FlashDecoding++: Faster Large Language Model Inference on GPUs
Paper
• 2311.01282 • Published
• 37
Inference speed
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Co-training and Co-distillation for Quality Improvement and Compression of Language Models
Paper • 2311.02849 • Published • 8 -
Prompt Cache: Modular Attention Reuse for Low-Latency Inference
Paper • 2311.04934 • Published • 32 -
Exponentially Faster Language Modelling
Paper • 2311.10770 • Published • 119 -
SparQ Attention: Bandwidth-Efficient LLM Inference
Paper • 2312.04985 • Published • 40 -
Transformers are Multi-State RNNs
Paper • 2401.06104 • Published • 39 -
DeepSpeed-FastGen: High-throughput Text Generation for LLMs via MII and DeepSpeed-Inference
Paper • 2401.08671 • Published • 15 -
Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads
Paper • 2401.10774 • Published • 59 -
BiTA: Bi-Directional Tuning for Lossless Acceleration in Large Language Models
Paper • 2401.12522 • Published • 12 -
SubGen: Token Generation in Sublinear Time and Memory
Paper • 2402.06082 • Published • 11 -
Fiddler: CPU-GPU Orchestration for Fast Inference of Mixture-of-Experts Models
Paper • 2402.07033 • Published • 19 -
Speculative Streaming: Fast LLM Inference without Auxiliary Models
Paper • 2402.11131 • Published • 42 -
Towards Fast Multilingual LLM Inference: Speculative Decoding and Specialized Drafters
Paper • 2406.16758 • Published • 20