.5 Algorithm Overview 64 3.5.6 Stability Conditions for PI Controller 65 3.6 Experimental Result 66 3.6.1 Experimental Setup 66 3.6.2 Overall Algorithm Performance 68 3.6.3 Accuracy of the Estimation Model 70 3.6.4 Performance of the Frequency Assignment Algorithm 70 Chapter 4 Routing for Limited Bandwidth 3D NoC 72 4.1 Introduction 72 4.2 Motivation 73 4.3 Background 74 4.4 Related Work 75 4.5 3D Deflection Routing 76 4.5.1 Serialized TSV Model 76 4.5.2 TSV Link Injection/ejection Scheme 78 4.5.3 Deadlock Avoidance 80 4.5.4 Livelock Avoidance 84 4.5.5 Router Architecture: Putting It All Together 86 4.5.6 System Level Consideration 87 4.6 Experimental Results 89 4.6.1 Experimental Setup 89 4.6.2 Results on Synthetic Traffic Patterns 91 4.6.3 Results on Realistic Traffic Patterns 94 4.6.4 Results on Real Application Benchmarks 98 4.6.5 Fairness Issue 103 4.6.6 Area Cost Comparison 104 Chapter 5 Routing for Partially Connected 3D NoC 106 5.1 Introduction 106 5.2 Background 107 5.3 Related Work 109 5.4 Proposed Algorithm 111 5.4.1 Preliminary 112 5.4.2 Routing Algorithm for 3-D Stacked Meshes with Regular Partial Vertical Connections 115 5.4.3 Routing Algorithm for 3-D Stacked Meshes with Irregular Partial Vertical Connections 118 5.4.4 Extension to Heterogeneous Mesh Layers 122 5.5 Experimental Results 126 5.5.1 Experimental Setup 126 5.5.2 Experiments on Synthetic Traffics 128 5.5.3 Experiments on Application Benchmarks 133 5.5.4 Comparison with Reduced Bandwidth Mesh 139 Chapter 6 Conclusion 141 Bibliography 144 초록 163Docto

3D modeling and integration of current and future interconnect technologies

Title from PDF of title page viewed June 21, 2021Dissertation advisor: Masud H. ChowdhuryVitaIncludes bibliographical references (pages 133-138)Thesis (Ph.D.)--School of Computing and Engineering and Department of Physics and Astronomy. University of Missouri--Kansas City, 2021To ensure maximum circuit reliability it is very important to estimate the circuit performance and signal integrity in the circuit design phase. A full phase simulation for performance estimation of a large-scale circuit not only require a massive computational resource but also need a lot of time to produce acceptable results. The estimation of performance/signal integrity of sub-nanometer circuits mostly depends on the interconnect capacitance. So, an accurate model for interconnect capacitance can be used in the circuit CAD (computer-aided design) tools for circuit performance estimation before circuit fabrication which reduces the computational resource requirement as well as the time constraints. We propose a new capacitance models for interconnect lines in multilevel interconnect structures by geometrically modeling the electrical flux lines of the interconnect lines. Closed-form equations have been derived analytically for ground and coupling capacitance. First, the capacitance model for a single line is developed, and then the new model is used to derive expressions for the capacitance of a line surrounded by neighboring lines in the same and the adjacent layers above and below. These expressions are simple, and the calculated results are within 10% of Ansys Q3D extracted values. Through silicon via (TSV) is one of the key components of the emerging 3D ICs. However, increasing number of TSVs in smaller silicon area leads to some severe negative impacts on the performance of the 3D IC. Growing signal integrity issues in TSVs is one of the major challenges of 3D integration. In this paper, different materials for the cores of the vias and the interposers are investigated to find the best possible combination that can reduce crosstalk and other losses like return loss and insertion loss in the TSVs. We have explored glass and silicon as interposer materials. The simulation results indicate that glass is the best option as interposer material although silicon interposer has some distinct advantages. For via cores three materials - copper (Cu), tungsten (W) and Cu-W bimetal are considered. From the analysis it can concluded that W would be better for high frequency applications due to lower transmission coefficient. Cu offers higher conductivity, but it has larger thermal expansion coefficient mismatch with silicon. The performance of Cu-W bimetal via would be in between Cu and W. However, W has a thermal expansion coefficient close to silicon. Therefore, bimetal Cu-W based TSV with W as the outer layer would be a suitable option for high frequency 3D IC. Here, we performed the analysis in terms of return loss, transmission coefficient and crosstalk in the vias. Signal speed in current digital systems depends mainly on the delay of interconnects. To overcome this delay problem and keep up with Moore’s law, 3D integrated circuit (vertical integration of multiple dies) with through-silicon via (TSV) has been introduced to ensure much smaller interconnect lengths, and lower delay and power consumption compared to conventional 2D IC technology. Like 2D circuit, the estimation of 3D circuit performance depends on different electrical parameters (capacitance, resistance, inductance) of the TSV. So, accurate modeling of the electrical parameters of the TSV is essential for the design and analysis of 3D ICs. We propose a set of new models to estimate the capacitance, resistance, and inductance of a Cu-filled TSV. The proposed analytical models are derived from the physical shape and the size of the TSV. The modeling approach is comprehensive and includes both the cylindrical and tapered TSVs as well as the bumps. On-chip integration of inductors has always been very challenging. However, for sub- 14nm on-chip applications, large area overhead imposed by the on-chip capacitors and inductors has become a more severe concern. To overcome this issue and ensure power integrity, a novel 3D Through-Silicon-Via (TSV) based inductor design is presented. The proposed TSV based inductor has the potential to achieve both high density and high performance. A new design of a Voltage Controlled Oscillator (VCO) utilizing the TSV based inductor is also presented. The implementation of the VCO is intended to study the feasibility, performance, and real-world application of the proposed TSV based inductor.Introduction -- Background of capacitance modeling of on-chip interconnect -- Accurate modeling of interconnect capacitance in multilevel interconnect structures for sub 22nm technology -- Analysis of different materials and structures for through silicon via and through glass via in 3D integrated circuits -- Impacts of different shapes of through-silicon-via core on 3D IC performance -- Accurate electrical modeling of cu-filled through-silicon-via (TSV) -- Design and characterize TSV based inductor for high frequency voltage-controlled oscillator design -- Conclusion and future wor