What is Post-training quantization?

Converting a trained model's weights and activations to lower precision after examining value ranges with representative data.

Field: AI Hardware & Software Stack

Post-training quantization in the explanations

Questions that mention Post-training quantization (2)

  1. What is the difference between post-training quantization (PTQ) and quantization-aware training (QAT)?
  2. In post-training quantization of activations to INT8, what is the purpose of calibration?

Related terms

Quantization-aware training INT8 AI compiler AI inference All-reduce Arithmetic intensity Attention mechanism Backpropagation Batch size Computational graph

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