marcoszh / MArk-ProjectLinks
Exploiting Cloud Services for Cost-Effective, SLO-Aware Machine Learning Inference Serving
☆37Updated 5 years ago
Alternatives and similar repositories for MArk-Project
Users that are interested in MArk-Project are comparing it to the libraries listed below
Sorting:
- An Efficient Dynamic Resource Scheduler for Deep Learning Clusters☆42Updated 7 years ago
- Tiresias is a GPU cluster manager for distributed deep learning training.☆154Updated 5 years ago
- PipeSwitch: Fast Pipelined Context Switching for Deep Learning Applications☆126Updated 3 years ago
- FaaSNet: Scalable and Fast Provisioning of Custom Serverless Container Runtimes at Alibaba Cloud Function Compute (USENIX ATC'21)☆55Updated 3 years ago
- Model-less Inference Serving☆88Updated last year
- ☆24Updated last year
- Code for "Heterogenity-Aware Cluster Scheduling Policies for Deep Learning Workloads", which appeared at OSDI 2020☆128Updated 10 months ago
- ☆50Updated 2 years ago
- The source code of INFless，a native serverless platform for AI inference.☆38Updated 2 years ago
- Fine-grained GPU sharing primitives☆141Updated 5 years ago
- 🔮 Execution time predictions for deep neural network training iterations across different GPUs.☆62Updated 2 years ago
- Artifact for "Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning" [NSDI '23]☆43Updated 2 years ago
- A Deep Learning Cluster Scheduler☆37Updated 4 years ago
- This repository contains code for the paper: Bergsma S., Zeyl T., Senderovich A., and Beck J. C., "Generating Complex, Realistic Cloud Wo…☆43Updated 3 years ago
- A Generic Resource-Aware Hyperparameter Tuning Execution Engine☆15Updated 3 years ago
- Bamboo is a system for running large pipeline-parallel DNNs affordably, reliably, and efficiently using spot instances.☆50Updated 2 years ago
- ☆20Updated 3 years ago
- Helios Traces from SenseTime☆55Updated 2 years ago
- ☆190Updated 5 years ago
- Artifacts for our SIGCOMM'22 paper Muri☆41Updated last year
- Artifacts for our ASPLOS'23 paper ElasticFlow☆51Updated last year
- ☆36Updated 4 years ago
- Multi-Instance-GPU profiling tool☆58Updated 2 years ago
- Metis: Learning to Schedule Long-Running Applications in Shared Container Clusters with at Scale☆18Updated 5 years ago
- ☆23Updated 4 years ago
- Serverless optimizations☆51Updated last year
- SOTA Learning-augmented Systems☆36Updated 3 years ago
- ☆25Updated 2 years ago
- This repository contains experimental tools we developed to forecast a clusters' resource (CPU or memory) usage.☆40Updated 4 years ago
- ☆44Updated 3 years ago