llm-db / FineInferLinks
Deferred Continuous Batching in Resource-Efficient Large Language Model Serving (EuroMLSys 2024)
☆17Updated last year
Alternatives and similar repositories for FineInfer
Users that are interested in FineInfer are comparing it to the libraries listed below
Sorting:
- Artifact for "Apparate: Rethinking Early Exits to Tame Latency-Throughput Tensions in ML Serving" [SOSP '24]☆25Updated 7 months ago
- A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup☆35Updated 2 years ago
- ☆25Updated last year
- Artifact for "Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning" [NSDI '23]☆44Updated 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 …☆36Updated last year
- ☆14Updated 3 years ago
- A resilient distributed training framework☆95Updated last year
- Surrogate-based Hyperparameter Tuning System☆28Updated 2 years ago
- Official Repo for "LLM-PQ: Serving LLM on Heterogeneous Clusters with Phase-Aware Partition and Adaptive Quantization"☆34Updated last week
- Artifact of OSDI '24 paper, ”Llumnix: Dynamic Scheduling for Large Language Model Serving“☆61Updated last year
- Stateful LLM Serving☆76Updated 4 months ago
- AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving (OSDI 23)☆82Updated 2 years ago
- DISB is a new DNN inference serving benchmark with diverse workloads and models, as well as real-world traces.☆52Updated 10 months ago
- LLM serving cluster simulator☆107Updated last year
- SOTA Learning-augmented Systems☆36Updated 3 years ago
- An Attention Superoptimizer☆22Updated 5 months ago
- ☆45Updated 3 years ago
- ☆37Updated 2 months ago
- ☆16Updated last year
- ☆22Updated 3 years ago
- ☆14Updated 3 years ago
- Official resporitory for "IPDPS' 24 QSync: Quantization-Minimized Synchronous Distributed Training Across Hybrid Devices".☆20Updated last year
- ☆64Updated last year
- Open-source implementation for "Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow"☆53Updated 7 months ago
- Cupcake: A Compression Scheduler for Scalable Communication-Efficient Distributed Training (MLSys '23)☆9Updated 2 years ago
- Supplemental materials for The ASPLOS 2025 / EuroSys 2025 Contest on Intra-Operator Parallelism for Distributed Deep Learning☆23Updated 2 months ago
- SpotServe: Serving Generative Large Language Models on Preemptible Instances☆123Updated last year
- An experimental parallel training platform☆54Updated last year
- ☆54Updated 4 years ago
- Dynamic resources changes for multi-dimensional parallelism training☆26Updated 8 months ago