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148

2.1k

apache-2.0

49

Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

nlp onnx keras automl pruning pytorch sparsity tensorflow smaller-models sparsification object-detection transfer-learning pruning-algorithms deep-learning-models image-classification deep-learning-library sparsification-recipes deep-learning-algorithms computer-vision-algorithms

Created 2020-12-11

1,826 commits to main branch, last one 4 months ago

Awesome-Efficient-LLM horseee

92

1.3k

unknown

42

A curated list for Efficient Large Language Models

llm compression efficient-llm language-model llm-compression model-quantization pruning-algorithms knowledge-distillation

Created 2023-05-22

508 commits to main branch, last one 3 days ago

LLM-Pruner horseee

104

876

apache-2.0

10

[NeurIPS 2023] LLM-Pruner: On the Structural Pruning of Large Language Models. Support Llama-3/3.1, Llama-2, LLaMA, BLOOM, Vicuna, Baichuan, TinyLlama, etc.

llm bloom llama llama3 vicuna chatglm llama-2 pruning baichuan compression neurips-2023 language-model pruning-algorithms

Created 2023-05-17

165 commits to main branch, last one about a month ago

PruneMe arcee-ai

26

196

unknown

3

Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models

llm merging pruning pruning-algorithms

Created 2024-04-10

14 commits to main branch, last one 7 months ago

torchprune lucaslie

24

160

mit

5

A research library for pytorch-based neural network pruning, compression, and more.

tinyml pruning pytorch coresets sparsity compression deep-learning filter-pruning sparsification weight-pruning neural-networks machine-learning pruning-algorithms tensor-decomposition generalization-ability neural-architecture-search

Created 2020-02-14

12 commits to main branch, last one 2 years ago