YuhanLiu11 / AutoFreeze
☆22Updated 4 years ago
Alternatives and similar repositories for AutoFreeze:
Users that are interested in AutoFreeze are comparing it to the libraries listed below
- PipeTransformer: Automated Elastic Pipelining for Distributed Training of Large-scale Models. ICML 2021☆56Updated 3 years ago
- Code associated with the paper **Fine-tuning Language Models over Slow Networks using Activation Compression with Guarantees**.☆27Updated last year
- [ICDCS 2023] DeAR: Accelerating Distributed Deep Learning with Fine-Grained All-Reduce Pipelining☆12Updated last year
- sensAI: ConvNets Decomposition via Class Parallelism for Fast Inference on Live Data☆64Updated 7 months ago
- ☆92Updated 2 years ago
- A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup☆34Updated 2 years ago
- Code for reproducing experiments performed for Accoridon☆13Updated 3 years ago
- ddl-benchmarks: Benchmarks for Distributed Deep Learning☆37Updated 4 years ago
- Memory Optimizations for Deep Learning (ICML 2023)☆62Updated last year
- ☆44Updated last year
- ☆40Updated 3 years ago
- ☆16Updated 2 years ago
- A Sparse-tensor Communication Framework for Distributed Deep Learning☆13Updated 3 years ago
- This is the (evolving) reading list for the seminar.☆57Updated 4 years ago
- Research and development for optimizing transformers☆125Updated 4 years ago
- Machine Learning System☆14Updated 4 years ago
- NAACL '24 (Best Demo Paper RunnerUp) / MlSys @ NeurIPS '23 - RedCoast: A Lightweight Tool to Automate Distributed Training and Inference☆64Updated 3 months ago
- Training neural networks in TensorFlow 2.0 with 5x less memory☆130Updated 3 years ago
- [ICDCS 2023] Evaluation and Optimization of Gradient Compression for Distributed Deep Learning☆10Updated last year
- FTPipe and related pipeline model parallelism research.☆41Updated last year
- PSTensor provides a way to hack the memory management of tensors in TensorFlow and PyTorch by defining your own C++ Tensor Class.☆10Updated 3 years ago
- Surrogate-based Hyperparameter Tuning System☆28Updated last year
- ☆20Updated last year
- [IJCAI2023] An automated parallel training system that combines the advantages from both data and model parallelism. If you have any inte…☆51Updated last year
- ☆14Updated 4 years ago
- Distributed ML Training Benchmarks☆27Updated 2 years ago
- Fairring (FAIR + Herring) is a plug-in for PyTorch that provides a process group for distributed training that outperforms NCCL at large …☆63Updated 2 years ago
- My paper/code reading notes in Chinese☆46Updated 9 months ago
- (NeurIPS 2022) Automatically finding good model-parallel strategies, especially for complex models and clusters.☆38Updated 2 years ago
- Python package for rematerialization-aware gradient checkpointing☆24Updated last year