Search Results for author: Jinzhe Pan

Found 4 papers, 3 papers with code

Unveiling Redundancy in Diffusion Transformers (DiTs): A Systematic Study

2 code implementations18 Nov 2024 Xibo Sun, Jiarui Fang, Aoyu Li, Jinzhe Pan

Our experimental analysis reveals substantial variations in the distribution of redundancy across diffusion steps among different DiT models.

Scheduling

xDiT: an Inference Engine for Diffusion Transformers (DiTs) with Massive Parallelism

1 code implementation4 Nov 2024 Jiarui Fang, Jinzhe Pan, Xibo Sun, Aoyu Li, Jiannan Wang

Parallel inference is essential for real-time DiTs deployments, but relying on a single parallel method is impractical due to poor scalability at large scales.

MAC Revivo: Artificial Intelligence Paves the Way

no code implementations21 Oct 2024 Jinzhe Pan, Jingqing Wang, Zelin Yun, Zhiyong Xiao, Yuehui Ouyang, Wenchi Cheng, Wei zhang

The vast adoption of Wi-Fi and/or Bluetooth capabilities in Internet of Things (IoT) devices, along with the rapid growth of deployed smart devices, has caused significant interference and congestion in the industrial, scientific, and medical (ISM) bands.

PipeFusion: Patch-level Pipeline Parallelism for Diffusion Transformers Inference

2 code implementations23 May 2024 Jiarui Fang, Jinzhe Pan, Jiannan Wang, Aoyu Li, Xibo Sun

This paper presents PipeFusion, an innovative parallel methodology to tackle the high latency issues associated with generating high-resolution images using diffusion transformers (DiTs) models.

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