James-QiuHaoran / LLM-serving-with-proxy-models
Efficient Interactive LLM Serving with Proxy Model-based Sequence Length Prediction | A tiny BERT model can tell you the verbosity of an LLM (with low latency overhead!)
☆33Updated 11 months ago
Alternatives and similar repositories for LLM-serving-with-proxy-models:
Users that are interested in LLM-serving-with-proxy-models are comparing it to the libraries listed below
- ☆49Updated 2 years ago
- Artifacts for our ASPLOS'23 paper ElasticFlow☆51Updated 11 months ago
- Open-source implementation for "Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow"☆40Updated 5 months ago
- A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems☆164Updated 6 months ago
- ☆16Updated 11 months ago
- Lucid: A Non-Intrusive, Scalable and Interpretable Scheduler for Deep Learning Training Jobs☆53Updated last year
- Bamboo is a system for running large pipeline-parallel DNNs affordably, reliably, and efficiently using spot instances.☆49Updated 2 years ago
- ☆42Updated 10 months ago
- A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup☆34Updated 2 years ago
- AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving (OSDI 23)☆81Updated last year
- Helios Traces from SenseTime☆54Updated 2 years ago
- ☆53Updated 4 years ago
- ☆23Updated 9 months ago
- Artifacts for our SIGCOMM'22 paper Muri☆41Updated last year
- ☆37Updated 3 years ago
- Artifact for "Apparate: Rethinking Early Exits to Tame Latency-Throughput Tensions in ML Serving" [SOSP '24]☆24Updated 5 months ago
- SOTA Learning-augmented Systems☆36Updated 2 years ago
- DISB is a new DNN inference serving benchmark with diverse workloads and models, as well as real-world traces.☆52Updated 8 months ago
- ☆20Updated 3 years ago
- HeliosArtifact☆20Updated 2 years ago
- Artifact of OSDI '24 paper, ”Llumnix: Dynamic Scheduling for Large Language Model Serving“☆60Updated 11 months ago
- Artifacts for our NSDI'23 paper TGS☆75Updated 10 months ago
- SpotServe: Serving Generative Large Language Models on Preemptible Instances☆118Updated last year
- ☆17Updated last year
- Artifact for "Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning" [NSDI '23]☆43Updated 2 years ago
- Stateful LLM Serving☆65Updated last month
- Compiler for Dynamic Neural Networks☆46Updated last year
- ☆72Updated 3 years ago
- The source code of INFless，a native serverless platform for AI inference.☆38Updated 2 years ago
- ☆16Updated last year