pruning-algorithms topic

List pruning-algorithms repositories

sparseml

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

torchprune

162
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A research library for pytorch-based neural network pruning, compression, and more.

LLM-Pruner

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[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.

Awesome-Efficient-LLM

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A curated list for Efficient Large Language Models

FLAP

36
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10
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[AAAI 2024] Fluctuation-based Adaptive Structured Pruning for Large Language Models

PruneMe

119
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15
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Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models