Monolith: Real Time Recommendation System With Collisionless Embedding Table

1 code implementation • 16 Sep 2022 • Zhuoran Liu, Leqi Zou, Xuan Zou, Caihua Wang, Biao Zhang, Da Tang, Bolin Zhu, Yijie Zhu, Peng Wu, Ke Wang, Youlong Cheng

In this paper, we present Monolith, a system tailored for online training.

CowClip: Reducing CTR Prediction Model Training Time from 12 hours to 10 minutes on 1 GPU

1 code implementation • 13 Apr 2022 • Zangwei Zheng, Pengtai Xu, Xuan Zou, Da Tang, Zhen Li, Chenguang Xi, Peng Wu, Leqi Zou, Yijie Zhu, Ming Chen, Xiangzhuo Ding, Fuzhao Xue, Ziheng Qin, Youlong Cheng, Yang You

Our experiments show that previous scaling rules fail in the training of CTR prediction neural networks.

Click-Through Rate Prediction