H A D | core_named_ops.py | 394 """Performs a matrix multiplication of two 2D inputs. 398 includes zero-point adjustments for the left and right operands of the 401 domain(D.m, D.n, D.k) 402 C[D.m, D.n] += (TypeFn.cast_signed(U, A[D.m, D.k]) - TypeF 782 conv_2d_nhwc_hwcf( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C), K=TensorDef(T2, S.KH, S.KW, S.C, S.F), O=TensorDef(U, S.N, S.OH, S.OW, S.F, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 806 conv_2d_nhwc_fhwc( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C), K=TensorDef(T2, S.F, S.KH, S.KW, S.C), O=TensorDef(U, S.N, S.OH, S.OW, S.F, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 832 conv_2d_nhwc_hwcf_q( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C), K=TensorDef(T2, S.KH, S.KW, S.C, S.F), IZp=ScalarDef(I32), KZp=ScalarDef(I32), O=TensorDef(U, S.N, S.OH, S.OW, S.F, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 862 conv_2d_nhwc_fhwc_q( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C), K=TensorDef(T2, S.F, S.KH, S.KW, S.C), IZp=ScalarDef(I32), KZp=ScalarDef(I32), O=TensorDef(U, S.N, S.OH, S.OW, S.F, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 890 conv_2d_nchw_fchw( I=TensorDef(T1, S.N, S.C, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW), K=TensorDef(T2, S.F, S.C, S.KH, S.KW), O=TensorDef(U, S.N, S.F, S.OH, S.OW, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 916 conv_2d_ngchw_fgchw( I=TensorDef( T1, S.N, S.G, S.C, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW ), K=TensorDef(T2, S.FG, S.G, S.C, S.KH, S.KW), O=TensorDef(U, S.N, S.G, S.FG, S.OH, S.OW, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 942 conv_2d_ngchw_gfchw( I=TensorDef( T1, S.N, S.G, S.C, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW ), K=TensorDef(T2, S.G, S.FG, S.C, S.KH, S.KW), O=TensorDef(U, S.N, S.G, S.FG, S.OH, S.OW, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 970 conv_2d_ngchw_gfchw_q( I=TensorDef( T1, S.N, S.G, S.C, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW ), K=TensorDef(T2, S.G, S.FG, S.C, S.KH, S.KW), IZp=ScalarDef(I32), KZp=ScalarDef(I32), O=TensorDef(U, S.N, S.G, S.FG, S.OH, S.OW, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1008 conv_3d_ndhwc_dhwcf( I=TensorDef( T1, S.N, S.OD * S.SD + S.KD * S.DD, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C, ), K=TensorDef(T2, S.KD, S.KH, S.KW, S.C, S.F), O=TensorDef(U, S.N, S.OD, S.OH, S.OW, S.F, output=True), strides=IndexAttrDef(S.SD, S.SH, S.SW, default=[1, 1, 1]), dilations=IndexAttrDef(S.DD, S.DH, S.DW, default=[1, 1, 1]), ) global() argument 1044 conv_3d_ndhwc_dhwcf_q( I=TensorDef( T1, S.N, S.OD * S.SD + S.KD * S.DD, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C, ), K=TensorDef(T2, S.KD, S.KH, S.KW, S.C, S.F), IZp=ScalarDef(I32), KZp=ScalarDef(I32), O=TensorDef(U, S.N, S.OD, S.OH, S.OW, S.F, output=True), strides=IndexAttrDef(S.SD, S.SH, S.SW, default=[1, 1, 1]), dilations=IndexAttrDef(S.DD, S.DH, S.DW, default=[1, 1, 1]), ) global() argument 1085 conv_3d_ncdhw_fcdhw( I=TensorDef( T1, S.N, S.C, S.OD * S.SD + S.KD * S.DD, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, ), K=TensorDef(T2, S.F, S.C, S.KD, S.KH, S.KW), O=TensorDef(U, S.N, S.F, S.OD, S.OH, S.OW, output=True), strides=IndexAttrDef(S.SD, S.SH, S.SW, default=[1, 1, 1]), dilations=IndexAttrDef(S.DD, S.DH, S.DW, default=[1, 1, 1]), ) global() argument 1174 depthwise_conv_2d_nhwc_hwc( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.IC), K=TensorDef(T2, S.KH, S.KW, S.IC), O=TensorDef(U, S.N, S.OH, S.OW, S.IC, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1195 depthwise_conv_2d_nchw_chw( I=TensorDef(T1, S.N, S.IC, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW), K=TensorDef(T2, S.IC, S.KH, S.KW), O=TensorDef(U, S.N, S.IC, S.OH, S.OW, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1218 depthwise_conv_2d_nhwc_hwc_q( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.IC), K=TensorDef(T2, S.KH, S.KW, S.IC), IZp=ScalarDef(I32), KZp=ScalarDef(I32), O=TensorDef(U, S.N, S.OH, S.OW, S.IC, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1241 depthwise_conv_2d_nhwc_hwcm( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.IC), K=TensorDef(T2, S.KH, S.KW, S.IC, S.CM), O=TensorDef(U, S.N, S.OH, S.OW, S.IC, S.CM, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1263 depthwise_conv_2d_nhwc_hwcm_q( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.IC), K=TensorDef(T2, S.KH, S.KW, S.IC, S.CM), IZp=ScalarDef(I32), KZp=ScalarDef(I32), O=TensorDef(U, S.N, S.OH, S.OW, S.IC, S.CM, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1293 depthwise_conv_3d_ndhwc_dhwc( I=TensorDef( T1, S.N, S.OD * S.SD + S.KD * S.DD, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.IC, ), K=TensorDef(T2, S.KD, S.KH, S.KW, S.IC), O=TensorDef(U, S.N, S.OD, S.OH, S.OW, output=True), strides=IndexAttrDef(S.SD, S.SH, S.SW, default=[1, 1, 1]), dilations=IndexAttrDef(S.DD, S.DH, S.DW, default=[1, 1, 1]), ) global() argument 1328 depthwise_conv_3d_ncdhw_cdhw( I=TensorDef( T1, S.N, S.IC, S.OD * S.SD + S.KD * S.DD, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, ), K=TensorDef(T2, S.IC, S.KD, S.KH, S.KW), O=TensorDef(U, S.N, S.IC, S.OD, S.OH, S.OW, output=True), strides=IndexAttrDef(S.SD, S.SH, S.SW, default=[1, 1, 1]), dilations=IndexAttrDef(S.DD, S.DH, S.DW, default=[1, 1, 1]), ) global() argument 1363 depthwise_conv_3d_ndhwc_dhwcm( I=TensorDef( T1, S.N, S.OD * S.SD + S.KD * S.DD, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.IC, ), K=TensorDef(T2, S.KD, S.KH, S.KW, S.IC, S.CM), O=TensorDef(U, S.N, S.OD, S.OH, S.OW, S.CM, output=True), strides=IndexAttrDef(S.SD, S.SH, S.SW, default=[1, 1, 1]), dilations=IndexAttrDef(S.DD, S.DH, S.DW, default=[1, 1, 1]), ) global() argument 1390 pooling_nhwc_sum( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C), K=TensorDef(T2, S.KH, S.KW, index_dims=[D.kh, D.kw]), O=TensorDef(U, S.N, S.OH, S.OW, S.C, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1414 pooling_nchw_sum( I=TensorDef(T1, S.N, S.C, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW), K=TensorDef(T2, S.KH, S.KW, index_dims=[D.kh, D.kw]), O=TensorDef(U, S.N, S.C, S.OH, S.OW, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1438 pooling_nhwc_max( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C), K=TensorDef(T2, S.KH, S.KW, index_dims=[D.kh, D.kw]), O=TensorDef(U, S.N, S.OH, S.OW, S.C, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1460 pooling_nhwc_max_unsigned( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C), K=TensorDef(T2, S.KH, S.KW, index_dims=[D.kh, D.kw]), O=TensorDef(U, S.N, S.OH, S.OW, S.C, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1482 pooling_nchw_max( I=TensorDef(T1, S.N, S.C, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW), K=TensorDef(T2, S.KH, S.KW, index_dims=[D.kh, D.kw]), O=TensorDef(U, S.N, S.C, S.OH, S.OW, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1510 pooling_nhwc_min( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C), K=TensorDef(T2, S.KH, S.KW, index_dims=[D.kh, D.kw]), O=TensorDef(U, S.N, S.OH, S.OW, S.C, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1532 pooling_nhwc_min_unsigned( I=TensorDef(T1, S.N, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C), K=TensorDef(T2, S.KH, S.KW, index_dims=[D.kh, D.kw]), O=TensorDef(U, S.N, S.OH, S.OW, S.C, output=True), strides=IndexAttrDef(S.SH, S.SW, default=[1, 1]), dilations=IndexAttrDef(S.DH, S.DW, default=[1, 1]), ) global() argument 1712 pooling_ndhwc_sum( I=TensorDef( T1, S.N, S.OD * S.SD + S.KD * S.DD, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C, ), K=TensorDef(T2, S.KD, S.KH, S.KW, index_dims=[D.kd, D.kh, D.kw]), O=TensorDef(U, S.N, S.OD, S.OH, S.OW, S.C, output=True), strides=IndexAttrDef(S.SD, S.SH, S.SW, default=[1, 1, 1]), dilations=IndexAttrDef(S.DD, S.DH, S.DW, default=[1, 1, 1]), ) global() argument 1746 pooling_ndhwc_max( I=TensorDef( T1, S.N, S.OD * S.SD + S.KD * S.DD, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C, ), K=TensorDef(T2, S.KD, S.KH, S.KW, index_dims=[D.kd, D.kh, D.kw]), O=TensorDef(U, S.N, S.OD, S.OH, S.OW, S.C, output=True), strides=IndexAttrDef(S.SD, S.SH, S.SW, default=[1, 1, 1]), dilations=IndexAttrDef(S.DD, S.DH, S.DW, default=[1, 1, 1]), ) global() argument 1782 pooling_ndhwc_min( I=TensorDef( T1, S.N, S.OD * S.SD + S.KD * S.DD, S.OH * S.SH + S.KH * S.DH, S.OW * S.SW + S.KW * S.DW, S.C, ), K=TensorDef(T2, S.KD, S.KH, S.KW, index_dims=[D.kd, D.kh, D.kw]), O=TensorDef(U, S.N, S.OD, S.OH, S.OW, S.C, output=True), strides=IndexAttrDef(S.SD, S.SH, S.SW, default=[1, 1, 1]), dilations=IndexAttrDef(S.DD, S.DH, S.DW, default=[1, 1, 1]), ) global() argument [all...] |