ApproxHPVM automatically translates end-to-end application-level quality metrics into accuracy requirements for individual operations. ApproxHPVM uses a ...

ABSTRACT. We propose ApproxHPVM, a compiler IR and system designed to enable accuracy-aware performance and energy tuning on heterogeneous systems with ...

Oct 22, 2024 · We propose ApproxHPVM, a compiler IR and system designed to enable accuracy-aware performance and energy tuning on heterogeneous systems ...

We propose ApproxHPVM, a compiler IR and system designed to enable accuracy-aware performance and energy tuning on heterogeneous systems.

Nov 2, 2019 · ApproxHPVM: A Portable Compiler IR for Accuracy-Aware Optimizations. 268 views · 4 years ago ...more. ACM SIGPLAN. 8.93K. Subscribe.

ApproxHPVM: A Portable Compiler IR for Accuracy-aware Optimizations. Hashim Sharif, Prakalp Srivastava, Muhammad Huzaifa, Maria Kotsifakou, Keyur Joshi ...

ApproxHPVM uses a portable compiler IR and compiler analyses that are designed to enable accuracy-aware performance and energy tuning on heterogeneous ...

Portable object code. 2. Retargetable parallel compiler IR and system. 3. Run-time scheduling. Translators. HPVM. Virtual ISA. Runtime. Scheduler. C+HPVM. Keras.

A portable program representation and compiler for performance and energy optimizations on heterogeneous parallel systems.

ApproxHPVM incorporates three main components: (a) a compiler IR with hardware-agnostic approximation metrics, (b) a hardware-agnostic accuracy-tuning phase to ...