oneDNN — 2 Technical Articles

Apr 11, 2023 · Artificial Intelligence

How DeepRec Boosted Sparse Model Training and Inference for Large‑Scale Recommendations

This article details how the metaapp advertising team adopted Alibaba Cloud's open‑source DeepRec to overcome parameter‑server bottlenecks, compress terabyte‑scale embeddings, leverage GPU‑accelerated distributed training, and build a low‑maintenance, high‑performance inference service using DeepRec's Processor and oneDNN optimizations.

DeepRecEmbeddingVariableGPU inference

0 likes · 13 min read

How DeepRec Boosted Sparse Model Training and Inference for Large‑Scale Recommendations

Code DAO

Jan 15, 2022 · Artificial Intelligence

How Intel BF16 with IPEX and oneDNN Boosts PyTorch Performance

This article explains how Intel and Facebook's BF16 support, combined with the Intel Extension for PyTorch (IPEX) and oneDNN, automates type and layout conversions and adds graph‑fusion optimizations, delivering 1.4×‑4.3× inference and up to 2.4× training speedups on Xeon CPUs for models such as DLRM, BERT‑Large, and ResNext‑101‑32x4d.

BF16CPU accelerationDeep Learning

0 likes · 13 min read

How Intel BF16 with IPEX and oneDNN Boosts PyTorch Performance