S^{3}: Increasing GPU Utilization during Generative Inference for Higher Throughput
Paper • 2306.06000 • Published • 1
Inference
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Fast Distributed Inference Serving for Large Language Models
Paper • 2305.05920 • Published • 1 -
Response Length Perception and Sequence Scheduling: An LLM-Empowered LLM Inference Pipeline
Paper • 2305.13144 • Published • 1 -
Towards MoE Deployment: Mitigating Inefficiencies in Mixture-of-Expert (MoE) Inference
Paper • 2303.06182 • Published • 1 -
Dynamic Context Pruning for Efficient and Interpretable Autoregressive Transformers
Paper • 2305.15805 • Published • 1 -
FlashDecoding++: Faster Large Language Model Inference on GPUs
Paper • 2311.01282 • Published • 37 -
S-LoRA: Serving Thousands of Concurrent LoRA Adapters
Paper • 2311.03285 • Published • 30 -
Fast Inference from Transformers via Speculative Decoding
Paper • 2211.17192 • Published • 11 -
Prompt Cache: Modular Attention Reuse for Low-Latency Inference
Paper • 2311.04934 • Published • 32 -
RecycleGPT: An Autoregressive Language Model with Recyclable Module
Paper • 2308.03421 • Published • 9 -
Vcc: Scaling Transformers to 128K Tokens or More by Prioritizing Important Tokens
Paper • 2305.04241 • Published • 1 -
Latency Adjustable Transformer Encoder for Language Understanding
Paper • 2201.03327 • Published • 1 -
Punica: Multi-Tenant LoRA Serving
Paper • 2310.18547 • Published • 2 -
Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity
Paper • 2309.10285 • Published • 1 -
Distributed Inference and Fine-tuning of Large Language Models Over The Internet
Paper • 2312.08361 • Published • 27 -
SparQ Attention: Bandwidth-Efficient LLM Inference
Paper • 2312.04985 • Published • 40 -
Beyond Chinchilla-Optimal: Accounting for Inference in Language Model Scaling Laws
Paper • 2401.00448 • Published • 30 -
Fast Inference of Mixture-of-Experts Language Models with Offloading
Paper • 2312.17238 • Published • 7 -
Exploiting Inter-Layer Expert Affinity for Accelerating Mixture-of-Experts Model Inference
Paper • 2401.08383 • Published • 1 -
Fiddler: CPU-GPU Orchestration for Fast Inference of Mixture-of-Experts Models
Paper • 2402.07033 • Published • 19 -
IceFormer: Accelerated Inference with Long-Sequence Transformers on CPUs
Paper • 2405.02842 • Published • 2