LEARNING
SOLAR：人工智能驱动的光速性能分析
Qijing Huang, Sana Damani, Zhifan Ye, Athinagoras Skiadopoulos, Siva Kumar Sastry Hari, Jason Clemons, Sahil Modi, Jingquan Wang, Aditya Kane, Edward C Lin, Humphrey Shi, Christos Kozyrakis
- 发表年份
- 2026
- 访问权限
- 开放获取
摘要
SOLAR是一个自动从PyTorch和JAX代码推导理论最小执行时间的框架，结合大语言模型和确定性分析来生成经过验证的速度上限。该工具支持多保真度分析，在机器人工作负载上展示了零违规的优化洞察。
关键词
performance analysisdeep learningspeed-of-lightautomatic optimizationhardware benchmarking
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