WukLab / preble
Stateful LLM Serving
☆46Updated 7 months ago
Alternatives and similar repositories for preble:
Users that are interested in preble are comparing it to the libraries listed below
- ☆50Updated 8 months ago
- ☆83Updated 3 months ago
- SpotServe: Serving Generative Large Language Models on Preemptible Instances☆112Updated last year
- Artifact of OSDI '24 paper, ”Llumnix: Dynamic Scheduling for Large Language Model Serving“☆60Updated 8 months ago
- LLM serving cluster simulator☆92Updated 10 months ago
- A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems☆147Updated 4 months ago
- [OSDI'24] Serving LLM-based Applications Efficiently with Semantic Variable☆146Updated 5 months ago
- A resilient distributed training framework☆88Updated 10 months ago
- Efficient Interactive LLM Serving with Proxy Model-based Sequence Length Prediction | A tiny BERT model can tell you the verbosity of an …☆26Updated 9 months ago
- ☆80Updated 2 months ago
- Artifacts for our ASPLOS'23 paper ElasticFlow☆53Updated 9 months ago
- Bamboo is a system for running large pipeline-parallel DNNs affordably, reliably, and efficiently using spot instances.☆49Updated 2 years ago
- AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving (OSDI 23)☆82Updated last year
- ☆17Updated 9 months ago
- High performance Transformer implementation in C++.☆103Updated last month
- Open-source implementation for "Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow"☆21Updated 3 months ago
- Artifact for "Apparate: Rethinking Early Exits to Tame Latency-Throughput Tensions in ML Serving" [SOSP '24]☆22Updated 3 months ago
- ☆20Updated 7 months ago
- ☆65Updated 2 years ago
- ☆53Updated 4 years ago
- [ICML 2024] Serving LLMs on heterogeneous decentralized clusters.☆21Updated 9 months ago
- InfiniGen: Efficient Generative Inference of Large Language Models with Dynamic KV Cache Management (OSDI'24)☆110Updated 7 months ago
- FlexFlow Serve: Low-Latency, High-Performance LLM Serving☆22Updated this week
- ☆24Updated last year
- An interference-aware scheduler for fine-grained GPU sharing☆123Updated last month
- DISB is a new DNN inference serving benchmark with diverse workloads and models, as well as real-world traces.☆53Updated 6 months ago
- Compiler for Dynamic Neural Networks☆45Updated last year
- LLM Serving Performance Evaluation Harness☆70Updated this week
- ☆75Updated 2 years ago
- A GPU-accelerated DNN inference serving system that supports instant kernel preemption and biased concurrent execution in GPU scheduling.☆41Updated 2 years ago