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-rw-r--r--arm_compute/core/QuantizationInfo.h44
1 files changed, 44 insertions, 0 deletions
diff --git a/arm_compute/core/QuantizationInfo.h b/arm_compute/core/QuantizationInfo.h
index 06ba665c6b..f859beb87a 100644
--- a/arm_compute/core/QuantizationInfo.h
+++ b/arm_compute/core/QuantizationInfo.h
@@ -516,5 +516,49 @@ inline float dequantize_qasymm16(uint16_t value, const QuantizationInfo &qinfo)
{
return dequantize_qasymm16(value, qinfo.uniform());
}
+
+/*
+ * In case of requantization of a quantized input tensor to an output tensor with another quantization
+ * instead of applying dequantization and then a quantization functions, we just compute new scale and
+ * offset.
+ *
+ * Assuming:
+ * - q_i as input quantized value
+ * - q_o as output quantized value
+ * - z_i as input quantization offset value
+ * - z_o as output quantization offset value
+ * - s_i as input quantization scale value
+ * - s_o as output quantization scale value
+ * - z_n as new quantization offset value
+ * - s_n as new quantization scale value
+ *
+ * q_o = ( q_i - z_i ) * s_i / s_o + z_o
+ *
+ * We can rewrite the formula as:
+ *
+ * q_o = ( q_i * s_i / s_o ) - z_i * s_i / s_o + z_o
+ *
+ * q_o = q_i / s_n + z_n
+ *
+ * Where:
+ *
+ * s_n = s_o / s_i
+ *
+ * z_n = - z_i * s_i / s_o + z_o
+ *
+ */
+inline UniformQuantizationInfo compute_requantization_scale_offset(const UniformQuantizationInfo &uqinfo_in, const UniformQuantizationInfo &uqinfo_out)
+{
+ float scale_to_apply = uqinfo_out.scale;
+ int32_t offset_to_apply = uqinfo_out.offset;
+
+ scale_to_apply /= uqinfo_in.scale;
+ // In order to minimize flooring we convert the offset to a float,
+ // then compute the new offset in the float domain,
+ // finally we convert it back as int32_t
+ offset_to_apply -= static_cast<int32_t>(static_cast<float>(uqinfo_in.offset) * uqinfo_in.scale / uqinfo_out.scale);
+ return UniformQuantizationInfo(scale_to_apply, offset_to_apply);
+}
+
} // namespace arm_compute
#endif /* ARM_COMPUTE_QUANTIZATION_INFO_H */