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No Performance Improvement from FP32 to FP16 Precision for Custom Wav2Vec2 Model on CPU

Content Type: Product Information & Documentation   |   Article ID: 000101298   |   Last Reviewed: 03/25/2026

Description

  • Converted custom Wav2Vec2 model from FP32 to FP16.
  • No performance improvement while comparing FP32 and FP16 model on CPU plugin.

Resolution

When comparing the performance of FP16 and FP32 models, the speedup depends on the hardware and software being used.

FP16 models can provide a faster inference time on hardware that has native support for half-precision computations, such as GPUs. However, this is not guaranteed, and the actual performance can be influenced by many factors.

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