DS3Lab / AC-SGDLinks
Code associated with the paper **Fine-tuning Language Models over Slow Networks using Activation Compression with Guarantees**.
☆28Updated 2 years ago
Alternatives and similar repositories for AC-SGD
Users that are interested in AC-SGD are comparing it to the libraries listed below
Sorting:
- PyTorch implementation of paper "Response Length Perception and Sequence Scheduling: An LLM-Empowered LLM Inference Pipeline".☆86Updated 2 years ago
- ☆20Updated 2 years ago
- PipeTransformer: Automated Elastic Pipelining for Distributed Training of Large-scale Models. ICML 2021☆56Updated 3 years ago
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆38Updated 9 months ago
- ☆50Updated 6 months ago
- A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup☆34Updated 2 years ago
- GPU operators for sparse tensor operations☆32Updated last year
- The implementation for MLSys 2023 paper: "Cuttlefish: Low-rank Model Training without All The Tuning"☆44Updated 2 years ago
- ☆56Updated last year
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆39Updated 11 months ago
- ☆83Updated 3 years ago
- AN EFFICIENT AND GENERAL FRAMEWORK FOR LAYERWISE-ADAPTIVE GRADIENT COMPRESSION☆13Updated last year
- ☆92Updated 2 years ago
- 16-fold memory access reduction with nearly no loss☆94Updated 2 months ago
- ☆42Updated 2 years ago
- ☆25Updated 6 months ago
- (NeurIPS 2022) Automatically finding good model-parallel strategies, especially for complex models and clusters.☆38Updated 2 years ago
- [ICLR 2025] DeFT: Decoding with Flash Tree-attention for Efficient Tree-structured LLM Inference☆23Updated last month
- ☆26Updated last year
- ☆49Updated last year
- [IJCAI2023] An automated parallel training system that combines the advantages from both data and model parallelism. If you have any inte…☆51Updated 2 years ago
- Odysseus: Playground of LLM Sequence Parallelism☆69Updated 11 months ago
- ☆19Updated 2 years ago
- ☆37Updated 9 months ago
- Artifact for "Apparate: Rethinking Early Exits to Tame Latency-Throughput Tensions in ML Serving" [SOSP '24]☆24Updated 6 months ago
- Official Repo for "LLM-PQ: Serving LLM on Heterogeneous Clusters with Phase-Aware Partition and Adaptive Quantization"☆32Updated last year
- Official resporitory for "IPDPS' 24 QSync: Quantization-Minimized Synchronous Distributed Training Across Hybrid Devices".☆20Updated last year
- [ICDCS 2023] Evaluation and Optimization of Gradient Compression for Distributed Deep Learning☆10Updated 2 years ago
- ☆28Updated 2 weeks ago
- [ICDCS 2023] DeAR: Accelerating Distributed Deep Learning with Fine-Grained All-Reduce Pipelining☆11Updated last year