cornell-zhang / llm-datatypesLinks
Codebase for ICML'24 paper: Learning from Students: Applying t-Distributions to Explore Accurate and Efficient Formats for LLMs
☆27Updated last year
Alternatives and similar repositories for llm-datatypes
Users that are interested in llm-datatypes are comparing it to the libraries listed below
Sorting:
- ☆15Updated last year
- The official implementation of the DAC 2024 paper GQA-LUT☆20Updated 9 months ago
- Torch2Chip (MLSys, 2024)☆54Updated 6 months ago
- [HPCA'21] SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning☆106Updated last year
- LLM Inference with Microscaling Format☆31Updated 10 months ago
- ☆15Updated 2 years ago
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆115Updated 3 months ago
- DOSA: Differentiable Model-Based One-Loop Search for DNN Accelerators☆17Updated 11 months ago
- Tender: Accelerating Large Language Models via Tensor Decompostion and Runtime Requantization (ISCA'24)☆20Updated last year
- ArkVale: Efficient Generative LLM Inference with Recallable Key-Value Eviction (NIPS'24)☆43Updated 9 months ago
- ☆112Updated last year
- This repo contains the code for studying the interplay between quantization and sparsity methods☆23Updated 7 months ago
- ☆35Updated last year
- ☆72Updated last year
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆66Updated last year
- ☆53Updated last year
- The official PyTorch implementation of the NeurIPS2022 (spotlight) paper, Outlier Suppression: Pushing the Limit of Low-bit Transformer L…☆48Updated 3 years ago
- Repository for artifact evaluation of ASPLOS 2023 paper "SparseTIR: Composable Abstractions for Sparse Compilation in Deep Learning"☆26Updated 2 years ago
- SpInfer: Leveraging Low-Level Sparsity for Efficient Large Language Model Inference on GPUs☆59Updated 6 months ago
- [HPCA'24] Smart-Infinity: Fast Large Language Model Training using Near-Storage Processing on a Real System☆49Updated 2 months ago
- Serpens is an HBM FPGA accelerator for SpMV☆21Updated last year
- MAGIS: Memory Optimization via Coordinated Graph Transformation and Scheduling for DNN (ASPLOS'24)☆55Updated last year
- PIM-DL: Expanding the Applicability of Commodity DRAM-PIMs for Deep Learning via Algorithm-System Co-Optimization☆33Updated last year
- Artifact evaluation for HPCA'24 paper Lightening-Transformer: A Dynamically-operated Optically-interconnected Photonic Transformer Accele…☆10Updated last year