ml-energy / leaderboard
How much energy do GenAI models consume?
☆41Updated last month
Related projects ⓘ
Alternatives and complementary repositories for leaderboard
- A resilient distributed training framework☆85Updated 7 months ago
- ☆23Updated last year
- A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup☆34Updated last year
- PyTorch implementation of paper "Response Length Perception and Sequence Scheduling: An LLM-Empowered LLM Inference Pipeline".☆74Updated last year
- ☆46Updated 5 months ago
- Surrogate-based Hyperparameter Tuning System☆27Updated last year
- Deep Learning Energy Measurement and Optimization☆218Updated this week
- A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems☆133Updated last month
- ACT An Architectural Carbon Modeling Tool for Designing Sustainable Computer Systems☆34Updated 2 years ago
- ☆67Updated last month
- Official Repo for "LLM-PQ: Serving LLM on Heterogeneous Clusters with Phase-Aware Partition and Adaptive Quantization"☆27Updated 8 months ago
- ☆91Updated 2 years ago
- End-to-end carbon footprint mod- eling tool☆30Updated 6 months ago
- Stateful LLM Serving☆38Updated 3 months ago
- (NeurIPS 2022) Automatically finding good model-parallel strategies, especially for complex models and clusters.☆34Updated 2 years ago
- ☆38Updated 4 months ago
- [NeurIPS 2024] Efficient LLM Scheduling by Learning to Rank☆14Updated 2 weeks ago
- SpotServe: Serving Generative Large Language Models on Preemptible Instances☆101Updated 9 months ago
- Official repository for the paper DynaPipe: Optimizing Multi-task Training through Dynamic Pipelines☆14Updated 11 months ago
- Modular and structured prompt caching for low-latency LLM inference☆68Updated last week
- LLM Serving Performance Evaluation Harness☆56Updated 2 months ago
- Multi-Instance-GPU profiling tool☆53Updated last year
- LLMServingSim: A HW/SW Co-Simulation Infrastructure for LLM Inference Serving at Scale☆58Updated 3 weeks ago
- PyTorch library for cost-effective, fast and easy serving of MoE models.☆103Updated 3 months ago
- Python package for rematerialization-aware gradient checkpointing☆23Updated last year
- AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving (OSDI 23)☆78Updated last year
- A minimal implementation of vllm.☆30Updated 3 months ago
- LLM serving cluster simulator☆81Updated 6 months ago
- [EMNLP 2024 Main] Virtual Personas for Language Models via an Anthology of Backstories☆18Updated this week
- [ICML 2024] Serving LLMs on heterogeneous decentralized clusters.☆15Updated 6 months ago