Synthetic traces are made available for ad-hoc exploration as well as statistical analysis of experiments to test and examine pipeline scheduling, cluster resource allocation, and similar operational mechanisms. We implement the model in a standalone, stochastic, discrete event simulator, and provide a toolkit for running experiments.
Our simulation model describes the interaction between pipelines and system infrastructure, and how pipeline tasks affect different ML model metrics. Analytics data from a production-grade AI platform developed at IBM are used to build a comprehensive simulation model. We present a trace-driven simulation-based experimentation and analytics environment that allows researchers and engineers to devise and evaluate such operational strategies for large-scale AI workflow systems. The company’s PIPESIM Steady-State Multiphase Flow Simulator software enables production engineers to design and optimize oil and gas production systems, such as the systems that carry fluids from wells to production facilities.
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