alpa-projects / mms
AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving (OSDI 23)
☆82Updated last year
Alternatives and similar repositories for mms:
Users that are interested in mms are comparing it to the libraries listed below
- A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems☆153Updated 5 months ago
- LLM serving cluster simulator☆93Updated 10 months ago
- Compiler for Dynamic Neural Networks☆45Updated last year
- SpotServe: Serving Generative Large Language Models on Preemptible Instances☆112Updated last year
- This repository is established to store personal notes and annotated papers during daily research.☆113Updated this week
- PipeSwitch: Fast Pipelined Context Switching for Deep Learning Applications☆127Updated 2 years ago
- An experimental parallel training platform☆54Updated 11 months ago
- A resilient distributed training framework☆89Updated 11 months ago
- [ICML 2024] Serving LLMs on heterogeneous decentralized clusters.☆22Updated 10 months ago
- Artifacts for our ASPLOS'23 paper ElasticFlow☆52Updated 10 months ago
- ☆75Updated 2 years ago
- Bamboo is a system for running large pipeline-parallel DNNs affordably, reliably, and efficiently using spot instances.☆49Updated 2 years ago
- Stateful LLM Serving☆48Updated last week
- ☆18Updated 9 months ago
- TACCL: Guiding Collective Algorithm Synthesis using Communication Sketches☆71Updated last year
- An interference-aware scheduler for fine-grained GPU sharing☆127Updated last month
- ☆37Updated 3 years ago
- Artifact of OSDI '24 paper, ”Llumnix: Dynamic Scheduling for Large Language Model Serving“☆60Updated 9 months ago
- A baseline repository of Auto-Parallelism in Training Neural Networks☆143Updated 2 years ago
- ☆88Updated 4 months ago
- ☆69Updated 3 years ago
- nnScaler: Compiling DNN models for Parallel Training☆101Updated last month
- ☆49Updated 2 years ago
- DISB is a new DNN inference serving benchmark with diverse workloads and models, as well as real-world traces.☆53Updated 7 months ago
- ☆46Updated 2 months ago
- ☆21Updated 8 months ago
- REEF is a GPU-accelerated DNN inference serving system that enables instant kernel preemption and biased concurrent execution in GPU sche…☆92Updated 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 …☆30Updated 9 months ago
- An Efficient Pipelined Data Parallel Approach for Training Large Model☆74Updated 4 years ago
- Lucid: A Non-Intrusive, Scalable and Interpretable Scheduler for Deep Learning Training Jobs☆53Updated last year