UMass-LIDS / Proteus
Proteus: A High-Throughput Inference-Serving System with Accuracy Scaling
☆10Updated 11 months ago
Alternatives and similar repositories for Proteus:
Users that are interested in Proteus are comparing it to the libraries listed below
- Artifacts for our ASPLOS'23 paper ElasticFlow☆53Updated 9 months ago
- ☆37Updated 3 years ago
- ☆44Updated last month
- ☆23Updated 2 years ago
- ☆48Updated 2 years ago
- ☆23Updated last year
- LLM serving cluster simulator☆92Updated 9 months ago
- ☆24Updated last year
- HeliosArtifact☆20Updated 2 years ago
- ☆16Updated 8 months ago
- Official repository for the paper DynaPipe: Optimizing Multi-task Training through Dynamic Pipelines☆17Updated last year
- Fast and Efficient Model Serving Using Multi-GPUs with Direct-Host-Access (ACM EuroSys '23)☆55Updated 10 months ago
- Bamboo is a system for running large pipeline-parallel DNNs affordably, reliably, and efficiently using spot instances.☆48Updated 2 years ago
- Open-source implementation for "Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow"☆18Updated 2 months ago
- A GPU-accelerated DNN inference serving system that supports instant kernel preemption and biased concurrent execution in GPU scheduling.☆40Updated 2 years ago
- ☆14Updated 9 months ago
- Paella: Low-latency Model Serving with Virtualized GPU Scheduling☆58Updated 9 months ago
- Lucid: A Non-Intrusive, Scalable and Interpretable Scheduler for Deep Learning Training Jobs☆52Updated last year
- Compiler for Dynamic Neural Networks☆44Updated last year
- A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems☆145Updated 4 months ago
- Artifacts for our SIGCOMM'22 paper Muri☆41Updated last year
- REEF is a GPU-accelerated DNN inference serving system that enables instant kernel preemption and biased concurrent execution in GPU sche…☆90Updated 2 years ago
- ☆35Updated last year
- Efficient Interactive LLM Serving with Proxy Model-based Sequence Length Prediction | A tiny BERT model can tell you the verbosity of an …☆27Updated 8 months ago
- AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving (OSDI 23)☆81Updated last year
- DISB is a new DNN inference serving benchmark with diverse workloads and models, as well as real-world traces.☆53Updated 5 months ago
- SOTA Learning-augmented Systems☆34Updated 2 years ago
- An interference-aware scheduler for fine-grained GPU sharing☆122Updated 2 weeks ago
- The source code of INFless，a native serverless platform for AI inference.☆36Updated 2 years ago
- MAGIS: Memory Optimization via Coordinated Graph Transformation and Scheduling for DNN (ASPLOS'24)☆50Updated 8 months ago