Intel oneDNN Deep Learning Framework

Deep learning, a complex machine learning framework, processes unstructured data like text, video, and images

Intel oneAPI Deep Neural Network Library (oneDNN) improves deep learning framework performance and accelerates application development across numerous hardware architectures

OneDNN is a library of performance functions that offers highly optimized versions of the building blocks for deep learning frameworks and applications

Deep learning building blocks can be found in highly optimized implementations in the Intel oneAPI Deep Neural Network Library (oneDNN)

Utilize hardware- and convolutional parameter-based autonomous memory format selection and propagation

Using Intel Neural Compressor, quantize primitives from FP32 to FP16, bf16, or int8

The oneDNN Graph in PyTorch 2.0 and later speeds up inference on x86-64 CPUs utilising float32 and bfloat16 datatypes