WukLab / preble
Stateful LLM Serving
☆38Updated 3 months ago
Related projects ⓘ
Alternatives and complementary repositories for preble
- ☆56Updated last week
- ☆46Updated 5 months ago
- SpotServe: Serving Generative Large Language Models on Preemptible Instances☆102Updated 9 months ago
- Artifact of OSDI '24 paper, ”Llumnix: Dynamic Scheduling for Large Language Model Serving“☆57Updated 5 months ago
- ☆51Updated last month
- [OSDI'24] Serving LLM-based Applications Efficiently with Semantic Variable☆114Updated 2 months ago
- A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems☆135Updated last month
- Efficient Interactive LLM Serving with Proxy Model-based Sequence Length Prediction | A tiny model can tell you the verbosity of an LLM (…☆22Updated 5 months ago
- A resilient distributed training framework☆85Updated 7 months ago
- ☆24Updated last year
- ☆51Updated 3 years ago
- Artifacts for our ASPLOS'23 paper ElasticFlow☆52Updated 6 months ago
- DISB is a new DNN inference serving benchmark with diverse workloads and models, as well as real-world traces.☆54Updated 3 months ago
- LLM serving cluster simulator☆81Updated 6 months ago
- High performance Transformer implementation in C++.☆83Updated 2 months ago
- AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving (OSDI 23)☆79Updated last year
- Vector search with bounded performance.☆33Updated 9 months ago
- ☆66Updated 3 years ago
- Bamboo is a system for running large pipeline-parallel DNNs affordably, reliably, and efficiently using spot instances.☆47Updated last year
- ☆68Updated last month
- ☆16Updated last year
- nnScaler: Compiling DNN models for Parallel Training☆77Updated 3 weeks ago
- Code for "Apparate: Rethinking Early Exits to Tame Latency-Throughput Tensions in ML Serving" [SOSP '24]☆16Updated this week
- An interference-aware scheduler for fine-grained GPU sharing☆112Updated 6 months ago
- ☆14Updated 5 months ago
- Fast OS-level support for GPU checkpoint and restore☆45Updated 2 weeks ago
- ☆56Updated 2 years ago
- ☆15Updated 4 months ago
- An experimental parallel training platform☆52Updated 7 months ago
- MAGIS: Memory Optimization via Coordinated Graph Transformation and Scheduling for DNN (ASPLOS'24)☆46Updated 5 months ago