This is an automated email from the ASF dual-hosted git repository. junrushao pushed a commit to branch ir-patch in repository https://gitbox.apache.org/repos/asf/incubator-mxnet.git
commit baeeb223be436733eedd450d818279ec7b9b9b13 Author: Junru Shao <junrushao1...@gmail.com> AuthorDate: Thu Oct 10 15:27:57 2019 -0700 [IR-Bridge] Operator Attributes (#16421) * [IR-Patch] IR Bridge (#16290) * ir converter Add license Missed something lint lintlintlint * Restore cryptic part of CachedOp * Update Makefile * try again for libtvm.so... * try again * try once once again * let's try to fix julia's issue first * Remove AsText which is not an exposed symbol * try to bypass amalgamation * try again * boy try this * blacklist tvm to amalgamation.py * Attributes * [IR-Bridge] Support attrs for operators: convolution, batch norm, relu (#16351) * Rebased * Trigger CI * ... * Trigger CI * Trigger CI * Trigger CI * ... * ... * ... * Trigger CI * Trigger CI * Trigger CI * Trigger CI * ... * ... * restore? * style --- src/v3/include/op/attrs/legacy_nnvm_attrs.h | 2861 +++++++++++++++++++++++++++ src/v3/src/op/legacy_nnvm_attrs.cc | 406 ++++ 2 files changed, 3267 insertions(+) diff --git a/src/v3/include/op/attrs/legacy_nnvm_attrs.h b/src/v3/include/op/attrs/legacy_nnvm_attrs.h new file mode 100644 index 0000000..ae942cf --- /dev/null +++ b/src/v3/include/op/attrs/legacy_nnvm_attrs.h @@ -0,0 +1,2861 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor license agreements. See the NOTICE file + * distributed with this work for additional information + * regarding copyright ownership. The ASF licenses this file + * to you under the Apache License, Version 2.0 (the + * "License"); you may not use this file except in compliance + * with the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, + * software distributed under the License is distributed on an + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + * KIND, either express or implied. See the License for the + * specific language governing permissions and limitations + * under the License. + */ +/*! + * Copyright (c) 2019 by Contributors + * \file legacy_nnvm_attrs.h + * \author Junru Shao + */ +#pragma once +#if MXNET_USE_TVM_OP && !defined MXNET_AMALGAMATION +#include <string> + +#include "../../ir.h" + +namespace mxnet { +namespace v3 { +namespace op { +namespace attrs { +// _copyto +using LegacyCopytoAttrs = ir::Attrs; +// all_finite +class LegacyAllFiniteAttrs : public ir::AttrsNode<LegacyAllFiniteAttrs> { + public: + bool init_output; + + MX_V3_DECLARE_ATTRS(LegacyAllFiniteAttrs, "mxnet.v3.attrs.LegacyAllFiniteAttrs") { + MX_V3_ATTR_FIELD(init_output); + } +}; +// _npi_deg2rad +using LegacyNpiDeg2radAttrs = ir::Attrs; +// _npi_rad2deg +using LegacyNpiRad2degAttrs = ir::Attrs; +// IdentityAttachKLSparseReg +class LegacyIdentityAttachKLSparseRegAttrs + : public ir::AttrsNode<LegacyIdentityAttachKLSparseRegAttrs> { + public: + double sparseness_target; + double penalty; + double momentum; + + MX_V3_DECLARE_ATTRS(LegacyIdentityAttachKLSparseRegAttrs, + "mxnet.v3.attrs.LegacyIdentityAttachKLSparseRegAttrs") { + MX_V3_ATTR_FIELD(sparseness_target); + MX_V3_ATTR_FIELD(penalty); + MX_V3_ATTR_FIELD(momentum); + } +}; +// LeakyReLU +class LegacyLeakyReLUAttrs : public ir::AttrsNode<LegacyLeakyReLUAttrs> { + public: + std::string act_type; + double slope; + double lower_bound; + double upper_bound; + + MX_V3_DECLARE_ATTRS(LegacyLeakyReLUAttrs, "mxnet.v3.attrs.LegacyLeakyReLUAttrs") { + MX_V3_ATTR_FIELD(act_type); + MX_V3_ATTR_FIELD(slope); + MX_V3_ATTR_FIELD(lower_bound); + MX_V3_ATTR_FIELD(upper_bound); + } +}; +// softmax_cross_entropy +using LegacySoftmaxCrossEntropyAttrs = ir::Attrs; +// Activation +class LegacyActivationAttrs : public ir::AttrsNode<LegacyActivationAttrs> { + public: + std::string act_type; + + MX_V3_DECLARE_ATTRS(LegacyActivationAttrs, "mxnet.v3.attrs.LegacyActivationAttrs") { + MX_V3_ATTR_FIELD(act_type); + } +}; +// BatchNorm +class LegacyBatchNormAttrs : public ir::AttrsNode<LegacyBatchNormAttrs> { + public: + double eps; + double momentum; + bool fix_gamma; + bool use_global_stats; + bool output_mean_var; + int axis; + bool cudnn_off; + double min_calib_range; + double max_calib_range; + + MX_V3_DECLARE_ATTRS(LegacyBatchNormAttrs, "mxnet.v3.attrs.LegacyBatchNormAttrs") { + MX_V3_ATTR_FIELD(eps); + MX_V3_ATTR_FIELD(momentum); + MX_V3_ATTR_FIELD(fix_gamma); + MX_V3_ATTR_FIELD(use_global_stats); + MX_V3_ATTR_FIELD(output_mean_var); + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(cudnn_off); + MX_V3_ATTR_FIELD(min_calib_range); + MX_V3_ATTR_FIELD(max_calib_range); + } +}; +// Convolution +class LegacyConvolutionAttrs : public ir::AttrsNode<LegacyConvolutionAttrs> { + public: + ir::Array<ir::Integer> kernel; + ir::Array<ir::Integer> stride; + ir::Array<ir::Integer> dilate; + ir::Array<ir::Integer> pad; + int num_filter; + int num_group; + int64_t workspace; + bool no_bias; + std::string cudnn_tune; + bool cudnn_off; + std::string layout; + + MX_V3_DECLARE_ATTRS(LegacyConvolutionAttrs, "mxnet.v3.attrs.LegacyConvolutionAttrs") { + MX_V3_ATTR_FIELD(kernel); + MX_V3_ATTR_FIELD(stride); + MX_V3_ATTR_FIELD(dilate); + MX_V3_ATTR_FIELD(pad); + MX_V3_ATTR_FIELD(num_filter); + MX_V3_ATTR_FIELD(num_group); + MX_V3_ATTR_FIELD(workspace); + MX_V3_ATTR_FIELD(no_bias); + MX_V3_ATTR_FIELD(cudnn_tune); + MX_V3_ATTR_FIELD(cudnn_off); + MX_V3_ATTR_FIELD(layout); + } +}; +// CTCLoss +class LegacyCTCLossAttrs : public ir::AttrsNode<LegacyCTCLossAttrs> { + public: + bool use_data_lengths; + bool use_label_lengths; + std::string blank_label; + + MX_V3_DECLARE_ATTRS(LegacyCTCLossAttrs, "mxnet.v3.attrs.LegacyCTCLossAttrs") { + MX_V3_ATTR_FIELD(use_data_lengths); + MX_V3_ATTR_FIELD(use_label_lengths); + MX_V3_ATTR_FIELD(blank_label); + } +}; +// Deconvolution +class LegacyDeconvolutionAttrs : public ir::AttrsNode<LegacyDeconvolutionAttrs> { + public: + ir::Array<ir::Integer> kernel; + ir::Array<ir::Integer> stride; + ir::Array<ir::Integer> dilate; + ir::Array<ir::Integer> pad; + ir::Array<ir::Integer> adj; + ir::Array<ir::Integer> target_shape; + int num_filter; + int num_group; + int64_t workspace; + bool no_bias; + std::string cudnn_tune; + bool cudnn_off; + std::string layout; + + MX_V3_DECLARE_ATTRS(LegacyDeconvolutionAttrs, "mxnet.v3.attrs.LegacyDeconvolutionAttrs") { + MX_V3_ATTR_FIELD(kernel); + MX_V3_ATTR_FIELD(stride); + MX_V3_ATTR_FIELD(dilate); + MX_V3_ATTR_FIELD(pad); + MX_V3_ATTR_FIELD(adj); + MX_V3_ATTR_FIELD(target_shape); + MX_V3_ATTR_FIELD(num_filter); + MX_V3_ATTR_FIELD(num_group); + MX_V3_ATTR_FIELD(workspace); + MX_V3_ATTR_FIELD(no_bias); + MX_V3_ATTR_FIELD(cudnn_tune); + MX_V3_ATTR_FIELD(cudnn_off); + MX_V3_ATTR_FIELD(layout); + } +}; +// Dropout +class LegacyDropoutAttrs : public ir::AttrsNode<LegacyDropoutAttrs> { + public: + double p; + std::string mode; + ir::Array<ir::Integer> axes; + bool cudnn_off; + + MX_V3_DECLARE_ATTRS(LegacyDropoutAttrs, "mxnet.v3.attrs.LegacyDropoutAttrs") { + MX_V3_ATTR_FIELD(p); + MX_V3_ATTR_FIELD(mode); + MX_V3_ATTR_FIELD(axes); + MX_V3_ATTR_FIELD(cudnn_off); + } +}; +// FullyConnected +class LegacyFullyConnectedAttrs : public ir::AttrsNode<LegacyFullyConnectedAttrs> { + public: + int num_hidden; + bool no_bias; + bool flatten; + + MX_V3_DECLARE_ATTRS(LegacyFullyConnectedAttrs, "mxnet.v3.attrs.LegacyFullyConnectedAttrs") { + MX_V3_ATTR_FIELD(num_hidden); + MX_V3_ATTR_FIELD(no_bias); + MX_V3_ATTR_FIELD(flatten); + } +}; +// GroupNorm +class LegacyGroupNormAttrs : public ir::AttrsNode<LegacyGroupNormAttrs> { + public: + int num_groups; + double eps; + bool output_mean_var; + + MX_V3_DECLARE_ATTRS(LegacyGroupNormAttrs, "mxnet.v3.attrs.LegacyGroupNormAttrs") { + MX_V3_ATTR_FIELD(num_groups); + MX_V3_ATTR_FIELD(eps); + MX_V3_ATTR_FIELD(output_mean_var); + } +}; +// LayerNorm +class LegacyLayerNormAttrs : public ir::AttrsNode<LegacyLayerNormAttrs> { + public: + int axis; + double eps; + bool output_mean_var; + + MX_V3_DECLARE_ATTRS(LegacyLayerNormAttrs, "mxnet.v3.attrs.LegacyLayerNormAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(eps); + MX_V3_ATTR_FIELD(output_mean_var); + } +}; +// log_softmax +class LegacyLogSoftmaxAttrs : public ir::AttrsNode<LegacyLogSoftmaxAttrs> { + public: + int axis; + double temperature; + std::string dtype; + bool use_length; + + MX_V3_DECLARE_ATTRS(LegacyLogSoftmaxAttrs, "mxnet.v3.attrs.LegacyLogSoftmaxAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(temperature); + MX_V3_ATTR_FIELD(dtype); + MX_V3_ATTR_FIELD(use_length); + } +}; +// LRN +class LegacyLRNAttrs : public ir::AttrsNode<LegacyLRNAttrs> { + public: + double alpha; + double beta; + double knorm; + int nsize; + + MX_V3_DECLARE_ATTRS(LegacyLRNAttrs, "mxnet.v3.attrs.LegacyLRNAttrs") { + MX_V3_ATTR_FIELD(alpha); + MX_V3_ATTR_FIELD(beta); + MX_V3_ATTR_FIELD(knorm); + MX_V3_ATTR_FIELD(nsize); + } +}; +// moments +class LegacyMomentsAttrs : public ir::AttrsNode<LegacyMomentsAttrs> { + public: + ir::Array<ir::Integer> axes; + bool keepdims; + + MX_V3_DECLARE_ATTRS(LegacyMomentsAttrs, "mxnet.v3.attrs.LegacyMomentsAttrs") { + MX_V3_ATTR_FIELD(axes); + MX_V3_ATTR_FIELD(keepdims); + } +}; +// Pooling +class LegacyPoolingAttrs : public ir::AttrsNode<LegacyPoolingAttrs> { + public: + ir::Array<ir::Integer> kernel; + std::string pool_type; + bool global_pool; + bool cudnn_off; + std::string pooling_convention; + ir::Array<ir::Integer> stride; + ir::Array<ir::Integer> pad; + int p_value; + bool count_include_pad; + std::string layout; + + MX_V3_DECLARE_ATTRS(LegacyPoolingAttrs, "mxnet.v3.attrs.LegacyPoolingAttrs") { + MX_V3_ATTR_FIELD(kernel); + MX_V3_ATTR_FIELD(pool_type); + MX_V3_ATTR_FIELD(global_pool); + MX_V3_ATTR_FIELD(cudnn_off); + MX_V3_ATTR_FIELD(pooling_convention); + MX_V3_ATTR_FIELD(stride); + MX_V3_ATTR_FIELD(pad); + MX_V3_ATTR_FIELD(p_value); + MX_V3_ATTR_FIELD(count_include_pad); + MX_V3_ATTR_FIELD(layout); + } +}; +// softmax +class LegacySoftmaxAttrs : public ir::AttrsNode<LegacySoftmaxAttrs> { + public: + int axis; + double temperature; + std::string dtype; + bool use_length; + + MX_V3_DECLARE_ATTRS(LegacySoftmaxAttrs, "mxnet.v3.attrs.LegacySoftmaxAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(temperature); + MX_V3_ATTR_FIELD(dtype); + MX_V3_ATTR_FIELD(use_length); + } +}; +// SoftmaxActivation +class LegacySoftmaxActivationAttrs : public ir::AttrsNode<LegacySoftmaxActivationAttrs> { + public: + std::string mode; + + MX_V3_DECLARE_ATTRS(LegacySoftmaxActivationAttrs, "mxnet.v3.attrs.LegacySoftmaxActivationAttrs") { + MX_V3_ATTR_FIELD(mode); + } +}; +// softmin +class LegacySoftminAttrs : public ir::AttrsNode<LegacySoftminAttrs> { + public: + int axis; + double temperature; + std::string dtype; + bool use_length; + + MX_V3_DECLARE_ATTRS(LegacySoftminAttrs, "mxnet.v3.attrs.LegacySoftminAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(temperature); + MX_V3_ATTR_FIELD(dtype); + MX_V3_ATTR_FIELD(use_length); + } +}; +// _np__linalg_svd +using LegacyNpLinalgSvdAttrs = ir::Attrs; +// _npi_boolean_mask_assign_scalar +class LegacyNpiBooleanMaskAssignScalarAttrs + : public ir::AttrsNode<LegacyNpiBooleanMaskAssignScalarAttrs> { + public: + double value; + + MX_V3_DECLARE_ATTRS(LegacyNpiBooleanMaskAssignScalarAttrs, + "mxnet.v3.attrs.LegacyNpiBooleanMaskAssignScalarAttrs") { + MX_V3_ATTR_FIELD(value); + } +}; +// _npi_boolean_mask_assign_tensor +using LegacyNpiBooleanMaskAssignTensorAttrs = ir::Attrs; +// _npi_argmax +class LegacyNpiArgmaxAttrs : public ir::AttrsNode<LegacyNpiArgmaxAttrs> { + public: + int axis; + bool keepdims; + + MX_V3_DECLARE_ATTRS(LegacyNpiArgmaxAttrs, "mxnet.v3.attrs.LegacyNpiArgmaxAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + } +}; +// _np_sum +class LegacyNpSumAttrs : public ir::AttrsNode<LegacyNpSumAttrs> { + public: + ir::Array<ir::Integer> axis; + std::string dtype; + bool keepdims; + double initial; + + MX_V3_DECLARE_ATTRS(LegacyNpSumAttrs, "mxnet.v3.attrs.LegacyNpSumAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(dtype); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(initial); + } +}; +// _np_max +class LegacyNpMaxAttrs : public ir::AttrsNode<LegacyNpMaxAttrs> { + public: + ir::Array<ir::Integer> axis; + bool keepdims; + double initial; + + MX_V3_DECLARE_ATTRS(LegacyNpMaxAttrs, "mxnet.v3.attrs.LegacyNpMaxAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(initial); + } +}; +// _np_min +class LegacyNpMinAttrs : public ir::AttrsNode<LegacyNpMinAttrs> { + public: + ir::Array<ir::Integer> axis; + bool keepdims; + double initial; + + MX_V3_DECLARE_ATTRS(LegacyNpMinAttrs, "mxnet.v3.attrs.LegacyNpMinAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(initial); + } +}; +// _np_prod +class LegacyNpProdAttrs : public ir::AttrsNode<LegacyNpProdAttrs> { + public: + ir::Array<ir::Integer> axis; + std::string dtype; + bool keepdims; + double initial; + + MX_V3_DECLARE_ATTRS(LegacyNpProdAttrs, "mxnet.v3.attrs.LegacyNpProdAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(dtype); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(initial); + } +}; +// _npi_mean +class LegacyNpiMeanAttrs : public ir::AttrsNode<LegacyNpiMeanAttrs> { + public: + ir::Array<ir::Integer> axis; + std::string dtype; + bool keepdims; + double initial; + + MX_V3_DECLARE_ATTRS(LegacyNpiMeanAttrs, "mxnet.v3.attrs.LegacyNpiMeanAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(dtype); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(initial); + } +}; +// _npi_std +class LegacyNpiStdAttrs : public ir::AttrsNode<LegacyNpiStdAttrs> { + public: + ir::Array<ir::Integer> axis; + std::string dtype; + int ddof; + bool keepdims; + + MX_V3_DECLARE_ATTRS(LegacyNpiStdAttrs, "mxnet.v3.attrs.LegacyNpiStdAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(dtype); + MX_V3_ATTR_FIELD(ddof); + MX_V3_ATTR_FIELD(keepdims); + } +}; +// _npi_var +class LegacyNpiVarAttrs : public ir::AttrsNode<LegacyNpiVarAttrs> { + public: + ir::Array<ir::Integer> axis; + std::string dtype; + int ddof; + bool keepdims; + + MX_V3_DECLARE_ATTRS(LegacyNpiVarAttrs, "mxnet.v3.attrs.LegacyNpiVarAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(dtype); + MX_V3_ATTR_FIELD(ddof); + MX_V3_ATTR_FIELD(keepdims); + } +}; +// _np_broadcast_to +class LegacyNpBroadcastToAttrs : public ir::AttrsNode<LegacyNpBroadcastToAttrs> { + public: + ir::Array<ir::Integer> shape; + + MX_V3_DECLARE_ATTRS(LegacyNpBroadcastToAttrs, "mxnet.v3.attrs.LegacyNpBroadcastToAttrs") { + MX_V3_ATTR_FIELD(shape); + } +}; +// _np_cumsum +class LegacyNpCumsumAttrs : public ir::AttrsNode<LegacyNpCumsumAttrs> { + public: + int axis; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyNpCumsumAttrs, "mxnet.v3.attrs.LegacyNpCumsumAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _np_dot +using LegacyNpDotAttrs = ir::Attrs; +// _npi_add +using LegacyNpiAddAttrs = ir::Attrs; +// _npi_subtract +using LegacyNpiSubtractAttrs = ir::Attrs; +// _npi_multiply +using LegacyNpiMultiplyAttrs = ir::Attrs; +// _npi_mod +using LegacyNpiModAttrs = ir::Attrs; +// _npi_power +using LegacyNpiPowerAttrs = ir::Attrs; +// _npi_copysign +using LegacyNpiCopysignAttrs = ir::Attrs; +// _npi_lcm +using LegacyNpiLcmAttrs = ir::Attrs; +// _npi_add_scalar +class LegacyNpiAddScalarAttrs : public ir::AttrsNode<LegacyNpiAddScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiAddScalarAttrs, "mxnet.v3.attrs.LegacyNpiAddScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_subtract_scalar +class LegacyNpiSubtractScalarAttrs : public ir::AttrsNode<LegacyNpiSubtractScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiSubtractScalarAttrs, "mxnet.v3.attrs.LegacyNpiSubtractScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_rsubtract_scalar +class LegacyNpiRsubtractScalarAttrs : public ir::AttrsNode<LegacyNpiRsubtractScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiRsubtractScalarAttrs, + "mxnet.v3.attrs.LegacyNpiRsubtractScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_multiply_scalar +class LegacyNpiMultiplyScalarAttrs : public ir::AttrsNode<LegacyNpiMultiplyScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiMultiplyScalarAttrs, "mxnet.v3.attrs.LegacyNpiMultiplyScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_mod_scalar +class LegacyNpiModScalarAttrs : public ir::AttrsNode<LegacyNpiModScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiModScalarAttrs, "mxnet.v3.attrs.LegacyNpiModScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_rmod_scalar +class LegacyNpiRmodScalarAttrs : public ir::AttrsNode<LegacyNpiRmodScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiRmodScalarAttrs, "mxnet.v3.attrs.LegacyNpiRmodScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_power_scalar +class LegacyNpiPowerScalarAttrs : public ir::AttrsNode<LegacyNpiPowerScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiPowerScalarAttrs, "mxnet.v3.attrs.LegacyNpiPowerScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_rpower_scalar +class LegacyNpiRpowerScalarAttrs : public ir::AttrsNode<LegacyNpiRpowerScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiRpowerScalarAttrs, "mxnet.v3.attrs.LegacyNpiRpowerScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_copysign_scalar +class LegacyNpiCopysignScalarAttrs : public ir::AttrsNode<LegacyNpiCopysignScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiCopysignScalarAttrs, "mxnet.v3.attrs.LegacyNpiCopysignScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_rcopysign_scalar +class LegacyNpiRcopysignScalarAttrs : public ir::AttrsNode<LegacyNpiRcopysignScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiRcopysignScalarAttrs, + "mxnet.v3.attrs.LegacyNpiRcopysignScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_arctan2 +using LegacyNpiArctan2Attrs = ir::Attrs; +// _npi_arctan2_scalar +class LegacyNpiArctan2ScalarAttrs : public ir::AttrsNode<LegacyNpiArctan2ScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiArctan2ScalarAttrs, "mxnet.v3.attrs.LegacyNpiArctan2ScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_rarctan2_scalar +class LegacyNpiRarctan2ScalarAttrs : public ir::AttrsNode<LegacyNpiRarctan2ScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiRarctan2ScalarAttrs, "mxnet.v3.attrs.LegacyNpiRarctan2ScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_hypot +using LegacyNpiHypotAttrs = ir::Attrs; +// _npi_lcm_scalar +class LegacyNpiLcmScalarAttrs : public ir::AttrsNode<LegacyNpiLcmScalarAttrs> { + public: + int scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiLcmScalarAttrs, "mxnet.v3.attrs.LegacyNpiLcmScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_ldexp +using LegacyNpiLdexpAttrs = ir::Attrs; +// _npi_ldexp_scalar +class LegacyNpiLdexpScalarAttrs : public ir::AttrsNode<LegacyNpiLdexpScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiLdexpScalarAttrs, "mxnet.v3.attrs.LegacyNpiLdexpScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_rldexp_scalar +class LegacyNpiRldexpScalarAttrs : public ir::AttrsNode<LegacyNpiRldexpScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiRldexpScalarAttrs, "mxnet.v3.attrs.LegacyNpiRldexpScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npx_relu +using LegacyNpxReluAttrs = ir::Attrs; +// _npx_sigmoid +using LegacyNpxSigmoidAttrs = ir::Attrs; +// _np_copy +using LegacyNpCopyAttrs = ir::Attrs; +// _npi_negative +using LegacyNpiNegativeAttrs = ir::Attrs; +// _npi_reciprocal +using LegacyNpiReciprocalAttrs = ir::Attrs; +// _npi_absolute +using LegacyNpiAbsoluteAttrs = ir::Attrs; +// _npi_sign +using LegacyNpiSignAttrs = ir::Attrs; +// _npi_rint +using LegacyNpiRintAttrs = ir::Attrs; +// _npi_ceil +using LegacyNpiCeilAttrs = ir::Attrs; +// _npi_floor +using LegacyNpiFloorAttrs = ir::Attrs; +// _npi_trunc +using LegacyNpiTruncAttrs = ir::Attrs; +// _npi_fix +using LegacyNpiFixAttrs = ir::Attrs; +// _npi_square +using LegacyNpiSquareAttrs = ir::Attrs; +// _npi_sqrt +using LegacyNpiSqrtAttrs = ir::Attrs; +// _npi_cbrt +using LegacyNpiCbrtAttrs = ir::Attrs; +// _npi_exp +using LegacyNpiExpAttrs = ir::Attrs; +// _npi_log +using LegacyNpiLogAttrs = ir::Attrs; +// _npi_log10 +using LegacyNpiLog10Attrs = ir::Attrs; +// _npi_log2 +using LegacyNpiLog2Attrs = ir::Attrs; +// _npi_log1p +using LegacyNpiLog1pAttrs = ir::Attrs; +// _npi_expm1 +using LegacyNpiExpm1Attrs = ir::Attrs; +// _npi_logical_not +using LegacyNpiLogicalNotAttrs = ir::Attrs; +// _npi_sin +using LegacyNpiSinAttrs = ir::Attrs; +// _npi_cos +using LegacyNpiCosAttrs = ir::Attrs; +// _npi_tan +using LegacyNpiTanAttrs = ir::Attrs; +// _npi_arcsin +using LegacyNpiArcsinAttrs = ir::Attrs; +// _npi_arccos +using LegacyNpiArccosAttrs = ir::Attrs; +// _npi_arctan +using LegacyNpiArctanAttrs = ir::Attrs; +// _npi_degrees +using LegacyNpiDegreesAttrs = ir::Attrs; +// _npi_radians +using LegacyNpiRadiansAttrs = ir::Attrs; +// _npi_sinh +using LegacyNpiSinhAttrs = ir::Attrs; +// _npi_cosh +using LegacyNpiCoshAttrs = ir::Attrs; +// _npi_tanh +using LegacyNpiTanhAttrs = ir::Attrs; +// _npi_arcsinh +using LegacyNpiArcsinhAttrs = ir::Attrs; +// _npi_arccosh +using LegacyNpiArccoshAttrs = ir::Attrs; +// _npi_arctanh +using LegacyNpiArctanhAttrs = ir::Attrs; +// _npi_around +class LegacyNpiAroundAttrs : public ir::AttrsNode<LegacyNpiAroundAttrs> { + public: + int decimals; + + MX_V3_DECLARE_ATTRS(LegacyNpiAroundAttrs, "mxnet.v3.attrs.LegacyNpiAroundAttrs") { + MX_V3_ATTR_FIELD(decimals); + } +}; +// _npi_zeros +class LegacyNpiZerosAttrs : public ir::AttrsNode<LegacyNpiZerosAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyNpiZerosAttrs, "mxnet.v3.attrs.LegacyNpiZerosAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _npi_ones +class LegacyNpiOnesAttrs : public ir::AttrsNode<LegacyNpiOnesAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyNpiOnesAttrs, "mxnet.v3.attrs.LegacyNpiOnesAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _npi_identity +class LegacyNpiIdentityAttrs : public ir::AttrsNode<LegacyNpiIdentityAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyNpiIdentityAttrs, "mxnet.v3.attrs.LegacyNpiIdentityAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _np_zeros_like +using LegacyNpZerosLikeAttrs = ir::Attrs; +// _np_ones_like +using LegacyNpOnesLikeAttrs = ir::Attrs; +// _npi_arange +class LegacyNpiArangeAttrs : public ir::AttrsNode<LegacyNpiArangeAttrs> { + public: + double start; + double stop; + double step; + int repeat; + bool infer_range; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyNpiArangeAttrs, "mxnet.v3.attrs.LegacyNpiArangeAttrs") { + MX_V3_ATTR_FIELD(start); + MX_V3_ATTR_FIELD(stop); + MX_V3_ATTR_FIELD(step); + MX_V3_ATTR_FIELD(repeat); + MX_V3_ATTR_FIELD(infer_range); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _npi_indices +class LegacyNpiIndicesAttrs : public ir::AttrsNode<LegacyNpiIndicesAttrs> { + public: + ir::Array<ir::Integer> dimensions; + std::string dtype; + std::string ctx; + + MX_V3_DECLARE_ATTRS(LegacyNpiIndicesAttrs, "mxnet.v3.attrs.LegacyNpiIndicesAttrs") { + MX_V3_ATTR_FIELD(dimensions); + MX_V3_ATTR_FIELD(dtype); + MX_V3_ATTR_FIELD(ctx); + } +}; +// _np_transpose +class LegacyNpTransposeAttrs : public ir::AttrsNode<LegacyNpTransposeAttrs> { + public: + ir::Array<ir::Integer> axes; + + MX_V3_DECLARE_ATTRS(LegacyNpTransposeAttrs, "mxnet.v3.attrs.LegacyNpTransposeAttrs") { + MX_V3_ATTR_FIELD(axes); + } +}; +// _np_reshape +class LegacyNpReshapeAttrs : public ir::AttrsNode<LegacyNpReshapeAttrs> { + public: + ir::Array<ir::Integer> newshape; + std::string order; + + MX_V3_DECLARE_ATTRS(LegacyNpReshapeAttrs, "mxnet.v3.attrs.LegacyNpReshapeAttrs") { + MX_V3_ATTR_FIELD(newshape); + MX_V3_ATTR_FIELD(order); + } +}; +// _np_squeeze +class LegacyNpSqueezeAttrs : public ir::AttrsNode<LegacyNpSqueezeAttrs> { + public: + ir::Array<ir::Integer> axis; + + MX_V3_DECLARE_ATTRS(LegacyNpSqueezeAttrs, "mxnet.v3.attrs.LegacyNpSqueezeAttrs") { + MX_V3_ATTR_FIELD(axis); + } +}; +// _np_roll +class LegacyNpRollAttrs : public ir::AttrsNode<LegacyNpRollAttrs> { + public: + ir::Array<ir::Integer> shift; + ir::Array<ir::Integer> axis; + + MX_V3_DECLARE_ATTRS(LegacyNpRollAttrs, "mxnet.v3.attrs.LegacyNpRollAttrs") { + MX_V3_ATTR_FIELD(shift); + MX_V3_ATTR_FIELD(axis); + } +}; +// _npi_flip +class LegacyNpiFlipAttrs : public ir::AttrsNode<LegacyNpiFlipAttrs> { + public: + ir::Array<ir::Integer> axis; + + MX_V3_DECLARE_ATTRS(LegacyNpiFlipAttrs, "mxnet.v3.attrs.LegacyNpiFlipAttrs") { + MX_V3_ATTR_FIELD(axis); + } +}; +// _npx_nonzero +using LegacyNpxNonzeroAttrs = ir::Attrs; +// _npi_tensordot +class LegacyNpiTensordotAttrs : public ir::AttrsNode<LegacyNpiTensordotAttrs> { + public: + ir::Array<ir::Integer> a_axes_summed; + ir::Array<ir::Integer> b_axes_summed; + + MX_V3_DECLARE_ATTRS(LegacyNpiTensordotAttrs, "mxnet.v3.attrs.LegacyNpiTensordotAttrs") { + MX_V3_ATTR_FIELD(a_axes_summed); + MX_V3_ATTR_FIELD(b_axes_summed); + } +}; +// _npi_tensordot_int_axes +class LegacyNpiTensordotIntAxesAttrs : public ir::AttrsNode<LegacyNpiTensordotIntAxesAttrs> { + public: + int axes; + + MX_V3_DECLARE_ATTRS(LegacyNpiTensordotIntAxesAttrs, + "mxnet.v3.attrs.LegacyNpiTensordotIntAxesAttrs") { + MX_V3_ATTR_FIELD(axes); + } +}; +// _np_trace +class LegacyNpTraceAttrs : public ir::AttrsNode<LegacyNpTraceAttrs> { + public: + int offset; + int axis1; + int axis2; + + MX_V3_DECLARE_ATTRS(LegacyNpTraceAttrs, "mxnet.v3.attrs.LegacyNpTraceAttrs") { + MX_V3_ATTR_FIELD(offset); + MX_V3_ATTR_FIELD(axis1); + MX_V3_ATTR_FIELD(axis2); + } +}; +// _npi_tril +class LegacyNpiTrilAttrs : public ir::AttrsNode<LegacyNpiTrilAttrs> { + public: + int k; + + MX_V3_DECLARE_ATTRS(LegacyNpiTrilAttrs, "mxnet.v3.attrs.LegacyNpiTrilAttrs") { + MX_V3_ATTR_FIELD(k); + } +}; +// _npi_true_divide +using LegacyNpiTrueDivideAttrs = ir::Attrs; +// _npi_true_divide_scalar +class LegacyNpiTrueDivideScalarAttrs : public ir::AttrsNode<LegacyNpiTrueDivideScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiTrueDivideScalarAttrs, + "mxnet.v3.attrs.LegacyNpiTrueDivideScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_rtrue_divide_scalar +class LegacyNpiRtrueDivideScalarAttrs : public ir::AttrsNode<LegacyNpiRtrueDivideScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNpiRtrueDivideScalarAttrs, + "mxnet.v3.attrs.LegacyNpiRtrueDivideScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _npi_unique +class LegacyNpiUniqueAttrs : public ir::AttrsNode<LegacyNpiUniqueAttrs> { + public: + bool return_index; + bool return_inverse; + bool return_counts; + int axis; + + MX_V3_DECLARE_ATTRS(LegacyNpiUniqueAttrs, "mxnet.v3.attrs.LegacyNpiUniqueAttrs") { + MX_V3_ATTR_FIELD(return_index); + MX_V3_ATTR_FIELD(return_inverse); + MX_V3_ATTR_FIELD(return_counts); + MX_V3_ATTR_FIELD(axis); + } +}; +// _npi_hanning +class LegacyNpiHanningAttrs : public ir::AttrsNode<LegacyNpiHanningAttrs> { + public: + int M; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyNpiHanningAttrs, "mxnet.v3.attrs.LegacyNpiHanningAttrs") { + MX_V3_ATTR_FIELD(M); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _npi_hamming +class LegacyNpiHammingAttrs : public ir::AttrsNode<LegacyNpiHammingAttrs> { + public: + int M; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyNpiHammingAttrs, "mxnet.v3.attrs.LegacyNpiHammingAttrs") { + MX_V3_ATTR_FIELD(M); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _npi_blackman +class LegacyNpiBlackmanAttrs : public ir::AttrsNode<LegacyNpiBlackmanAttrs> { + public: + int M; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyNpiBlackmanAttrs, "mxnet.v3.attrs.LegacyNpiBlackmanAttrs") { + MX_V3_ATTR_FIELD(M); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _npi_normal +class LegacyNpiNormalAttrs : public ir::AttrsNode<LegacyNpiNormalAttrs> { + public: + double loc; + double scale; + ir::Array<ir::Integer> size; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyNpiNormalAttrs, "mxnet.v3.attrs.LegacyNpiNormalAttrs") { + MX_V3_ATTR_FIELD(loc); + MX_V3_ATTR_FIELD(scale); + MX_V3_ATTR_FIELD(size); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _npi_uniform +class LegacyNpiUniformAttrs : public ir::AttrsNode<LegacyNpiUniformAttrs> { + public: + double low; + double high; + ir::Array<ir::Integer> size; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyNpiUniformAttrs, "mxnet.v3.attrs.LegacyNpiUniformAttrs") { + MX_V3_ATTR_FIELD(low); + MX_V3_ATTR_FIELD(high); + MX_V3_ATTR_FIELD(size); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// Pad +class LegacyPadAttrs : public ir::AttrsNode<LegacyPadAttrs> { + public: + std::string mode; + ir::Array<ir::Integer> pad_width; + double constant_value; + + MX_V3_DECLARE_ATTRS(LegacyPadAttrs, "mxnet.v3.attrs.LegacyPadAttrs") { + MX_V3_ATTR_FIELD(mode); + MX_V3_ATTR_FIELD(pad_width); + MX_V3_ATTR_FIELD(constant_value); + } +}; +// Flatten +using LegacyFlattenAttrs = ir::Attrs; +// _sample_uniform +class LegacySampleUniformAttrs : public ir::AttrsNode<LegacySampleUniformAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacySampleUniformAttrs, "mxnet.v3.attrs.LegacySampleUniformAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _sample_normal +class LegacySampleNormalAttrs : public ir::AttrsNode<LegacySampleNormalAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacySampleNormalAttrs, "mxnet.v3.attrs.LegacySampleNormalAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _sample_gamma +class LegacySampleGammaAttrs : public ir::AttrsNode<LegacySampleGammaAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacySampleGammaAttrs, "mxnet.v3.attrs.LegacySampleGammaAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _sample_exponential +class LegacySampleExponentialAttrs : public ir::AttrsNode<LegacySampleExponentialAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacySampleExponentialAttrs, "mxnet.v3.attrs.LegacySampleExponentialAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _sample_poisson +class LegacySamplePoissonAttrs : public ir::AttrsNode<LegacySamplePoissonAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacySamplePoissonAttrs, "mxnet.v3.attrs.LegacySamplePoissonAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _sample_negative_binomial +class LegacySampleNegativeBinomialAttrs : public ir::AttrsNode<LegacySampleNegativeBinomialAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacySampleNegativeBinomialAttrs, + "mxnet.v3.attrs.LegacySampleNegativeBinomialAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _sample_generalized_negative_binomial +class LegacySampleGeneralizedNegativeBinomialAttrs + : public ir::AttrsNode<LegacySampleGeneralizedNegativeBinomialAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacySampleGeneralizedNegativeBinomialAttrs, + "mxnet.v3.attrs.LegacySampleGeneralizedNegativeBinomialAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _random_pdf_uniform +class LegacyRandomPdfUniformAttrs : public ir::AttrsNode<LegacyRandomPdfUniformAttrs> { + public: + bool is_log; + + MX_V3_DECLARE_ATTRS(LegacyRandomPdfUniformAttrs, "mxnet.v3.attrs.LegacyRandomPdfUniformAttrs") { + MX_V3_ATTR_FIELD(is_log); + } +}; +// _random_pdf_normal +class LegacyRandomPdfNormalAttrs : public ir::AttrsNode<LegacyRandomPdfNormalAttrs> { + public: + bool is_log; + + MX_V3_DECLARE_ATTRS(LegacyRandomPdfNormalAttrs, "mxnet.v3.attrs.LegacyRandomPdfNormalAttrs") { + MX_V3_ATTR_FIELD(is_log); + } +}; +// _random_pdf_gamma +class LegacyRandomPdfGammaAttrs : public ir::AttrsNode<LegacyRandomPdfGammaAttrs> { + public: + bool is_log; + + MX_V3_DECLARE_ATTRS(LegacyRandomPdfGammaAttrs, "mxnet.v3.attrs.LegacyRandomPdfGammaAttrs") { + MX_V3_ATTR_FIELD(is_log); + } +}; +// _random_pdf_exponential +class LegacyRandomPdfExponentialAttrs : public ir::AttrsNode<LegacyRandomPdfExponentialAttrs> { + public: + bool is_log; + + MX_V3_DECLARE_ATTRS(LegacyRandomPdfExponentialAttrs, + "mxnet.v3.attrs.LegacyRandomPdfExponentialAttrs") { + MX_V3_ATTR_FIELD(is_log); + } +}; +// _random_pdf_poisson +class LegacyRandomPdfPoissonAttrs : public ir::AttrsNode<LegacyRandomPdfPoissonAttrs> { + public: + bool is_log; + + MX_V3_DECLARE_ATTRS(LegacyRandomPdfPoissonAttrs, "mxnet.v3.attrs.LegacyRandomPdfPoissonAttrs") { + MX_V3_ATTR_FIELD(is_log); + } +}; +// _random_pdf_negative_binomial +class LegacyRandomPdfNegativeBinomialAttrs + : public ir::AttrsNode<LegacyRandomPdfNegativeBinomialAttrs> { + public: + bool is_log; + + MX_V3_DECLARE_ATTRS(LegacyRandomPdfNegativeBinomialAttrs, + "mxnet.v3.attrs.LegacyRandomPdfNegativeBinomialAttrs") { + MX_V3_ATTR_FIELD(is_log); + } +}; +// _random_pdf_generalized_negative_binomial +class LegacyRandomPdfGeneralizedNegativeBinomialAttrs + : public ir::AttrsNode<LegacyRandomPdfGeneralizedNegativeBinomialAttrs> { + public: + bool is_log; + + MX_V3_DECLARE_ATTRS(LegacyRandomPdfGeneralizedNegativeBinomialAttrs, + "mxnet.v3.attrs.LegacyRandomPdfGeneralizedNegativeBinomialAttrs") { + MX_V3_ATTR_FIELD(is_log); + } +}; +// _random_pdf_dirichlet +class LegacyRandomPdfDirichletAttrs : public ir::AttrsNode<LegacyRandomPdfDirichletAttrs> { + public: + bool is_log; + + MX_V3_DECLARE_ATTRS(LegacyRandomPdfDirichletAttrs, + "mxnet.v3.attrs.LegacyRandomPdfDirichletAttrs") { + MX_V3_ATTR_FIELD(is_log); + } +}; +// _sample_multinomial +class LegacySampleMultinomialAttrs : public ir::AttrsNode<LegacySampleMultinomialAttrs> { + public: + ir::Array<ir::Integer> shape; + bool get_prob; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacySampleMultinomialAttrs, "mxnet.v3.attrs.LegacySampleMultinomialAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(get_prob); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _random_uniform +class LegacyRandomUniformAttrs : public ir::AttrsNode<LegacyRandomUniformAttrs> { + public: + double low; + double high; + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyRandomUniformAttrs, "mxnet.v3.attrs.LegacyRandomUniformAttrs") { + MX_V3_ATTR_FIELD(low); + MX_V3_ATTR_FIELD(high); + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _random_normal +class LegacyRandomNormalAttrs : public ir::AttrsNode<LegacyRandomNormalAttrs> { + public: + double loc; + double scale; + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyRandomNormalAttrs, "mxnet.v3.attrs.LegacyRandomNormalAttrs") { + MX_V3_ATTR_FIELD(loc); + MX_V3_ATTR_FIELD(scale); + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _random_gamma +class LegacyRandomGammaAttrs : public ir::AttrsNode<LegacyRandomGammaAttrs> { + public: + double alpha; + double beta; + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyRandomGammaAttrs, "mxnet.v3.attrs.LegacyRandomGammaAttrs") { + MX_V3_ATTR_FIELD(alpha); + MX_V3_ATTR_FIELD(beta); + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _random_exponential +class LegacyRandomExponentialAttrs : public ir::AttrsNode<LegacyRandomExponentialAttrs> { + public: + double lam; + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyRandomExponentialAttrs, "mxnet.v3.attrs.LegacyRandomExponentialAttrs") { + MX_V3_ATTR_FIELD(lam); + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _random_poisson +class LegacyRandomPoissonAttrs : public ir::AttrsNode<LegacyRandomPoissonAttrs> { + public: + double lam; + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyRandomPoissonAttrs, "mxnet.v3.attrs.LegacyRandomPoissonAttrs") { + MX_V3_ATTR_FIELD(lam); + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _random_negative_binomial +class LegacyRandomNegativeBinomialAttrs : public ir::AttrsNode<LegacyRandomNegativeBinomialAttrs> { + public: + int k; + double p; + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyRandomNegativeBinomialAttrs, + "mxnet.v3.attrs.LegacyRandomNegativeBinomialAttrs") { + MX_V3_ATTR_FIELD(k); + MX_V3_ATTR_FIELD(p); + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _random_generalized_negative_binomial +class LegacyRandomGeneralizedNegativeBinomialAttrs + : public ir::AttrsNode<LegacyRandomGeneralizedNegativeBinomialAttrs> { + public: + double mu; + double alpha; + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyRandomGeneralizedNegativeBinomialAttrs, + "mxnet.v3.attrs.LegacyRandomGeneralizedNegativeBinomialAttrs") { + MX_V3_ATTR_FIELD(mu); + MX_V3_ATTR_FIELD(alpha); + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _random_randint +class LegacyRandomRandintAttrs : public ir::AttrsNode<LegacyRandomRandintAttrs> { + public: + int64_t low; + int64_t high; + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyRandomRandintAttrs, "mxnet.v3.attrs.LegacyRandomRandintAttrs") { + MX_V3_ATTR_FIELD(low); + MX_V3_ATTR_FIELD(high); + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _random_uniform_like +class LegacyRandomUniformLikeAttrs : public ir::AttrsNode<LegacyRandomUniformLikeAttrs> { + public: + double low; + double high; + + MX_V3_DECLARE_ATTRS(LegacyRandomUniformLikeAttrs, "mxnet.v3.attrs.LegacyRandomUniformLikeAttrs") { + MX_V3_ATTR_FIELD(low); + MX_V3_ATTR_FIELD(high); + } +}; +// _random_normal_like +class LegacyRandomNormalLikeAttrs : public ir::AttrsNode<LegacyRandomNormalLikeAttrs> { + public: + double loc; + double scale; + + MX_V3_DECLARE_ATTRS(LegacyRandomNormalLikeAttrs, "mxnet.v3.attrs.LegacyRandomNormalLikeAttrs") { + MX_V3_ATTR_FIELD(loc); + MX_V3_ATTR_FIELD(scale); + } +}; +// _random_gamma_like +class LegacyRandomGammaLikeAttrs : public ir::AttrsNode<LegacyRandomGammaLikeAttrs> { + public: + double alpha; + double beta; + + MX_V3_DECLARE_ATTRS(LegacyRandomGammaLikeAttrs, "mxnet.v3.attrs.LegacyRandomGammaLikeAttrs") { + MX_V3_ATTR_FIELD(alpha); + MX_V3_ATTR_FIELD(beta); + } +}; +// _random_exponential_like +class LegacyRandomExponentialLikeAttrs : public ir::AttrsNode<LegacyRandomExponentialLikeAttrs> { + public: + double lam; + + MX_V3_DECLARE_ATTRS(LegacyRandomExponentialLikeAttrs, + "mxnet.v3.attrs.LegacyRandomExponentialLikeAttrs") { + MX_V3_ATTR_FIELD(lam); + } +}; +// _random_poisson_like +class LegacyRandomPoissonLikeAttrs : public ir::AttrsNode<LegacyRandomPoissonLikeAttrs> { + public: + double lam; + + MX_V3_DECLARE_ATTRS(LegacyRandomPoissonLikeAttrs, "mxnet.v3.attrs.LegacyRandomPoissonLikeAttrs") { + MX_V3_ATTR_FIELD(lam); + } +}; +// _random_negative_binomial_like +class LegacyRandomNegativeBinomialLikeAttrs + : public ir::AttrsNode<LegacyRandomNegativeBinomialLikeAttrs> { + public: + int k; + double p; + + MX_V3_DECLARE_ATTRS(LegacyRandomNegativeBinomialLikeAttrs, + "mxnet.v3.attrs.LegacyRandomNegativeBinomialLikeAttrs") { + MX_V3_ATTR_FIELD(k); + MX_V3_ATTR_FIELD(p); + } +}; +// _random_generalized_negative_binomial_like +class LegacyRandomGeneralizedNegativeBinomialLikeAttrs + : public ir::AttrsNode<LegacyRandomGeneralizedNegativeBinomialLikeAttrs> { + public: + double mu; + double alpha; + + MX_V3_DECLARE_ATTRS(LegacyRandomGeneralizedNegativeBinomialLikeAttrs, + "mxnet.v3.attrs.LegacyRandomGeneralizedNegativeBinomialLikeAttrs") { + MX_V3_ATTR_FIELD(mu); + MX_V3_ATTR_FIELD(alpha); + } +}; +// _shuffle +using LegacyShuffleAttrs = ir::Attrs; +// _sample_unique_zipfian +class LegacySampleUniqueZipfianAttrs : public ir::AttrsNode<LegacySampleUniqueZipfianAttrs> { + public: + int range_max; + ir::Array<ir::Integer> shape; + + MX_V3_DECLARE_ATTRS(LegacySampleUniqueZipfianAttrs, + "mxnet.v3.attrs.LegacySampleUniqueZipfianAttrs") { + MX_V3_ATTR_FIELD(range_max); + MX_V3_ATTR_FIELD(shape); + } +}; +// LinearRegressionOutput +class LegacyLinearRegressionOutputAttrs : public ir::AttrsNode<LegacyLinearRegressionOutputAttrs> { + public: + double grad_scale; + + MX_V3_DECLARE_ATTRS(LegacyLinearRegressionOutputAttrs, + "mxnet.v3.attrs.LegacyLinearRegressionOutputAttrs") { + MX_V3_ATTR_FIELD(grad_scale); + } +}; +// MAERegressionOutput +class LegacyMAERegressionOutputAttrs : public ir::AttrsNode<LegacyMAERegressionOutputAttrs> { + public: + double grad_scale; + + MX_V3_DECLARE_ATTRS(LegacyMAERegressionOutputAttrs, + "mxnet.v3.attrs.LegacyMAERegressionOutputAttrs") { + MX_V3_ATTR_FIELD(grad_scale); + } +}; +// LogisticRegressionOutput +class LegacyLogisticRegressionOutputAttrs + : public ir::AttrsNode<LegacyLogisticRegressionOutputAttrs> { + public: + double grad_scale; + + MX_V3_DECLARE_ATTRS(LegacyLogisticRegressionOutputAttrs, + "mxnet.v3.attrs.LegacyLogisticRegressionOutputAttrs") { + MX_V3_ATTR_FIELD(grad_scale); + } +}; +// RNN +class LegacyRNNAttrs : public ir::AttrsNode<LegacyRNNAttrs> { + public: + int state_size; + int num_layers; + bool bidirectional; + std::string mode; + double p; + bool state_outputs; + int projection_size; + double lstm_state_clip_min; + double lstm_state_clip_max; + bool lstm_state_clip_nan; + bool use_sequence_length; + + MX_V3_DECLARE_ATTRS(LegacyRNNAttrs, "mxnet.v3.attrs.LegacyRNNAttrs") { + MX_V3_ATTR_FIELD(state_size); + MX_V3_ATTR_FIELD(num_layers); + MX_V3_ATTR_FIELD(bidirectional); + MX_V3_ATTR_FIELD(mode); + MX_V3_ATTR_FIELD(p); + MX_V3_ATTR_FIELD(state_outputs); + MX_V3_ATTR_FIELD(projection_size); + MX_V3_ATTR_FIELD(lstm_state_clip_min); + MX_V3_ATTR_FIELD(lstm_state_clip_max); + MX_V3_ATTR_FIELD(lstm_state_clip_nan); + MX_V3_ATTR_FIELD(use_sequence_length); + } +}; +// ROIPooling +class LegacyROIPoolingAttrs : public ir::AttrsNode<LegacyROIPoolingAttrs> { + public: + ir::Array<ir::Integer> pooled_size; + double spatial_scale; + + MX_V3_DECLARE_ATTRS(LegacyROIPoolingAttrs, "mxnet.v3.attrs.LegacyROIPoolingAttrs") { + MX_V3_ATTR_FIELD(pooled_size); + MX_V3_ATTR_FIELD(spatial_scale); + } +}; +// SequenceMask +class LegacySequenceMaskAttrs : public ir::AttrsNode<LegacySequenceMaskAttrs> { + public: + bool use_sequence_length; + double value; + int axis; + + MX_V3_DECLARE_ATTRS(LegacySequenceMaskAttrs, "mxnet.v3.attrs.LegacySequenceMaskAttrs") { + MX_V3_ATTR_FIELD(use_sequence_length); + MX_V3_ATTR_FIELD(value); + MX_V3_ATTR_FIELD(axis); + } +}; +// SliceChannel +class LegacySliceChannelAttrs : public ir::AttrsNode<LegacySliceChannelAttrs> { + public: + int num_outputs; + int axis; + bool squeeze_axis; + + MX_V3_DECLARE_ATTRS(LegacySliceChannelAttrs, "mxnet.v3.attrs.LegacySliceChannelAttrs") { + MX_V3_ATTR_FIELD(num_outputs); + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(squeeze_axis); + } +}; +// SoftmaxOutput +class LegacySoftmaxOutputAttrs : public ir::AttrsNode<LegacySoftmaxOutputAttrs> { + public: + double grad_scale; + double ignore_label; + bool multi_output; + bool use_ignore; + bool preserve_shape; + std::string normalization; + bool out_grad; + double smooth_alpha; + + MX_V3_DECLARE_ATTRS(LegacySoftmaxOutputAttrs, "mxnet.v3.attrs.LegacySoftmaxOutputAttrs") { + MX_V3_ATTR_FIELD(grad_scale); + MX_V3_ATTR_FIELD(ignore_label); + MX_V3_ATTR_FIELD(multi_output); + MX_V3_ATTR_FIELD(use_ignore); + MX_V3_ATTR_FIELD(preserve_shape); + MX_V3_ATTR_FIELD(normalization); + MX_V3_ATTR_FIELD(out_grad); + MX_V3_ATTR_FIELD(smooth_alpha); + } +}; +// _sg_mkldnn_conv +using LegacySgMkldnnConvAttrs = ir::Attrs; +// _sg_mkldnn_fully_connected +using LegacySgMkldnnFullyConnectedAttrs = ir::Attrs; +// SwapAxis +class LegacySwapAxisAttrs : public ir::AttrsNode<LegacySwapAxisAttrs> { + public: + int dim1; + int dim2; + + MX_V3_DECLARE_ATTRS(LegacySwapAxisAttrs, "mxnet.v3.attrs.LegacySwapAxisAttrs") { + MX_V3_ATTR_FIELD(dim1); + MX_V3_ATTR_FIELD(dim2); + } +}; +// max +class LegacyMaxAttrs : public ir::AttrsNode<LegacyMaxAttrs> { + public: + ir::Array<ir::Integer> axis; + bool keepdims; + bool exclude; + + MX_V3_DECLARE_ATTRS(LegacyMaxAttrs, "mxnet.v3.attrs.LegacyMaxAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(exclude); + } +}; +// min +class LegacyMinAttrs : public ir::AttrsNode<LegacyMinAttrs> { + public: + ir::Array<ir::Integer> axis; + bool keepdims; + bool exclude; + + MX_V3_DECLARE_ATTRS(LegacyMinAttrs, "mxnet.v3.attrs.LegacyMinAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(exclude); + } +}; +// norm +class LegacyNormAttrs : public ir::AttrsNode<LegacyNormAttrs> { + public: + int ord; + ir::Array<ir::Integer> axis; + std::string out_dtype; + bool keepdims; + + MX_V3_DECLARE_ATTRS(LegacyNormAttrs, "mxnet.v3.attrs.LegacyNormAttrs") { + MX_V3_ATTR_FIELD(ord); + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(out_dtype); + MX_V3_ATTR_FIELD(keepdims); + } +}; +// argmax +class LegacyArgmaxAttrs : public ir::AttrsNode<LegacyArgmaxAttrs> { + public: + int axis; + bool keepdims; + + MX_V3_DECLARE_ATTRS(LegacyArgmaxAttrs, "mxnet.v3.attrs.LegacyArgmaxAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + } +}; +// argmin +class LegacyArgminAttrs : public ir::AttrsNode<LegacyArgminAttrs> { + public: + int axis; + bool keepdims; + + MX_V3_DECLARE_ATTRS(LegacyArgminAttrs, "mxnet.v3.attrs.LegacyArgminAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + } +}; +// argmax_channel +using LegacyArgmaxChannelAttrs = ir::Attrs; +// pick +class LegacyPickAttrs : public ir::AttrsNode<LegacyPickAttrs> { + public: + int axis; + bool keepdims; + std::string mode; + + MX_V3_DECLARE_ATTRS(LegacyPickAttrs, "mxnet.v3.attrs.LegacyPickAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(mode); + } +}; +// broadcast_axis +class LegacyBroadcastAxisAttrs : public ir::AttrsNode<LegacyBroadcastAxisAttrs> { + public: + ir::Array<ir::Integer> axis; + ir::Array<ir::Integer> size; + + MX_V3_DECLARE_ATTRS(LegacyBroadcastAxisAttrs, "mxnet.v3.attrs.LegacyBroadcastAxisAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(size); + } +}; +// broadcast_to +class LegacyBroadcastToAttrs : public ir::AttrsNode<LegacyBroadcastToAttrs> { + public: + ir::Array<ir::Integer> shape; + + MX_V3_DECLARE_ATTRS(LegacyBroadcastToAttrs, "mxnet.v3.attrs.LegacyBroadcastToAttrs") { + MX_V3_ATTR_FIELD(shape); + } +}; +// broadcast_like +class LegacyBroadcastLikeAttrs : public ir::AttrsNode<LegacyBroadcastLikeAttrs> { + public: + ir::Array<ir::Integer> lhs_axes; + ir::Array<ir::Integer> rhs_axes; + + MX_V3_DECLARE_ATTRS(LegacyBroadcastLikeAttrs, "mxnet.v3.attrs.LegacyBroadcastLikeAttrs") { + MX_V3_ATTR_FIELD(lhs_axes); + MX_V3_ATTR_FIELD(rhs_axes); + } +}; +// prod +class LegacyProdAttrs : public ir::AttrsNode<LegacyProdAttrs> { + public: + ir::Array<ir::Integer> axis; + bool keepdims; + bool exclude; + + MX_V3_DECLARE_ATTRS(LegacyProdAttrs, "mxnet.v3.attrs.LegacyProdAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(exclude); + } +}; +// nanprod +class LegacyNanprodAttrs : public ir::AttrsNode<LegacyNanprodAttrs> { + public: + ir::Array<ir::Integer> axis; + bool keepdims; + bool exclude; + + MX_V3_DECLARE_ATTRS(LegacyNanprodAttrs, "mxnet.v3.attrs.LegacyNanprodAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(exclude); + } +}; +// sum +class LegacySumAttrs : public ir::AttrsNode<LegacySumAttrs> { + public: + ir::Array<ir::Integer> axis; + bool keepdims; + bool exclude; + + MX_V3_DECLARE_ATTRS(LegacySumAttrs, "mxnet.v3.attrs.LegacySumAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(exclude); + } +}; +// mean +class LegacyMeanAttrs : public ir::AttrsNode<LegacyMeanAttrs> { + public: + ir::Array<ir::Integer> axis; + bool keepdims; + bool exclude; + + MX_V3_DECLARE_ATTRS(LegacyMeanAttrs, "mxnet.v3.attrs.LegacyMeanAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(exclude); + } +}; +// nansum +class LegacyNansumAttrs : public ir::AttrsNode<LegacyNansumAttrs> { + public: + ir::Array<ir::Integer> axis; + bool keepdims; + bool exclude; + + MX_V3_DECLARE_ATTRS(LegacyNansumAttrs, "mxnet.v3.attrs.LegacyNansumAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(exclude); + } +}; +// where +using LegacyWhereAttrs = ir::Attrs; +// diag +class LegacyDiagAttrs : public ir::AttrsNode<LegacyDiagAttrs> { + public: + int k; + int axis1; + int axis2; + + MX_V3_DECLARE_ATTRS(LegacyDiagAttrs, "mxnet.v3.attrs.LegacyDiagAttrs") { + MX_V3_ATTR_FIELD(k); + MX_V3_ATTR_FIELD(axis1); + MX_V3_ATTR_FIELD(axis2); + } +}; +// dot +class LegacyDotAttrs : public ir::AttrsNode<LegacyDotAttrs> { + public: + bool transpose_a; + bool transpose_b; + std::string forward_stype; + + MX_V3_DECLARE_ATTRS(LegacyDotAttrs, "mxnet.v3.attrs.LegacyDotAttrs") { + MX_V3_ATTR_FIELD(transpose_a); + MX_V3_ATTR_FIELD(transpose_b); + MX_V3_ATTR_FIELD(forward_stype); + } +}; +// batch_dot +class LegacyBatchDotAttrs : public ir::AttrsNode<LegacyBatchDotAttrs> { + public: + bool transpose_a; + bool transpose_b; + std::string forward_stype; + + MX_V3_DECLARE_ATTRS(LegacyBatchDotAttrs, "mxnet.v3.attrs.LegacyBatchDotAttrs") { + MX_V3_ATTR_FIELD(transpose_a); + MX_V3_ATTR_FIELD(transpose_b); + MX_V3_ATTR_FIELD(forward_stype); + } +}; +// broadcast_add +using LegacyBroadcastAddAttrs = ir::Attrs; +// broadcast_sub +using LegacyBroadcastSubAttrs = ir::Attrs; +// broadcast_mul +using LegacyBroadcastMulAttrs = ir::Attrs; +// broadcast_div +using LegacyBroadcastDivAttrs = ir::Attrs; +// broadcast_mod +using LegacyBroadcastModAttrs = ir::Attrs; +// broadcast_power +using LegacyBroadcastPowerAttrs = ir::Attrs; +// broadcast_maximum +using LegacyBroadcastMaximumAttrs = ir::Attrs; +// broadcast_minimum +using LegacyBroadcastMinimumAttrs = ir::Attrs; +// broadcast_hypot +using LegacyBroadcastHypotAttrs = ir::Attrs; +// broadcast_equal +using LegacyBroadcastEqualAttrs = ir::Attrs; +// broadcast_not_equal +using LegacyBroadcastNotEqualAttrs = ir::Attrs; +// broadcast_greater +using LegacyBroadcastGreaterAttrs = ir::Attrs; +// broadcast_greater_equal +using LegacyBroadcastGreaterEqualAttrs = ir::Attrs; +// broadcast_lesser +using LegacyBroadcastLesserAttrs = ir::Attrs; +// broadcast_lesser_equal +using LegacyBroadcastLesserEqualAttrs = ir::Attrs; +// broadcast_logical_and +using LegacyBroadcastLogicalAndAttrs = ir::Attrs; +// broadcast_logical_or +using LegacyBroadcastLogicalOrAttrs = ir::Attrs; +// broadcast_logical_xor +using LegacyBroadcastLogicalXorAttrs = ir::Attrs; +// elemwise_add +using LegacyElemwiseAddAttrs = ir::Attrs; +// _grad_add +using LegacyGradAddAttrs = ir::Attrs; +// elemwise_sub +using LegacyElemwiseSubAttrs = ir::Attrs; +// elemwise_mul +using LegacyElemwiseMulAttrs = ir::Attrs; +// elemwise_div +using LegacyElemwiseDivAttrs = ir::Attrs; +// _mod +using LegacyModAttrs = ir::Attrs; +// _power +using LegacyPowerAttrs = ir::Attrs; +// _maximum +using LegacyMaximumAttrs = ir::Attrs; +// _minimum +using LegacyMinimumAttrs = ir::Attrs; +// _hypot +using LegacyHypotAttrs = ir::Attrs; +// _equal +using LegacyEqualAttrs = ir::Attrs; +// _not_equal +using LegacyNotEqualAttrs = ir::Attrs; +// _greater +using LegacyGreaterAttrs = ir::Attrs; +// _greater_equal +using LegacyGreaterEqualAttrs = ir::Attrs; +// _lesser +using LegacyLesserAttrs = ir::Attrs; +// _lesser_equal +using LegacyLesserEqualAttrs = ir::Attrs; +// _logical_and +using LegacyLogicalAndAttrs = ir::Attrs; +// _logical_or +using LegacyLogicalOrAttrs = ir::Attrs; +// _logical_xor +using LegacyLogicalXorAttrs = ir::Attrs; +// _plus_scalar +class LegacyPlusScalarAttrs : public ir::AttrsNode<LegacyPlusScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyPlusScalarAttrs, "mxnet.v3.attrs.LegacyPlusScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _minus_scalar +class LegacyMinusScalarAttrs : public ir::AttrsNode<LegacyMinusScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyMinusScalarAttrs, "mxnet.v3.attrs.LegacyMinusScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _rminus_scalar +class LegacyRminusScalarAttrs : public ir::AttrsNode<LegacyRminusScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyRminusScalarAttrs, "mxnet.v3.attrs.LegacyRminusScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _mul_scalar +class LegacyMulScalarAttrs : public ir::AttrsNode<LegacyMulScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyMulScalarAttrs, "mxnet.v3.attrs.LegacyMulScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _div_scalar +class LegacyDivScalarAttrs : public ir::AttrsNode<LegacyDivScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyDivScalarAttrs, "mxnet.v3.attrs.LegacyDivScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _rdiv_scalar +class LegacyRdivScalarAttrs : public ir::AttrsNode<LegacyRdivScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyRdivScalarAttrs, "mxnet.v3.attrs.LegacyRdivScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _mod_scalar +class LegacyModScalarAttrs : public ir::AttrsNode<LegacyModScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyModScalarAttrs, "mxnet.v3.attrs.LegacyModScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _rmod_scalar +class LegacyRmodScalarAttrs : public ir::AttrsNode<LegacyRmodScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyRmodScalarAttrs, "mxnet.v3.attrs.LegacyRmodScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _maximum_scalar +class LegacyMaximumScalarAttrs : public ir::AttrsNode<LegacyMaximumScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyMaximumScalarAttrs, "mxnet.v3.attrs.LegacyMaximumScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _minimum_scalar +class LegacyMinimumScalarAttrs : public ir::AttrsNode<LegacyMinimumScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyMinimumScalarAttrs, "mxnet.v3.attrs.LegacyMinimumScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _power_scalar +class LegacyPowerScalarAttrs : public ir::AttrsNode<LegacyPowerScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyPowerScalarAttrs, "mxnet.v3.attrs.LegacyPowerScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _rpower_scalar +class LegacyRpowerScalarAttrs : public ir::AttrsNode<LegacyRpowerScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyRpowerScalarAttrs, "mxnet.v3.attrs.LegacyRpowerScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _hypot_scalar +class LegacyHypotScalarAttrs : public ir::AttrsNode<LegacyHypotScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyHypotScalarAttrs, "mxnet.v3.attrs.LegacyHypotScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// smooth_l1 +class LegacySmoothL1Attrs : public ir::AttrsNode<LegacySmoothL1Attrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacySmoothL1Attrs, "mxnet.v3.attrs.LegacySmoothL1Attrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _equal_scalar +class LegacyEqualScalarAttrs : public ir::AttrsNode<LegacyEqualScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyEqualScalarAttrs, "mxnet.v3.attrs.LegacyEqualScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _not_equal_scalar +class LegacyNotEqualScalarAttrs : public ir::AttrsNode<LegacyNotEqualScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyNotEqualScalarAttrs, "mxnet.v3.attrs.LegacyNotEqualScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _greater_scalar +class LegacyGreaterScalarAttrs : public ir::AttrsNode<LegacyGreaterScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyGreaterScalarAttrs, "mxnet.v3.attrs.LegacyGreaterScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _greater_equal_scalar +class LegacyGreaterEqualScalarAttrs : public ir::AttrsNode<LegacyGreaterEqualScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyGreaterEqualScalarAttrs, + "mxnet.v3.attrs.LegacyGreaterEqualScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _lesser_scalar +class LegacyLesserScalarAttrs : public ir::AttrsNode<LegacyLesserScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyLesserScalarAttrs, "mxnet.v3.attrs.LegacyLesserScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _lesser_equal_scalar +class LegacyLesserEqualScalarAttrs : public ir::AttrsNode<LegacyLesserEqualScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyLesserEqualScalarAttrs, "mxnet.v3.attrs.LegacyLesserEqualScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _logical_and_scalar +class LegacyLogicalAndScalarAttrs : public ir::AttrsNode<LegacyLogicalAndScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyLogicalAndScalarAttrs, "mxnet.v3.attrs.LegacyLogicalAndScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _logical_or_scalar +class LegacyLogicalOrScalarAttrs : public ir::AttrsNode<LegacyLogicalOrScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyLogicalOrScalarAttrs, "mxnet.v3.attrs.LegacyLogicalOrScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _logical_xor_scalar +class LegacyLogicalXorScalarAttrs : public ir::AttrsNode<LegacyLogicalXorScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyLogicalXorScalarAttrs, "mxnet.v3.attrs.LegacyLogicalXorScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _scatter_elemwise_div +using LegacyScatterElemwiseDivAttrs = ir::Attrs; +// _scatter_plus_scalar +class LegacyScatterPlusScalarAttrs : public ir::AttrsNode<LegacyScatterPlusScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyScatterPlusScalarAttrs, "mxnet.v3.attrs.LegacyScatterPlusScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// _scatter_minus_scalar +class LegacyScatterMinusScalarAttrs : public ir::AttrsNode<LegacyScatterMinusScalarAttrs> { + public: + double scalar; + + MX_V3_DECLARE_ATTRS(LegacyScatterMinusScalarAttrs, + "mxnet.v3.attrs.LegacyScatterMinusScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + } +}; +// relu +using LegacyReluAttrs = ir::Attrs; +// sigmoid +using LegacySigmoidAttrs = ir::Attrs; +// hard_sigmoid +class LegacyHardSigmoidAttrs : public ir::AttrsNode<LegacyHardSigmoidAttrs> { + public: + double alpha; + double beta; + + MX_V3_DECLARE_ATTRS(LegacyHardSigmoidAttrs, "mxnet.v3.attrs.LegacyHardSigmoidAttrs") { + MX_V3_ATTR_FIELD(alpha); + MX_V3_ATTR_FIELD(beta); + } +}; +// softsign +using LegacySoftsignAttrs = ir::Attrs; +// _copy +using LegacyCopyAttrs = ir::Attrs; +// make_loss +using LegacyMakeLossAttrs = ir::Attrs; +// _identity_with_attr_like_rhs +using LegacyIdentityWithAttrLikeRhsAttrs = ir::Attrs; +// reshape_like +class LegacyReshapeLikeAttrs : public ir::AttrsNode<LegacyReshapeLikeAttrs> { + public: + int lhs_begin; + int lhs_end; + int rhs_begin; + int rhs_end; + + MX_V3_DECLARE_ATTRS(LegacyReshapeLikeAttrs, "mxnet.v3.attrs.LegacyReshapeLikeAttrs") { + MX_V3_ATTR_FIELD(lhs_begin); + MX_V3_ATTR_FIELD(lhs_end); + MX_V3_ATTR_FIELD(rhs_begin); + MX_V3_ATTR_FIELD(rhs_end); + } +}; +// shape_array +using LegacyShapeArrayAttrs = ir::Attrs; +// size_array +using LegacySizeArrayAttrs = ir::Attrs; +// Cast +class LegacyCastAttrs : public ir::AttrsNode<LegacyCastAttrs> { + public: + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyCastAttrs, "mxnet.v3.attrs.LegacyCastAttrs") { + MX_V3_ATTR_FIELD(dtype); + } +}; +// negative +using LegacyNegativeAttrs = ir::Attrs; +// abs +using LegacyAbsAttrs = ir::Attrs; +// sign +using LegacySignAttrs = ir::Attrs; +// round +using LegacyRoundAttrs = ir::Attrs; +// rint +using LegacyRintAttrs = ir::Attrs; +// ceil +using LegacyCeilAttrs = ir::Attrs; +// floor +using LegacyFloorAttrs = ir::Attrs; +// trunc +using LegacyTruncAttrs = ir::Attrs; +// fix +using LegacyFixAttrs = ir::Attrs; +// erf +using LegacyErfAttrs = ir::Attrs; +// erfinv +using LegacyErfinvAttrs = ir::Attrs; +// gamma +using LegacyGammaAttrs = ir::Attrs; +// gammaln +using LegacyGammalnAttrs = ir::Attrs; +// logical_not +using LegacyLogicalNotAttrs = ir::Attrs; +// exp +using LegacyExpAttrs = ir::Attrs; +// log +using LegacyLogAttrs = ir::Attrs; +// log10 +using LegacyLog10Attrs = ir::Attrs; +// log2 +using LegacyLog2Attrs = ir::Attrs; +// log1p +using LegacyLog1pAttrs = ir::Attrs; +// expm1 +using LegacyExpm1Attrs = ir::Attrs; +// reciprocal +using LegacyReciprocalAttrs = ir::Attrs; +// square +using LegacySquareAttrs = ir::Attrs; +// sqrt +using LegacySqrtAttrs = ir::Attrs; +// rsqrt +using LegacyRsqrtAttrs = ir::Attrs; +// cbrt +using LegacyCbrtAttrs = ir::Attrs; +// rcbrt +using LegacyRcbrtAttrs = ir::Attrs; +// sin +using LegacySinAttrs = ir::Attrs; +// cos +using LegacyCosAttrs = ir::Attrs; +// tan +using LegacyTanAttrs = ir::Attrs; +// arcsin +using LegacyArcsinAttrs = ir::Attrs; +// arccos +using LegacyArccosAttrs = ir::Attrs; +// arctan +using LegacyArctanAttrs = ir::Attrs; +// degrees +using LegacyDegreesAttrs = ir::Attrs; +// radians +using LegacyRadiansAttrs = ir::Attrs; +// sinh +using LegacySinhAttrs = ir::Attrs; +// cosh +using LegacyCoshAttrs = ir::Attrs; +// tanh +using LegacyTanhAttrs = ir::Attrs; +// arcsinh +using LegacyArcsinhAttrs = ir::Attrs; +// arccosh +using LegacyArccoshAttrs = ir::Attrs; +// arctanh +using LegacyArctanhAttrs = ir::Attrs; +// Embedding +class LegacyEmbeddingAttrs : public ir::AttrsNode<LegacyEmbeddingAttrs> { + public: + int input_dim; + int output_dim; + std::string dtype; + bool sparse_grad; + + MX_V3_DECLARE_ATTRS(LegacyEmbeddingAttrs, "mxnet.v3.attrs.LegacyEmbeddingAttrs") { + MX_V3_ATTR_FIELD(input_dim); + MX_V3_ATTR_FIELD(output_dim); + MX_V3_ATTR_FIELD(dtype); + MX_V3_ATTR_FIELD(sparse_grad); + } +}; +// take +class LegacyTakeAttrs : public ir::AttrsNode<LegacyTakeAttrs> { + public: + int axis; + std::string mode; + + MX_V3_DECLARE_ATTRS(LegacyTakeAttrs, "mxnet.v3.attrs.LegacyTakeAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(mode); + } +}; +// batch_take +using LegacyBatchTakeAttrs = ir::Attrs; +// one_hot +class LegacyOneHotAttrs : public ir::AttrsNode<LegacyOneHotAttrs> { + public: + int depth; + double on_value; + double off_value; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyOneHotAttrs, "mxnet.v3.attrs.LegacyOneHotAttrs") { + MX_V3_ATTR_FIELD(depth); + MX_V3_ATTR_FIELD(on_value); + MX_V3_ATTR_FIELD(off_value); + MX_V3_ATTR_FIELD(dtype); + } +}; +// gather_nd +using LegacyGatherNdAttrs = ir::Attrs; +// scatter_nd +class LegacyScatterNdAttrs : public ir::AttrsNode<LegacyScatterNdAttrs> { + public: + ir::Array<ir::Integer> shape; + + MX_V3_DECLARE_ATTRS(LegacyScatterNdAttrs, "mxnet.v3.attrs.LegacyScatterNdAttrs") { + MX_V3_ATTR_FIELD(shape); + } +}; +// _scatter_set_nd +class LegacyScatterSetNdAttrs : public ir::AttrsNode<LegacyScatterSetNdAttrs> { + public: + ir::Array<ir::Integer> shape; + + MX_V3_DECLARE_ATTRS(LegacyScatterSetNdAttrs, "mxnet.v3.attrs.LegacyScatterSetNdAttrs") { + MX_V3_ATTR_FIELD(shape); + } +}; +// _zeros_without_dtype +class LegacyZerosWithoutDtypeAttrs : public ir::AttrsNode<LegacyZerosWithoutDtypeAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string ctx; + int dtype; + + MX_V3_DECLARE_ATTRS(LegacyZerosWithoutDtypeAttrs, "mxnet.v3.attrs.LegacyZerosWithoutDtypeAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _zeros +class LegacyZerosAttrs : public ir::AttrsNode<LegacyZerosAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyZerosAttrs, "mxnet.v3.attrs.LegacyZerosAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _eye +class LegacyEyeAttrs : public ir::AttrsNode<LegacyEyeAttrs> { + public: + int64_t N; + int64_t M; + int64_t k; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyEyeAttrs, "mxnet.v3.attrs.LegacyEyeAttrs") { + MX_V3_ATTR_FIELD(N); + MX_V3_ATTR_FIELD(M); + MX_V3_ATTR_FIELD(k); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _ones +class LegacyOnesAttrs : public ir::AttrsNode<LegacyOnesAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyOnesAttrs, "mxnet.v3.attrs.LegacyOnesAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _full +class LegacyFullAttrs : public ir::AttrsNode<LegacyFullAttrs> { + public: + ir::Array<ir::Integer> shape; + std::string ctx; + std::string dtype; + double value; + + MX_V3_DECLARE_ATTRS(LegacyFullAttrs, "mxnet.v3.attrs.LegacyFullAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + MX_V3_ATTR_FIELD(value); + } +}; +// _arange +class LegacyArangeAttrs : public ir::AttrsNode<LegacyArangeAttrs> { + public: + double start; + double stop; + double step; + int repeat; + bool infer_range; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyArangeAttrs, "mxnet.v3.attrs.LegacyArangeAttrs") { + MX_V3_ATTR_FIELD(start); + MX_V3_ATTR_FIELD(stop); + MX_V3_ATTR_FIELD(step); + MX_V3_ATTR_FIELD(repeat); + MX_V3_ATTR_FIELD(infer_range); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _linspace +class LegacyLinspaceAttrs : public ir::AttrsNode<LegacyLinspaceAttrs> { + public: + double start; + double stop; + double step; + int repeat; + bool infer_range; + std::string ctx; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyLinspaceAttrs, "mxnet.v3.attrs.LegacyLinspaceAttrs") { + MX_V3_ATTR_FIELD(start); + MX_V3_ATTR_FIELD(stop); + MX_V3_ATTR_FIELD(step); + MX_V3_ATTR_FIELD(repeat); + MX_V3_ATTR_FIELD(infer_range); + MX_V3_ATTR_FIELD(ctx); + MX_V3_ATTR_FIELD(dtype); + } +}; +// zeros_like +using LegacyZerosLikeAttrs = ir::Attrs; +// ones_like +using LegacyOnesLikeAttrs = ir::Attrs; +// _linalg_gemm +class LegacyLinalgGemmAttrs : public ir::AttrsNode<LegacyLinalgGemmAttrs> { + public: + bool transpose_a; + bool transpose_b; + double alpha; + double beta; + int axis; + + MX_V3_DECLARE_ATTRS(LegacyLinalgGemmAttrs, "mxnet.v3.attrs.LegacyLinalgGemmAttrs") { + MX_V3_ATTR_FIELD(transpose_a); + MX_V3_ATTR_FIELD(transpose_b); + MX_V3_ATTR_FIELD(alpha); + MX_V3_ATTR_FIELD(beta); + MX_V3_ATTR_FIELD(axis); + } +}; +// _linalg_gemm2 +class LegacyLinalgGemm2Attrs : public ir::AttrsNode<LegacyLinalgGemm2Attrs> { + public: + bool transpose_a; + bool transpose_b; + double alpha; + int axis; + + MX_V3_DECLARE_ATTRS(LegacyLinalgGemm2Attrs, "mxnet.v3.attrs.LegacyLinalgGemm2Attrs") { + MX_V3_ATTR_FIELD(transpose_a); + MX_V3_ATTR_FIELD(transpose_b); + MX_V3_ATTR_FIELD(alpha); + MX_V3_ATTR_FIELD(axis); + } +}; +// _linalg_potrf +using LegacyLinalgPotrfAttrs = ir::Attrs; +// _linalg_potri +using LegacyLinalgPotriAttrs = ir::Attrs; +// _linalg_trmm +class LegacyLinalgTrmmAttrs : public ir::AttrsNode<LegacyLinalgTrmmAttrs> { + public: + bool transpose; + bool rightside; + bool lower; + double alpha; + + MX_V3_DECLARE_ATTRS(LegacyLinalgTrmmAttrs, "mxnet.v3.attrs.LegacyLinalgTrmmAttrs") { + MX_V3_ATTR_FIELD(transpose); + MX_V3_ATTR_FIELD(rightside); + MX_V3_ATTR_FIELD(lower); + MX_V3_ATTR_FIELD(alpha); + } +}; +// _linalg_trsm +class LegacyLinalgTrsmAttrs : public ir::AttrsNode<LegacyLinalgTrsmAttrs> { + public: + bool transpose; + bool rightside; + bool lower; + double alpha; + + MX_V3_DECLARE_ATTRS(LegacyLinalgTrsmAttrs, "mxnet.v3.attrs.LegacyLinalgTrsmAttrs") { + MX_V3_ATTR_FIELD(transpose); + MX_V3_ATTR_FIELD(rightside); + MX_V3_ATTR_FIELD(lower); + MX_V3_ATTR_FIELD(alpha); + } +}; +// _linalg_sumlogdiag +using LegacyLinalgSumlogdiagAttrs = ir::Attrs; +// _linalg_extractdiag +class LegacyLinalgExtractdiagAttrs : public ir::AttrsNode<LegacyLinalgExtractdiagAttrs> { + public: + int offset; + + MX_V3_DECLARE_ATTRS(LegacyLinalgExtractdiagAttrs, "mxnet.v3.attrs.LegacyLinalgExtractdiagAttrs") { + MX_V3_ATTR_FIELD(offset); + } +}; +// _linalg_makediag +class LegacyLinalgMakediagAttrs : public ir::AttrsNode<LegacyLinalgMakediagAttrs> { + public: + int offset; + + MX_V3_DECLARE_ATTRS(LegacyLinalgMakediagAttrs, "mxnet.v3.attrs.LegacyLinalgMakediagAttrs") { + MX_V3_ATTR_FIELD(offset); + } +}; +// _linalg_extracttrian +class LegacyLinalgExtracttrianAttrs : public ir::AttrsNode<LegacyLinalgExtracttrianAttrs> { + public: + int offset; + bool lower; + + MX_V3_DECLARE_ATTRS(LegacyLinalgExtracttrianAttrs, + "mxnet.v3.attrs.LegacyLinalgExtracttrianAttrs") { + MX_V3_ATTR_FIELD(offset); + MX_V3_ATTR_FIELD(lower); + } +}; +// _linalg_maketrian +class LegacyLinalgMaketrianAttrs : public ir::AttrsNode<LegacyLinalgMaketrianAttrs> { + public: + int offset; + bool lower; + + MX_V3_DECLARE_ATTRS(LegacyLinalgMaketrianAttrs, "mxnet.v3.attrs.LegacyLinalgMaketrianAttrs") { + MX_V3_ATTR_FIELD(offset); + MX_V3_ATTR_FIELD(lower); + } +}; +// _linalg_syrk +class LegacyLinalgSyrkAttrs : public ir::AttrsNode<LegacyLinalgSyrkAttrs> { + public: + bool transpose; + double alpha; + + MX_V3_DECLARE_ATTRS(LegacyLinalgSyrkAttrs, "mxnet.v3.attrs.LegacyLinalgSyrkAttrs") { + MX_V3_ATTR_FIELD(transpose); + MX_V3_ATTR_FIELD(alpha); + } +}; +// _linalg_gelqf +using LegacyLinalgGelqfAttrs = ir::Attrs; +// _linalg_syevd +using LegacyLinalgSyevdAttrs = ir::Attrs; +// _linalg_inverse +using LegacyLinalgInverseAttrs = ir::Attrs; +// _linalg_det +using LegacyLinalgDetAttrs = ir::Attrs; +// _linalg_slogdet +using LegacyLinalgSlogdetAttrs = ir::Attrs; +// Reshape +class LegacyReshapeAttrs : public ir::AttrsNode<LegacyReshapeAttrs> { + public: + ir::Array<ir::Integer> shape; + bool reverse; + ir::Array<ir::Integer> target_shape; + bool keep_highest; + + MX_V3_DECLARE_ATTRS(LegacyReshapeAttrs, "mxnet.v3.attrs.LegacyReshapeAttrs") { + MX_V3_ATTR_FIELD(shape); + MX_V3_ATTR_FIELD(reverse); + MX_V3_ATTR_FIELD(target_shape); + MX_V3_ATTR_FIELD(keep_highest); + } +}; +// transpose +class LegacyTransposeAttrs : public ir::AttrsNode<LegacyTransposeAttrs> { + public: + ir::Array<ir::Integer> axes; + + MX_V3_DECLARE_ATTRS(LegacyTransposeAttrs, "mxnet.v3.attrs.LegacyTransposeAttrs") { + MX_V3_ATTR_FIELD(axes); + } +}; +// expand_dims +class LegacyExpandDimsAttrs : public ir::AttrsNode<LegacyExpandDimsAttrs> { + public: + int axis; + + MX_V3_DECLARE_ATTRS(LegacyExpandDimsAttrs, "mxnet.v3.attrs.LegacyExpandDimsAttrs") { + MX_V3_ATTR_FIELD(axis); + } +}; +// slice +class LegacySliceAttrs : public ir::AttrsNode<LegacySliceAttrs> { + public: + ir::Array<ir::Integer> begin; + ir::Array<ir::Integer> end; + ir::Array<ir::Integer> step; + + MX_V3_DECLARE_ATTRS(LegacySliceAttrs, "mxnet.v3.attrs.LegacySliceAttrs") { + MX_V3_ATTR_FIELD(begin); + MX_V3_ATTR_FIELD(end); + MX_V3_ATTR_FIELD(step); + } +}; +// _slice_assign +class LegacySliceAssignAttrs : public ir::AttrsNode<LegacySliceAssignAttrs> { + public: + ir::Array<ir::Integer> begin; + ir::Array<ir::Integer> end; + ir::Array<ir::Integer> step; + + MX_V3_DECLARE_ATTRS(LegacySliceAssignAttrs, "mxnet.v3.attrs.LegacySliceAssignAttrs") { + MX_V3_ATTR_FIELD(begin); + MX_V3_ATTR_FIELD(end); + MX_V3_ATTR_FIELD(step); + } +}; +// _slice_assign_scalar +class LegacySliceAssignScalarAttrs : public ir::AttrsNode<LegacySliceAssignScalarAttrs> { + public: + double scalar; + ir::Array<ir::Integer> begin; + ir::Array<ir::Integer> end; + ir::Array<ir::Integer> step; + + MX_V3_DECLARE_ATTRS(LegacySliceAssignScalarAttrs, "mxnet.v3.attrs.LegacySliceAssignScalarAttrs") { + MX_V3_ATTR_FIELD(scalar); + MX_V3_ATTR_FIELD(begin); + MX_V3_ATTR_FIELD(end); + MX_V3_ATTR_FIELD(step); + } +}; +// slice_axis +class LegacySliceAxisAttrs : public ir::AttrsNode<LegacySliceAxisAttrs> { + public: + int axis; + int begin; + int end; + + MX_V3_DECLARE_ATTRS(LegacySliceAxisAttrs, "mxnet.v3.attrs.LegacySliceAxisAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(begin); + MX_V3_ATTR_FIELD(end); + } +}; +// slice_like +class LegacySliceLikeAttrs : public ir::AttrsNode<LegacySliceLikeAttrs> { + public: + ir::Array<ir::Integer> axes; + + MX_V3_DECLARE_ATTRS(LegacySliceLikeAttrs, "mxnet.v3.attrs.LegacySliceLikeAttrs") { + MX_V3_ATTR_FIELD(axes); + } +}; +// clip +class LegacyClipAttrs : public ir::AttrsNode<LegacyClipAttrs> { + public: + double a_min; + double a_max; + + MX_V3_DECLARE_ATTRS(LegacyClipAttrs, "mxnet.v3.attrs.LegacyClipAttrs") { + MX_V3_ATTR_FIELD(a_min); + MX_V3_ATTR_FIELD(a_max); + } +}; +// repeat +class LegacyRepeatAttrs : public ir::AttrsNode<LegacyRepeatAttrs> { + public: + int repeats; + int axis; + + MX_V3_DECLARE_ATTRS(LegacyRepeatAttrs, "mxnet.v3.attrs.LegacyRepeatAttrs") { + MX_V3_ATTR_FIELD(repeats); + MX_V3_ATTR_FIELD(axis); + } +}; +// tile +class LegacyTileAttrs : public ir::AttrsNode<LegacyTileAttrs> { + public: + ir::Array<ir::Integer> reps; + + MX_V3_DECLARE_ATTRS(LegacyTileAttrs, "mxnet.v3.attrs.LegacyTileAttrs") { MX_V3_ATTR_FIELD(reps); } +}; +// reverse +class LegacyReverseAttrs : public ir::AttrsNode<LegacyReverseAttrs> { + public: + ir::Array<ir::Integer> axis; + + MX_V3_DECLARE_ATTRS(LegacyReverseAttrs, "mxnet.v3.attrs.LegacyReverseAttrs") { + MX_V3_ATTR_FIELD(axis); + } +}; +// squeeze +class LegacySqueezeAttrs : public ir::AttrsNode<LegacySqueezeAttrs> { + public: + ir::Array<ir::Integer> axis; + + MX_V3_DECLARE_ATTRS(LegacySqueezeAttrs, "mxnet.v3.attrs.LegacySqueezeAttrs") { + MX_V3_ATTR_FIELD(axis); + } +}; +// depth_to_space +class LegacyDepthToSpaceAttrs : public ir::AttrsNode<LegacyDepthToSpaceAttrs> { + public: + int block_size; + + MX_V3_DECLARE_ATTRS(LegacyDepthToSpaceAttrs, "mxnet.v3.attrs.LegacyDepthToSpaceAttrs") { + MX_V3_ATTR_FIELD(block_size); + } +}; +// space_to_depth +class LegacySpaceToDepthAttrs : public ir::AttrsNode<LegacySpaceToDepthAttrs> { + public: + int block_size; + + MX_V3_DECLARE_ATTRS(LegacySpaceToDepthAttrs, "mxnet.v3.attrs.LegacySpaceToDepthAttrs") { + MX_V3_ATTR_FIELD(block_size); + } +}; +// _split_v2 +class LegacySplitV2Attrs : public ir::AttrsNode<LegacySplitV2Attrs> { + public: + ir::Array<ir::Integer> indices; + int axis; + bool squeeze_axis; + int sections; + + MX_V3_DECLARE_ATTRS(LegacySplitV2Attrs, "mxnet.v3.attrs.LegacySplitV2Attrs") { + MX_V3_ATTR_FIELD(indices); + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(squeeze_axis); + MX_V3_ATTR_FIELD(sections); + } +}; +// sort +class LegacySortAttrs : public ir::AttrsNode<LegacySortAttrs> { + public: + int axis; + bool is_ascend; + + MX_V3_DECLARE_ATTRS(LegacySortAttrs, "mxnet.v3.attrs.LegacySortAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(is_ascend); + } +}; +// argsort +class LegacyArgsortAttrs : public ir::AttrsNode<LegacyArgsortAttrs> { + public: + int axis; + bool is_ascend; + std::string dtype; + + MX_V3_DECLARE_ATTRS(LegacyArgsortAttrs, "mxnet.v3.attrs.LegacyArgsortAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(is_ascend); + MX_V3_ATTR_FIELD(dtype); + } +}; +// _ravel_multi_index +class LegacyRavelMultiIndexAttrs : public ir::AttrsNode<LegacyRavelMultiIndexAttrs> { + public: + ir::Array<ir::Integer> shape; + + MX_V3_DECLARE_ATTRS(LegacyRavelMultiIndexAttrs, "mxnet.v3.attrs.LegacyRavelMultiIndexAttrs") { + MX_V3_ATTR_FIELD(shape); + } +}; +// _unravel_index +class LegacyUnravelIndexAttrs : public ir::AttrsNode<LegacyUnravelIndexAttrs> { + public: + ir::Array<ir::Integer> shape; + + MX_V3_DECLARE_ATTRS(LegacyUnravelIndexAttrs, "mxnet.v3.attrs.LegacyUnravelIndexAttrs") { + MX_V3_ATTR_FIELD(shape); + } +}; +// _sparse_retain +using LegacySparseRetainAttrs = ir::Attrs; +// _square_sum +class LegacySquareSumAttrs : public ir::AttrsNode<LegacySquareSumAttrs> { + public: + ir::Array<ir::Integer> axis; + bool keepdims; + bool exclude; + + MX_V3_DECLARE_ATTRS(LegacySquareSumAttrs, "mxnet.v3.attrs.LegacySquareSumAttrs") { + MX_V3_ATTR_FIELD(axis); + MX_V3_ATTR_FIELD(keepdims); + MX_V3_ATTR_FIELD(exclude); + } +}; +// BilinearSampler +class LegacyBilinearSamplerAttrs : public ir::AttrsNode<LegacyBilinearSamplerAttrs> { + public: + bool cudnn_off; + + MX_V3_DECLARE_ATTRS(LegacyBilinearSamplerAttrs, "mxnet.v3.attrs.LegacyBilinearSamplerAttrs") { + MX_V3_ATTR_FIELD(cudnn_off); + } +}; +// Correlation +class LegacyCorrelationAttrs : public ir::AttrsNode<LegacyCorrelationAttrs> { + public: + int kernel_size; + int max_displacement; + int stride1; + int stride2; + int pad_size; + bool is_multiply; + + MX_V3_DECLARE_ATTRS(LegacyCorrelationAttrs, "mxnet.v3.attrs.LegacyCorrelationAttrs") { + MX_V3_ATTR_FIELD(kernel_size); + MX_V3_ATTR_FIELD(max_displacement); + MX_V3_ATTR_FIELD(stride1); + MX_V3_ATTR_FIELD(stride2); + MX_V3_ATTR_FIELD(pad_size); + MX_V3_ATTR_FIELD(is_multiply); + } +}; +// InstanceNorm +class LegacyInstanceNormAttrs : public ir::AttrsNode<LegacyInstanceNormAttrs> { + public: + double eps; + + MX_V3_DECLARE_ATTRS(LegacyInstanceNormAttrs, "mxnet.v3.attrs.LegacyInstanceNormAttrs") { + MX_V3_ATTR_FIELD(eps); + } +}; +// L2Normalization +class LegacyL2NormalizationAttrs : public ir::AttrsNode<LegacyL2NormalizationAttrs> { + public: + double eps; + std::string mode; + + MX_V3_DECLARE_ATTRS(LegacyL2NormalizationAttrs, "mxnet.v3.attrs.LegacyL2NormalizationAttrs") { + MX_V3_ATTR_FIELD(eps); + MX_V3_ATTR_FIELD(mode); + } +}; +// SequenceLast +class LegacySequenceLastAttrs : public ir::AttrsNode<LegacySequenceLastAttrs> { + public: + bool use_sequence_length; + int axis; + + MX_V3_DECLARE_ATTRS(LegacySequenceLastAttrs, "mxnet.v3.attrs.LegacySequenceLastAttrs") { + MX_V3_ATTR_FIELD(use_sequence_length); + MX_V3_ATTR_FIELD(axis); + } +}; +// SequenceReverse +class LegacySequenceReverseAttrs : public ir::AttrsNode<LegacySequenceReverseAttrs> { + public: + bool use_sequence_length; + int axis; + + MX_V3_DECLARE_ATTRS(LegacySequenceReverseAttrs, "mxnet.v3.attrs.LegacySequenceReverseAttrs") { + MX_V3_ATTR_FIELD(use_sequence_length); + MX_V3_ATTR_FIELD(axis); + } +}; +// SpatialTransformer +class LegacySpatialTransformerAttrs : public ir::AttrsNode<LegacySpatialTransformerAttrs> { + public: + ir::Array<ir::Integer> target_shape; + std::string transform_type; + std::string sampler_type; + bool cudnn_off; + + MX_V3_DECLARE_ATTRS(LegacySpatialTransformerAttrs, + "mxnet.v3.attrs.LegacySpatialTransformerAttrs") { + MX_V3_ATTR_FIELD(target_shape); + MX_V3_ATTR_FIELD(transform_type); + MX_V3_ATTR_FIELD(sampler_type); + MX_V3_ATTR_FIELD(cudnn_off); + } +}; +// _set_value +class LegacySetValueAttrs : public ir::AttrsNode<LegacySetValueAttrs> { + public: + double src; + + MX_V3_DECLARE_ATTRS(LegacySetValueAttrs, "mxnet.v3.attrs.LegacySetValueAttrs") { + MX_V3_ATTR_FIELD(src); + } +}; +// _onehot_encode +using LegacyOnehotEncodeAttrs = ir::Attrs; +} // namespace attrs +} // namespace op +} // namespace v3 +} // namespace mxnet +#endif + diff --git a/src/v3/src/op/legacy_nnvm_attrs.cc b/src/v3/src/op/legacy_nnvm_attrs.cc new file mode 100644 index 0000000..6508de5 --- /dev/null +++ b/src/v3/src/op/legacy_nnvm_attrs.cc @@ -0,0 +1,406 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor license agreements. See the NOTICE file + * distributed with this work for additional information + * regarding copyright ownership. The ASF licenses this file + * to you under the Apache License, Version 2.0 (the + * "License"); you may not use this file except in compliance + * with the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, + * software distributed under the License is distributed on an + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + * KIND, either express or implied. See the License for the + * specific language governing permissions and limitations + * under the License. + */ +/*! + * Copyright (c) 2019 by Contributors + * \file legacy_nnvm_attrs.cc + * \author Junru Shao + */ +#if MXNET_USE_TVM_OP && !defined MXNET_AMALGAMATION +#include "../../include/ir.h" +#include "../../include/op/attrs/legacy_nnvm_attrs.h" + +namespace mxnet { +namespace v3 { +namespace op { +namespace attrs { +namespace { +// Skip empty attribute LegacyCopytoAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyAllFiniteAttrs); +// Skip empty attribute LegacyNpiDeg2radAttrs +// Skip empty attribute LegacyNpiRad2degAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyIdentityAttachKLSparseRegAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLeakyReLUAttrs); +// Skip empty attribute LegacySoftmaxCrossEntropyAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyActivationAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyBatchNormAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyConvolutionAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyCTCLossAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyDeconvolutionAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyDropoutAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyFullyConnectedAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyGroupNormAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLayerNormAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLogSoftmaxAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLRNAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyMomentsAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyPoolingAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySoftmaxAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySoftmaxActivationAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySoftminAttrs); +// Skip empty attribute LegacyNpLinalgSvdAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyNpiBooleanMaskAssignScalarAttrs); +// Skip empty attribute LegacyNpiBooleanMaskAssignTensorAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyNpiArgmaxAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpSumAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpMaxAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpMinAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpProdAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiMeanAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiStdAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiVarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpBroadcastToAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpCumsumAttrs); +// Skip empty attribute LegacyNpDotAttrs +// Skip empty attribute LegacyNpiAddAttrs +// Skip empty attribute LegacyNpiSubtractAttrs +// Skip empty attribute LegacyNpiMultiplyAttrs +// Skip empty attribute LegacyNpiModAttrs +// Skip empty attribute LegacyNpiPowerAttrs +// Skip empty attribute LegacyNpiCopysignAttrs +// Skip empty attribute LegacyNpiLcmAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyNpiAddScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiSubtractScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiRsubtractScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiMultiplyScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiModScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiRmodScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiPowerScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiRpowerScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiCopysignScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiRcopysignScalarAttrs); +// Skip empty attribute LegacyNpiArctan2Attrs +MX_V3_REGISTER_NODE_TYPE(LegacyNpiArctan2ScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiRarctan2ScalarAttrs); +// Skip empty attribute LegacyNpiHypotAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyNpiLcmScalarAttrs); +// Skip empty attribute LegacyNpiLdexpAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyNpiLdexpScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiRldexpScalarAttrs); +// Skip empty attribute LegacyNpxReluAttrs +// Skip empty attribute LegacyNpxSigmoidAttrs +// Skip empty attribute LegacyNpCopyAttrs +// Skip empty attribute LegacyNpiNegativeAttrs +// Skip empty attribute LegacyNpiReciprocalAttrs +// Skip empty attribute LegacyNpiAbsoluteAttrs +// Skip empty attribute LegacyNpiSignAttrs +// Skip empty attribute LegacyNpiRintAttrs +// Skip empty attribute LegacyNpiCeilAttrs +// Skip empty attribute LegacyNpiFloorAttrs +// Skip empty attribute LegacyNpiTruncAttrs +// Skip empty attribute LegacyNpiFixAttrs +// Skip empty attribute LegacyNpiSquareAttrs +// Skip empty attribute LegacyNpiSqrtAttrs +// Skip empty attribute LegacyNpiCbrtAttrs +// Skip empty attribute LegacyNpiExpAttrs +// Skip empty attribute LegacyNpiLogAttrs +// Skip empty attribute LegacyNpiLog10Attrs +// Skip empty attribute LegacyNpiLog2Attrs +// Skip empty attribute LegacyNpiLog1pAttrs +// Skip empty attribute LegacyNpiExpm1Attrs +// Skip empty attribute LegacyNpiLogicalNotAttrs +// Skip empty attribute LegacyNpiSinAttrs +// Skip empty attribute LegacyNpiCosAttrs +// Skip empty attribute LegacyNpiTanAttrs +// Skip empty attribute LegacyNpiArcsinAttrs +// Skip empty attribute LegacyNpiArccosAttrs +// Skip empty attribute LegacyNpiArctanAttrs +// Skip empty attribute LegacyNpiDegreesAttrs +// Skip empty attribute LegacyNpiRadiansAttrs +// Skip empty attribute LegacyNpiSinhAttrs +// Skip empty attribute LegacyNpiCoshAttrs +// Skip empty attribute LegacyNpiTanhAttrs +// Skip empty attribute LegacyNpiArcsinhAttrs +// Skip empty attribute LegacyNpiArccoshAttrs +// Skip empty attribute LegacyNpiArctanhAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyNpiAroundAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiZerosAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiOnesAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiIdentityAttrs); +// Skip empty attribute LegacyNpZerosLikeAttrs +// Skip empty attribute LegacyNpOnesLikeAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyNpiArangeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiIndicesAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpTransposeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpReshapeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpSqueezeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpRollAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiFlipAttrs); +// Skip empty attribute LegacyNpxNonzeroAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyNpiTensordotAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiTensordotIntAxesAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpTraceAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiTrilAttrs); +// Skip empty attribute LegacyNpiTrueDivideAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyNpiTrueDivideScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiRtrueDivideScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiUniqueAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiHanningAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiHammingAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiBlackmanAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiNormalAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNpiUniformAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyPadAttrs); +// Skip empty attribute LegacyFlattenAttrs +MX_V3_REGISTER_NODE_TYPE(LegacySampleUniformAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySampleNormalAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySampleGammaAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySampleExponentialAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySamplePoissonAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySampleNegativeBinomialAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySampleGeneralizedNegativeBinomialAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomPdfUniformAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomPdfNormalAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomPdfGammaAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomPdfExponentialAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomPdfPoissonAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomPdfNegativeBinomialAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomPdfGeneralizedNegativeBinomialAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomPdfDirichletAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySampleMultinomialAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomUniformAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomNormalAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomGammaAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomExponentialAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomPoissonAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomNegativeBinomialAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomGeneralizedNegativeBinomialAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomRandintAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomUniformLikeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomNormalLikeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomGammaLikeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomExponentialLikeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomPoissonLikeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomNegativeBinomialLikeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRandomGeneralizedNegativeBinomialLikeAttrs); +// Skip empty attribute LegacyShuffleAttrs +MX_V3_REGISTER_NODE_TYPE(LegacySampleUniqueZipfianAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLinearRegressionOutputAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyMAERegressionOutputAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLogisticRegressionOutputAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRNNAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyROIPoolingAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySequenceMaskAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySliceChannelAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySoftmaxOutputAttrs); +// Skip empty attribute LegacySgMkldnnConvAttrs +// Skip empty attribute LegacySgMkldnnFullyConnectedAttrs +MX_V3_REGISTER_NODE_TYPE(LegacySwapAxisAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyMaxAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyMinAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNormAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyArgmaxAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyArgminAttrs); +// Skip empty attribute LegacyArgmaxChannelAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyPickAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyBroadcastAxisAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyBroadcastToAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyBroadcastLikeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyProdAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNanprodAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySumAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyMeanAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNansumAttrs); +// Skip empty attribute LegacyWhereAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyDiagAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyDotAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyBatchDotAttrs); +// Skip empty attribute LegacyBroadcastAddAttrs +// Skip empty attribute LegacyBroadcastSubAttrs +// Skip empty attribute LegacyBroadcastMulAttrs +// Skip empty attribute LegacyBroadcastDivAttrs +// Skip empty attribute LegacyBroadcastModAttrs +// Skip empty attribute LegacyBroadcastPowerAttrs +// Skip empty attribute LegacyBroadcastMaximumAttrs +// Skip empty attribute LegacyBroadcastMinimumAttrs +// Skip empty attribute LegacyBroadcastHypotAttrs +// Skip empty attribute LegacyBroadcastEqualAttrs +// Skip empty attribute LegacyBroadcastNotEqualAttrs +// Skip empty attribute LegacyBroadcastGreaterAttrs +// Skip empty attribute LegacyBroadcastGreaterEqualAttrs +// Skip empty attribute LegacyBroadcastLesserAttrs +// Skip empty attribute LegacyBroadcastLesserEqualAttrs +// Skip empty attribute LegacyBroadcastLogicalAndAttrs +// Skip empty attribute LegacyBroadcastLogicalOrAttrs +// Skip empty attribute LegacyBroadcastLogicalXorAttrs +// Skip empty attribute LegacyElemwiseAddAttrs +// Skip empty attribute LegacyGradAddAttrs +// Skip empty attribute LegacyElemwiseSubAttrs +// Skip empty attribute LegacyElemwiseMulAttrs +// Skip empty attribute LegacyElemwiseDivAttrs +// Skip empty attribute LegacyModAttrs +// Skip empty attribute LegacyPowerAttrs +// Skip empty attribute LegacyMaximumAttrs +// Skip empty attribute LegacyMinimumAttrs +// Skip empty attribute LegacyHypotAttrs +// Skip empty attribute LegacyEqualAttrs +// Skip empty attribute LegacyNotEqualAttrs +// Skip empty attribute LegacyGreaterAttrs +// Skip empty attribute LegacyGreaterEqualAttrs +// Skip empty attribute LegacyLesserAttrs +// Skip empty attribute LegacyLesserEqualAttrs +// Skip empty attribute LegacyLogicalAndAttrs +// Skip empty attribute LegacyLogicalOrAttrs +// Skip empty attribute LegacyLogicalXorAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyPlusScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyMinusScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRminusScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyMulScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyDivScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRdivScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyModScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRmodScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyMaximumScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyMinimumScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyPowerScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRpowerScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyHypotScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySmoothL1Attrs); +MX_V3_REGISTER_NODE_TYPE(LegacyEqualScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyNotEqualScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyGreaterScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyGreaterEqualScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLesserScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLesserEqualScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLogicalAndScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLogicalOrScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLogicalXorScalarAttrs); +// Skip empty attribute LegacyScatterElemwiseDivAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyScatterPlusScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyScatterMinusScalarAttrs); +// Skip empty attribute LegacyReluAttrs +// Skip empty attribute LegacySigmoidAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyHardSigmoidAttrs); +// Skip empty attribute LegacySoftsignAttrs +// Skip empty attribute LegacyCopyAttrs +// Skip empty attribute LegacyMakeLossAttrs +// Skip empty attribute LegacyIdentityWithAttrLikeRhsAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyReshapeLikeAttrs); +// Skip empty attribute LegacyShapeArrayAttrs +// Skip empty attribute LegacySizeArrayAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyCastAttrs); +// Skip empty attribute LegacyNegativeAttrs +// Skip empty attribute LegacyAbsAttrs +// Skip empty attribute LegacySignAttrs +// Skip empty attribute LegacyRoundAttrs +// Skip empty attribute LegacyRintAttrs +// Skip empty attribute LegacyCeilAttrs +// Skip empty attribute LegacyFloorAttrs +// Skip empty attribute LegacyTruncAttrs +// Skip empty attribute LegacyFixAttrs +// Skip empty attribute LegacyErfAttrs +// Skip empty attribute LegacyErfinvAttrs +// Skip empty attribute LegacyGammaAttrs +// Skip empty attribute LegacyGammalnAttrs +// Skip empty attribute LegacyLogicalNotAttrs +// Skip empty attribute LegacyExpAttrs +// Skip empty attribute LegacyLogAttrs +// Skip empty attribute LegacyLog10Attrs +// Skip empty attribute LegacyLog2Attrs +// Skip empty attribute LegacyLog1pAttrs +// Skip empty attribute LegacyExpm1Attrs +// Skip empty attribute LegacyReciprocalAttrs +// Skip empty attribute LegacySquareAttrs +// Skip empty attribute LegacySqrtAttrs +// Skip empty attribute LegacyRsqrtAttrs +// Skip empty attribute LegacyCbrtAttrs +// Skip empty attribute LegacyRcbrtAttrs +// Skip empty attribute LegacySinAttrs +// Skip empty attribute LegacyCosAttrs +// Skip empty attribute LegacyTanAttrs +// Skip empty attribute LegacyArcsinAttrs +// Skip empty attribute LegacyArccosAttrs +// Skip empty attribute LegacyArctanAttrs +// Skip empty attribute LegacyDegreesAttrs +// Skip empty attribute LegacyRadiansAttrs +// Skip empty attribute LegacySinhAttrs +// Skip empty attribute LegacyCoshAttrs +// Skip empty attribute LegacyTanhAttrs +// Skip empty attribute LegacyArcsinhAttrs +// Skip empty attribute LegacyArccoshAttrs +// Skip empty attribute LegacyArctanhAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyEmbeddingAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyTakeAttrs); +// Skip empty attribute LegacyBatchTakeAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyOneHotAttrs); +// Skip empty attribute LegacyGatherNdAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyScatterNdAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyScatterSetNdAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyZerosWithoutDtypeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyZerosAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyEyeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyOnesAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyFullAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyArangeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLinspaceAttrs); +// Skip empty attribute LegacyZerosLikeAttrs +// Skip empty attribute LegacyOnesLikeAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyLinalgGemmAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLinalgGemm2Attrs); +// Skip empty attribute LegacyLinalgPotrfAttrs +// Skip empty attribute LegacyLinalgPotriAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyLinalgTrmmAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLinalgTrsmAttrs); +// Skip empty attribute LegacyLinalgSumlogdiagAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyLinalgExtractdiagAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLinalgMakediagAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLinalgExtracttrianAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLinalgMaketrianAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyLinalgSyrkAttrs); +// Skip empty attribute LegacyLinalgGelqfAttrs +// Skip empty attribute LegacyLinalgSyevdAttrs +// Skip empty attribute LegacyLinalgInverseAttrs +// Skip empty attribute LegacyLinalgDetAttrs +// Skip empty attribute LegacyLinalgSlogdetAttrs +MX_V3_REGISTER_NODE_TYPE(LegacyReshapeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyTransposeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyExpandDimsAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySliceAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySliceAssignAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySliceAssignScalarAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySliceAxisAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySliceLikeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyClipAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRepeatAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyTileAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyReverseAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySqueezeAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyDepthToSpaceAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySpaceToDepthAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySplitV2Attrs); +MX_V3_REGISTER_NODE_TYPE(LegacySortAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyArgsortAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyRavelMultiIndexAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyUnravelIndexAttrs); +// Skip empty attribute LegacySparseRetainAttrs +MX_V3_REGISTER_NODE_TYPE(LegacySquareSumAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyBilinearSamplerAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyCorrelationAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyInstanceNormAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacyL2NormalizationAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySequenceLastAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySequenceReverseAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySpatialTransformerAttrs); +MX_V3_REGISTER_NODE_TYPE(LegacySetValueAttrs); +// Skip empty attribute LegacyOnehotEncodeAttrs +} // namespace +} // namespace attrs +} // namespace op +} // namespace v3 +} // namespace mxnet +#endif