TorchAO
PyTorch's official architecture optimization library, providing quantization, low-precision formats (such as FP8 and INT8), and other performance optimization capabilities to accelerate both model training and inference.
Timeline (last 90 days)
Compared with TorchAO's 4-bit AdamW, ZIP-SR and ZE-EDEN reduce the average validation loss gap relative to 32-bit AdamW at every evaluated scale, with a maximum gap reduction of 70%.
AMD has officially upstreamed FP8 training optimizations into PyTorch's official pytorch/AO and pytorch/TorchTitan repositories.
TorchAO is PyTorch's architecture optimization library, responsible for performance optimization features such as quantization and low precision.
All Facts (3)
Compared with TorchAO's 4-bit AdamW, ZIP-SR and ZE-EDEN reduce the average validation loss gap relative to 32-bit AdamW at every evaluated scale, with a maximum gap reduction of 70%.
50%UnverifiedTorchAO is PyTorch's architecture optimization library, responsible for performance optimization features such as quantization and low precision.
50%UnverifiedAMD has officially upstreamed FP8 training optimizations into PyTorch's official pytorch/AO and pytorch/TorchTitan repositories.
50%