Huawei Cloud Ascend Operator MFU Calculator

Overview

This skill calculates MFU (Machine FLOP Utilization) for operators like matmul/GEMM/FlashAttention on Ascend NPU, providing clear formulas and derivation process.

Architecture: Input Validation → FLOPs Calculation → Achieved TFLOPs/s → MFU Calculation → Result Analysis

Related Skills:

• huawei-cloud-ascend-profiler-db-explorer - Profiling data analysis for operator performance data

Prerequisites

1. Python 3.8+ installed
2. Basic understanding of FLOPs calculation concepts

Usage Scenarios