AWhat changed
Searched sample, operation, attribute and parameter parallelization strategies with guided randomized search, using measured operator costs and incremental execution simulation to evaluate plans cheaply.
Scientific scope
Searched sample, operation, attribute and parameter parallelization strategies with guided randomized search, using measured operator costs and incremental execution simulation to evaluate plans cheaply. Inherits MCMC and prior device-placement search; SOAP here names a parallelization search space, unrelated to the2024optimizer. Simulator accuracy is empirically assessed on selected networks and clusters, not a global optimum or universal performance-ordering theorem. Profiling and search costs remain.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits MCMC and prior device-placement search; SOAP here names a parallelization search space, unrelated to the2024optimizer. Simulator accuracy is empirically assessed on selected networks and clusters, not a global optimum or universal performance-ordering theorem. Profiling and search costs remain.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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