aiha-lab / TernGEMM
TernGEMM: General Matrix Multiply Library with Ternary Weights for Fast DNN Inference
☆13Updated 2 years ago
Alternatives and similar repositories for TernGEMM:
Users that are interested in TernGEMM are comparing it to the libraries listed below
- [ICASSP'22] Integer-only Zero-shot Quantization for Efficient Speech Recognition☆31Updated 3 years ago
- Layer-wise Pruning of Transformer Heads for Efficient Language Modeling☆21Updated 2 years ago
- ☆48Updated 10 months ago
- The official PyTorch implementation of the NeurIPS2022 (spotlight) paper, Outlier Suppression: Pushing the Limit of Low-bit Transformer L…☆48Updated 2 years ago
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆56Updated 11 months ago
- [NeurIPS 2023] Token-Scaled Logit Distillation for Ternary Weight Generative Language Models☆17Updated last year
- ☆30Updated 3 months ago
- AFPQ code implementation☆19Updated last year
- ☆16Updated last year
- [HPCA'21] SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning☆83Updated 5 months ago
- ☆58Updated 2 weeks ago
- ShiftAddLLM: Accelerating Pretrained LLMs via Post-Training Multiplication-Less Reparameterization☆101Updated 3 months ago
- LLM Inference with Microscaling Format☆17Updated 2 months ago
- ☆197Updated 3 years ago
- In this repository, we explore model compression for transformer architectures via quantization. We specifically explore quantization awa…☆22Updated 3 years ago
- Official PyTorch implementation of FlatQuant: Flatness Matters for LLM Quantization☆95Updated 2 weeks ago
- ☆21Updated this week
- PyTorch extension for emulating FP8 data formats on standard FP32 Xeon/GPU hardware.☆103Updated 2 months ago
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference☆116Updated 11 months ago
- Tender: Accelerating Large Language Models via Tensor Decompostion and Runtime Requantization (ISCA'24)☆13Updated 7 months ago
- ☆39Updated last year
- [NeurIPS'23] Speculative Decoding with Big Little Decoder☆88Updated last year
- Torch2Chip (MLSys, 2024)☆51Updated last week
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆99Updated 8 months ago
- ☆15Updated 2 years ago
- DeiT implementation for Q-ViT☆24Updated 2 years ago
- Flexible simulator for mixed precision and format simulation of LLMs and vision transformers.☆47Updated last year
- ☆22Updated 6 months ago
- [ICML'21 Oral] I-BERT: Integer-only BERT Quantization☆236Updated 2 years ago
- ☆133Updated last year