DS3Lab / LambdaMLLinks
Machine learning on serverless platform
☆9Updated 3 years ago
Alternatives and similar repositories for LambdaML
Users that are interested in LambdaML are comparing it to the libraries listed below
Sorting:
- ☆44Updated 3 years ago
- Exploiting Cloud Services for Cost-Effective, SLO-Aware Machine Learning Inference Serving☆37Updated 5 years ago
- ☆41Updated 2 years ago
- Tiresias is a GPU cluster manager for distributed deep learning training.☆156Updated 5 years ago
- Serverless for all computation☆42Updated 2 years ago
- Nightcore: Efficient and Scalable Serverless Computing for Latency-Sensitive, Interactive Microservices [ASPLOS '21]☆105Updated 3 years ago
- An open source tool for testing and profiling FaaS and serverless platforms☆111Updated 5 months ago
- Serverless optimizations☆51Updated last year
- ☆69Updated 2 years ago
- PipeSwitch: Fast Pipelined Context Switching for Deep Learning Applications☆127Updated 3 years ago
- Fine-grained GPU sharing primitives☆143Updated last week
- ☆24Updated 2 years ago
- Code for "Heterogenity-Aware Cluster Scheduling Policies for Deep Learning Workloads", which appeared at OSDI 2020☆127Updated last year
- A benchmark suite for evaluating FaaS scheduler.☆23Updated 2 years ago
- FaaSNet: Scalable and Fast Provisioning of Custom Serverless Container Runtimes at Alibaba Cloud Function Compute (USENIX ATC'21)☆55Updated 3 years ago
- A universal workflow system for exactly-once DAGs☆23Updated 2 years ago
- Model-less Inference Serving☆90Updated last year
- ☆38Updated 4 years ago
- An Efficient Dynamic Resource Scheduler for Deep Learning Clusters☆42Updated 7 years ago
- ☆192Updated 5 years ago
- 🔮 Execution time predictions for deep neural network training iterations across different GPUs.☆63Updated 2 years ago
- Molecule's artifact for ASPLOS'22☆29Updated 3 years ago
- Analyze network performance in distributed training☆18Updated 4 years ago
- The source code of INFless,a native serverless platform for AI inference.☆40Updated 2 years ago
- A Federated Execution Engine for Fast Distributed Computation Over Slow Networks☆26Updated 4 years ago
- Virtual Memory Abstraction for Serverless Architectures☆48Updated 3 years ago
- Artifact for "Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning" [NSDI '23]☆44Updated 2 years ago
- Dorylus: Affordable, Scalable, and Accurate GNN Training☆76Updated 4 years ago
- ☆22Updated 4 years ago
- A Generic Resource-Aware Hyperparameter Tuning Execution Engine☆15Updated 3 years ago