Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Compiler-Guided Throughput Scheduling for Many-core Machines   Typical schedulers in multi-tenancy environments make use of reactive,
feedback-oriented mechanisms based on performance counters to avoid resource
contention but suffer from detection lag and loss of performance. In this
paper, we address these limitations by exploring the utility of predictive
analysis through dynamic forecasting of applications' resource-heavy regions
during its execution. Our compiler framework classifies loops in programs and
leverages traditional compiler analysis along with learning mechanisms to
quantify their behaviour. Based on the predictability of their execution time,
it then inserts different types of beacons at their entry/exit points. The
information produced by beacons in multiple processes is aggregated and
analyzed by the proactive scheduler to respond to the anticipated workload
requirements. For throughput environments, we develop a framework that
demonstrates high-quality predictions and improvements in throughput over CFS
by 76.78% on an average and up to 3.2x on Amazon Graviton2 Machine on
consolidated workloads across 45 benchmarks.

24
The categories of this paper are: dg-ga
31
The categories of this paper are: ao-sci
23
The categories of this paper are: solv-int
28
The categories of this paper are: alg-geom
4
The categories of this paper are: cond-mat
10
The categories of this paper are: q-bio
5
The categories of this paper are: gr-qc
37
The categories of this paper are: supr-con
21
The categories of this paper are: adap-org
0
The categories of this paper are: hep-ph
30
The categories of this paper are: q-alg
3
The categories of this paper are: physics
20
The categories of this paper are: acc-phys
19
The categories of this paper are: eess
14
The categories of this paper are: math-ph
8
The categories of this paper are: hep-ex