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Baidu Tech Salon
Baidu Tech Salon
Aug 20, 2024 · Artificial Intelligence

PaddlePaddle Neural Network Compiler (CINN): Architecture, Optimization Techniques, and Performance

The PaddlePaddle Neural Network Compiler (CINN) combines a PIR‑based frontend and a hardware‑specific backend to apply graph‑level optimizations, operator fusion, schedule transformations and automatic tuning, delivering up to 4× faster kernels and 30‑60% overall speed‑ups for deep‑learning and scientific workloads.

CINNDeep LearningGPU optimization
0 likes · 19 min read
PaddlePaddle Neural Network Compiler (CINN): Architecture, Optimization Techniques, and Performance
Baidu Geek Talk
Baidu Geek Talk
Aug 19, 2024 · Artificial Intelligence

PaddlePaddle Neural Network Compiler (CINN): Architecture, Optimization Techniques, and Performance Gains

The PaddlePaddle Neural Network Compiler (CINN) combines a PIR‑based frontend that performs graph‑level optimizations such as constant folding, dead‑code elimination and operator fusion with a backend that applies schedule transformations and auto‑tuning, delivering up to 4× faster RMSNorm kernels and 30‑60% overall speed‑ups for generative AI and scientific‑computing workloads.

CINNDeep LearningGPU
0 likes · 18 min read
PaddlePaddle Neural Network Compiler (CINN): Architecture, Optimization Techniques, and Performance Gains