IST-DASLab / HALOLinks
HALO: Hadamard-Assisted Low-Precision Optimization and Training method for finetuning LLMs. 🚀 The official implementation of https://arxiv.org/abs/2501.02625
☆29Updated 9 months ago
Alternatives and similar repositories for HALO
Users that are interested in HALO are comparing it to the libraries listed below
Sorting:
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆170Updated last year
- ☆60Updated last year
- LLM Inference with Microscaling Format☆32Updated last year
- ☆83Updated 9 months ago
- ☆148Updated 9 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆164Updated 2 weeks ago
- ☆23Updated last year
- 16-fold memory access reduction with nearly no loss☆107Updated 7 months ago
- ☆47Updated last year
- AFPQ code implementation☆24Updated 2 years ago
- [ACL 2025] Squeezed Attention: Accelerating Long Prompt LLM Inference☆54Updated last year
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆121Updated 4 months ago
- ☆30Updated last year
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆146Updated 9 months ago
- [ICML 2025] SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models☆45Updated last year
- [COLM 2024] SKVQ: Sliding-window Key and Value Cache Quantization for Large Language Models☆24Updated last year
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆154Updated last month
- ☆37Updated last year
- ☆130Updated 5 months ago
- Quantized Attention on GPU☆44Updated 11 months ago
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆38Updated last year
- ☆143Updated this week
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆80Updated last year
- [CoLM'25] The official implementation of the paper <MoA: Mixture of Sparse Attention for Automatic Large Language Model Compression>☆150Updated 4 months ago
- QuTLASS: CUTLASS-Powered Quantized BLAS for Deep Learning☆134Updated last week
- ☆19Updated 10 months ago
- [ICML 2025] SparseLoRA: Accelerating LLM Fine-Tuning with Contextual Sparsity☆60Updated 4 months ago
- Efficient 2:4 sparse training algorithms and implementations☆57Updated 11 months ago
- ☆77Updated this week
- Boosting 4-bit inference kernels with 2:4 Sparsity☆85Updated last year