Compressing Large Language Models using Low Precision and Low Rank Decomposition
☆111Nov 24, 2025Updated 9 months ago
Alternatives and similar repositories for caldera
Users that are interested in caldera are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- The official implementation of the DAC 2024 paper GQA-LUT☆25Dec 20, 2024Updated last year
- [ICLR 2025] Linear Combination of Saved Checkpoints Makes Consistency and Diffusion Models Better☆16Feb 15, 2025Updated last year
- [NeurIPS 2024] Search for Efficient LLMs☆16Jan 16, 2025Updated last year
- ☆64Oct 17, 2023Updated 2 years ago
- [NAACL 24 Oral] LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models☆39Jan 9, 2025Updated last year
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆177Nov 26, 2025Updated 9 months ago
- Implementation of LPLR algorithm for matrix compression☆33Nov 21, 2023Updated 2 years ago
- SelecMix: Debiased Learning by Contradicting-pair Sampling (NeurIPS 2022)☆13Jun 5, 2024Updated 2 years ago
- [ECCV24] MixDQ: Memory-Efficient Few-Step Text-to-Image Diffusion Models with Metric-Decoupled Mixed Precision Quantization☆14Nov 27, 2024Updated last year
- Automatic Integration for Neural Spatio-Temporal Point Process models (AI-STPP) is a new paradigm for exact, efficient, non-parametric inf…☆25Oct 14, 2024Updated last year
- Official Pytorch Implementation of Our Paper Accepted at ICLR 2024-- Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLM…☆51Apr 9, 2024Updated 2 years ago
- This is the repository for the resources in TACL 2022 Paper "Ultra-fine Entity Typing with Indirect Supervision from Natural Language Inf…☆14Aug 17, 2022Updated 4 years ago
- Fast Matrix Multiplications for Lookup Table-Quantized LLMs☆394Apr 13, 2025Updated last year
- ☆42Mar 28, 2024Updated 2 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- ☆15Sep 24, 2023Updated 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…☆72Mar 7, 2024Updated 2 years ago
- A repository dedicated to evaluating the performance of quantizied LLaMA3 using various quantization methods..☆200Jan 14, 2025Updated last year
- codes and plots for "Active-Dormant Attention Heads: Mechanistically Demystifying Extreme-Token Phenomena in LLMs"☆11Dec 30, 2024Updated last year
- BESA is a differentiable weight pruning technique for large language models.☆17Mar 4, 2024Updated 2 years ago
- DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token via Reinforcement Learning☆19Nov 11, 2025Updated 9 months ago
- xKV: Cross-Layer SVD for KV-Cache Compression [ICML 2026]☆57Jul 7, 2026Updated last month
- [ICML 2025] From Low Rank Gradient Subspace Stabilization to Low-Rank Weights: Observations, Theories and Applications☆52Oct 30, 2025Updated 10 months ago
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆140May 16, 2024Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- A Python bytecode compiler and bytecode generator.☆23May 10, 2014Updated 12 years ago
- Low-Rank Llama Custom Training☆23Mar 27, 2024Updated 2 years ago
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆188Apr 24, 2026Updated 4 months ago
- ☆11Sep 20, 2024Updated last year
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆94Jul 28, 2025Updated last year
- ☆187Jun 22, 2025Updated last year
- [DAC 2024] EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Layerwise Unified Compression and Adaptive La…☆95Jun 30, 2024Updated 2 years ago
- Extend BoxDiff to SDXL (SDXL-based layout-to-image generation)☆28May 23, 2024Updated 2 years ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆92Oct 22, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- [ICML 2024] Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆43Feb 4, 2025Updated last year
- [ICLR'25] R-Sparse: Rank-Aware Activation Sparsity for Efficient LLM Inference☆21Apr 28, 2025Updated last year
- ☆17Jul 10, 2022Updated 4 years ago
- LLM Inference with Microscaling Format☆35Nov 12, 2024Updated last year
- Hückel model + JAX☆14Oct 13, 2022Updated 3 years ago
- [ICLR 2025] RaSA: Rank-Sharing Low-Rank Adaptation☆10May 19, 2025Updated last year
- ☆18Jan 3, 2025Updated last year