smartnets / dataloader-benchmarks
DL Dataloader Benchmarks
☆18Updated 2 months ago
Related projects ⓘ
Alternatives and complementary repositories for dataloader-benchmarks
- 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
- Repository to go along with the paper "Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines"☆9Updated 2 years ago
- MLPerf™ logging library☆30Updated this week
- WIP. Veloce is a low-code Ray-based parallelization library that makes machine learning computation novel, efficient, and heterogeneous.☆18Updated 2 years ago
- Some microbenchmarks and design docs before commencement☆12Updated 3 years ago
- ☆14Updated 3 years ago
- Distributed ML Optimizer☆30Updated 3 years ago
- Deadline-based hyperparameter tuning on RayTune.☆31Updated 4 years ago
- A performant, memory-efficient checkpointing library for PyTorch applications, designed with large, complex distributed workloads in mind…☆146Updated 2 weeks ago
- Torch Distributed Experimental☆116Updated 3 months ago
- "Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices", official implementation☆28Updated last year
- Modyn is a research-platform for training ML models on growing datasets.☆29Updated last month
- Memory Optimizations for Deep Learning (ICML 2023)☆60Updated 8 months ago
- PipeTransformer: Automated Elastic Pipelining for Distributed Training of Large-scale Models. ICML 2021☆55Updated 3 years ago
- Profiling and Improving the PyTorch Dataloader for high-latency Storage☆18Updated last year
- ☆55Updated 5 months ago
- benchmarking some transformer deployments☆26Updated last year
- ☆22Updated 4 years ago
- A library for syntactically rewriting Python programs, pronounced (sinner).☆70Updated 2 years ago
- A Python library transfers PyTorch tensors between CPU and NVMe☆98Updated last week
- Ray - A curated list of resources: https://github.com/ray-project/ray☆42Updated last year
- ☆15Updated 2 years ago
- TORCH_LOGS parser for PT2☆22Updated last week
- [ICDCS 2023] DeAR: Accelerating Distributed Deep Learning with Fine-Grained All-Reduce Pipelining☆12Updated 11 months ago
- No-GIL Python environment featuring NVIDIA Deep Learning libraries.☆22Updated this week
- ☆19Updated last year
- ☆9Updated 11 months ago
- Depict GPU memory footprint during DNN training of PyTorch☆11Updated 2 years ago
- A Ray-based data loader with per-epoch shuffling and configurable pipelining, for shuffling and loading training data for distributed tra…☆18Updated last year
- Development repository for integrating FlexFlow (A distributed deep learning framework that supports flexible parallelization strategies)…☆28Updated 3 years ago