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In this paper, an integer-only-quantization scheme is introduced. This scheme uses one layer that combines shift-based batch normalization and uniform quantization to implement 4-bit integer-only inference.

Proposed Method: SBNQ Comparison (4 bit weight, 16 bit activation) Normal linear quantization: Approximation method: SBNQ method: • 16 bit integer addition • 16 bit integer division • 16 bit integer addition • 16 bit integer multiplication • 16 bit integer bit shift • 16 bit integer addition • 16 bit integer bit shift

2021年5月28日 · In this paper, an integer-only-quantization scheme is introduced. This scheme uses one layer that combines shift-based batch normalization and uniform quantization to implement 4-bit integer-only...

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