Difference between revisions of "x86/avx512 vnni"

Revision as of 23:56, 6 November 2018

AVX-512 Vector Neural Network Instructions (AVX512 VNNI) is an x86 extension, part of the AVX-512, designed to accelerate convolutional neural network-based algorithms.

The AVX512 VNNI x86 extension extends AVX-512 Foundation by introducing four new instructions for accelerating inner convolutional neural network loops.

VPDPBUSD - Multiplies the individual bytes (8-bit) of the first source operand by the corresponding bytes (8-bit) of the second source operand, producing intermediate word (16-bit) results which are summed and accumulated in the double word (32-bit) of the destination operand.
VPDPBUSDS - Same as above except on intermediate sum overflow which saturates to 0x7FFF_FFFF/0x8000_0000 for positive/negative numbers.
VPDPWSSD - Multiplies the individual words (16-bit) of the first source operand by the corresponding word (16-bit) of the second source operand, producing intermediate word results which are summed and accumulated in the double word (32-bit) of the destination operand.
VPDPWSSDS - Same as above except on intermediate sum overflow which saturates to 0x7FFF_FFFF/0x8000_0000 for positive/negative numbers.

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 {{x86 title|AVX512 VNNI}}
 '''{{x86|AVX-512}} Vector Neural Network Instructions''' ('''AVX512 VNNI''') is an [[x86]] extension, part of the {{x86|AVX-512}}, designed to accelerate [[convolutional neural network]]-based [[algorithms]].
+== Overview ==
+The '''AVX512 VNNI''' [[x86]] {{x86|extension}} extends {{x86|AVX512F|AVX-512 Foundation}} by introducing four new instructions for accelerating inner [[convolutional neural network]] loops.
+* <code>VPDPBUSD</code> - Multiplies the individual bytes (8-bit) of the first source operand by the corresponding bytes (8-bit) of the second source operand, producing intermediate word (16-bit) results which are summed and accumulated in the double word (32-bit) of the destination operand.
+* <code>VPDPBUSDS</code> - Same as above except on intermediate sum overflow which saturates to 0x7FFF_FFFF/0x8000_0000 for positive/negative numbers.
+* <code>VPDPWSSD</code> - Multiplies the individual words (16-bit) of the first source operand by the corresponding word (16-bit) of the second source operand, producing intermediate word results which are summed and accumulated in the double word (32-bit) of the destination operand.
+* <code>VPDPWSSDS</code> - Same as above except on intermediate sum overflow which saturates to 0x7FFF_FFFF/0x8000_0000 for positive/negative numbers.
 [[category:x86]]