mkuchnik / PlumberAppLinks
Repository to go along with the paper "Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines"
☆10Updated 3 years ago
Alternatives and similar repositories for PlumberApp
Users that are interested in PlumberApp are comparing it to the libraries listed below
Sorting:
- ☆15Updated last year
- A Ray-based data loader with per-epoch shuffling and configurable pipelining, for shuffling and loading training data for distributed tra…☆18Updated 2 years ago
- Deadline-based hyperparameter tuning on RayTune.☆31Updated 5 years ago
- ML Input Data Processing as a Service. This repository contains the source code for Cachew (built on top of TensorFlow).☆39Updated 10 months ago
- DL Dataloader Benchmarks☆19Updated 6 months ago
- WIP. Veloce is a low-code Ray-based parallelization library that makes machine learning computation novel, efficient, and heterogeneous.☆18Updated 3 years ago
- Fairring (FAIR + Herring) is a plug-in for PyTorch that provides a process group for distributed training that outperforms NCCL at large …☆65Updated 3 years ago
- A Distributed Multi-GPU System for Fast Graph Processing☆65Updated 6 years ago
- ☆24Updated 2 years ago
- Lightning In-Memory Object Store☆47Updated 3 years ago
- NVIDIA's launch, startup, and logging scripts used by our MLPerf Training and HPC submissions☆29Updated 2 weeks ago
- Large Graph Convolutional Network Training with GPU-Oriented Data Communication Architecture (accepted by PVLDB)☆44Updated 2 years ago
- This is repository for a I/O benchmark which represents Scientific Deep Learning Workloads.☆23Updated 2 years ago
- ☆44Updated 3 years ago
- Some microbenchmarks and design docs before commencement☆12Updated 4 years ago
- Machine learning on serverless platform☆9Updated 3 years ago
- ☆22Updated 4 years ago
- A library that translates Python and NumPy to optimized distributed systems code.☆132Updated 2 years ago
- ☆14Updated 4 years ago
- Exoshuffle-CloudSort☆26Updated 2 years ago
- 凵 Full-system, queuing simulator for serverless workflows.☆25Updated 2 years ago
- Learned Index Structures☆50Updated 6 years ago
- An I/O benchmark for deep Learning applications☆89Updated last month
- Home for OctoML PyTorch Profiler☆113Updated 2 years ago
- ACT An Architectural Carbon Modeling Tool for Designing Sustainable Computer Systems☆40Updated 2 weeks ago
- [CF ’20] Verified Instruction-Level Energy Consumption Measurement for NVIDIA GPUs☆15Updated 4 years ago
- Issues related to MLPerf™ Inference policies, including rules and suggested changes☆63Updated last week
- Serverless for all computation☆42Updated 2 years ago
- Compression for Foundation Models☆34Updated 2 weeks ago
- Supplementary material for our paper "Compute Trends Across Three Eras of Machine Learning".☆41Updated 3 years ago