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Users are often unable to understand the way certain functions work because they cannot perceive the effects of the functions' execution.
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The system consists of a user interactive interface, a product model-processing module, a function execution module, a data recording and process analyzing module.
The diagram below, Figure 2(a), shows the call-tree of function execution in the application-tier as well as data-tier query plans at the leaves.
The optimizer will choose a plan having the least cost given both the optimizer's choice of table placement and function execution placement (for the application-tier).
The figure shows the call-tree of function execution in the application-tier as well as data-tier query plans at the leaves.
Let App V,E) represent a model of the application, where forall v ∈ V, v corresponds to a function execution in the application.
Fourth, since the trade-offs on function placement depend on the placement of data and vice-versa, we need a model that can reason simultaneously about both application-tier function execution and query plan execution.
Based on the results, cross-tier partitioning provides more flexibility for moving function execution to the cloud and can significantly increase performance for a hybrid deployment of an application.
The technical details of extending application-tier partitioning to integrate the data-tier are motivated by four requirements: (i) weighing the benefits of distributing queries, (ii) comparing the trade-offs between join orders, (iii) taking into account intra-request data-dependencies and (iv) providing a query execution model comparable to application-tier function execution.
Fig. 1 is a typical example of GPU function execution in CUDA: 1. Copy data from main memory to GPU memory.
However, developers may wish to monitor and constrain the placement of function executions that operate over this sensitive data.
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