model-compression

19 proyectos comparten este topic de GitHub

Las líneas conectan a los miembros que están mediblemente relacionados entre sí. El tamaño de los puntos refleja las estrellas.

🧬 Miembros

awesome-knowledge-distillation

Awesome Knowledge Distillation

★ 3.9k

Torch-Pruning

[CVPR 2023] DepGraph: Towards Any Structural Pruning; LLMs, Vision Foundation Models, etc.

★ 3.3k

Pretrained-Language-Model

Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.

★ 3.2k

PocketFlow

An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.

★ 2.9k

Awesome-Knowledge-Distillation

Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。

★ 2.7k

Awesome-Model-Quantization

A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model…

★ 2.4k

knowledge-distillation-pytorch

A PyTorch implementation for exploring deep and shallow knowledge distillation (KD) experiments with…

★ 2k

model-optimization

A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.

★ 1.6k

DeepCache

[CVPR 2024] DeepCache: Accelerating Diffusion Models for Free

★ 969

Awesome-Quantization-Papers

List of papers related to neural network quantization in recent AI conferences and journals.

★ 838

SqueezeLLM

[ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization

★ 722

KVQuant

[NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization

★ 430

laser

The Truth Is In There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction

★ 397

logit-standardization-KD

[CVPR 2024 Highlight] Logit Standardization in Knowledge Distillation

★ 385

q-diffusion

[ICCV 2023] Q-Diffusion: Quantizing Diffusion Models.

★ 378

awesome-computer-vision-resources

a collection of computer vision projects&tools. 计算机视觉方向项目和工具集合。

★ 355

BERT-of-Theseus

⛵️The official PyTorch implementation for "BERT-of-Theseus: Compressing BERT by Progressive Module…

★ 316

picollm

On-device LLM Inference Powered by X-Bit Quantization

★ 315

SVD-LLM

[ICLR 2025🔥] SVD-LLM & [NAACL 2025🔥] SVD-LLM V2

★ 302

Medido a partir de los temas de GitHub compartidos por ambos proyectos, ponderado por cuán raros son cada uno de los temas.