BestHub
Sign in
Tag

PaddleBox

0 views collected around this technical thread.

DataFunSummit
DataFunSummit
Mar 12, 2023 · Artificial Intelligence

PaddleBox and FeaBox: GPU‑Based Large‑Scale Sparse Model Training and Integrated Feature Extraction Frameworks at Baidu

The article introduces PaddleBox and FeaBox, two GPU‑driven frameworks designed for massive sparse DNN training and unified feature extraction, detailing their architecture, performance advantages, hardware‑software co‑design challenges, and successful deployment across Baidu's advertising systems.

AI InfrastructureFeaBoxFeature Extraction
0 likes · 24 min read
PaddleBox and FeaBox: GPU‑Based Large‑Scale Sparse Model Training and Integrated Feature Extraction Frameworks at Baidu
Baidu Geek Talk
Baidu Geek Talk
Oct 31, 2022 · Artificial Intelligence

PaddleBox: A GPU‑Based Ultra‑Large‑Scale Sparse DNN Training Framework

PaddleBox is Baidu’s GPU‑based ultra‑large‑scale sparse DNN training framework that combines a three‑tier hierarchical parameter server (SSD, DRAM, HBM) with pipelined scheduling and multi‑machine multi‑GPU communication, delivering 5–40× cost‑performance gains over traditional CPU solutions and powering Baidu’s advertising services.

Deep LearningGPULarge-Scale Models
0 likes · 15 min read
PaddleBox: A GPU‑Based Ultra‑Large‑Scale Sparse DNN Training Framework