TY - GEN
T1 - Tangram
T2 - 52nd Annual IEEE/ACM International Symposium on Microarchitecture, MICRO 2019
AU - Pothukuchi, Raghavendra Pradyumna
AU - Greathouse, Joseph L.
AU - Rao, Karthik
AU - Erb, Christopher
AU - Piga, Leonardo
AU - Voulgaris, Petros G.
AU - Torrellas, Josep
N1 - Publisher Copyright:
© 2019 Association for Computing Machinery.
PY - 2019/10/12
Y1 - 2019/10/12
N2 - Resource control in heterogeneous computers builtwith subsystems from different vendors is challenging. There is a tension between the need to quickly generate local decisions in each subsystem and the desire to coordinate the different subsystems for global optimization. In practice, global coordination among subsystems is considered hard, and current commercial systems use centralized controllers. The result is high response time and high design cost due to lack of modularity. To control emerging heterogeneous computers effectively, we propose a new control framework called Tangram that is fast, globally coordinated, and modular. Tangram introduces a new formal controller that combines multiple engines for optimization and safety, and has a standard interface. Building the controller for a subsystem requires knowing only about that subsystem. As a heterogeneous computer is assembled, the controllers in the different subsystems are connected hierarchically, exchanging standard coordination signals. To demonstrate Tangram, we prototype it in a heterogeneous server that we assemble using components from multiple vendors. Compared to state-of-the-art control, Tangram reduces, on average, the execution time of heterogeneous applications by 31% and their energy-delay product by 39%.
AB - Resource control in heterogeneous computers builtwith subsystems from different vendors is challenging. There is a tension between the need to quickly generate local decisions in each subsystem and the desire to coordinate the different subsystems for global optimization. In practice, global coordination among subsystems is considered hard, and current commercial systems use centralized controllers. The result is high response time and high design cost due to lack of modularity. To control emerging heterogeneous computers effectively, we propose a new control framework called Tangram that is fast, globally coordinated, and modular. Tangram introduces a new formal controller that combines multiple engines for optimization and safety, and has a standard interface. Building the controller for a subsystem requires knowing only about that subsystem. As a heterogeneous computer is assembled, the controllers in the different subsystems are connected hierarchically, exchanging standard coordination signals. To demonstrate Tangram, we prototype it in a heterogeneous server that we assemble using components from multiple vendors. Compared to state-of-the-art control, Tangram reduces, on average, the execution time of heterogeneous applications by 31% and their energy-delay product by 39%.
KW - Distributed resource management
KW - Formal control
KW - Heterogeneous computers
KW - Modular control.
UR - http://www.scopus.com/inward/record.url?scp=85074450102&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85074450102&partnerID=8YFLogxK
U2 - 10.1145/3352460.3358285
DO - 10.1145/3352460.3358285
M3 - Conference contribution
AN - SCOPUS:85074450102
T3 - Proceedings of the Annual International Symposium on Microarchitecture, MICRO
SP - 384
EP - 398
BT - MICRO 2019 - 52nd Annual IEEE/ACM International Symposium on Microarchitecture, Proceedings
PB - IEEE Computer Society
Y2 - 12 October 2019 through 16 October 2019
ER -