DS3Lab / LambdaML
Machine learning on serverless platform
☆8Updated 2 years ago
Alternatives and similar repositories for LambdaML:
Users that are interested in LambdaML are comparing it to the libraries listed below
- ☆44Updated 3 years ago
- Serverless for all computation☆42Updated 2 years ago
- Fine-grained GPU sharing primitives☆141Updated 5 years ago
- Exploiting Cloud Services for Cost-Effective, SLO-Aware Machine Learning Inference Serving☆37Updated 5 years ago
- Dorylus: Affordable, Scalable, and Accurate GNN Training☆77Updated 3 years ago
- Analyze network performance in distributed training☆18Updated 4 years ago
- Code for "Heterogenity-Aware Cluster Scheduling Policies for Deep Learning Workloads", which appeared at OSDI 2020☆128Updated 9 months ago
- Multi-Instance-GPU profiling tool☆57Updated 2 years ago
- PipeSwitch: Fast Pipelined Context Switching for Deep Learning Applications☆126Updated 3 years ago
- ☆42Updated 2 years ago
- Serverless optimizations☆51Updated last year
- An open source tool for testing and profiling FaaS and serverless platforms☆110Updated 2 months ago
- ☆24Updated last year
- FaaSNet: Scalable and Fast Provisioning of Custom Serverless Container Runtimes at Alibaba Cloud Function Compute (USENIX ATC'21)☆54Updated 3 years ago
- Model-less Inference Serving☆88Updated last year
- ☆22Updated 5 years ago
- 🔮 Execution time predictions for deep neural network training iterations across different GPUs.☆62Updated 2 years ago
- Nightcore: Efficient and Scalable Serverless Computing for Latency-Sensitive, Interactive Microservices [ASPLOS '21]☆102Updated 3 years ago
- Tiresias is a GPU cluster manager for distributed deep learning training.☆153Updated 5 years ago
- rFaaS: a high-performance FaaS platform with RDMA acceleration for low-latency invocations.☆51Updated 3 weeks ago
- Bamboo is a system for running large pipeline-parallel DNNs affordably, reliably, and efficiently using spot instances.☆49Updated 2 years ago
- ML Input Data Processing as a Service. This repository contains the source code for Cachew (built on top of TensorFlow).☆38Updated 8 months ago
- ☆11Updated last year
- ☆35Updated 4 years ago
- A Federated Execution Engine for Fast Distributed Computation Over Slow Networks☆26Updated 4 years ago
- Deadline-based hyperparameter tuning on RayTune.☆31Updated 5 years ago
- ☆47Updated 2 years ago
- A universal workflow system for exactly-once DAGs☆23Updated last year
- The source code of INFless,a native serverless platform for AI inference.☆38Updated 2 years ago
- ☆69Updated 2 years ago