PipeRAG: Fast Retrieval-Augmented Generation via Algorithm-System Co-design.
Wenqi JiangShuai ZhangBoran HanJie WangBernie WangTim KraskaPublished in: CoRR (2024)
Keyphrases
- improved algorithm
- times faster
- generation algorithm
- detection algorithm
- k means
- computational complexity
- similarity measure
- matching algorithm
- preprocessing
- cost function
- linear programming
- experimental evaluation
- computational cost
- computationally efficient
- expectation maximization
- probabilistic model
- neural network
- lower bound
- objective function
- learning algorithm
- worst case
- high accuracy
- np hard
- input data
- significant improvement
- image retrieval
- theoretical analysis
- clustering method
- feature selection
- recognition algorithm
- information retrieval