By Yunji Chen, Paolo Ienne, Qing Ji
This ebook constitutes the court cases of the eleventh overseas Symposium on complicated Parallel Processing applied sciences, APPT 2015, held in Jinan, China, in August 2015. The eight papers provided during this quantity have been conscientiously reviewed and chosen from 24 submissions. They take care of the new advances in colossal information processing; parallel architectures and platforms; parallel software program; parallel algorithms and functions; and allotted and cloud computing.
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Additional info for Advanced Parallel Processing Technologies: 11th International Symposium, APPT 2015, Jinan, China, August 20-21, 2015, Proceedings
Due to the success in both theory and practice, this work has been awarded the 2012 nobel prize for economic . In the stable matching scheduler, to regard applications and cores as the two sets of individuals involved in the matching game, we need to know the preferences of each application and core, which are inferred by an Artiﬁcial Neural Networks (ANN) prediction model with limited hardware overhead. The detail of ANN prediction model will be described in Sect. 2. Stable Matching Scheduler 47 We leverage three different HMPs (4-core, 6-core, 8-core) and select a number of representative benchmarks from the SPEC CPU2006 benchmark suite  to evaluate our scheduler.
As the CPU and MIC have diﬀerent computing power, we allocate the tasks dynamically. When a CPU/MIC worker is idle, the job manager allocates a new task to it. Dynamic task allocation could avoid loading imbalance between all workers. For system scalability and fault tolerance, we design a MIC token mechanism. The runtime probes the usability of each MIC in a heartbeat-based communication mechanism, and allocates each available MIC a unique token. A MIC worker must get a token before transferring a new task to MIC.
6, the node collects the running status data and stores it in duplicate for one copy locally in memory and another copy to the next node in the loop. When a node fails or shuts down, the FS collector records the event and notiﬁes RS collector. RS collector performs deleting operation to notify the related previous and next node to complete the node deleting operation and failure status data saving operation. Figure 7 shows the procedure of a node receiving the data of the previous node. If receiving data from previous node within the timeout limit, the node stores the data in memory and waits for the next data transmission.
Advanced Parallel Processing Technologies: 11th International Symposium, APPT 2015, Jinan, China, August 20-21, 2015, Proceedings by Yunji Chen, Paolo Ienne, Qing Ji