BAASH: Lightweight, Efficient, and Reliable Blockchain-As-A-Service for HPC Systems
Distributed resiliency becomes paramount to alleviate the growing costs of data movement and I/Os while preserving the data accuracy in HPC systems. This paper proposes to adopt blockchain-like decentralized protocols to achieve such distributed resiliency. The key challenge for such an adoption lie...
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| Vydáno v: | SC21: International Conference for High Performance Computing, Networking, Storage and Analysis s. 01 - 15 |
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| Jazyk: | angličtina |
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ACM
14.11.2021
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| ISSN: | 2167-4337 |
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| Abstract | Distributed resiliency becomes paramount to alleviate the growing costs of data movement and I/Os while preserving the data accuracy in HPC systems. This paper proposes to adopt blockchain-like decentralized protocols to achieve such distributed resiliency. The key challenge for such an adoption lies in the mismatch between blockchain's targeting systems (e.g., shared-nothing, loosely-coupled, TCP/IP stack) and HPC's unique design on storage subsystems, resource allocation, and programming models. We present BAASH, Blockchain-As-A-Service for HPC, deployable in a plug-n-play fashion. BAASH bridges the HPC-blockchain gap with two key components: (i) Lightweight consensus protocols for the HPC's shared-storage architecture, (ii) A new fault-tolerant mechanism compensating for the MPI to guarantee the distributed resiliency. We have implemented a prototype system and evaluated it with more than two million transactions on a 500-core HPC cluster. Results show that the prototype of the proposed techniques significantly outperforms vanilla blockchain systems and exhibits strong reliability with MPI. |
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| AbstractList | Distributed resiliency becomes paramount to alleviate the growing costs of data movement and I/Os while preserving the data accuracy in HPC systems. This paper proposes to adopt blockchain-like decentralized protocols to achieve such distributed resiliency. The key challenge for such an adoption lies in the mismatch between blockchain's targeting systems (e.g., shared-nothing, loosely-coupled, TCP/IP stack) and HPC's unique design on storage subsystems, resource allocation, and programming models. We present BAASH, Blockchain-As-A-Service for HPC, deployable in a plug-n-play fashion. BAASH bridges the HPC-blockchain gap with two key components: (i) Lightweight consensus protocols for the HPC's shared-storage architecture, (ii) A new fault-tolerant mechanism compensating for the MPI to guarantee the distributed resiliency. We have implemented a prototype system and evaluated it with more than two million transactions on a 500-core HPC cluster. Results show that the prototype of the proposed techniques significantly outperforms vanilla blockchain systems and exhibits strong reliability with MPI. |
| Author | Yan, Feng Zhao, Dongfang Mamun, Abdullah Al |
| Author_xml | – sequence: 1 givenname: Abdullah Al surname: Mamun fullname: Mamun, Abdullah Al email: aalmamun@nevada.unr.edu organization: University of Nevada, Reno,Reno,NV,USA – sequence: 2 givenname: Feng surname: Yan fullname: Yan, Feng email: fyan@unr.edu organization: University of Nevada, Reno,Reno,NV,USA – sequence: 3 givenname: Dongfang surname: Zhao fullname: Zhao, Dongfang email: dzhao@unr.edu organization: University of Nevada, Reno,Reno,NV,USA |
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| Snippet | Distributed resiliency becomes paramount to alleviate the growing costs of data movement and I/Os while preserving the data accuracy in HPC systems. This paper... |
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| SubjectTerms | Blockchain Costs Fault tolerance Fault tolerant systems High performance computing HPC MPI Programming Prototypes reproducibility resilience TCPIP |
| Title | BAASH: Lightweight, Efficient, and Reliable Blockchain-As-A-Service for HPC Systems |
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