# ------------------------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. # -------------------------------------------------------------------------- class Operators: ATTENTION = "Attention" LAYERNORM = "LayerNormalization" MULTI_HEAD_ATTENTION = "MultiHeadAttention" PACKEDATTENTION = "PackedAttention" PACKED_MULTI_HEAD_ATTENTION = "PackedMultiHeadAttention" REMOVEPADDING = "RemovePadding" RESTOREPADDING = "RestorePadding" SKIPLAYERNORM = "SkipLayerNormalization" class AttentionInputIDs: INPUT = 0 WEIGHTS = 1 BIAS = 2 MASK_INDEX = 3 PAST = 4 RELATIVE_POSITION_BIAS = 5 PAST_SEQUENCE_LENGTH = 6 class AttentionOutputIDs: OUTPUT = 0 PRESENT = 1 class MultiHeadAttentionInputIDs: QUERY = 0 KEY = 1 VALUE = 2 BIAS = 3 KEY_PADDING_MASK = 4 RELATIVE_POSITION_BIAS = 5 PAST_KEY = 6 PAST_VALUE = 7 class MultiHeadAttentionOutputIDs: OUTPUT = 0 PRESENT_KEY = 1 PRESENT_VALUE = 2