S-Lab-System-Group / Hydro
Surrogate-based Hyperparameter Tuning System
☆28Updated last year
Alternatives and similar repositories for Hydro:
Users that are interested in Hydro are comparing it to the libraries listed below
- ☆20Updated 3 years ago
- A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup☆34Updated 2 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 10 months ago
- A Deep Learning Cluster Scheduler☆37Updated 4 years ago
- Artifacts for our ASPLOS'23 paper ElasticFlow☆52Updated 10 months ago
- Bamboo is a system for running large pipeline-parallel DNNs affordably, reliably, and efficiently using spot instances.☆49Updated 2 years ago
- ☆40Updated 8 months ago
- HeliosArtifact☆20Updated 2 years ago
- [ICML 2024] Serving LLMs on heterogeneous decentralized clusters.☆23Updated 10 months ago
- ☆16Updated last year
- A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems☆156Updated 5 months ago
- ☆49Updated 2 years ago
- Helios Traces from SenseTime☆53Updated 2 years ago
- ☆14Updated 2 years ago
- Artifact for "Apparate: Rethinking Early Exits to Tame Latency-Throughput Tensions in ML Serving" [SOSP '24]☆22Updated 4 months ago
- A resilient distributed training framework☆93Updated 11 months ago
- Official repository for the paper DynaPipe: Optimizing Multi-task Training through Dynamic Pipelines☆17Updated last year
- ☆37Updated 3 years ago
- Code for "Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning" [NSDI '23]☆40Updated 2 years ago
- ☆24Updated last year
- ☆16Updated 10 months ago
- AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving (OSDI 23)☆82Updated last year
- Artifacts for our SIGCOMM'22 paper Muri☆41Updated last year
- Dynamic resources changes for multi-dimensional parallelism training☆24Updated 4 months ago
- [NeurIPS 2024] Efficient LLM Scheduling by Learning to Rank☆43Updated 4 months ago
- SOTA Learning-augmented Systems☆35Updated 2 years ago
- SpotServe: Serving Generative Large Language Models on Preemptible Instances☆112Updated last year
- Lucid: A Non-Intrusive, Scalable and Interpretable Scheduler for Deep Learning Training Jobs☆53Updated last year
- a deep learning-driven scheduler for elastic training in deep learning clusters☆29Updated 4 years ago
- Official Repo for "LLM-PQ: Serving LLM on Heterogeneous Clusters with Phase-Aware Partition and Adaptive Quantization"☆29Updated last year