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Model Quantization

Creator
Creator
Seonglae ChoSeonglae Cho
Created
Created
2023 Jun 7 16:6
Editor
Editor
Seonglae ChoSeonglae Cho
Edited
Edited
2024 Dec 20 0:10
Refs
Refs

Model Compression

Low precision bits mapping reduce memory and model size, Improve inference speed

  • Not every layer can be quantized
  • Not every model reacts the same way to quantization
Model Quantization Notion
Model Quantization Method
Model Quantization Type
Quantization Error
Double Quantization
Residual Vector Quantization
 
 
 
Model Quantization Usages
Model Quantization Algorithm
Model Quantization Tool
 
 
 
Quantization
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Quantization
https://huggingface.co/docs/transformers/main/en/quantization
Quantization
Quantization
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Quantization
https://huggingface.co/docs/optimum/concept_guides/quantization
Quantization
 
 

Backlinks

LLaMa3Attention MechanismAI Memory CapacityAI Compiler OptimizationApple IntelligenceONNXTGIMachine LearningAI InferenceAI OptimizationQLoRA

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Model Quantization
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