Running large language models on a single GPU for throughput-oriented scenarios.

Run Mixtral-8x7B models in Colab or consumer desktops

PyTorch native quantization and sparsity for training and inference

A QoE-Oriented Computation Offloading Algorithm based on Deep Reinforcement Learning (DRL) for Mobile Edge Computing (MEC) | This algorithm captures the dynamics of the MEC environment by integrating the Dueling Double Deep Q-Network (D3QN) model with Long Short-Term Memory (LSTM) networks.

LLM Inference on consumer devices

ZO2 (Zeroth-Order Offloading): Full Parameter Fine-Tuning 175B LLMs with 18GB GPU Memory

dpdk infrastructure for software acceleration. Currently working on RX and ACL pre-filter

DPU-Powered File System Virtualization over virtio-fs

A collection of tests for the Open vSwitch HW offload.

A Dynamic Programming Offloading Algorithm for Mobile Cloud Computing

A framework for IoT devices to offload tasks to the cloud, resulting in efficient computation and decreased cloud costs.

A lightweight framework that enables serverless users to reduce their bills by harvesting non-serverless compute resources such as their VMs, on-premise servers, or personal computers.

LeapIO: Efficient and Portable Virtual NVMe Storage on ARM SoCs (ASPLOS'20)

Monero hardware wallet protocol implementation for Trezor, agent

The container-based cloud platform for mobile code offloading

Code for paper "Real-time Neural Network Inference on Extremely Weak Devices: Agile Offloading with Explainable AI" (MobiCom'22)

Monero wallet Trezor integration documentation

Implementation of the RTSS'23 Best Student Paper Award paper Progressive Neural Compression for Adaptive Image Offloading under Timing Constraints