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High-level synthesis design space exploration: Past, present, and future
BC Schafer, Z Wang - … on Computer-Aided Design of Integrated …, 2019 - ieeexplore.ieee.org
This article presents a survey of the different modern high-level synthesis (HLS) design
space exploration (DSE) techniques that have been proposed so far to automatically …
space exploration (DSE) techniques that have been proposed so far to automatically …
AutoDSE: Enabling software programmers to design efficient FPGA accelerators
Adopting FPGA as an accelerator in datacenters is becoming mainstream for customized
computing, but the fact that FPGAs are hard to program creates a steep learning curve for …
computing, but the fact that FPGAs are hard to program creates a steep learning curve for …
Graph neural networks for high-level synthesis design space exploration
High-level Synthesis (HLS) Design-Space Exploration (DSE) aims at identifying Pareto-
optimal synthesis configurations whose exhaustive search is unfeasible due to the design …
optimal synthesis configurations whose exhaustive search is unfeasible due to the design …
Automatic hardware pragma insertion in high-level synthesis: A non-linear programming approach
High-Level Synthesis enables the rapid prototy** of hardware accelerators, by combining
a high-level description of the functional behavior of a kernel with a set of micro-architecture …
a high-level description of the functional behavior of a kernel with a set of micro-architecture …
Lattice-traversing design space exploration for high level synthesis
This paper describes a design space exploration methodology for High Level Synthesis
(HLS) frameworks. Inputs of HLS tools are a description (usually in C/C++) of the …
(HLS) frameworks. Inputs of HLS tools are a description (usually in C/C++) of the …
Sherlock: A multi-objective design space exploration framework
Q Gautier, A Althoff, CL Crutchfield… - ACM Transactions on …, 2022 - dl.acm.org
Design space exploration (DSE) provides intelligent methods to tune the large number of
optimization parameters present in modern FPGA high-level synthesis tools. High-level …
optimization parameters present in modern FPGA high-level synthesis tools. High-level …
FIST: A feature-importance sampling and tree-based method for automatic design flow parameter tuning
Design flow parameters are of utmost importance to chip design quality and require a
painfully long time to evaluate their effects. In reality, flow parameter tuning is usually …
painfully long time to evaluate their effects. In reality, flow parameter tuning is usually …
S2FA: An accelerator automation framework for heterogeneous computing in datacenters
Big data analytics using the JVM-based MapReduce framework has become a popular
approach to address the explosive growth of data sizes. Adopting FPGAs in datacenters as …
approach to address the explosive growth of data sizes. Adopting FPGAs in datacenters as …
Cluster-based heuristic for high level synthesis design space exploration
High Level Synthesis (HLS) frameworks allow to describe hardware designs in a high-level
language (C/C++), without burdening developers with the error-prone task of specifying their …
language (C/C++), without burdening developers with the error-prone task of specifying their …
Learning from the past: Efficient high-level synthesis design space exploration for fpgas
Z Wang, BC Schafer - ACM Transactions on Design Automation of …, 2022 - dl.acm.org
The quest to democratize the use of Field-Programmable Gate Arrays (FPGAs) has given
High-Level Synthesis (HLS) the final push to be widely accepted with FPGA vendors …
High-Level Synthesis (HLS) the final push to be widely accepted with FPGA vendors …