pengyanghua / optimus
A Deep Learning Cluster Scheduler
☆37Updated 4 years ago
Alternatives and similar repositories for optimus:
Users that are interested in optimus are comparing it to the libraries listed below
- a deep learning-driven scheduler for elastic training in deep learning clusters☆29Updated 4 years ago
- Lucid: A Non-Intrusive, Scalable and Interpretable Scheduler for Deep Learning Training Jobs☆53Updated last year
- Helios Traces from SenseTime☆54Updated 2 years ago
- ☆20Updated 3 years ago
- ☆42Updated 10 months ago
- HeliosArtifact☆20Updated 2 years ago
- Tiresias is a GPU cluster manager for distributed deep learning training.☆153Updated 5 years ago
- ☆49Updated 2 years ago
- Code for "Heterogenity-Aware Cluster Scheduling Policies for Deep Learning Workloads", which appeared at OSDI 2020☆128Updated 9 months ago
- PipeSwitch: Fast Pipelined Context Switching for Deep Learning Applications☆126Updated 3 years ago
- ☆37Updated 3 years ago
- An Efficient Dynamic Resource Scheduler for Deep Learning Clusters☆42Updated 7 years ago
- Surrogate-based Hyperparameter Tuning System☆28Updated last year
- Artifacts for our ASPLOS'23 paper ElasticFlow☆51Updated 11 months ago
- GPU-scheduler-for-deep-learning☆205Updated 4 years ago
- ☆16Updated last year
- Fine-grained GPU sharing primitives☆141Updated 5 years ago
- Artifacts for our SIGCOMM'22 paper Muri☆41Updated last year
- An interference-aware scheduler for fine-grained GPU sharing☆133Updated 3 months ago
- A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup☆34Updated 2 years ago
- Artifacts for our NSDI'23 paper TGS☆75Updated 10 months ago
- ☆48Updated 4 months ago
- Bamboo is a system for running large pipeline-parallel DNNs affordably, reliably, and efficiently using spot instances.☆49Updated 2 years ago
- SOTA Learning-augmented Systems☆36Updated 2 years ago
- Proteus: A High-Throughput Inference-Serving System with Accuracy Scaling☆11Updated last year
- ☆186Updated 5 years ago
- Efficient Interactive LLM Serving with Proxy Model-based Sequence Length Prediction | A tiny BERT model can tell you the verbosity of an …☆33Updated 11 months ago
- Artifact for "Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning" [NSDI '23]☆43Updated 2 years ago
- Dynamic resources changes for multi-dimensional parallelism training☆25Updated 5 months ago
- A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems☆164Updated 6 months ago