mkuchnik / PlumberApp
Repository to go along with the paper "Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines"
☆9Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for PlumberApp
- [EMNLP 2024 Main] Virtual Personas for Language Models via an Anthology of Backstories☆18Updated this week
- Deadline-based hyperparameter tuning on RayTune.☆31Updated 4 years ago
- DL Dataloader Benchmarks☆18Updated 2 months ago
- Some microbenchmarks and design docs before commencement☆12Updated 3 years ago
- Runtime Tracing Library for TensorFlow☆42Updated 5 years ago
- WIP. Veloce is a low-code Ray-based parallelization library that makes machine learning computation novel, efficient, and heterogeneous.☆18Updated 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
- An Attention Superoptimizer☆20Updated 6 months ago
- A Distributed Multi-GPU System for Fast Graph Processing☆63Updated 6 years ago
- Distributed ML Optimizer☆30Updated 3 years ago
- benchmarking some transformer deployments☆26Updated last year
- Modyn is a research-platform for training ML models on growing datasets.☆29Updated last month
- ☆23Updated last year
- ML Input Data Processing as a Service. This repository contains the source code for Cachew (built on top of TensorFlow).☆36Updated 2 months 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
- Cavs: An Efficient Runtime System for Dynamic Neural Networks☆13Updated 4 years ago
- TORCH_LOGS parser for PT2☆22Updated last week
- Hyperparameter tuning via uncertainty modeling☆46Updated 6 months ago
- Machine learning on serverless platform☆8Updated 2 years ago
- ☆15Updated last year
- Development repository for integrating FlexFlow (A distributed deep learning framework that supports flexible parallelization strategies)…☆28Updated 3 years ago
- [CF ’20] Verified Instruction-Level Energy Consumption Measurement for NVIDIA GPUs☆15Updated 3 years ago
- A tracing JIT compiler for PyTorch☆12Updated 2 years ago
- MLPerf™ logging library☆30Updated this week
- "Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices", official implementation☆28Updated last year
- a high performance system for customized-precision distributed deep learning☆12Updated 3 years ago
- Memory Optimizations for Deep Learning (ICML 2023)☆60Updated 8 months ago
- Exoshuffle-CloudSort☆24Updated last year
- Pygloo provides Python bindings for Gloo.☆16Updated 3 weeks ago
- Efficient LDA solution on GPUs.☆24Updated 6 years ago