S-Lab-System-Group / HydroLinks
Surrogate-based Hyperparameter Tuning System
☆27Updated 2 years ago
Alternatives and similar repositories for Hydro
Users that are interested in Hydro are comparing it to the libraries listed below
Sorting:
- A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup☆35Updated 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 …☆41Updated last year
- Bamboo is a system for running large pipeline-parallel DNNs affordably, reliably, and efficiently using spot instances.☆51Updated 2 years ago
- ☆23Updated 3 years ago
- Artifacts for our ASPLOS'23 paper ElasticFlow☆52Updated last year
- HeliosArtifact☆20Updated 2 years ago
- ☆44Updated last year
- A resilient distributed training framework☆94Updated last year
- ☆51Updated 2 years ago
- AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving (OSDI 23)☆84Updated 2 years ago
- SpotServe: Serving Generative Large Language Models on Preemptible Instances☆128Updated last year
- Artifact for "Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning" [NSDI '23]☆45Updated 2 years ago
- ☆16Updated last year
- A Deep Learning Cluster Scheduler☆39Updated 4 years ago
- SOTA Learning-augmented Systems☆36Updated 3 years ago
- ☆37Updated 2 months ago
- DISB is a new DNN inference serving benchmark with diverse workloads and models, as well as real-world traces.☆53Updated last year
- Artifact for "Apparate: Rethinking Early Exits to Tame Latency-Throughput Tensions in ML Serving" [SOSP '24]☆25Updated 9 months ago
- Artifacts for our SIGCOMM'22 paper Muri☆42Updated last year
- ☆25Updated last year
- ☆15Updated 3 years ago
- Primo: Practical Learning-Augmented Systems with Interpretable Models☆19Updated last year
- A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems☆200Updated last month
- PipeSwitch: Fast Pipelined Context Switching for Deep Learning Applications☆126Updated 3 years ago
- Open-source implementation for "Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow"☆62Updated 9 months ago
- ☆19Updated last year
- Helios Traces from SenseTime☆57Updated 2 years ago
- Lucid: A Non-Intrusive, Scalable and Interpretable Scheduler for Deep Learning Training Jobs☆55Updated 2 years ago
- Artifact of OSDI '24 paper, ”Llumnix: Dynamic Scheduling for Large Language Model Serving“☆62Updated last year
- Model-less Inference Serving☆91Updated last year