From 8d1e7a705d9c07f8dc3d18033ee2d4cb8af48516 Mon Sep 17 00:00:00 2001 From: Ilya Churaev Date: Fri, 10 Jul 2020 13:49:43 +0300 Subject: [PATCH] Removed adjoints (#1269) --- .../vpu/ngraph/operations/static_shape_topk.hpp | 4 - ngraph/src/ngraph/CMakeLists.txt | 2 - ngraph/src/ngraph/autodiff/adjoints.cpp | 214 --- ngraph/src/ngraph/autodiff/adjoints.hpp | 78 -- ngraph/src/ngraph/node.cpp | 1 - ngraph/src/ngraph/node.hpp | 19 +- ngraph/src/ngraph/op/abs.cpp | 9 - ngraph/src/ngraph/op/abs.hpp | 4 - ngraph/src/ngraph/op/acos.cpp | 12 - ngraph/src/ngraph/op/acos.hpp | 4 - ngraph/src/ngraph/op/add.cpp | 32 - ngraph/src/ngraph/op/add.hpp | 8 - ngraph/src/ngraph/op/asin.cpp | 16 - ngraph/src/ngraph/op/asin.hpp | 4 - ngraph/src/ngraph/op/atan.cpp | 16 - ngraph/src/ngraph/op/atan.hpp | 4 - ngraph/src/ngraph/op/binary_convolution.cpp | 6 - ngraph/src/ngraph/op/binary_convolution.hpp | 2 - ngraph/src/ngraph/op/broadcast.cpp | 9 - ngraph/src/ngraph/op/broadcast.hpp | 3 - ngraph/src/ngraph/op/concat.cpp | 31 - ngraph/src/ngraph/op/concat.hpp | 2 - ngraph/src/ngraph/op/constant.cpp | 23 - ngraph/src/ngraph/op/constant.hpp | 34 - ngraph/src/ngraph/op/convert.cpp | 9 - ngraph/src/ngraph/op/convert.hpp | 2 - ngraph/src/ngraph/op/convert_like.cpp | 8 - ngraph/src/ngraph/op/convert_like.hpp | 4 - ngraph/src/ngraph/op/convolution.cpp | 193 --- ngraph/src/ngraph/op/convolution.hpp | 8 - ngraph/src/ngraph/op/cos.cpp | 9 - ngraph/src/ngraph/op/cos.hpp | 4 - ngraph/src/ngraph/op/cosh.cpp | 9 - ngraph/src/ngraph/op/cosh.hpp | 4 - ngraph/src/ngraph/op/cum_sum.cpp | 7 - ngraph/src/ngraph/op/cum_sum.hpp | 4 - ngraph/src/ngraph/op/dequantize.cpp | 6 - ngraph/src/ngraph/op/dequantize.hpp | 4 - ngraph/src/ngraph/op/divide.cpp | 32 - ngraph/src/ngraph/op/divide.hpp | 4 - ngraph/src/ngraph/op/dot.cpp | 27 - ngraph/src/ngraph/op/dot.hpp | 3 - ngraph/src/ngraph/op/embedding_lookup.hpp | 6 - ngraph/src/ngraph/op/exp.cpp | 8 - ngraph/src/ngraph/op/exp.hpp | 2 - ngraph/src/ngraph/op/fused/fake_quantize.hpp | 1 - ngraph/src/ngraph/op/fused/hard_sigmoid.hpp | 1 - ngraph/src/ngraph/op/fused/lstm_cell.hpp | 1 - ngraph/src/ngraph/op/fused/stack.cpp | 5 - ngraph/src/ngraph/op/fused/stack.hpp | 3 - ngraph/src/ngraph/op/gather.cpp | 12 - ngraph/src/ngraph/op/gather.hpp | 6 - ngraph/src/ngraph/op/gather_nd.hpp | 6 - ngraph/src/ngraph/op/gather_tree.cpp | 6 - ngraph/src/ngraph/op/gather_tree.hpp | 4 - ngraph/src/ngraph/op/get_output_element.cpp | 8 - ngraph/src/ngraph/op/get_output_element.hpp | 2 - ngraph/src/ngraph/op/group_conv.cpp | 18 - ngraph/src/ngraph/op/group_conv.hpp | 8 - ngraph/src/ngraph/op/log.cpp | 9 - ngraph/src/ngraph/op/log.hpp | 3 - ngraph/src/ngraph/op/lrn.cpp | 6 - ngraph/src/ngraph/op/lrn.hpp | 3 - ngraph/src/ngraph/op/maximum.cpp | 38 - ngraph/src/ngraph/op/maximum.hpp | 8 - ngraph/src/ngraph/op/minimum.cpp | 36 - ngraph/src/ngraph/op/minimum.hpp | 8 - ngraph/src/ngraph/op/multiply.cpp | 32 - ngraph/src/ngraph/op/multiply.hpp | 8 - ngraph/src/ngraph/op/negative.cpp | 9 - ngraph/src/ngraph/op/negative.hpp | 4 - ngraph/src/ngraph/op/op_version_tbl.hpp | 1 - ngraph/src/ngraph/op/pad.cpp | 47 - ngraph/src/ngraph/op/pad.hpp | 6 - ngraph/src/ngraph/op/parameter.cpp | 6 - ngraph/src/ngraph/op/parameter.hpp | 4 - ngraph/src/ngraph/op/power.cpp | 36 - ngraph/src/ngraph/op/power.hpp | 8 - ngraph/src/ngraph/op/quantize.cpp | 6 - ngraph/src/ngraph/op/quantize.hpp | 4 - ngraph/src/ngraph/op/quantized_convolution.cpp | 6 - ngraph/src/ngraph/op/quantized_convolution.hpp | 3 - ngraph/src/ngraph/op/quantized_dot.cpp | 6 - ngraph/src/ngraph/op/quantized_dot.hpp | 3 - ngraph/src/ngraph/op/reduce_sum.cpp | 10 - ngraph/src/ngraph/op/reduce_sum.hpp | 4 - ngraph/src/ngraph/op/replace_slice.cpp | 17 - ngraph/src/ngraph/op/replace_slice.hpp | 3 - ngraph/src/ngraph/op/reshape.cpp | 39 - ngraph/src/ngraph/op/reshape.hpp | 7 - ngraph/src/ngraph/op/result.cpp | 7 - ngraph/src/ngraph/op/result.hpp | 4 - ngraph/src/ngraph/op/reverse.cpp | 19 - ngraph/src/ngraph/op/reverse.hpp | 6 - ngraph/src/ngraph/op/reverse_sequence.cpp | 9 - ngraph/src/ngraph/op/reverse_sequence.hpp | 4 - ngraph/src/ngraph/op/scatter_add.hpp | 6 - ngraph/src/ngraph/op/select.cpp | 35 - ngraph/src/ngraph/op/select.hpp | 8 - ngraph/src/ngraph/op/sin.cpp | 9 - ngraph/src/ngraph/op/sin.hpp | 4 - ngraph/src/ngraph/op/sinh.cpp | 9 - ngraph/src/ngraph/op/sinh.hpp | 4 - ngraph/src/ngraph/op/slice.cpp | 9 - ngraph/src/ngraph/op/slice.hpp | 3 - ngraph/src/ngraph/op/softmax.cpp | 69 - ngraph/src/ngraph/op/softmax.hpp | 8 - ngraph/src/ngraph/op/sqrt.cpp | 9 - ngraph/src/ngraph/op/sqrt.hpp | 4 - ngraph/src/ngraph/op/strided_slice.cpp | 6 - ngraph/src/ngraph/op/strided_slice.hpp | 4 - ngraph/src/ngraph/op/subtract.cpp | 32 - ngraph/src/ngraph/op/subtract.hpp | 6 - ngraph/src/ngraph/op/sum.cpp | 10 - ngraph/src/ngraph/op/sum.hpp | 4 - ngraph/src/ngraph/op/tan.cpp | 11 - ngraph/src/ngraph/op/tan.hpp | 4 - ngraph/src/ngraph/op/tanh.cpp | 9 - ngraph/src/ngraph/op/tanh.hpp | 4 - ngraph/src/ngraph/op/tile.cpp | 7 - ngraph/src/ngraph/op/tile.hpp | 4 - ngraph/src/ngraph/op/topk.cpp | 12 - ngraph/src/ngraph/op/topk.hpp | 5 - ngraph/src/ngraph/op/transpose.cpp | 8 - ngraph/src/ngraph/op/transpose.hpp | 4 - ngraph/src/ngraph/op/util/broadcast_base.cpp | 18 - ngraph/src/ngraph/op/util/broadcast_base.hpp | 2 - ngraph/src/ngraph/op/util/fused_op.cpp | 7 - ngraph/src/ngraph/op/util/fused_op.hpp | 3 - ngraph/src/ngraph/op/util/index_reduction.cpp | 6 - ngraph/src/ngraph/op/util/index_reduction.hpp | 3 - ngraph/src/ngraph/op/util/scatter_base.cpp | 5 - ngraph/src/ngraph/op/util/scatter_base.hpp | 2 - ngraph/src/ngraph/op/util/scatter_nd_base.cpp | 5 - ngraph/src/ngraph/op/util/scatter_nd_base.hpp | 2 - ngraph/src/ngraph/pass/like_replacement.cpp | 13 +- ngraph/src/ngraph/serializer.cpp | 14 - ngraph/test/CMakeLists.txt | 9 - ngraph/test/backend/autodiff.in.cpp | 1234 ----------------- ngraph/test/backend/comparison.in.cpp | 1 - ngraph/test/backend/convolution_reference.in.cpp | 1420 -------------------- ngraph/test/backend/divide.in.cpp | 49 - ngraph/test/backend/gelu.in.cpp | 1 - ngraph/test/backend/layer_norm.in.cpp | 1 - ngraph/test/backend/partial_slice.in.cpp | 1 - ngraph/test/backend/strided_slice.in.cpp | 1 - ngraph/test/concat_fusion.cpp | 1 - ngraph/test/control_dependencies.cpp | 3 - ngraph/test/op_is.cpp | 9 - .../ref_generators/generate_convolution_ref.py | 448 ------ ngraph/test/reshape_sinking.cpp | 3 - ngraph/test/runtime/interpreter/int_executable.hpp | 1 - ngraph/test/runtime/op/atan2.cpp | 13 - ngraph/test/runtime/op/atan2.hpp | 4 - ngraph/test/runtime/opset0_tbl.hpp | 1 - ngraph/test/type_prop/compat.cpp | 75 -- ngraph/test/update_convolution_reference.sh | 18 - ngraph/test/util.cpp | 19 - ngraph/test/util/CMakeLists.txt | 1 - ngraph/test/util/autodiff/backprop_derivative.hpp | 227 ---- ngraph/test/util/autodiff/backprop_function.cpp | 46 - ngraph/test/util/autodiff/backprop_function.hpp | 33 - ngraph/test/util/autodiff/numeric_compare.hpp | 175 --- ngraph/test/util/autodiff/numeric_derivative.hpp | 109 -- 164 files changed, 3 insertions(+), 5687 deletions(-) delete mode 100644 ngraph/src/ngraph/autodiff/adjoints.cpp delete mode 100644 ngraph/src/ngraph/autodiff/adjoints.hpp delete mode 100644 ngraph/test/backend/autodiff.in.cpp delete mode 100644 ngraph/test/backend/convolution_reference.in.cpp delete mode 100644 ngraph/test/ref_generators/generate_convolution_ref.py delete mode 100644 ngraph/test/type_prop/compat.cpp delete mode 100755 ngraph/test/update_convolution_reference.sh delete mode 100644 ngraph/test/util/autodiff/backprop_derivative.hpp delete mode 100644 ngraph/test/util/autodiff/backprop_function.cpp delete mode 100644 ngraph/test/util/autodiff/backprop_function.hpp delete mode 100644 ngraph/test/util/autodiff/numeric_compare.hpp delete mode 100644 ngraph/test/util/autodiff/numeric_derivative.hpp diff --git a/inference-engine/src/vpu/common/include/vpu/ngraph/operations/static_shape_topk.hpp b/inference-engine/src/vpu/common/include/vpu/ngraph/operations/static_shape_topk.hpp index 50d026d..c5ad130 100644 --- a/inference-engine/src/vpu/common/include/vpu/ngraph/operations/static_shape_topk.hpp +++ b/inference-engine/src/vpu/common/include/vpu/ngraph/operations/static_shape_topk.hpp @@ -62,10 +62,6 @@ protected: Mode m_mode; SortType m_sort; element::Type m_index_element_type{element::i32}; - - void generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) override { - throw ngraph_error("Forward-propagation-only operation"); - } }; } // namespace op diff --git a/ngraph/src/ngraph/CMakeLists.txt b/ngraph/src/ngraph/CMakeLists.txt index 13494b5..f8b70a4 100644 --- a/ngraph/src/ngraph/CMakeLists.txt +++ b/ngraph/src/ngraph/CMakeLists.txt @@ -21,8 +21,6 @@ set (SRC attribute_adapter.hpp attribute_visitor.cpp attribute_visitor.hpp - autodiff/adjoints.cpp - autodiff/adjoints.hpp axis_set.cpp axis_set.hpp axis_vector.cpp diff --git a/ngraph/src/ngraph/autodiff/adjoints.cpp b/ngraph/src/ngraph/autodiff/adjoints.cpp deleted file mode 100644 index 3c4c274..0000000 --- a/ngraph/src/ngraph/autodiff/adjoints.cpp +++ /dev/null @@ -1,214 +0,0 @@ -//***************************************************************************** -// Copyright 2017-2020 Intel Corporation -// -// Licensed 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. -//***************************************************************************** - -#include -#include -#include -#include - -#include "ngraph/autodiff/adjoints.hpp" -#include "ngraph/axis_set.hpp" -#include "ngraph/function.hpp" -#include "ngraph/node.hpp" -#include "ngraph/op/add.hpp" -#include "ngraph/op/broadcast.hpp" -#include "ngraph/op/constant.hpp" -#include "ngraph/op/convert.hpp" -#include "ngraph/op/get_output_element.hpp" -#include "ngraph/op/replace_slice.hpp" -#include "ngraph/op/slice.hpp" -#include "ngraph/strides.hpp" - -using namespace ngraph; - -Output make_broadcast_zero(const Output& output) -{ - Output zero = std::make_shared(output, 0.0); - Output bzero = std::make_shared(zero, output, AxisSet{}); - return bzero; -} - -OutputVector make_zeros(std::shared_ptr x) -{ - OutputVector zeros; - for (auto output : x->outputs()) - { - zeros.push_back(make_broadcast_zero(output)); - } - return zeros; -} - -autodiff::Adjoints::Adjoints(const OutputVector& ys, const OutputVector& cs) -{ - if (ys.size() != cs.size()) - { - throw ngraph_error("ys and cs must be equal size"); - } - - // Pass 1 determines which nodes contribute to y as well as setting up a reverse - // topological sort. - - // Number of nodes that use the node's value - std::unordered_map, size_t> parent_counts; - - // Nodes we should check - std::list> nodes_to_check; - for (auto& y : ys) - { - nodes_to_check.push_back(y.get_node_shared_ptr()); - } - while (nodes_to_check.size() > 0) - { - auto node = nodes_to_check.front(); - nodes_to_check.pop_front(); - if (m_adjoint_map.find(node.get()) == m_adjoint_map.end()) - { - m_adjoint_map[node.get()] = OutputVector(node->get_output_size()); - for (auto value : node->input_values()) - { - auto arg = value.get_node_shared_ptr(); - auto count_it = parent_counts.find(arg); - if (count_it == parent_counts.end()) - { - parent_counts[arg] = 1; - nodes_to_check.push_front(arg); - } - else - { - parent_counts[arg]++; - } - } - } - } - - // Second pass visits the nodes so that all users of a node's value are visited - // before a node is visited. - for (size_t i = 0; i < ys.size(); i++) - { - add_delta(ys.at(i), cs.at(i)); - } - - for (auto& y : ys) - { - auto node = y.get_node_shared_ptr(); - if (find(nodes_to_check.begin(), nodes_to_check.end(), node) == nodes_to_check.end()) - { - nodes_to_check.push_back(y.get_node_shared_ptr()); - } - } - - while (nodes_to_check.size() > 0) - { - auto node = nodes_to_check.front(); - nodes_to_check.pop_front(); - // Look for nodes that will be available when this node is done - for (auto value : node->input_values()) - { - auto input_source_node = value.get_node_shared_ptr(); - auto count_it = parent_counts.find(input_source_node); - count_it->second--; - if (0 == count_it->second) - { - nodes_to_check.push_front(input_source_node); - } - } - OutputVector deltas = m_adjoint_map[node.get()]; - for (size_t i = 0; i < node->get_output_size(); ++i) - { - auto& delta = deltas[i]; - if (delta == Output()) - { - delta = make_broadcast_zero(node->output(i)); - } - } - node->generate_adjoints(*this, deltas); - } -} - -Output autodiff::Adjoints::backprop_output(const Output& x) -{ - auto node = x.get_node(); - auto adjoint_it = m_adjoint_map.find(node); - Output result; - OutputVector deltas; - if (m_adjoint_map.end() == adjoint_it) - { - deltas = OutputVector(node->get_output_size()); - m_adjoint_map[node] = deltas; - } - else - { - deltas = adjoint_it->second; - } - if (deltas.at(x.get_index()) == Output()) - { - deltas.at(x.get_index()) = make_broadcast_zero(x); - } - return deltas.at(x.get_index()); -} - -void autodiff::Adjoints::add_delta(const Output& x, const Output& delta) -{ - auto adjoint_it = m_adjoint_map.find(x.get_node()); - if (adjoint_it == m_adjoint_map.end()) - { - m_adjoint_map[x.get_node()] = OutputVector(x.get_node()->get_output_size()); - adjoint_it = m_adjoint_map.find(x.get_node()); - } - auto& deltas = adjoint_it->second[x.get_index()]; - if (deltas == Output()) - { - deltas = delta; - } - else - { - deltas = std::make_shared(deltas, delta); - } -} - -// This doesn't need an index since slice can only sit on top of GOE -void autodiff::Adjoints::add_delta_to_slice(const Output& x, - const Output& delta, - const Coordinate& lower_bounds, - const Coordinate& upper_bounds, - const Strides& strides) -{ - if (!(x.get_element_type().compatible(delta.get_element_type())) || - !(x.get_partial_shape().rank().compatible(delta.get_partial_shape().rank()))) - { - throw ngraph_error( - "Autodiff internal error: Mismatch on backprop and op in add_delta_to_slice."); - } - - auto adjoint_it = m_adjoint_map.find(x.get_node()); - auto& deltas = adjoint_it->second[x.get_index()]; - if (deltas == Output()) - { - auto zero = make_broadcast_zero(x); - deltas = - std::make_shared(zero, delta, lower_bounds, upper_bounds, strides); - } - else - { - deltas = std::make_shared( - deltas, - std::make_shared( - std::make_shared(deltas, lower_bounds, upper_bounds, strides), delta), - lower_bounds, - upper_bounds, - strides); - } -} diff --git a/ngraph/src/ngraph/autodiff/adjoints.hpp b/ngraph/src/ngraph/autodiff/adjoints.hpp deleted file mode 100644 index 07fe622..0000000 --- a/ngraph/src/ngraph/autodiff/adjoints.hpp +++ /dev/null @@ -1,78 +0,0 @@ -//***************************************************************************** -// Copyright 2017-2020 Intel Corporation -// -// Licensed 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. -//***************************************************************************** - -#pragma once - -#include -#include -#include - -#include "ngraph/coordinate.hpp" -#include "ngraph/output_vector.hpp" -#include "ngraph/strides.hpp" - -namespace ngraph -{ - class Node; - class Function; - - template - class Output; - - namespace autodiff - { - class NGRAPH_API Adjoints - { - public: - /// \brief (dy/dx)(c) for all x used to compute y - /// - /// \param y The dependent value - /// \param c An expression for where to evaluate the derivatives - Adjoints(const OutputVector& y, const OutputVector& c); - - Adjoints(const Adjoints& adjoints) = default; - Adjoints& operator=(const Adjoints& adjoints) = default; - Adjoints() = default; - - /// \brief Add a backprop contribution to x's adjoint - /// - /// \param x The adjoint node - /// \param delta A backprop contribution - void add_delta(const Output& x, const Output& delta); - - /// \brief Add a backprop contribution to a slice of x's adjoint - /// - /// \param x The adjoint node - /// \param delta A backprop contribution - /// \param lower_bounds Lower bounds of slice to add to - /// \param upper_bounds Upper bounds of slice to add to - /// \param strides Strides of slice to add to - void add_delta_to_slice(const Output& x, - const Output& delta, - const Coordinate& lower_bounds, - const Coordinate& upper_bounds, - const Strides& strides); - - /// \brief (dy/dx)(c) - /// - /// \param x The output whose adjoint is desired. - Output backprop_output(const Output& x); - - protected: - std::map m_adjoint_map; - }; - } -} diff --git a/ngraph/src/ngraph/node.cpp b/ngraph/src/ngraph/node.cpp index 150618f..62b1036 100644 --- a/ngraph/src/ngraph/node.cpp +++ b/ngraph/src/ngraph/node.cpp @@ -19,7 +19,6 @@ #include #include -#include "ngraph/autodiff/adjoints.hpp" #include "ngraph/descriptor/input.hpp" #include "ngraph/descriptor/layout/tensor_layout.hpp" #include "ngraph/graph_util.hpp" diff --git a/ngraph/src/ngraph/node.hpp b/ngraph/src/ngraph/node.hpp index e2bcea9..80386fd 100644 --- a/ngraph/src/ngraph/node.hpp +++ b/ngraph/src/ngraph/node.hpp @@ -20,6 +20,7 @@ #include #include #include +#include #include #include #include @@ -30,7 +31,6 @@ #include #include "ngraph/attribute_visitor.hpp" -#include "ngraph/autodiff/adjoints.hpp" #include "ngraph/check.hpp" #include "ngraph/coordinate.hpp" #include "ngraph/deprecated.hpp" @@ -92,11 +92,6 @@ namespace ngraph using ResultVector = std::vector>; - namespace autodiff - { - class Adjoints; - } - NGRAPH_API std::string node_validation_failure_loc_string(const Node* node); @@ -141,9 +136,6 @@ namespace ngraph /// or a (possibly empty) tuple of values. class NGRAPH_API Node : public std::enable_shared_from_this { - // For access to generate_adjoints. - friend class autodiff::Adjoints; - // For access to m_outputs. friend class descriptor::Input; @@ -186,14 +178,6 @@ namespace ngraph /// \param arguments Output i will connect to input i /// \param output_size Number of outputs for this node Node(const OutputVector& arguments, size_t output_size = 1); - - // For back-compatibility - virtual void generate_adjoints(autodiff::Adjoints& adjoints, const NodeVector& deltas) - NGRAPH_DEPRECATED("use OutputVector version instead") - { - generate_adjoints(adjoints, as_output_vector(deltas)); - } - virtual void generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) {} /// \brief Moves nodes that would be deleted from inputs to nodes to avoid stack overflows /// on deep networks. void safe_delete(NodeVector& nodes, bool recurse); @@ -588,7 +572,6 @@ namespace ngraph std::set> m_provenance_group; std::deque m_inputs; std::deque m_outputs; - std::unordered_map m_adjoint_map; Placement m_placement = Placement::DEFAULT; std::shared_ptr m_op_annotations; std::map> m_rt_info; diff --git a/ngraph/src/ngraph/op/abs.cpp b/ngraph/src/ngraph/op/abs.cpp index 9534ba2..a8fc00a 100644 --- a/ngraph/src/ngraph/op/abs.cpp +++ b/ngraph/src/ngraph/op/abs.cpp @@ -38,15 +38,6 @@ shared_ptr op::Abs::clone_with_new_inputs(const OutputVector& new_args) co return make_shared(new_args.at(0)); } -void op::Abs::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, delta * make_shared(x)); -} - namespace { template diff --git a/ngraph/src/ngraph/op/abs.hpp b/ngraph/src/ngraph/op/abs.hpp index 7281218..361608e 100644 --- a/ngraph/src/ngraph/op/abs.hpp +++ b/ngraph/src/ngraph/op/abs.hpp @@ -50,10 +50,6 @@ namespace ngraph bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Abs; diff --git a/ngraph/src/ngraph/op/acos.cpp b/ngraph/src/ngraph/op/acos.cpp index f38c7c1..865068a 100644 --- a/ngraph/src/ngraph/op/acos.cpp +++ b/ngraph/src/ngraph/op/acos.cpp @@ -47,18 +47,6 @@ shared_ptr op::Acos::clone_with_new_inputs(const OutputVector& new_args) c return make_shared(new_args.at(0)); } -void op::Acos::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - auto one = make_shared(x, 1.0); - auto ones = make_shared(one, x, AxisSet()); - - adjoints.add_delta(x, -delta / make_shared(ones - x * x)); -} - namespace { template diff --git a/ngraph/src/ngraph/op/acos.hpp b/ngraph/src/ngraph/op/acos.hpp index 7301cc1..bda5ec5 100644 --- a/ngraph/src/ngraph/op/acos.hpp +++ b/ngraph/src/ngraph/op/acos.hpp @@ -48,10 +48,6 @@ namespace ngraph clone_with_new_inputs(const OutputVector& new_args) const override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Acos; diff --git a/ngraph/src/ngraph/op/add.cpp b/ngraph/src/ngraph/op/add.cpp index d0b4bf4..70dd160 100644 --- a/ngraph/src/ngraph/op/add.cpp +++ b/ngraph/src/ngraph/op/add.cpp @@ -45,22 +45,6 @@ bool op::v0::Add::visit_attributes(AttributeVisitor& visitor) return true; } -void op::v0::Add::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - adjoints.add_delta(x, delta); - adjoints.add_delta(y, delta); -} - shared_ptr ngraph::operator+(const Output& arg0, const Output& arg1) { return make_shared(arg0, arg1); @@ -149,22 +133,6 @@ shared_ptr op::v1::Add::clone_with_new_inputs(const OutputVector& new_args return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::v1::Add::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - adjoints.add_delta(x, delta); - adjoints.add_delta(y, delta); -} - bool op::v1::Add::evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) { return evaluate_add(inputs[0], inputs[1], outputs[0], get_autob()); diff --git a/ngraph/src/ngraph/op/add.hpp b/ngraph/src/ngraph/op/add.hpp index 141e650..54bd3df 100644 --- a/ngraph/src/ngraph/op/add.hpp +++ b/ngraph/src/ngraph/op/add.hpp @@ -60,10 +60,6 @@ namespace ngraph virtual bool is_commutative() const override { return true; } bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } // namespace v0 @@ -105,10 +101,6 @@ namespace ngraph size_t get_version() const override { return 1; } bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } // namespace v1 diff --git a/ngraph/src/ngraph/op/asin.cpp b/ngraph/src/ngraph/op/asin.cpp index 63b79ba..791648e 100644 --- a/ngraph/src/ngraph/op/asin.cpp +++ b/ngraph/src/ngraph/op/asin.cpp @@ -48,22 +48,6 @@ shared_ptr op::Asin::clone_with_new_inputs(const OutputVector& new_args) c return make_shared(new_args.at(0)); } -void op::Asin::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - auto one = make_shared(x.get_element_type(), Shape{}, vector{"1"}); - - AxisSet axes; - for (size_t i = 0; i < x.get_shape().size(); i++) - axes.insert(i); - auto ones = make_shared(one, x.get_shape(), axes); - - adjoints.add_delta(x, delta / make_shared(ones - x * x)); -} - namespace { template diff --git a/ngraph/src/ngraph/op/asin.hpp b/ngraph/src/ngraph/op/asin.hpp index 40df802..8203c9f 100644 --- a/ngraph/src/ngraph/op/asin.hpp +++ b/ngraph/src/ngraph/op/asin.hpp @@ -49,10 +49,6 @@ namespace ngraph bool visit_attributes(AttributeVisitor& visitor) override { return true; } bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Asin; diff --git a/ngraph/src/ngraph/op/atan.cpp b/ngraph/src/ngraph/op/atan.cpp index 21582b7..aebe75b 100644 --- a/ngraph/src/ngraph/op/atan.cpp +++ b/ngraph/src/ngraph/op/atan.cpp @@ -47,22 +47,6 @@ shared_ptr op::Atan::clone_with_new_inputs(const OutputVector& new_args) c return make_shared(new_args.at(0)); } -void op::Atan::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - auto one = make_shared(x.get_element_type(), Shape{}, vector{"1"}); - - AxisSet axes; - for (size_t i = 0; i < x.get_shape().size(); i++) - axes.insert(i); - auto ones = make_shared(one, x.get_shape(), axes); - - adjoints.add_delta(x, delta / (ones + x * x)); -} - namespace { template diff --git a/ngraph/src/ngraph/op/atan.hpp b/ngraph/src/ngraph/op/atan.hpp index f55417b..19f24a4 100644 --- a/ngraph/src/ngraph/op/atan.hpp +++ b/ngraph/src/ngraph/op/atan.hpp @@ -50,10 +50,6 @@ namespace ngraph bool visit_attributes(AttributeVisitor& visitor) override { return true; } bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Atan; diff --git a/ngraph/src/ngraph/op/binary_convolution.cpp b/ngraph/src/ngraph/op/binary_convolution.cpp index fa1d7aa..66607b8 100644 --- a/ngraph/src/ngraph/op/binary_convolution.cpp +++ b/ngraph/src/ngraph/op/binary_convolution.cpp @@ -155,12 +155,6 @@ bool op::v1::BinaryConvolution::visit_attributes(AttributeVisitor& visitor) return true; } -void op::v1::BinaryConvolution::generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) -{ - throw ngraph_error("BinaryConvolution generate_adjoints not implemented"); -} - namespace ngraph { template <> diff --git a/ngraph/src/ngraph/op/binary_convolution.hpp b/ngraph/src/ngraph/op/binary_convolution.hpp index acdf17f..ccea979 100644 --- a/ngraph/src/ngraph/op/binary_convolution.hpp +++ b/ngraph/src/ngraph/op/binary_convolution.hpp @@ -78,8 +78,6 @@ namespace ngraph std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; /// \return The strides. const Strides& get_strides() const { return m_strides; } diff --git a/ngraph/src/ngraph/op/broadcast.cpp b/ngraph/src/ngraph/op/broadcast.cpp index 7295fe1..aa118eb 100644 --- a/ngraph/src/ngraph/op/broadcast.cpp +++ b/ngraph/src/ngraph/op/broadcast.cpp @@ -344,15 +344,6 @@ shared_ptr op::v0::Broadcast::clone_with_new_inputs(const OutputVector& ne return make_shared(new_args.at(0), m_shape, m_broadcast_axes); } -void op::v0::Broadcast::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, make_shared(delta, m_broadcast_axes)); -} - namespace { #define TYPE_CASE_v0(a) \ diff --git a/ngraph/src/ngraph/op/broadcast.hpp b/ngraph/src/ngraph/op/broadcast.hpp index 04f0b26..ef57b4f 100644 --- a/ngraph/src/ngraph/op/broadcast.hpp +++ b/ngraph/src/ngraph/op/broadcast.hpp @@ -189,9 +189,6 @@ namespace ngraph const Shape& shape, const AxisSet& broadcast_axes); - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - virtual void infer_shape() {} Shape m_shape; AxisSet m_broadcast_axes; diff --git a/ngraph/src/ngraph/op/concat.cpp b/ngraph/src/ngraph/op/concat.cpp index b2fe89e..9edecc3 100644 --- a/ngraph/src/ngraph/op/concat.cpp +++ b/ngraph/src/ngraph/op/concat.cpp @@ -113,37 +113,6 @@ shared_ptr op::Concat::clone_with_new_inputs(const OutputVector& new_args) return make_shared(new_args, m_axis); } -void op::Concat::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto concat_result_shape = get_output_shape(0); - - Coordinate arg_delta_slice_lower = Coordinate(concat_result_shape.size(), 0); - Coordinate arg_delta_slice_upper = concat_result_shape; - Coordinate arg_delta_slice_strides = Coordinate(concat_result_shape.size(), 1); - - size_t pos = 0; - - for (auto value : input_values()) - { - auto arg_shape = value.get_shape(); - - auto slice_width = arg_shape[m_axis]; - - size_t next_pos = pos + slice_width; - arg_delta_slice_lower[m_axis] = pos; - arg_delta_slice_upper[m_axis] = next_pos; - - adjoints.add_delta( - value, - make_shared( - delta, arg_delta_slice_lower, arg_delta_slice_upper, arg_delta_slice_strides)); - - pos = next_pos; - } -} - namespace { template diff --git a/ngraph/src/ngraph/op/concat.hpp b/ngraph/src/ngraph/op/concat.hpp index dab3061..4ba3521 100644 --- a/ngraph/src/ngraph/op/concat.hpp +++ b/ngraph/src/ngraph/op/concat.hpp @@ -65,8 +65,6 @@ namespace ngraph const HostTensorVector& inputs) override; protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; /// \ brief m_axis stores default value for all iterations int64_t m_axis; /// \brief m_concat_axis stores m_axis plus the number of rank for each iteration diff --git a/ngraph/src/ngraph/op/constant.cpp b/ngraph/src/ngraph/op/constant.cpp index 33dd1f9..314948f 100644 --- a/ngraph/src/ngraph/op/constant.cpp +++ b/ngraph/src/ngraph/op/constant.cpp @@ -634,29 +634,6 @@ bool op::v0::Constant::evaluate(const HostTensorVector& outputs, const HostTenso return true; } -constexpr NodeTypeInfo op::ScalarConstantLike::type_info; - -shared_ptr op::ScalarConstantLike::as_constant() const -{ - return std::make_shared(m_element_type, m_shape, get_data_ptr()); -} - -std::shared_ptr - op::ScalarConstantLike::clone_with_new_inputs(const OutputVector& new_args) const -{ - return std::make_shared(new_args.at(0), m_value); -} - -void op::ScalarConstantLike::infer_element_type() -{ - m_element_type = get_input_element_type(0); - if (nullptr == m_data) - { - allocate_buffer(); - write_values(std::vector(1, m_value)); - } -} - // // We have to open up namespace blocks here to work around a problem with gcc: // diff --git a/ngraph/src/ngraph/op/constant.hpp b/ngraph/src/ngraph/op/constant.hpp index cb7c693..d9f3ca2 100644 --- a/ngraph/src/ngraph/op/constant.hpp +++ b/ngraph/src/ngraph/op/constant.hpp @@ -560,41 +560,7 @@ namespace ngraph bool m_all_elements_bitwise_identical; bool are_all_data_elements_bitwise_identical() const; }; - - /// \brief A scalar constant whose element type is the same as like. - class NGRAPH_API ScalarConstantLike : public Constant - { - public: - static constexpr NodeTypeInfo type_info{"ScalarConstantLike", 0}; - const NodeTypeInfo& get_type_info() const override { return type_info; } - /// \brief A scalar constant whose element type is the same as like. - /// - /// Once the element type is known, the dependency on like will be removed and - /// this node will be replaced with an equivalent constant. - /// - /// \param like A tensor that will supply the element type. - /// \param value The value of the scalar. - template - ScalarConstantLike(const Output& like, T value) - : Constant(OutputVector{like}) - , m_value(static_cast(value)) - { - constructor_validate_and_infer_types(); - } - - ScalarConstantLike() = default; - - std::shared_ptr - clone_with_new_inputs(const OutputVector& new_args) const override; - std::shared_ptr as_constant() const; - - protected: - void infer_element_type() override; - - double m_value; - }; } using v0::Constant; - using v0::ScalarConstantLike; } } diff --git a/ngraph/src/ngraph/op/convert.cpp b/ngraph/src/ngraph/op/convert.cpp index 5ab82f0..acf9501 100644 --- a/ngraph/src/ngraph/op/convert.cpp +++ b/ngraph/src/ngraph/op/convert.cpp @@ -48,15 +48,6 @@ shared_ptr op::Convert::clone_with_new_inputs(const OutputVector& new_args return make_shared(new_args.at(0), m_destination_type); } -void op::Convert::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, make_shared(delta, x.get_element_type())); -} - namespace { template diff --git a/ngraph/src/ngraph/op/convert.hpp b/ngraph/src/ngraph/op/convert.hpp index 36c2d73..edeafab 100644 --- a/ngraph/src/ngraph/op/convert.hpp +++ b/ngraph/src/ngraph/op/convert.hpp @@ -59,8 +59,6 @@ namespace ngraph protected: ngraph::element::Type m_destination_type; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Convert; diff --git a/ngraph/src/ngraph/op/convert_like.cpp b/ngraph/src/ngraph/op/convert_like.cpp index a3bc1db..66c6be4 100644 --- a/ngraph/src/ngraph/op/convert_like.cpp +++ b/ngraph/src/ngraph/op/convert_like.cpp @@ -44,11 +44,3 @@ shared_ptr op::v1::ConvertLike::clone_with_new_inputs(const OutputVector& check_new_args_count(this, new_args); return make_shared(new_args.at(0), new_args.at(1)); } - -void op::v1::ConvertLike::generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) -{ - const auto delta = deltas.at(0); - - adjoints.add_delta(input_value(0), make_shared(delta, input_value(1))); -} diff --git a/ngraph/src/ngraph/op/convert_like.hpp b/ngraph/src/ngraph/op/convert_like.hpp index 4a0e02a..22d1622 100644 --- a/ngraph/src/ngraph/op/convert_like.hpp +++ b/ngraph/src/ngraph/op/convert_like.hpp @@ -42,10 +42,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } } diff --git a/ngraph/src/ngraph/op/convolution.cpp b/ngraph/src/ngraph/op/convolution.cpp index d2bea01..4cf9052 100644 --- a/ngraph/src/ngraph/op/convolution.cpp +++ b/ngraph/src/ngraph/op/convolution.cpp @@ -156,29 +156,6 @@ shared_ptr op::v1::Convolution::clone_with_new_inputs(const OutputVector& m_auto_pad); } -void op::v1::Convolution::generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - const auto x_shape = x.get_shape(); - - auto f = input_value(1); - const auto f_shape = f.get_shape(); - - adjoints.add_delta(x, - make_shared( - delta, - f, - op::Constant::create(element::i64, Shape{x_shape.size()}, x_shape), - m_strides, - m_pads_begin, - m_pads_end, - m_dilations, - m_auto_pad)); -} - constexpr NodeTypeInfo op::v1::ConvolutionBackpropData::type_info; shared_ptr op::v1::Convolution::get_default_value() const { @@ -453,71 +430,6 @@ void op::v1::ConvolutionBackpropData::validate_and_infer_types() set_output_type(0, result_et, output_pshape); } -void op::v1::ConvolutionBackpropData::generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - const auto x_shape = x.get_shape(); - - auto f = input_value(1); - const auto f_shape = f.get_shape(); - - auto data_conv = make_shared( - delta, f, m_strides, m_pads_begin, m_pads_end, m_dilations, m_auto_pad); - - adjoints.add_delta(x, data_conv); - - Strides strides = m_dilations; - CoordinateDiff pads_begin; - CoordinateDiff pads_end; - const Shape& filters_shape = get_input_shape(1); - for (size_t i = 0; i < f_shape.size() - 2; i++) - { - ptrdiff_t pads_begin_backward = - (static_cast(filters_shape[i + 2]) - 1) - m_pads_begin[i]; - pads_begin.push_back(pads_begin_backward); - - ptrdiff_t pads_end_backward = - (static_cast(filters_shape[i + 2]) - 1) * m_dilations[i] + - ((m_pads_begin[i] + (get_output_shape()[i].get_length() - 1) * m_strides[i] + - m_pads_end[i] - (static_cast(filters_shape[i + 2]) - 1) * m_dilations[i]) % - m_strides[i]) - - m_pads_end[i]; - - pads_end.push_back(pads_end_backward - - (pads_begin_backward + (x_shape[i + 2] - 1) * m_strides[i] + - pads_end_backward - (f_shape[i + 2] - 1) * m_dilations[i]) % - m_strides[i]); - } - - auto swap_NC = [](const Output& n) { - AxisVector ax_order = ngraph::get_default_order(n.get_shape()); - ax_order[0] = 1; - ax_order[1] = 0; - - auto new_shape = n.get_shape(); - new_shape[0] = n.get_shape()[1]; - new_shape[1] = n.get_shape()[0]; - - return make_shared(n, ax_order, new_shape); - }; - - delta = swap_NC(delta); - x = swap_NC(x); - - shared_ptr filter_deconv_bprop = make_shared( - x, delta, strides, pads_begin, pads_end, Strides(x.get_shape().size() - 2, 1), m_auto_pad); - AxisSet axes; - for (size_t i = 2; i < filter_deconv_bprop->get_shape().size(); ++i) - { - axes.insert(i); - } - filter_deconv_bprop = make_shared(filter_deconv_bprop, axes); - adjoints.add_delta(f, filter_deconv_bprop); -} - shared_ptr op::v1::ConvolutionBackpropData::clone_with_new_inputs(const OutputVector& new_args) const { @@ -714,28 +626,6 @@ shared_ptr op::v0::Convolution::clone_with_new_inputs(const OutputVector& m_pad_type); } -void op::v0::Convolution::generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - const auto x_shape = x.get_shape(); - - auto f = input_value(1); - const auto f_shape = f.get_shape(); - - adjoints.add_delta(x, - make_shared(x_shape, - f, - delta, - m_window_movement_strides, - m_window_dilation_strides, - m_padding_below, - m_padding_above, - m_data_dilation_strides)); -} - constexpr NodeTypeInfo op::v0::ConvolutionBackpropData::type_info; shared_ptr op::v0::Convolution::get_default_value() const { @@ -839,89 +729,6 @@ void op::v0::ConvolutionBackpropData::validate_and_infer_types() set_output_type(0, forward_result_et, m_data_batch_shape); } -void op::v0::ConvolutionBackpropData::generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(1); - const auto x_shape = x.get_shape(); - - auto f = input_value(0); - const auto f_shape = f.get_shape(); - - auto data_conv = make_shared(delta, - f, - m_window_movement_strides_forward, - m_window_dilation_strides_forward, - m_padding_below_forward, - m_padding_above_forward, - m_data_dilation_strides_forward); - - adjoints.add_delta(x, data_conv); - - Strides window_movement_strides = m_window_dilation_strides_forward; - Strides window_dilation_strides = m_data_dilation_strides_forward; - Strides data_dilation_strides = m_window_movement_strides_forward; - CoordinateDiff padding_below; - CoordinateDiff padding_above; - const Shape& filters_shape = get_input_shape(0); - for (size_t i = 0; i < f_shape.size() - 2; i++) - { - ptrdiff_t padding_below_backward = - (static_cast(filters_shape[i + 2]) - 1) * window_dilation_strides[i] - - m_padding_below_forward[i]; - padding_below.push_back(padding_below_backward); - - ptrdiff_t padding_above_backward = - (static_cast(filters_shape[i + 2]) - 1) * - m_window_dilation_strides_forward[i] + - ((m_padding_below_forward[i] + - ((m_data_batch_shape[i + 2]) - 1) * m_data_dilation_strides_forward[i] + - m_padding_above_forward[i] - - (static_cast(filters_shape[i + 2]) - 1) * - m_window_dilation_strides_forward[i]) % - m_window_movement_strides_forward[i]) - - m_padding_above_forward[i]; - - padding_above.push_back( - padding_above_backward - - (padding_below_backward + (x_shape[i + 2] - 1) * m_window_movement_strides_forward[i] + - padding_above_backward - (f_shape[i + 2] - 1) * m_window_dilation_strides_forward[i]) % - m_data_dilation_strides_forward[i]); - } - - auto swap_NC = [](const Output& n) { - AxisVector ax_order = ngraph::get_default_order(n.get_shape()); - ax_order[0] = 1; - ax_order[1] = 0; - - auto new_shape = n.get_shape(); - new_shape[0] = n.get_shape()[1]; - new_shape[1] = n.get_shape()[0]; - - return make_shared(n, ax_order, new_shape); - }; - - delta = swap_NC(delta); - x = swap_NC(x); - - shared_ptr filter_deconv_bprop = make_shared(x, - delta, - window_movement_strides, - window_dilation_strides, - padding_below, - padding_above, - data_dilation_strides); - AxisSet axes; - for (size_t i = 2; i < filter_deconv_bprop->get_shape().size(); ++i) - { - axes.insert(i); - } - filter_deconv_bprop = make_shared(filter_deconv_bprop, axes); - adjoints.add_delta(f, filter_deconv_bprop); -} - shared_ptr op::v0::ConvolutionBackpropData::clone_with_new_inputs(const OutputVector& new_args) const { diff --git a/ngraph/src/ngraph/op/convolution.hpp b/ngraph/src/ngraph/op/convolution.hpp index 9336ed7..63e85f1 100644 --- a/ngraph/src/ngraph/op/convolution.hpp +++ b/ngraph/src/ngraph/op/convolution.hpp @@ -67,8 +67,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; /// \return The strides. const Strides& get_strides() const { return m_strides; } @@ -161,8 +159,6 @@ namespace ngraph bool visit_attributes(AttributeVisitor& visitor) override; virtual bool is_dynamic() const override; - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; @@ -346,8 +342,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; /// \return The window movement strides. const Strides& get_window_movement_strides() const @@ -439,8 +433,6 @@ namespace ngraph void validate_and_infer_types() override; bool visit_attributes(AttributeVisitor& visitor) override; - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; diff --git a/ngraph/src/ngraph/op/cos.cpp b/ngraph/src/ngraph/op/cos.cpp index 3bb45fd..758c432 100644 --- a/ngraph/src/ngraph/op/cos.cpp +++ b/ngraph/src/ngraph/op/cos.cpp @@ -44,15 +44,6 @@ shared_ptr op::Cos::clone_with_new_inputs(const OutputVector& new_args) co return make_shared(new_args.at(0)); } -void op::Cos::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, -delta * (make_shared(x))); -} - namespace { template diff --git a/ngraph/src/ngraph/op/cos.hpp b/ngraph/src/ngraph/op/cos.hpp index 0897896..c478ed2 100644 --- a/ngraph/src/ngraph/op/cos.hpp +++ b/ngraph/src/ngraph/op/cos.hpp @@ -42,10 +42,6 @@ namespace ngraph clone_with_new_inputs(const OutputVector& new_args) const override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Cos; diff --git a/ngraph/src/ngraph/op/cosh.cpp b/ngraph/src/ngraph/op/cosh.cpp index 87cd890..09443de 100644 --- a/ngraph/src/ngraph/op/cosh.cpp +++ b/ngraph/src/ngraph/op/cosh.cpp @@ -43,15 +43,6 @@ shared_ptr op::Cosh::clone_with_new_inputs(const OutputVector& new_args) c return make_shared(new_args.at(0)); } -void op::Cosh::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, delta * (make_shared(x))); -} - namespace { template diff --git a/ngraph/src/ngraph/op/cosh.hpp b/ngraph/src/ngraph/op/cosh.hpp index 8950291..c88c9f2 100644 --- a/ngraph/src/ngraph/op/cosh.hpp +++ b/ngraph/src/ngraph/op/cosh.hpp @@ -42,10 +42,6 @@ namespace ngraph clone_with_new_inputs(const OutputVector& new_args) const override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Cosh; diff --git a/ngraph/src/ngraph/op/cum_sum.cpp b/ngraph/src/ngraph/op/cum_sum.cpp index bfcb101..c00b807 100644 --- a/ngraph/src/ngraph/op/cum_sum.cpp +++ b/ngraph/src/ngraph/op/cum_sum.cpp @@ -77,13 +77,6 @@ shared_ptr op::v0::CumSum::clone_with_new_inputs(const OutputVector& new_a return make_shared(new_args.at(0), new_args.at(1), m_exclusive, m_reverse); } -void op::v0::CumSum::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - auto input_tensor = input_value(0); - adjoints.add_delta(input_tensor, delta); -} - shared_ptr op::v0::CumSum::get_default_value() const { return ngraph::make_constant_from_string("0", get_element_type(), get_shape()); diff --git a/ngraph/src/ngraph/op/cum_sum.hpp b/ngraph/src/ngraph/op/cum_sum.hpp index b1301df..f2d65b8 100644 --- a/ngraph/src/ngraph/op/cum_sum.hpp +++ b/ngraph/src/ngraph/op/cum_sum.hpp @@ -106,10 +106,6 @@ namespace ngraph virtual std::shared_ptr get_default_value() const override; bool is_exclusive() const { return m_exclusive; } bool is_reverse() const { return m_reverse; } - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - private: bool m_exclusive; bool m_reverse; diff --git a/ngraph/src/ngraph/op/dequantize.cpp b/ngraph/src/ngraph/op/dequantize.cpp index 90f2f69..16bfe1c 100644 --- a/ngraph/src/ngraph/op/dequantize.cpp +++ b/ngraph/src/ngraph/op/dequantize.cpp @@ -156,9 +156,3 @@ shared_ptr op::Dequantize::clone_with_new_inputs(const OutputVector& new_a check_new_args_count(this, new_args); return make_shared(new_args.at(0), new_args.at(1), new_args.at(2), m_type, m_axes); } - -void op::Dequantize::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("Forward-propagation-only operation"); -} diff --git a/ngraph/src/ngraph/op/dequantize.hpp b/ngraph/src/ngraph/op/dequantize.hpp index ff8c0a4..3f3040b 100644 --- a/ngraph/src/ngraph/op/dequantize.hpp +++ b/ngraph/src/ngraph/op/dequantize.hpp @@ -59,10 +59,6 @@ namespace ngraph void set_axes(const AxisSet& axes) { m_axes = axes; } const element::Type& get_type() const { return m_type; } void set_type(const element::Type& type) { m_type = type; } - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - private: element::Type m_type; AxisSet m_axes; diff --git a/ngraph/src/ngraph/op/divide.cpp b/ngraph/src/ngraph/op/divide.cpp index f869c4c..d6395f6 100644 --- a/ngraph/src/ngraph/op/divide.cpp +++ b/ngraph/src/ngraph/op/divide.cpp @@ -59,22 +59,6 @@ shared_ptr op::v0::Divide::clone_with_new_inputs(const OutputVector& new_a new_args.at(0), new_args.at(1), this->is_pythondiv(), this->get_autob()); } -void op::v0::Divide::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - adjoints.add_delta(x, delta / y); - adjoints.add_delta(y, -delta * shared_from_this() / y); -} - shared_ptr ngraph::operator/(const Output& arg0, const Output& arg1) { return make_shared(arg0, arg1); @@ -168,22 +152,6 @@ shared_ptr op::v1::Divide::clone_with_new_inputs(const OutputVector& new_a new_args.at(0), new_args.at(1), this->is_pythondiv(), this->get_autob()); } -void op::v1::Divide::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - adjoints.add_delta(x, delta / y); - adjoints.add_delta(y, -delta * shared_from_this() / y); -} - bool op::v1::Divide::evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) { return evaluate_divide(inputs[0], inputs[1], outputs[0], get_autob(), is_pythondiv()); diff --git a/ngraph/src/ngraph/op/divide.hpp b/ngraph/src/ngraph/op/divide.hpp index b3dbf09..881c5ec 100644 --- a/ngraph/src/ngraph/op/divide.hpp +++ b/ngraph/src/ngraph/op/divide.hpp @@ -60,8 +60,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; @@ -111,8 +109,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; size_t get_version() const override { return 1; } bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; diff --git a/ngraph/src/ngraph/op/dot.cpp b/ngraph/src/ngraph/op/dot.cpp index 300df44..1f0dd90 100644 --- a/ngraph/src/ngraph/op/dot.cpp +++ b/ngraph/src/ngraph/op/dot.cpp @@ -177,33 +177,6 @@ shared_ptr make_reshape_axes_to_front(const Output& n, return make_shared(n, input_order, output_shape); } -void op::Dot::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - auto x_shape = x.get_shape(); // shape IJ - auto y_shape = y.get_shape(); // shape JK - auto delta_shape = delta.get_shape(); // shape IK - - Shape I_shape; - Shape J_shape; - Shape K_shape; - I_shape.insert(I_shape.begin(), x_shape.begin(), x_shape.end() - m_reduction_axes_count); - J_shape.insert(J_shape.begin(), y_shape.begin(), y_shape.begin() + m_reduction_axes_count); - K_shape.insert(K_shape.begin(), y_shape.begin() + J_shape.size(), y_shape.end()); - - auto y_reshaped = make_reshape_axes_to_front(y, J_shape, K_shape); // KJ - auto delta_dot_y_reshaped = make_shared(delta, y_reshaped, K_shape.size()); // IK.KJ->IJ - adjoints.add_delta(x, delta_dot_y_reshaped); - - auto x_reshaped = make_reshape_axes_to_front(x, I_shape, J_shape); // JI - auto x_reshaped_dot_delta = make_shared(x_reshaped, delta, I_shape.size()); // JI.IK->JK - adjoints.add_delta(y, x_reshaped_dot_delta); -} - shared_ptr op::Dot::get_default_value() const { return ngraph::make_constant_from_string("0", get_element_type(), get_shape()); diff --git a/ngraph/src/ngraph/op/dot.hpp b/ngraph/src/ngraph/op/dot.hpp index 154ebc2..a049584 100644 --- a/ngraph/src/ngraph/op/dot.hpp +++ b/ngraph/src/ngraph/op/dot.hpp @@ -89,9 +89,6 @@ namespace ngraph protected: size_t m_reduction_axes_count; bool m_has_reduction_axes_count; - - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Dot; diff --git a/ngraph/src/ngraph/op/embedding_lookup.hpp b/ngraph/src/ngraph/op/embedding_lookup.hpp index bb41da3..e72b577 100644 --- a/ngraph/src/ngraph/op/embedding_lookup.hpp +++ b/ngraph/src/ngraph/op/embedding_lookup.hpp @@ -49,12 +49,6 @@ namespace ngraph } void validate_and_infer_types() override; - - void generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) override - { - throw ngraph_error("Not yet implemented"); - } virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; }; diff --git a/ngraph/src/ngraph/op/exp.cpp b/ngraph/src/ngraph/op/exp.cpp index 5616573..a30a219 100644 --- a/ngraph/src/ngraph/op/exp.cpp +++ b/ngraph/src/ngraph/op/exp.cpp @@ -42,14 +42,6 @@ shared_ptr op::Exp::clone_with_new_inputs(const OutputVector& new_args) co return make_shared(new_args.at(0)); } -void op::Exp::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, delta * shared_from_this()); -} namespace { template diff --git a/ngraph/src/ngraph/op/exp.hpp b/ngraph/src/ngraph/op/exp.hpp index e8a8e84..478a33a 100644 --- a/ngraph/src/ngraph/op/exp.hpp +++ b/ngraph/src/ngraph/op/exp.hpp @@ -41,8 +41,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; }; diff --git a/ngraph/src/ngraph/op/fused/fake_quantize.hpp b/ngraph/src/ngraph/op/fused/fake_quantize.hpp index 804627d..e864cba 100644 --- a/ngraph/src/ngraph/op/fused/fake_quantize.hpp +++ b/ngraph/src/ngraph/op/fused/fake_quantize.hpp @@ -16,7 +16,6 @@ #pragma once -#include "ngraph/autodiff/adjoints.hpp" #include "ngraph/node.hpp" #include "ngraph/op/util/attr_types.hpp" #include "ngraph/op/util/fused_op.hpp" diff --git a/ngraph/src/ngraph/op/fused/hard_sigmoid.hpp b/ngraph/src/ngraph/op/fused/hard_sigmoid.hpp index 351cbdf..42b7978 100644 --- a/ngraph/src/ngraph/op/fused/hard_sigmoid.hpp +++ b/ngraph/src/ngraph/op/fused/hard_sigmoid.hpp @@ -16,7 +16,6 @@ #pragma once -#include "ngraph/autodiff/adjoints.hpp" #include "ngraph/node.hpp" #include "ngraph/op/util/fused_op.hpp" diff --git a/ngraph/src/ngraph/op/fused/lstm_cell.hpp b/ngraph/src/ngraph/op/fused/lstm_cell.hpp index 7e322a4..7a25701 100644 --- a/ngraph/src/ngraph/op/fused/lstm_cell.hpp +++ b/ngraph/src/ngraph/op/fused/lstm_cell.hpp @@ -21,7 +21,6 @@ #include #include -#include "ngraph/autodiff/adjoints.hpp" #include "ngraph/node.hpp" #include "ngraph/op/util/activation_functions.hpp" #include "ngraph/op/util/fused_op.hpp" diff --git a/ngraph/src/ngraph/op/fused/stack.cpp b/ngraph/src/ngraph/op/fused/stack.cpp index 7764cc0..bfee1c9 100644 --- a/ngraph/src/ngraph/op/fused/stack.cpp +++ b/ngraph/src/ngraph/op/fused/stack.cpp @@ -44,11 +44,6 @@ shared_ptr op::Stack::clone_with_new_inputs(const OutputVector& new_args) return make_shared(new_args, m_axis); } -void op::Stack::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - ngraph_error("Not yet implemented"); -} - void op::Stack::pre_validate_and_infer_types() { bool is_input_dynamic = false; diff --git a/ngraph/src/ngraph/op/fused/stack.hpp b/ngraph/src/ngraph/op/fused/stack.hpp index d9cc272..acef443 100644 --- a/ngraph/src/ngraph/op/fused/stack.hpp +++ b/ngraph/src/ngraph/op/fused/stack.hpp @@ -48,9 +48,6 @@ namespace ngraph /// stacked. Stack(const NodeVector& args, int64_t axis); - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - virtual void pre_validate_and_infer_types() override; virtual NodeVector decompose_op() const override; diff --git a/ngraph/src/ngraph/op/gather.cpp b/ngraph/src/ngraph/op/gather.cpp index 4200229..c6b0a08 100644 --- a/ngraph/src/ngraph/op/gather.cpp +++ b/ngraph/src/ngraph/op/gather.cpp @@ -94,12 +94,6 @@ void op::v0::Gather::validate_and_infer_types() set_output_type(0, result_et, result_shape); } -void op::v0::Gather::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("Not yet implemented"); -} - constexpr NodeTypeInfo op::v1::Gather::type_info; const int64_t op::v1::Gather::AXIS_NOT_SET_VALUE; @@ -199,12 +193,6 @@ int64_t op::v1::Gather::get_axis() const return axis; } -void op::v1::Gather::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("Not yet implemented"); -} - shared_ptr op::v1::Gather::clone_with_new_inputs(const OutputVector& new_args) const { check_new_args_count(this, new_args); diff --git a/ngraph/src/ngraph/op/gather.hpp b/ngraph/src/ngraph/op/gather.hpp index c6a1271..cd078e0 100644 --- a/ngraph/src/ngraph/op/gather.hpp +++ b/ngraph/src/ngraph/op/gather.hpp @@ -38,9 +38,6 @@ namespace ngraph void validate_and_infer_types() override; - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - size_t get_axis() const { return m_axis; } void set_axis(size_t axis) { m_axis = axis; } virtual std::shared_ptr @@ -75,9 +72,6 @@ namespace ngraph void validate_and_infer_types() override; - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; diff --git a/ngraph/src/ngraph/op/gather_nd.hpp b/ngraph/src/ngraph/op/gather_nd.hpp index 4f58c07..f905af0 100644 --- a/ngraph/src/ngraph/op/gather_nd.hpp +++ b/ngraph/src/ngraph/op/gather_nd.hpp @@ -40,12 +40,6 @@ namespace ngraph } void validate_and_infer_types() override; - - void generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) override - { - throw ngraph_error("Not yet implemented"); - } virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; }; diff --git a/ngraph/src/ngraph/op/gather_tree.cpp b/ngraph/src/ngraph/op/gather_tree.cpp index eb1a5a6..81730ed 100644 --- a/ngraph/src/ngraph/op/gather_tree.cpp +++ b/ngraph/src/ngraph/op/gather_tree.cpp @@ -81,9 +81,3 @@ void op::v1::GatherTree::validate_and_infer_types() const auto& step_ids_et = get_input_element_type(0); set_output_type(0, step_ids_et, step_ids_rank); } - -void op::v1::GatherTree::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("generate_adjoints is not implemented for GatherTree"); -} diff --git a/ngraph/src/ngraph/op/gather_tree.hpp b/ngraph/src/ngraph/op/gather_tree.hpp index 6c2922f..1cb5a86 100644 --- a/ngraph/src/ngraph/op/gather_tree.hpp +++ b/ngraph/src/ngraph/op/gather_tree.hpp @@ -49,10 +49,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } } diff --git a/ngraph/src/ngraph/op/get_output_element.cpp b/ngraph/src/ngraph/op/get_output_element.cpp index 942f9c3..b0dea14 100644 --- a/ngraph/src/ngraph/op/get_output_element.cpp +++ b/ngraph/src/ngraph/op/get_output_element.cpp @@ -59,14 +59,6 @@ NodeVector op::GetOutputElement::get_arguments() const return NodeVector{input_value(0).get_node_shared_ptr()}; } -void op::GetOutputElement::generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - adjoints.add_delta(input_value(0), delta); -} - NodeVector op::get_output_elements(const shared_ptr& mon) { NodeVector goes(mon->get_output_size()); diff --git a/ngraph/src/ngraph/op/get_output_element.hpp b/ngraph/src/ngraph/op/get_output_element.hpp index 42c9a05..21498ac 100644 --- a/ngraph/src/ngraph/op/get_output_element.hpp +++ b/ngraph/src/ngraph/op/get_output_element.hpp @@ -52,8 +52,6 @@ namespace ngraph NodeVector get_arguments() const override; protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; size_t m_n; }; } diff --git a/ngraph/src/ngraph/op/group_conv.cpp b/ngraph/src/ngraph/op/group_conv.cpp index 379cb50..81cb0b4 100644 --- a/ngraph/src/ngraph/op/group_conv.cpp +++ b/ngraph/src/ngraph/op/group_conv.cpp @@ -156,12 +156,6 @@ shared_ptr op::v1::GroupConvolution::clone_with_new_inputs(const OutputVec m_auto_pad); } -void op::v1::GroupConvolution::generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) -{ - ngraph_error("Not Yet Implemented"); -} - //------------------------------------------------------------------------------ // v1::GroupConvolutionBackpropData //------------------------------------------------------------------------------ @@ -527,12 +521,6 @@ NodeVector op::v1::GroupConvolutionBackpropData::decompose_op() const return {std::make_shared(conv_groups, concatenation_axis)}; } -void op::v1::GroupConvolutionBackpropData::generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) -{ - ngraph_error("Not Yet Implemented"); -} - shared_ptr op::v1::GroupConvolutionBackpropData::clone_with_new_inputs(const OutputVector& new_args) const { @@ -758,12 +746,6 @@ NodeVector op::v0::GroupConvolution::decompose_op() const return {std::make_shared(convolution_nodes, concatenation_axis)}; } -void op::GroupConvolution::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("NYI"); -} - //------------------------------------------------------------------------------ // v0::GroupConvolutionBackpropData //------------------------------------------------------------------------------ diff --git a/ngraph/src/ngraph/op/group_conv.hpp b/ngraph/src/ngraph/op/group_conv.hpp index dcfec8b..ff31edb 100644 --- a/ngraph/src/ngraph/op/group_conv.hpp +++ b/ngraph/src/ngraph/op/group_conv.hpp @@ -67,9 +67,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - /// \return The strides. const Strides& get_strides() const { return m_strides; } void set_strides(const Strides& strides) { m_strides = strides; } @@ -214,8 +211,6 @@ namespace ngraph virtual NodeVector decompose_op() const override; virtual void pre_validate_and_infer_types() override; - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; @@ -306,9 +301,6 @@ namespace ngraph virtual void pre_validate_and_infer_types() override; virtual void post_validate_and_infer_types() override; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - bool has_groups_in_filters() const { return m_groups_in_filters; } protected: Strides m_window_movement_strides; diff --git a/ngraph/src/ngraph/op/log.cpp b/ngraph/src/ngraph/op/log.cpp index 302d6b0..39c0cef 100644 --- a/ngraph/src/ngraph/op/log.cpp +++ b/ngraph/src/ngraph/op/log.cpp @@ -42,15 +42,6 @@ shared_ptr op::Log::clone_with_new_inputs(const OutputVector& new_args) co return make_shared(new_args.at(0)); } -void op::Log::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, delta / x); -} - namespace { template diff --git a/ngraph/src/ngraph/op/log.hpp b/ngraph/src/ngraph/op/log.hpp index 4707c75..78432c8 100644 --- a/ngraph/src/ngraph/op/log.hpp +++ b/ngraph/src/ngraph/op/log.hpp @@ -40,9 +40,6 @@ namespace ngraph bool visit_attributes(AttributeVisitor& visitor) override; virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; }; diff --git a/ngraph/src/ngraph/op/lrn.cpp b/ngraph/src/ngraph/op/lrn.cpp index b6c6c2f..0ebe097 100644 --- a/ngraph/src/ngraph/op/lrn.cpp +++ b/ngraph/src/ngraph/op/lrn.cpp @@ -126,9 +126,3 @@ shared_ptr op::LRN::clone_with_new_inputs(const OutputVector& new_args) co check_new_args_count(this, new_args); return make_shared(new_args.at(0), new_args.at(1), m_alpha, m_beta, m_bias, m_size); } - -void op::LRN::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("NYI"); -} diff --git a/ngraph/src/ngraph/op/lrn.hpp b/ngraph/src/ngraph/op/lrn.hpp index b4347e8..11a77f5 100644 --- a/ngraph/src/ngraph/op/lrn.hpp +++ b/ngraph/src/ngraph/op/lrn.hpp @@ -74,9 +74,6 @@ namespace ngraph AxisSet get_reduction_axes() const; protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - double m_alpha; double m_beta; double m_bias; diff --git a/ngraph/src/ngraph/op/maximum.cpp b/ngraph/src/ngraph/op/maximum.cpp index a67c946..0f70ad0 100644 --- a/ngraph/src/ngraph/op/maximum.cpp +++ b/ngraph/src/ngraph/op/maximum.cpp @@ -45,25 +45,6 @@ shared_ptr op::v0::Maximum::clone_with_new_inputs(const OutputVector& new_ return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::v0::Maximum::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - adjoints.add_delta( - x, - delta * make_shared(make_shared(x, y), x.get_element_type())); - adjoints.add_delta( - y, - delta * make_shared(make_shared(y, x), y.get_element_type())); -} - namespace { template @@ -131,25 +112,6 @@ shared_ptr op::v1::Maximum::clone_with_new_inputs(const OutputVector& new_ return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::v1::Maximum::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - adjoints.add_delta( - x, - delta * make_shared(make_shared(x, y), x.get_element_type())); - adjoints.add_delta( - y, - delta * make_shared(make_shared(y, x), y.get_element_type())); -} - bool op::v1::Maximum::evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) { return evaluate_maximum(inputs[0], inputs[1], outputs[0], get_autob()); diff --git a/ngraph/src/ngraph/op/maximum.hpp b/ngraph/src/ngraph/op/maximum.hpp index d50897e..654f482 100644 --- a/ngraph/src/ngraph/op/maximum.hpp +++ b/ngraph/src/ngraph/op/maximum.hpp @@ -50,10 +50,6 @@ namespace ngraph virtual bool is_commutative() const override { return true; } bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } // namespace v0 @@ -87,10 +83,6 @@ namespace ngraph virtual bool is_commutative() const override { return true; } bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } // namespace v1 diff --git a/ngraph/src/ngraph/op/minimum.cpp b/ngraph/src/ngraph/op/minimum.cpp index 7709812..2fc14ce 100644 --- a/ngraph/src/ngraph/op/minimum.cpp +++ b/ngraph/src/ngraph/op/minimum.cpp @@ -45,24 +45,6 @@ shared_ptr op::v0::Minimum::clone_with_new_inputs(const OutputVector& new_ return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::v0::Minimum::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - adjoints.add_delta( - x, delta * make_shared(make_shared(x, y), x.get_element_type())); - adjoints.add_delta( - y, delta * make_shared(make_shared(y, x), y.get_element_type())); -} - namespace { template @@ -130,24 +112,6 @@ shared_ptr op::v1::Minimum::clone_with_new_inputs(const OutputVector& new_ return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::v1::Minimum::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - adjoints.add_delta( - x, delta * make_shared(make_shared(x, y), x.get_element_type())); - adjoints.add_delta( - y, delta * make_shared(make_shared(y, x), y.get_element_type())); -} - bool op::v1::Minimum::evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) { return evaluate_minimum(inputs[0], inputs[1], outputs[0], get_autob()); diff --git a/ngraph/src/ngraph/op/minimum.hpp b/ngraph/src/ngraph/op/minimum.hpp index 9743134..7366038 100644 --- a/ngraph/src/ngraph/op/minimum.hpp +++ b/ngraph/src/ngraph/op/minimum.hpp @@ -50,10 +50,6 @@ namespace ngraph virtual bool is_commutative() const override { return true; } bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } // namespace v0 @@ -87,10 +83,6 @@ namespace ngraph virtual bool is_commutative() const override { return true; } bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } // namespace v1 diff --git a/ngraph/src/ngraph/op/multiply.cpp b/ngraph/src/ngraph/op/multiply.cpp index 3b5a65b..a13a5f2 100644 --- a/ngraph/src/ngraph/op/multiply.cpp +++ b/ngraph/src/ngraph/op/multiply.cpp @@ -39,22 +39,6 @@ shared_ptr op::v0::Multiply::clone_with_new_inputs(const OutputVector& new return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::v0::Multiply::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - adjoints.add_delta(x, delta * y); - adjoints.add_delta(y, x * delta); -} - namespace { template @@ -122,22 +106,6 @@ shared_ptr op::v1::Multiply::clone_with_new_inputs(const OutputVector& new return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::v1::Multiply::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - adjoints.add_delta(x, delta * y); - adjoints.add_delta(y, x * delta); -} - bool op::v1::Multiply::evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) { return evaluate_multiply(inputs[0], inputs[1], outputs[0], get_autob()); diff --git a/ngraph/src/ngraph/op/multiply.hpp b/ngraph/src/ngraph/op/multiply.hpp index 0098c69..a2a7c47 100644 --- a/ngraph/src/ngraph/op/multiply.hpp +++ b/ngraph/src/ngraph/op/multiply.hpp @@ -50,10 +50,6 @@ namespace ngraph virtual bool is_commutative() const override { return true; } bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } // namespace v0 @@ -87,10 +83,6 @@ namespace ngraph virtual bool is_commutative() const override { return true; } bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } // namespace v1 diff --git a/ngraph/src/ngraph/op/negative.cpp b/ngraph/src/ngraph/op/negative.cpp index 31beb0d..7cb5b19 100644 --- a/ngraph/src/ngraph/op/negative.cpp +++ b/ngraph/src/ngraph/op/negative.cpp @@ -83,15 +83,6 @@ bool op::Negative::evaluate(const HostTensorVector& outputs, const HostTensorVec return evaluate_negative(inputs[0], outputs[0], shape_size(get_output_shape(0))); } -void op::Negative::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, -delta); -} - shared_ptr ngraph::operator-(const Output& arg0) { return make_shared(arg0); diff --git a/ngraph/src/ngraph/op/negative.hpp b/ngraph/src/ngraph/op/negative.hpp index 5cca0f8..635f9f6 100644 --- a/ngraph/src/ngraph/op/negative.hpp +++ b/ngraph/src/ngraph/op/negative.hpp @@ -42,10 +42,6 @@ namespace ngraph clone_with_new_inputs(const OutputVector& new_args) const override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Negative; diff --git a/ngraph/src/ngraph/op/op_version_tbl.hpp b/ngraph/src/ngraph/op/op_version_tbl.hpp index ba89996..f2d3e9e 100644 --- a/ngraph/src/ngraph/op/op_version_tbl.hpp +++ b/ngraph/src/ngraph/op/op_version_tbl.hpp @@ -180,7 +180,6 @@ NGRAPH_OP(Reverse, ngraph::op::v1, 1) NGRAPH_OP(ReverseSequence, ngraph::op::v0, 0) NGRAPH_OP(Round, ngraph::op::v0, 0) NGRAPH_OP(ROIAlign, ngraph::op::v3, 3) -NGRAPH_OP(ScalarConstantLike, ngraph::op::v0, 0) NGRAPH_OP(ScaleShift, ngraph::op::v0, 0) NGRAPH_OP(ScatterAdd, ngraph::op::v0, 0) NGRAPH_OP(ScatterAdd, ngraph::op::v3, 3) diff --git a/ngraph/src/ngraph/op/pad.cpp b/ngraph/src/ngraph/op/pad.cpp index af126ba..e80e30d 100644 --- a/ngraph/src/ngraph/op/pad.cpp +++ b/ngraph/src/ngraph/op/pad.cpp @@ -126,47 +126,6 @@ shared_ptr op::v0::Pad::clone_with_new_inputs(const OutputVector& new_args new_args.at(0), new_args.at(1), m_padding_below, m_padding_above, m_pad_mode); } -/* The "y" half of this is going to be a bit tricky... best way to handle it, I think, - is to ReplaceSlice the non-padded values in the incoming delta tensor with a zero - broadcasted to x's shape; then sum that and backprop the result to y. - - For example, let's say we are padding a 2x2 with 1 above and below, and the deltas - coming back are: - - d00 d01 d02 d03 - d10 d11 d12 d13 - d20 d21 d22 d23 - d30 d31 d32 d33 - - We know that everything but d11, d12, d21, and d22 on the forward prop is just "y". - So we mask that off (using the forward-prop padding values to determine start, end, - and slice stride): - - d00 d01 d02 d03 - d10 0 0 d13 - d20 0 0 d23 - d30 d31 d32 d33 - - Then sum that up: - - d00 + d01 + d02 + d03 + - d10 + 0 + 0 + d13 + - d20 + 0 + 0 + d23 + - d30 + d31 + d32 + d33 - - For the "x" backprop it's sort of the opposite; just slice out: - - d11 d12 - d21 d22 - - and push that back. -*/ -void op::v0::Pad::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw invalid_argument("Autodiff is not yet implemented for Pad"); -} - std::shared_ptr op::Pad::get_default_value() const { AxisSet axes{}; @@ -360,9 +319,3 @@ shared_ptr op::v1::Pad::clone_with_new_inputs(const OutputVector& new_args return make_shared(new_args.at(0), new_args.at(1), new_args.at(2), m_pad_mode); } } - -void op::v1::Pad::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw invalid_argument("Autodiff is not yet implemented for Pad:v1"); -} diff --git a/ngraph/src/ngraph/op/pad.hpp b/ngraph/src/ngraph/op/pad.hpp index a175dbf..eae8aca 100644 --- a/ngraph/src/ngraph/op/pad.hpp +++ b/ngraph/src/ngraph/op/pad.hpp @@ -81,8 +81,6 @@ namespace ngraph virtual std::shared_ptr get_default_value() const override; protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; CoordinateDiff m_padding_below; CoordinateDiff m_padding_above; Shape m_padding_interior_fake; // LEGACY: This is all zeros. @@ -150,10 +148,6 @@ namespace ngraph /// \return The padding mode. PadMode get_pad_mode() const { return m_pad_mode; } void set_pad_mode(PadMode pad_mode) { m_pad_mode = pad_mode; } - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - private: PadMode m_pad_mode; }; diff --git a/ngraph/src/ngraph/op/parameter.cpp b/ngraph/src/ngraph/op/parameter.cpp index 1594e87..ecbb3ef 100644 --- a/ngraph/src/ngraph/op/parameter.cpp +++ b/ngraph/src/ngraph/op/parameter.cpp @@ -55,12 +55,6 @@ shared_ptr op::Parameter::clone_with_new_inputs(const OutputVector& new_ar return make_shared(m_element_type, m_partial_shape); } -void op::Parameter::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& deltas) -{ - auto delta = deltas.at(0); -} - bool op::Parameter::is_relevant_to_shapes() const { return m_is_relevant_to_shapes; diff --git a/ngraph/src/ngraph/op/parameter.hpp b/ngraph/src/ngraph/op/parameter.hpp index dbfd627..c68d011 100644 --- a/ngraph/src/ngraph/op/parameter.hpp +++ b/ngraph/src/ngraph/op/parameter.hpp @@ -32,10 +32,6 @@ namespace ngraph /// Basic graph operations do not need parameters attached to a function. class NGRAPH_API Parameter : public op::Op { - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - public: static constexpr NodeTypeInfo type_info{"Parameter", 0}; const NodeTypeInfo& get_type_info() const override { return type_info; } diff --git a/ngraph/src/ngraph/op/power.cpp b/ngraph/src/ngraph/op/power.cpp index 0d6e832..349450b 100644 --- a/ngraph/src/ngraph/op/power.cpp +++ b/ngraph/src/ngraph/op/power.cpp @@ -42,24 +42,6 @@ shared_ptr op::v0::Power::clone_with_new_inputs(const OutputVector& new_ar return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::v0::Power::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - auto log_x = make_shared(x); - - adjoints.add_delta(x, delta * y * shared_from_this() / x); - adjoints.add_delta(y, delta * shared_from_this() * log_x); -} - namespace { template @@ -127,24 +109,6 @@ shared_ptr op::v1::Power::clone_with_new_inputs(const OutputVector& new_ar return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::v1::Power::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - auto log_x = make_shared(x); - - adjoints.add_delta(x, delta * y * shared_from_this() / x); - adjoints.add_delta(y, delta * shared_from_this() * log_x); -} - bool op::v1::Power::evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) { return evaluate_power(inputs[0], inputs[1], outputs[0], get_autob()); diff --git a/ngraph/src/ngraph/op/power.hpp b/ngraph/src/ngraph/op/power.hpp index 6f8d918..41391ff 100644 --- a/ngraph/src/ngraph/op/power.hpp +++ b/ngraph/src/ngraph/op/power.hpp @@ -62,10 +62,6 @@ namespace ngraph clone_with_new_inputs(const OutputVector& new_args) const override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } // namespace v0 @@ -111,10 +107,6 @@ namespace ngraph clone_with_new_inputs(const OutputVector& new_args) const override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } // namespace v1 diff --git a/ngraph/src/ngraph/op/quantize.cpp b/ngraph/src/ngraph/op/quantize.cpp index 8504f43..8d379b5 100644 --- a/ngraph/src/ngraph/op/quantize.cpp +++ b/ngraph/src/ngraph/op/quantize.cpp @@ -159,9 +159,3 @@ shared_ptr op::Quantize::clone_with_new_inputs(const OutputVector& new_arg return make_shared( new_args.at(0), new_args.at(1), new_args.at(2), m_type, m_axes, m_round_mode); } - -void op::Quantize::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("Forward-propagation-only operation"); -} diff --git a/ngraph/src/ngraph/op/quantize.hpp b/ngraph/src/ngraph/op/quantize.hpp index 3f07b73..f0bc93f 100644 --- a/ngraph/src/ngraph/op/quantize.hpp +++ b/ngraph/src/ngraph/op/quantize.hpp @@ -103,10 +103,6 @@ namespace ngraph const ngraph::AxisSet& get_axes() const { return m_axes; } RoundMode get_round_mode() const { return m_round_mode; } - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - private: ngraph::element::Type m_type; ngraph::AxisSet m_axes; diff --git a/ngraph/src/ngraph/op/quantized_convolution.cpp b/ngraph/src/ngraph/op/quantized_convolution.cpp index 8f6fff2..5837f9b 100644 --- a/ngraph/src/ngraph/op/quantized_convolution.cpp +++ b/ngraph/src/ngraph/op/quantized_convolution.cpp @@ -192,9 +192,3 @@ shared_ptr op::QuantizedConvolution::clone_with_new_inputs(const OutputVec m_filter_axes, m_output_axes)); } - -void op::QuantizedConvolution::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("Forward-propagation-only operation"); -} diff --git a/ngraph/src/ngraph/op/quantized_convolution.hpp b/ngraph/src/ngraph/op/quantized_convolution.hpp index 44df769..0ebef18 100644 --- a/ngraph/src/ngraph/op/quantized_convolution.hpp +++ b/ngraph/src/ngraph/op/quantized_convolution.hpp @@ -90,9 +90,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - protected: Strides m_window_movement_strides; Strides m_window_dilation_strides; diff --git a/ngraph/src/ngraph/op/quantized_dot.cpp b/ngraph/src/ngraph/op/quantized_dot.cpp index 868d20b..898ad9c 100644 --- a/ngraph/src/ngraph/op/quantized_dot.cpp +++ b/ngraph/src/ngraph/op/quantized_dot.cpp @@ -217,9 +217,3 @@ shared_ptr op::QuantizedDot::clone_with_new_inputs(const OutputVector& new m_input1_axes, m_output_axes)); } - -void op::QuantizedDot::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("Forward-propagation-only operation"); -} diff --git a/ngraph/src/ngraph/op/quantized_dot.hpp b/ngraph/src/ngraph/op/quantized_dot.hpp index 4268ee3..0cde52f 100644 --- a/ngraph/src/ngraph/op/quantized_dot.hpp +++ b/ngraph/src/ngraph/op/quantized_dot.hpp @@ -73,9 +73,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - protected: size_t m_reduction_axes_count; bool m_has_reduction_axes_count; diff --git a/ngraph/src/ngraph/op/reduce_sum.cpp b/ngraph/src/ngraph/op/reduce_sum.cpp index d58632d..ec625ae 100644 --- a/ngraph/src/ngraph/op/reduce_sum.cpp +++ b/ngraph/src/ngraph/op/reduce_sum.cpp @@ -45,16 +45,6 @@ shared_ptr op::v1::ReduceSum::clone_with_new_inputs(const OutputVector& ne return make_shared(new_args.at(0), new_args.at(1), get_keep_dims()); } -void op::v1::ReduceSum::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - auto& x_shape = x.get_shape(); - - adjoints.add_delta(x, make_shared(delta, x_shape, get_reduction_axes())); -} - namespace { template diff --git a/ngraph/src/ngraph/op/reduce_sum.hpp b/ngraph/src/ngraph/op/reduce_sum.hpp index 4da9f2b..24a7010 100644 --- a/ngraph/src/ngraph/op/reduce_sum.hpp +++ b/ngraph/src/ngraph/op/reduce_sum.hpp @@ -100,10 +100,6 @@ namespace ngraph bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } } diff --git a/ngraph/src/ngraph/op/replace_slice.cpp b/ngraph/src/ngraph/op/replace_slice.cpp index bb34b4f..60d0e4e 100644 --- a/ngraph/src/ngraph/op/replace_slice.cpp +++ b/ngraph/src/ngraph/op/replace_slice.cpp @@ -174,20 +174,3 @@ shared_ptr op::ReplaceSlice::clone_with_new_inputs(const OutputVector& new return make_shared( new_args.at(0), new_args.at(1), m_lower_bounds, m_upper_bounds, m_strides); } - -void op::ReplaceSlice::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - auto& y_element_type = y.get_element_type(); - auto y_shape = y.get_shape(); - - auto zeros_shaped_like_y = op::Constant::create(y_element_type, y_shape, {0.0}); - - adjoints.add_delta(x, - make_shared( - delta, zeros_shaped_like_y, m_lower_bounds, m_upper_bounds, m_strides)); - adjoints.add_delta(y, make_shared(delta, m_lower_bounds, m_upper_bounds, m_strides)); -} diff --git a/ngraph/src/ngraph/op/replace_slice.hpp b/ngraph/src/ngraph/op/replace_slice.hpp index 692aee4..2b85536 100644 --- a/ngraph/src/ngraph/op/replace_slice.hpp +++ b/ngraph/src/ngraph/op/replace_slice.hpp @@ -106,9 +106,6 @@ namespace ngraph const Strides& get_strides() const { return m_strides; } void set_strides(const Strides& strides) { m_strides = strides; } protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - Coordinate m_lower_bounds; Coordinate m_upper_bounds; Strides m_strides; diff --git a/ngraph/src/ngraph/op/reshape.cpp b/ngraph/src/ngraph/op/reshape.cpp index 75ebe91..2a1f6b1 100644 --- a/ngraph/src/ngraph/op/reshape.cpp +++ b/ngraph/src/ngraph/op/reshape.cpp @@ -186,39 +186,6 @@ bool op::Reshape::visit_attributes(AttributeVisitor& visitor) return true; } -void op::Reshape::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x_shape = get_input_shape(0); - auto x_rank = x_shape.size(); - Shape permuted_x_shape(x_rank); - AxisVector x_input_order(x_rank); - bool is_permuted = false; - for (size_t i = 0; i < x_rank; ++i) - { - size_t permuted_i = m_input_order[i]; - if (i != permuted_i) - { - is_permuted = true; - } - permuted_x_shape[i] = x_shape[permuted_i]; - x_input_order[permuted_i] = i; - } - AxisVector input_order(m_output_shape.size()); - for (size_t i = 0; i < m_output_shape.size(); i++) - { - input_order[i] = i; - } - auto reshape = make_shared(delta, input_order, permuted_x_shape); - if (is_permuted) - { - reshape = make_shared(reshape, x_input_order, x_shape); - } - - adjoints.add_delta(input_value(0), reshape); -} - bool op::v0::Reshape::evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) { return evaluate_reshape(inputs[0], outputs[0], get_input_order()); @@ -386,12 +353,6 @@ shared_ptr op::v1::Reshape::clone_with_new_inputs(const OutputVector& new_ return make_shared(new_args.at(0), new_args.at(1), m_special_zero); } -void op::v1::Reshape::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("generate_adjoints not implemented for Reshape"); -} - bool op::v1::Reshape::evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) { // infer and set output shape if the output shape contain -1 diff --git a/ngraph/src/ngraph/op/reshape.hpp b/ngraph/src/ngraph/op/reshape.hpp index ef6d435..a68f439 100644 --- a/ngraph/src/ngraph/op/reshape.hpp +++ b/ngraph/src/ngraph/op/reshape.hpp @@ -105,9 +105,6 @@ namespace ngraph const HostTensorVector& inputs) override; protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - AxisVector m_input_order; Shape m_output_shape; bool m_is_transpose{false}; @@ -154,10 +151,6 @@ namespace ngraph bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - private: bool m_special_zero; }; diff --git a/ngraph/src/ngraph/op/result.cpp b/ngraph/src/ngraph/op/result.cpp index 5f4d492..bce3d21 100644 --- a/ngraph/src/ngraph/op/result.cpp +++ b/ngraph/src/ngraph/op/result.cpp @@ -55,13 +55,6 @@ shared_ptr op::Result::clone_with_new_inputs(const OutputVector& new_args) return std::move(res); } -void op::Result::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - adjoints.add_delta(input_value(0), delta); -} - bool op::Result::evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) { outputs[0]->set_unary(inputs[0]); diff --git a/ngraph/src/ngraph/op/result.hpp b/ngraph/src/ngraph/op/result.hpp index 6395418..6c8ec09 100644 --- a/ngraph/src/ngraph/op/result.hpp +++ b/ngraph/src/ngraph/op/result.hpp @@ -52,10 +52,6 @@ namespace ngraph bool constant_fold(OutputVector& output_values, const OutputVector& inputs_values) override; - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - private: bool m_needs_default_layout{false}; }; diff --git a/ngraph/src/ngraph/op/reverse.cpp b/ngraph/src/ngraph/op/reverse.cpp index 088fbe2..7fd5e81 100644 --- a/ngraph/src/ngraph/op/reverse.cpp +++ b/ngraph/src/ngraph/op/reverse.cpp @@ -63,15 +63,6 @@ shared_ptr op::v0::Reverse::clone_with_new_inputs(const OutputVector& new_ return make_shared(new_args.at(0), m_reversed_axes); } -void op::v0::Reverse::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, make_shared(delta, m_reversed_axes)); -} - constexpr NodeTypeInfo op::v1::Reverse::type_info; op::v1::Reverse::Reverse(const Output& data, @@ -182,16 +173,6 @@ shared_ptr op::v1::Reverse::clone_with_new_inputs(const OutputVector& new_ return make_shared(new_args.at(0), new_args.at(1), m_mode); } -void op::v1::Reverse::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - const auto delta = deltas.at(0); - - const auto x = input_value(0); - const auto reversed_axes = input_value(1); - - adjoints.add_delta(x, make_shared(delta, reversed_axes, m_mode)); -} - op::v1::Reverse::Mode op::v1::Reverse::mode_from_string(const std::string& mode) const { static const std::map allowed_values = {{"index", Mode::INDEX}, diff --git a/ngraph/src/ngraph/op/reverse.hpp b/ngraph/src/ngraph/op/reverse.hpp index 3c81aa4..39ab2e1 100644 --- a/ngraph/src/ngraph/op/reverse.hpp +++ b/ngraph/src/ngraph/op/reverse.hpp @@ -73,9 +73,6 @@ namespace ngraph } protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - AxisSet m_reversed_axes; }; } @@ -119,9 +116,6 @@ namespace ngraph void set_mode(const Mode mode) { m_mode = mode; } virtual size_t get_version() const override { return 1; } protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - Mode mode_from_string(const std::string& mode) const; /// \brief Indicates how the values from the second input should be interpreted. diff --git a/ngraph/src/ngraph/op/reverse_sequence.cpp b/ngraph/src/ngraph/op/reverse_sequence.cpp index 969d207..e7ffb52 100644 --- a/ngraph/src/ngraph/op/reverse_sequence.cpp +++ b/ngraph/src/ngraph/op/reverse_sequence.cpp @@ -98,12 +98,3 @@ shared_ptr op::ReverseSequence::clone_with_new_inputs(const OutputVector& make_shared(new_args.at(0), new_args.at(1), m_batch_axis, m_seq_axis); return move(res); } - -void op::ReverseSequence::generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) -{ - auto x = input_value(0); - auto rs_delta = - make_shared(deltas.at(0), input_value(1), m_batch_axis, m_seq_axis); - adjoints.add_delta(x, rs_delta); -} diff --git a/ngraph/src/ngraph/op/reverse_sequence.hpp b/ngraph/src/ngraph/op/reverse_sequence.hpp index b0585bc..0746eb2 100644 --- a/ngraph/src/ngraph/op/reverse_sequence.hpp +++ b/ngraph/src/ngraph/op/reverse_sequence.hpp @@ -54,10 +54,6 @@ namespace ngraph size_t get_sequence_axis() const { return m_normalized_seq_axis; } int64_t get_origin_sequence_axis() const { return m_seq_axis; } void set_sequence_axis(int64_t sequence_axis) { m_seq_axis = sequence_axis; } - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - private: int64_t m_batch_axis; int64_t m_seq_axis; diff --git a/ngraph/src/ngraph/op/scatter_add.hpp b/ngraph/src/ngraph/op/scatter_add.hpp index d62f1e8..2c6b65e 100644 --- a/ngraph/src/ngraph/op/scatter_add.hpp +++ b/ngraph/src/ngraph/op/scatter_add.hpp @@ -44,12 +44,6 @@ namespace ngraph } void validate_and_infer_types() override; - - void generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) override - { - throw ngraph_error("Not yet implemented"); - } virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; }; diff --git a/ngraph/src/ngraph/op/select.cpp b/ngraph/src/ngraph/op/select.cpp index 4e97dad..2cdd22d 100644 --- a/ngraph/src/ngraph/op/select.cpp +++ b/ngraph/src/ngraph/op/select.cpp @@ -95,26 +95,6 @@ bool op::v1::Select::visit_attributes(AttributeVisitor& visitor) return true; } -void op::v1::Select::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_auto_broadcast().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto p = input_value(0); - auto x = input_value(1); - auto y = input_value(2); - - auto p_as_x_type = make_shared(p, x.get_element_type()); - auto not_p_as_y_type = make_shared(make_shared(p), y.get_element_type()); - - adjoints.add_delta(x, delta * p_as_x_type); - adjoints.add_delta(y, delta * not_p_as_y_type); -} - constexpr NodeTypeInfo op::v0::Select::type_info; op::v0::Select::Select(const Output& arg0, const Output& arg1, const Output& arg2) @@ -156,18 +136,3 @@ shared_ptr op::v0::Select::clone_with_new_inputs(const OutputVector& new_a check_new_args_count(this, new_args); return make_shared(new_args.at(0), new_args.at(1), new_args.at(2)); } - -void op::Select::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto p = input_value(0); - auto x = input_value(1); - auto y = input_value(2); - - auto p_as_x_type = make_shared(p, x.get_element_type()); - auto not_p_as_y_type = make_shared(make_shared(p), y.get_element_type()); - - adjoints.add_delta(x, delta * p_as_x_type); - adjoints.add_delta(y, delta * not_p_as_y_type); -} diff --git a/ngraph/src/ngraph/op/select.hpp b/ngraph/src/ngraph/op/select.hpp index ee9d4f1..3461b3c 100644 --- a/ngraph/src/ngraph/op/select.hpp +++ b/ngraph/src/ngraph/op/select.hpp @@ -60,10 +60,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; void validate_and_infer_types() override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } @@ -124,10 +120,6 @@ namespace ngraph bool supports_auto_broadcast() const override { return true; } // TODO: Move all uses of get_autob to get_auto_broadcast() and remove this. const AutoBroadcastSpec& get_autob() const override { return m_auto_broadcast; } - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - private: AutoBroadcastSpec m_auto_broadcast; }; diff --git a/ngraph/src/ngraph/op/sin.cpp b/ngraph/src/ngraph/op/sin.cpp index ad5e57f..95599ef 100644 --- a/ngraph/src/ngraph/op/sin.cpp +++ b/ngraph/src/ngraph/op/sin.cpp @@ -43,15 +43,6 @@ shared_ptr op::Sin::clone_with_new_inputs(const OutputVector& new_args) co return make_shared(new_args.at(0)); } -void op::Sin::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, delta * (make_shared(x))); -} - namespace { template diff --git a/ngraph/src/ngraph/op/sin.hpp b/ngraph/src/ngraph/op/sin.hpp index 8c96358..6af0f52 100644 --- a/ngraph/src/ngraph/op/sin.hpp +++ b/ngraph/src/ngraph/op/sin.hpp @@ -55,10 +55,6 @@ namespace ngraph clone_with_new_inputs(const OutputVector& new_args) const override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Sin; diff --git a/ngraph/src/ngraph/op/sinh.cpp b/ngraph/src/ngraph/op/sinh.cpp index a55c978..4d959bd 100644 --- a/ngraph/src/ngraph/op/sinh.cpp +++ b/ngraph/src/ngraph/op/sinh.cpp @@ -43,15 +43,6 @@ shared_ptr op::Sinh::clone_with_new_inputs(const OutputVector& new_args) c return make_shared(new_args.at(0)); } -void op::Sinh::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, delta * (make_shared(x))); -} - namespace { template diff --git a/ngraph/src/ngraph/op/sinh.hpp b/ngraph/src/ngraph/op/sinh.hpp index b443fd5..fc4170b 100644 --- a/ngraph/src/ngraph/op/sinh.hpp +++ b/ngraph/src/ngraph/op/sinh.hpp @@ -41,10 +41,6 @@ namespace ngraph clone_with_new_inputs(const OutputVector& new_args) const override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Sinh; diff --git a/ngraph/src/ngraph/op/slice.cpp b/ngraph/src/ngraph/op/slice.cpp index dc9e2e2..4e04e8c 100644 --- a/ngraph/src/ngraph/op/slice.cpp +++ b/ngraph/src/ngraph/op/slice.cpp @@ -130,12 +130,3 @@ shared_ptr op::Slice::clone_with_new_inputs(const OutputVector& new_args) check_new_args_count(this, new_args); return make_shared(new_args.at(0), m_lower_bounds, m_upper_bounds, m_strides); } - -void op::Slice::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta_to_slice(x, delta, m_lower_bounds, m_upper_bounds, m_strides); -} diff --git a/ngraph/src/ngraph/op/slice.hpp b/ngraph/src/ngraph/op/slice.hpp index 3e3bc42..595d73d 100644 --- a/ngraph/src/ngraph/op/slice.hpp +++ b/ngraph/src/ngraph/op/slice.hpp @@ -69,9 +69,6 @@ namespace ngraph /// \return The slicing strides. const Strides& get_strides() const { return m_strides; } protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - Coordinate m_lower_bounds; Coordinate m_upper_bounds; Strides m_strides; diff --git a/ngraph/src/ngraph/op/softmax.cpp b/ngraph/src/ngraph/op/softmax.cpp index 0125ee2..f87d8f3 100644 --- a/ngraph/src/ngraph/op/softmax.cpp +++ b/ngraph/src/ngraph/op/softmax.cpp @@ -126,36 +126,6 @@ shared_ptr op::v0::Softmax::clone_with_new_inputs(const OutputVector& new_ return make_shared(new_args.at(0), new_args.at(1)); } -void op::v0::Softmax::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - NGRAPH_CHECK(are_axes_constant(), "axes need to be constant"); - auto axes = get_axes(); - - auto z = delta * shared_from_this(); - auto zsum = make_shared(z, axes); - - Shape shape; - for (size_t i = 0; i < get_shape().size(); ++i) - { - if (axes.find(i) == axes.end()) - { - shape.push_back(get_shape()[i]); - } - else - { - shape.push_back(1); - } - } - auto order = ngraph::get_default_order(zsum->get_shape()); - auto zreshape = make_shared(zsum, order, shape); - - auto adjoint = z - builder::make_with_numpy_broadcast(output(0), zreshape); - - auto x = input_value(0); - adjoints.add_delta(x, adjoint); -} - namespace { template @@ -227,42 +197,3 @@ bool op::v1::Softmax::evaluate(const HostTensorVector& outputs, const HostTensor outputs[0]->set_unary(inputs[0]); return evaluate_softmax(inputs[0], outputs[0], AxisSet{m_axis}); } - -void op::v1::Softmax::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("op::v1::Softmax::generate_adjoints function is not implemented yet"); - - /* This might work, but as of this writing we have no way to test it, so we are being - careful - auto delta = deltas.at(0); - - auto z = delta * shared_from_this(); - - std::vector axes(get_shape().size() - m_axis); - std::iota(std::begin(axes), std::end(axes), m_axis); - AxisSet axes_set{axes}; - - auto zsum = make_shared(z, axes_set); - - Shape shape; - for (size_t i = 0; i < get_shape().size(); ++i) - { - if (axes_set.find(i) == axes_set.end()) - { - shape.push_back(get_shape()[i]); - } - else - { - shape.push_back(1); - } - } - auto order = ngraph::get_default_order(zsum->get_shape()); - auto zreshape = make_shared(zsum, order, shape); - - auto adjoint = z - builder::make_with_numpy_broadcast(output(0), zreshape); - - auto x = input_value(0); - adjoints.add_delta(x, adjoint); - */ -} diff --git a/ngraph/src/ngraph/op/softmax.hpp b/ngraph/src/ngraph/op/softmax.hpp index eb21e94..8a1a2cc 100644 --- a/ngraph/src/ngraph/op/softmax.hpp +++ b/ngraph/src/ngraph/op/softmax.hpp @@ -63,10 +63,6 @@ namespace ngraph bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } @@ -103,10 +99,6 @@ namespace ngraph bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - private: size_t m_axis; }; diff --git a/ngraph/src/ngraph/op/sqrt.cpp b/ngraph/src/ngraph/op/sqrt.cpp index abde35f..5477919 100644 --- a/ngraph/src/ngraph/op/sqrt.cpp +++ b/ngraph/src/ngraph/op/sqrt.cpp @@ -43,15 +43,6 @@ shared_ptr op::Sqrt::clone_with_new_inputs(const OutputVector& new_args) c return make_shared(new_args.at(0)); } -void op::Sqrt::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, delta / (shared_from_this() + shared_from_this())); -} - namespace { template diff --git a/ngraph/src/ngraph/op/sqrt.hpp b/ngraph/src/ngraph/op/sqrt.hpp index d8cf083..2a6ee49 100644 --- a/ngraph/src/ngraph/op/sqrt.hpp +++ b/ngraph/src/ngraph/op/sqrt.hpp @@ -55,10 +55,6 @@ namespace ngraph clone_with_new_inputs(const OutputVector& new_args) const override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Sqrt; diff --git a/ngraph/src/ngraph/op/strided_slice.cpp b/ngraph/src/ngraph/op/strided_slice.cpp index e8c4347..12210b0 100644 --- a/ngraph/src/ngraph/op/strided_slice.cpp +++ b/ngraph/src/ngraph/op/strided_slice.cpp @@ -227,12 +227,6 @@ shared_ptr op::v1::StridedSlice::clone_with_new_inputs(const OutputVector& m_ellipsis_mask); } -void op::v1::StridedSlice::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("generate_adjoints not implemented for StridedSlice"); -} - namespace { template diff --git a/ngraph/src/ngraph/op/strided_slice.hpp b/ngraph/src/ngraph/op/strided_slice.hpp index 0f0ff0d..551501b 100644 --- a/ngraph/src/ngraph/op/strided_slice.hpp +++ b/ngraph/src/ngraph/op/strided_slice.hpp @@ -106,10 +106,6 @@ namespace ngraph bool evaluate(const HostTensorVector& output_values, const HostTensorVector& input_values) override; - protected: - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - private: AxisSet convert_mask_to_axis_set(const std::vector& mask) const; diff --git a/ngraph/src/ngraph/op/subtract.cpp b/ngraph/src/ngraph/op/subtract.cpp index 930d72f..454b8c8 100644 --- a/ngraph/src/ngraph/op/subtract.cpp +++ b/ngraph/src/ngraph/op/subtract.cpp @@ -40,22 +40,6 @@ shared_ptr op::v0::Subtract::clone_with_new_inputs(const OutputVector& new return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::Subtract::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - adjoints.add_delta(x, delta); - adjoints.add_delta(y, -delta); -} - shared_ptr ngraph::operator-(const Output arg0, const Output arg1) { return make_shared(arg0, arg1); @@ -128,22 +112,6 @@ shared_ptr op::v1::Subtract::clone_with_new_inputs(const OutputVector& new return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::v1::Subtract::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - - auto delta = deltas.at(0); - - auto x = input_value(0); - auto y = input_value(1); - - adjoints.add_delta(x, delta); - adjoints.add_delta(y, -delta); -} - bool op::v1::Subtract::evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) { return evaluate_subtract(inputs[0], inputs[1], outputs[0], get_autob()); diff --git a/ngraph/src/ngraph/op/subtract.hpp b/ngraph/src/ngraph/op/subtract.hpp index 1b8cbe9..dfa5405 100644 --- a/ngraph/src/ngraph/op/subtract.hpp +++ b/ngraph/src/ngraph/op/subtract.hpp @@ -47,9 +47,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; }; @@ -81,9 +78,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; }; diff --git a/ngraph/src/ngraph/op/sum.cpp b/ngraph/src/ngraph/op/sum.cpp index ea5d2b1..ebd5d64 100644 --- a/ngraph/src/ngraph/op/sum.cpp +++ b/ngraph/src/ngraph/op/sum.cpp @@ -44,16 +44,6 @@ shared_ptr op::Sum::clone_with_new_inputs(const OutputVector& new_args) co return make_shared(new_args.at(0), new_args.at(1)); } -void op::v0::Sum::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - auto& x_shape = x.get_shape(); - - adjoints.add_delta(x, make_shared(delta, x_shape, get_reduction_axes())); -} - shared_ptr op::v0::Sum::get_default_value() const { return ngraph::make_constant_from_string("0", get_element_type(), get_shape()); diff --git a/ngraph/src/ngraph/op/sum.hpp b/ngraph/src/ngraph/op/sum.hpp index 80a0572..eeabc80 100644 --- a/ngraph/src/ngraph/op/sum.hpp +++ b/ngraph/src/ngraph/op/sum.hpp @@ -100,10 +100,6 @@ namespace ngraph bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } // default opset version diff --git a/ngraph/src/ngraph/op/tan.cpp b/ngraph/src/ngraph/op/tan.cpp index f348113..2c04708 100644 --- a/ngraph/src/ngraph/op/tan.cpp +++ b/ngraph/src/ngraph/op/tan.cpp @@ -44,17 +44,6 @@ shared_ptr op::Tan::clone_with_new_inputs(const OutputVector& new_args) co return make_shared(new_args.at(0)); } -void op::Tan::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - auto c = make_shared(x); - - adjoints.add_delta(x, delta / (c * c)); -} - namespace { template diff --git a/ngraph/src/ngraph/op/tan.hpp b/ngraph/src/ngraph/op/tan.hpp index ce2a009..59129aa 100644 --- a/ngraph/src/ngraph/op/tan.hpp +++ b/ngraph/src/ngraph/op/tan.hpp @@ -55,10 +55,6 @@ namespace ngraph clone_with_new_inputs(const OutputVector& new_args) const override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Tan; diff --git a/ngraph/src/ngraph/op/tanh.cpp b/ngraph/src/ngraph/op/tanh.cpp index fcb6ded..2396535 100644 --- a/ngraph/src/ngraph/op/tanh.cpp +++ b/ngraph/src/ngraph/op/tanh.cpp @@ -43,15 +43,6 @@ shared_ptr op::Tanh::clone_with_new_inputs(const OutputVector& new_args) c return make_shared(new_args.at(0)); } -void op::Tanh::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - adjoints.add_delta(x, delta - (delta * (shared_from_this() * shared_from_this()))); -} - namespace { template diff --git a/ngraph/src/ngraph/op/tanh.hpp b/ngraph/src/ngraph/op/tanh.hpp index b7cfabd..90f1317 100644 --- a/ngraph/src/ngraph/op/tanh.hpp +++ b/ngraph/src/ngraph/op/tanh.hpp @@ -41,10 +41,6 @@ namespace ngraph clone_with_new_inputs(const OutputVector& new_args) const override; bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Tanh; diff --git a/ngraph/src/ngraph/op/tile.cpp b/ngraph/src/ngraph/op/tile.cpp index 783b41a..723fa8e 100644 --- a/ngraph/src/ngraph/op/tile.cpp +++ b/ngraph/src/ngraph/op/tile.cpp @@ -93,10 +93,3 @@ shared_ptr op::Tile::clone_with_new_inputs(const OutputVector& new_args) c check_new_args_count(this, new_args); return make_shared(new_args.at(0), new_args.at(1)); } - -// TODO: This function is not implemented! -void op::Tile::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("generate_adjoints not implemented for Tile"); -} diff --git a/ngraph/src/ngraph/op/tile.hpp b/ngraph/src/ngraph/op/tile.hpp index ade11de..e3c503b 100644 --- a/ngraph/src/ngraph/op/tile.hpp +++ b/ngraph/src/ngraph/op/tile.hpp @@ -43,10 +43,6 @@ namespace ngraph virtual std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v0::Tile; diff --git a/ngraph/src/ngraph/op/topk.cpp b/ngraph/src/ngraph/op/topk.cpp index 43898d5..a3d2e9d 100644 --- a/ngraph/src/ngraph/op/topk.cpp +++ b/ngraph/src/ngraph/op/topk.cpp @@ -222,12 +222,6 @@ shared_ptr op::v0::TopK::clone_with_new_inputs(const OutputVector& new_arg m_sort); } -void op::v0::TopK::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("Forward-propagation-only operation"); -} - namespace { template @@ -630,12 +624,6 @@ size_t op::v1::TopK::validate_and_get_k(const shared_ptr& k_consta return static_cast(k_const_contents[0]); } -void op::v1::TopK::generate_adjoints(autodiff::Adjoints& /*adjoints*/, - const OutputVector& /* deltas */) -{ - throw ngraph_error("Forward-propagation-only operation"); -} - shared_ptr op::v1::TopK::clone_with_new_inputs(const OutputVector& new_args) const { check_new_args_count(this, new_args); diff --git a/ngraph/src/ngraph/op/topk.hpp b/ngraph/src/ngraph/op/topk.hpp index 87b5890..52c5804 100644 --- a/ngraph/src/ngraph/op/topk.hpp +++ b/ngraph/src/ngraph/op/topk.hpp @@ -109,8 +109,6 @@ namespace ngraph element::Type m_index_element_type; bool m_compute_max{false}; SortType m_sort{SortType::NONE}; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; Shape compute_output_shape(const Shape input_shape, const int64_t k, const size_t axis); @@ -197,9 +195,6 @@ namespace ngraph SortType m_sort; element::Type m_index_element_type{element::i32}; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - virtual size_t read_k_from_constant_node(const std::shared_ptr& node, const element::Type& k_element_type) const; diff --git a/ngraph/src/ngraph/op/transpose.cpp b/ngraph/src/ngraph/op/transpose.cpp index ad2b013..ac3e654 100644 --- a/ngraph/src/ngraph/op/transpose.cpp +++ b/ngraph/src/ngraph/op/transpose.cpp @@ -84,14 +84,6 @@ shared_ptr op::v1::Transpose::copy_with_new_args(const NodeVector& new_arg return make_shared(new_args[0], new_args[1]); } -// TODO(amprocte): This will require some way of inverting the permutation in-graph. (TensorFlow, -// for example, has an InvertPermutation op, but that doesn't feel very nGraph-y somehow.) -void op::v1::Transpose::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("generate_adjoints not implemented for Transpose"); -} - namespace { template diff --git a/ngraph/src/ngraph/op/transpose.hpp b/ngraph/src/ngraph/op/transpose.hpp index 87887ba..36e17f3 100644 --- a/ngraph/src/ngraph/op/transpose.hpp +++ b/ngraph/src/ngraph/op/transpose.hpp @@ -55,10 +55,6 @@ namespace ngraph bool evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } using v1::Transpose; diff --git a/ngraph/src/ngraph/op/util/broadcast_base.cpp b/ngraph/src/ngraph/op/util/broadcast_base.cpp index 19046c3..9631d8c 100644 --- a/ngraph/src/ngraph/op/util/broadcast_base.cpp +++ b/ngraph/src/ngraph/op/util/broadcast_base.cpp @@ -291,24 +291,6 @@ std::pair op::util::BroadcastBase::get_broadcast_axes() const return std::make_pair(axes_known, broadcast_axes); } -void op::util::BroadcastBase::generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) -{ - auto delta = deltas.at(0); - - auto x = input_value(0); - - auto broadcast_axes = get_broadcast_axes(); - if (broadcast_axes.first) - { - adjoints.add_delta(x, make_shared(delta, broadcast_axes.second)); - } - else - { - throw ngraph_error("Autodiff not supported on dynamic op variants"); - } -} - template bool op::util::BroadcastBase::evaluate(const HostTensorPtr& arg0, const HostTensorPtr& out, diff --git a/ngraph/src/ngraph/op/util/broadcast_base.hpp b/ngraph/src/ngraph/op/util/broadcast_base.hpp index f302645..aa84132 100644 --- a/ngraph/src/ngraph/op/util/broadcast_base.hpp +++ b/ngraph/src/ngraph/op/util/broadcast_base.hpp @@ -64,8 +64,6 @@ namespace ngraph const HostTensorVector& inputs) override; protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; BroadcastModeSpec m_mode; bool evaluate_broadcast(const HostTensorPtr& arg0, diff --git a/ngraph/src/ngraph/op/util/fused_op.cpp b/ngraph/src/ngraph/op/util/fused_op.cpp index 3cf30e5..31ccd7b 100644 --- a/ngraph/src/ngraph/op/util/fused_op.cpp +++ b/ngraph/src/ngraph/op/util/fused_op.cpp @@ -59,10 +59,3 @@ void op::util::FusedOp::validate_and_infer_types() post_validate_and_infer_types(); } - -void op::util::FusedOp::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - // TODO - throw ngraph_error("Autodiff on fused ops not supported yet"); -} diff --git a/ngraph/src/ngraph/op/util/fused_op.hpp b/ngraph/src/ngraph/op/util/fused_op.hpp index 20389d1..e161912 100644 --- a/ngraph/src/ngraph/op/util/fused_op.hpp +++ b/ngraph/src/ngraph/op/util/fused_op.hpp @@ -49,9 +49,6 @@ namespace ngraph // Post-validation hook that will be invoked after op decomposition // in validate_and_infer_types(). virtual void post_validate_and_infer_types() {} - void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; - protected: FusedOp(); diff --git a/ngraph/src/ngraph/op/util/index_reduction.cpp b/ngraph/src/ngraph/op/util/index_reduction.cpp index 3dbc0f8..f4fd0ab 100644 --- a/ngraph/src/ngraph/op/util/index_reduction.cpp +++ b/ngraph/src/ngraph/op/util/index_reduction.cpp @@ -103,12 +103,6 @@ void op::util::IndexReduction::validate_and_infer_types() set_output_type(0, m_index_element_type, output_shape); } -void op::util::IndexReduction::generate_adjoints(autodiff::Adjoints& /* adjoints */, - const OutputVector& /* deltas */) -{ - throw ngraph_error("Forward-propagation-only operation"); -} - bool op::util::IndexReduction::visit_attributes(AttributeVisitor& visitor) { visitor.on_attribute("axis", m_axis); diff --git a/ngraph/src/ngraph/op/util/index_reduction.hpp b/ngraph/src/ngraph/op/util/index_reduction.hpp index 8bfe273..4338a22 100644 --- a/ngraph/src/ngraph/op/util/index_reduction.hpp +++ b/ngraph/src/ngraph/op/util/index_reduction.hpp @@ -49,9 +49,6 @@ namespace ngraph protected: uint64_t m_axis{0}; element::Type m_index_element_type; - - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } } diff --git a/ngraph/src/ngraph/op/util/scatter_base.cpp b/ngraph/src/ngraph/op/util/scatter_base.cpp index 10e13cd..e13d1ab 100644 --- a/ngraph/src/ngraph/op/util/scatter_base.cpp +++ b/ngraph/src/ngraph/op/util/scatter_base.cpp @@ -137,8 +137,3 @@ bool op::util::ScatterBase::visit_attributes(AttributeVisitor& visitor) { return true; } - -void op::util::ScatterBase::generate_adjoints(autodiff::Adjoints&, const OutputVector&) -{ - throw ngraph_error("Not yet implemented"); -} diff --git a/ngraph/src/ngraph/op/util/scatter_base.hpp b/ngraph/src/ngraph/op/util/scatter_base.hpp index f41787d..22fc3c9 100644 --- a/ngraph/src/ngraph/op/util/scatter_base.hpp +++ b/ngraph/src/ngraph/op/util/scatter_base.hpp @@ -34,8 +34,6 @@ namespace ngraph const NodeTypeInfo& get_type_info() const override { return type_info; } virtual void validate_and_infer_types() override; virtual bool visit_attributes(AttributeVisitor& visitor) override; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; protected: ScatterBase() = default; diff --git a/ngraph/src/ngraph/op/util/scatter_nd_base.cpp b/ngraph/src/ngraph/op/util/scatter_nd_base.cpp index 721d352..2bb6b9c 100644 --- a/ngraph/src/ngraph/op/util/scatter_nd_base.cpp +++ b/ngraph/src/ngraph/op/util/scatter_nd_base.cpp @@ -102,8 +102,3 @@ void op::util::ScatterNDBase::validate_and_infer_types() set_output_type(0, inputs_et, inputs_shape); } - -void op::util::ScatterNDBase::generate_adjoints(autodiff::Adjoints&, const OutputVector&) -{ - throw ngraph_error("Not yet implemented"); -} diff --git a/ngraph/src/ngraph/op/util/scatter_nd_base.hpp b/ngraph/src/ngraph/op/util/scatter_nd_base.hpp index f92d349..4f1c823 100644 --- a/ngraph/src/ngraph/op/util/scatter_nd_base.hpp +++ b/ngraph/src/ngraph/op/util/scatter_nd_base.hpp @@ -39,8 +39,6 @@ namespace ngraph const NodeTypeInfo& get_type_info() const override { return type_info; } virtual void validate_and_infer_types() override; virtual bool visit_attributes(AttributeVisitor& visitor) override; - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; protected: ScatterNDBase() = default; diff --git a/ngraph/src/ngraph/pass/like_replacement.cpp b/ngraph/src/ngraph/pass/like_replacement.cpp index bce9981..692e3f8 100644 --- a/ngraph/src/ngraph/pass/like_replacement.cpp +++ b/ngraph/src/ngraph/pass/like_replacement.cpp @@ -45,22 +45,13 @@ static bool replace_broadcast_like(const std::shared_ptr& node) return true; } -static bool replace_scalar_constant_like(const std::shared_ptr& node) -{ - auto scalar_constant_like = as_type_ptr(node); - replace_node(node, scalar_constant_like->as_constant()); - return true; -} - static const map&)>> dispatcher{ - {op::BroadcastLike::type_info, replace_broadcast_like}, - {op::ScalarConstantLike::type_info, replace_scalar_constant_like}}; + {op::BroadcastLike::type_info, replace_broadcast_like}}; bool pass::LikeReplacement::run_on_function(shared_ptr function_ptr) { static const map&)>> dispatcher{ - {op::BroadcastLike::type_info, replace_broadcast_like}, - {op::ScalarConstantLike::type_info, replace_scalar_constant_like}}; + {op::BroadcastLike::type_info, replace_broadcast_like}}; bool clobbered = false; for (const auto& n : function_ptr->get_ops()) diff --git a/ngraph/src/ngraph/serializer.cpp b/ngraph/src/ngraph/serializer.cpp index 4607569..7906c84 100644 --- a/ngraph/src/ngraph/serializer.cpp +++ b/ngraph/src/ngraph/serializer.cpp @@ -1946,12 +1946,6 @@ shared_ptr JSONDeserializer::deserialize_node(json node_js) node = make_shared(args[0]); break; } - case OP_TYPEID::ScalarConstantLike: - { - double value = node_js.at("value").get(); - node = make_shared(args[0], value); - break; - } case OP_TYPEID::ScaleShift: { node = make_shared(args[0], args[1], args[2]); @@ -3000,14 +2994,6 @@ json JSONSerializer::serialize_node(const Node& n) node["activations_beta"] = tmp->get_activations_beta(); break; } - case OP_TYPEID::ScalarConstantLike: - { - auto tmp = static_cast(&n); - auto constant = tmp->as_constant(); - char* p_end; - node["value"] = strtod(constant->get_value_strings()[0].c_str(), &p_end); - break; - } case OP_TYPEID::ScaleShift: { break; } case OP_TYPEID::ScatterAdd: { break; diff --git a/ngraph/test/CMakeLists.txt b/ngraph/test/CMakeLists.txt index f963f87..63feba1 100644 --- a/ngraph/test/CMakeLists.txt +++ b/ngraph/test/CMakeLists.txt @@ -117,7 +117,6 @@ set(SRC type_prop/broadcast.cpp type_prop/bucketize.cpp type_prop/clamp.cpp - type_prop/compat.cpp type_prop/concat.cpp type_prop/constant.cpp type_prop/convert.cpp @@ -215,7 +214,6 @@ endif() set(DIRECTORIES_IGNORED runtime frontend) set(NGRAPH_MAIN_SRC_DIR "${CMAKE_SOURCE_DIR}/src/ngraph") file(GLOB_RECURSE LIST_RECURSE - "${NGRAPH_MAIN_SRC_DIR}/autodiff/*.hpp" "${NGRAPH_MAIN_SRC_DIR}/builder/*.hpp" "${NGRAPH_MAIN_SRC_DIR}/codegen/*.hpp" "${NGRAPH_MAIN_SRC_DIR}/descriptor/*.hpp" @@ -288,7 +286,6 @@ set(MULTI_TEST_SRC backend/atan.in.cpp backend/atanh.in.cpp backend/auto_broadcast.in.cpp - backend/autodiff.in.cpp backend/batch_norm.in.cpp backend/broadcast.in.cpp backend/builder_reduce_ops_opset1.in.cpp @@ -297,7 +294,6 @@ set(MULTI_TEST_SRC backend/concat.in.cpp backend/constant.in.cpp backend/convert.in.cpp - backend/convolution_reference.in.cpp backend/convolution.in.cpp backend/cos.in.cpp backend/cosh.in.cpp @@ -393,11 +389,6 @@ if (NGRAPH_ONNX_IMPORT_ENABLE AND NOT NGRAPH_USE_PROTOBUF_LITE) endif() foreach(BACKEND_NAME ${ACTIVE_BACKEND_LIST}) - # Some---but not all---autodiff tests go through multiple iterations with - # different random seeds. On the CPU backend this is currently very slow - # because the autodiff tests recompile with each iteration. That behavior - # can be changed, but it's a bit involved, so for the time being we just - # reduce the number of test iterations on non-INTERPRETER backends. if(${BACKEND_NAME} MATCHES ^INTERPRETER$) set(TEST_LOOPS 100) else() diff --git a/ngraph/test/backend/autodiff.in.cpp b/ngraph/test/backend/autodiff.in.cpp deleted file mode 100644 index f81ac1b..0000000 --- a/ngraph/test/backend/autodiff.in.cpp +++ /dev/null @@ -1,1234 +0,0 @@ -//***************************************************************************** -// Copyright 2017-2020 Intel Corporation -// -// Licensed under the Apache License, Version 2.0 (the "License"); -// you may not use this file except in compliance with the License. -// You may obtain a copy of the License at -// -// http://www.apache.org/licenses/LICENSE-2.0 -// -// Unless required by applicable law or agreed to in writing, software -// distributed under the License is distributed on an "AS IS" BASIS, -// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -// See the License for the specific language governing permissions and -// limitations under the License. -//***************************************************************************** - -#include -#include -#include -#include - -#include "gtest/gtest.h" - -// clang-format off -#define AUTODIFF_BACKEND_${BACKEND_NAME} -// clang-format on - -#include "ngraph/ngraph.hpp" -#include "runtime/backend.hpp" -#include "ngraph/runtime/tensor.hpp" -#include "ngraph/pass/manager.hpp" -#include "ngraph/runtime/reference/avg_pool.hpp" -#include "util/autodiff/backprop_function.hpp" -#include "util/autodiff/numeric_compare.hpp" -#include "util/random.hpp" -#include "util/test_control.hpp" -using namespace std; -using namespace ngraph; - -static string s_manifest = "${MANIFEST}"; - -NGRAPH_TEST(${BACKEND_NAME}, backwards_abs) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - // The numeric derivative and the symbolic one may disagree around 0, so we will dance around - // that point by skipping (-0.01,0.01). - test::Uniform rng_neg(-1.0f, -0.01f); - test::Uniform rng_pos(0.01f, 1.0f); - Shape shape{2, 3}; - - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X), - std::vector>{X}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x_neg = rng_neg.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_neg}, .01f, .01f)); - - auto x_pos = rng_pos.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_pos}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_acos) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-0.9f, 0.9f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_add) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - auto x1 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - auto X1 = make_shared(element::f32, shape); - return make_shared(X0 + X1, std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_add_nested) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - auto x1 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - auto X1 = make_shared(element::f32, shape); - return make_shared((X0 + X1) + (X1 + X0), - std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_asin) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-0.9f, 0.9f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_atan) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-10.0f, 10.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_broadcast0) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, Shape{2, 3}, AxisSet{0}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_broadcast1) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, Shape{3, 2}, AxisSet{1}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_concat_vector) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape_0{3}; - auto x0 = rng.initialize(backend->create_tensor(element::f32, shape_0)); - Shape shape_1{2}; - auto x1 = rng.initialize(backend->create_tensor(element::f32, shape_1)); - Shape shape_2{1}; - auto x2 = rng.initialize(backend->create_tensor(element::f32, shape_2)); - - auto make_graph = [shape_0, shape_1, shape_2]() { - auto X0 = make_shared(element::f32, shape_0); - auto X1 = make_shared(element::f32, shape_1); - auto X2 = make_shared(element::f32, shape_2); - return make_shared(make_shared(NodeVector{X0, X1, X2}, 0), - std::vector>{X0, X1, X2}); - }; - EXPECT_TRUE( - autodiff_numeric_compare(backend.get(), make_graph, {x0, x1, x2}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_concat_axis_0) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape_0{3, 2}; - auto x0 = rng.initialize(backend->create_tensor(element::f32, shape_0)); - Shape shape_1{2, 2}; - auto x1 = rng.initialize(backend->create_tensor(element::f32, shape_1)); - Shape shape_2{1, 2}; - auto x2 = rng.initialize(backend->create_tensor(element::f32, shape_2)); - - auto make_graph = [shape_0, shape_1, shape_2]() { - auto X0 = make_shared(element::f32, shape_0); - auto X1 = make_shared(element::f32, shape_1); - auto X2 = make_shared(element::f32, shape_2); - return make_shared(make_shared(NodeVector{X0, X1, X2}, 0), - std::vector>{X0, X1, X2}); - }; - EXPECT_TRUE( - autodiff_numeric_compare(backend.get(), make_graph, {x0, x1, x2}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_concat_axis_1) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape_0{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(element::f32, shape_0)); - Shape shape_1{2, 2}; - auto x1 = rng.initialize(backend->create_tensor(element::f32, shape_1)); - Shape shape_2{2, 1}; - auto x2 = rng.initialize(backend->create_tensor(element::f32, shape_2)); - - auto make_graph = [shape_0, shape_1, shape_2]() { - auto X0 = make_shared(element::f32, shape_0); - auto X1 = make_shared(element::f32, shape_1); - auto X2 = make_shared(element::f32, shape_2); - return make_shared(make_shared(NodeVector{X0, X1, X2}, 1), - std::vector>{X0, X1, X2}); - }; - EXPECT_TRUE( - autodiff_numeric_compare(backend.get(), make_graph, {x0, x1, x2}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_ceiling) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - // The numeric derivative and the symbolic one may disagree near integers, so we will dance - // around them. - test::Uniform rng_minusone(-0.95f, -0.05f); - test::Uniform rng_plusone(0.05f, 0.95f); - test::Uniform rng_plustwo(1.05f, 1.95f); - Shape shape{2, 3}; - - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X), - std::vector>{X}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x_minusone = rng_minusone.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_minusone}, .01f, .01f)); - - auto x_plusone = rng_plusone.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_plusone}, .01f, .01f)); - - auto x_plustwo = rng_plustwo.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_plustwo}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_cos) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-10.0f, 10.0f); - Shape shape{2, 3}; - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X), - std::vector>{X}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x = rng.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_cosh) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-10.0f, 10.0f); - Shape shape{2, 3}; - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X), - std::vector>{X}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x = rng.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_divide) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - test::Uniform rng1(1.0f, 2.0f); - test::Uniform rng2(-2.0f, -1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - auto x1 = rng1.initialize(backend->create_tensor(shape)); - auto x2 = rng2.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - auto X1 = make_shared(element::f32, shape); - return make_shared(X0 / X1, std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x2}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_dot_scalar_scalar) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape0{}; - Shape shape1{}; - auto x0 = rng.initialize(backend->create_tensor(shape0)); - auto x1 = rng.initialize(backend->create_tensor(shape1)); - - auto make_graph = [shape0, shape1]() { - auto X0 = make_shared(element::f32, shape0); - auto X1 = make_shared(element::f32, shape1); - return make_shared(make_shared(X0, X1), - std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_dot_scalar_tensor) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape0{}; - Shape shape1{3, 4}; - auto x0 = rng.initialize(backend->create_tensor(shape0)); - auto x1 = rng.initialize(backend->create_tensor(shape1)); - - auto make_graph = [shape0, shape1]() { - auto X0 = make_shared(element::f32, shape0); - auto X1 = make_shared(element::f32, shape1); - return make_shared(make_shared(X0, X1), - std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_dot_tensor_scalar) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape0{3, 4}; - Shape shape1{}; - auto x0 = rng.initialize(backend->create_tensor(shape0)); - auto x1 = rng.initialize(backend->create_tensor(shape1)); - - auto make_graph = [shape0, shape1]() { - auto X0 = make_shared(element::f32, shape0); - auto X1 = make_shared(element::f32, shape1); - return make_shared(make_shared(X0, X1), - std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_dot_vector_vector) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape0{3}; - Shape shape1{3}; - auto x0 = rng.initialize(backend->create_tensor(shape0)); - auto x1 = rng.initialize(backend->create_tensor(shape1)); - - auto make_graph = [shape0, shape1]() { - auto X0 = make_shared(element::f32, shape0); - auto X1 = make_shared(element::f32, shape1); - return make_shared(make_shared(X0, X1), - std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_dot_tensor_vector) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape0{4, 3}; - Shape shape1{3}; - auto x0 = rng.initialize(backend->create_tensor(shape0)); - auto x1 = rng.initialize(backend->create_tensor(shape1)); - - auto make_graph = [shape0, shape1]() { - auto X0 = make_shared(element::f32, shape0); - auto X1 = make_shared(element::f32, shape1); - return make_shared(make_shared(X0, X1), - std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_dot_tensor2_tensor2) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape0{4, 3}; - Shape shape1{3, 5}; - auto x0 = rng.initialize(backend->create_tensor(shape0)); - auto x1 = rng.initialize(backend->create_tensor(shape1)); - - auto make_graph = [shape0, shape1]() { - auto X0 = make_shared(element::f32, shape0); - auto X1 = make_shared(element::f32, shape1); - return make_shared(make_shared(X0, X1), - std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_dot_tensor3_tensor3) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape0{2, 4, 3}; - Shape shape1{4, 3, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape0)); - auto x1 = rng.initialize(backend->create_tensor(shape1)); - - auto make_graph = [shape0, shape1]() { - auto X0 = make_shared(element::f32, shape0); - auto X1 = make_shared(element::f32, shape1); - return make_shared(make_shared(X0, X1, 2), - std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_exp) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_floor) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - // The numeric derivative and the symbolic one may disagree near integers, so we will dance - // around them. - test::Uniform rng_minusone(-0.95f, -0.05f); - test::Uniform rng_plusone(0.05f, 0.95f); - test::Uniform rng_plustwo(1.05f, 1.95f); - Shape shape{2, 3}; - - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X), - std::vector>{X}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x_minusone = rng_minusone.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_minusone}, .01f, .01f)); - - auto x_plusone = rng_plusone.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_plusone}, .01f, .01f)); - - auto x_plustwo = rng_plustwo.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_plustwo}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_log) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(1.0f, 2.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_maximum) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - auto x1 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - auto X1 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, X1), - std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_minimum) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - auto x1 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - auto X1 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, X1), - std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_multiply) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - auto x1 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - auto X1 = make_shared(element::f32, shape); - return make_shared(X0 * X1, std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_negative) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(-X0, std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_parameter) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(X0, std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_power) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng_neg(-5.0f, -0.5f); - test::Uniform rng_pos(0.5f, 5.0f); - Shape shape{2, 3}; - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - auto X1 = make_shared(element::f32, shape); - return make_shared(std::make_shared(X0, X1), - std::vector>{X0, X1}); - }; - - auto x0 = rng_pos.initialize(backend->create_tensor(shape)); - auto x1 = rng_neg.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); - - x0 = rng_pos.initialize(backend->create_tensor(shape)); - x1 = rng_pos.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_replace_slice) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-10.0f, 10.0f); - Shape shape_x{5, 5}; - Shape shape_y{2, 2}; - auto make_graph = [shape_x, shape_y]() { - auto X = make_shared(element::f32, shape_x); - auto Y = make_shared(element::f32, shape_y); - return make_shared( - make_shared(X, Y, Coordinate{2, 3}, Coordinate{4, 5}), - std::vector>{X, Y}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x = rng.initialize(backend->create_tensor(shape_x)); - auto y = rng.initialize(backend->create_tensor(shape_y)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x, y}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_reshape) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{3, 4}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, AxisVector{1, 0}, Shape{4, 3}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_select) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-10.0f, 10.0f); - Shape shape{2, 3}; - auto make_graph = [shape]() { - auto X0 = make_shared(element::boolean, shape); - auto X1 = make_shared(element::f32, shape); - auto X2 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, X1, X2), - std::vector>{X0, X1, X2}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x0 = backend->create_tensor(element::boolean, shape); - write_vector(x0, vector{0, 1, 0, 1, 0, 1}); - auto x1 = rng.initialize(backend->create_tensor(shape)); - auto x2 = rng.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare_selective( - backend.get(), f, g, {x0, x1, x2}, .01f, .01f, std::vector{false, true, true})); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_select_nested) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-10.0f, 10.0f); - Shape shape{2, 3}; - auto make_graph = [shape]() { - auto X0 = make_shared(element::boolean, shape); - auto X1 = make_shared(element::f32, shape); - auto X2 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, X2 + X1, X2 - X1), - std::vector>{X0, X1, X2}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x0 = backend->create_tensor(element::boolean, shape); - write_vector(x0, vector{0, 1, 0, 1, 0, 1}); - auto x1 = rng.initialize(backend->create_tensor(shape)); - auto x2 = rng.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare_selective( - backend.get(), f, g, {x0, x1, x2}, .01f, .01f, std::vector{false, true, true})); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_sign) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - // The numeric derivative and the symbolic one may disagree around 0, so we will dance around - // that point by skipping (-0.01,0.01). - test::Uniform rng_neg(-1.0f, -0.01f); - test::Uniform rng_pos(0.01f, 1.0f); - Shape shape{2, 3}; - - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X), - std::vector>{X}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x_neg = rng_neg.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_neg}, .01f, .01f)); - - auto x_pos = rng_pos.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_pos}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_sin) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-10.0f, 10.0f); - Shape shape{2, 3}; - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X), - std::vector>{X}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x = rng.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_sinh) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-10.0f, 10.0f); - Shape shape{2, 3}; - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X), - std::vector>{X}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x = rng.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_slice) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - test::Uniform rng(-10.0f, 10.0f); - Shape shape{5, 5}; - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X, Coordinate{2, 3}, Coordinate{4, 5}), - std::vector>{X}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x = rng.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_softmax_all) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, AxisSet{0, 1}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_softmax_axis) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, AxisSet{1}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_softmax_underflow) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - auto low = std::numeric_limits::lowest(); - - Shape shape{2, 3}; - auto x0 = backend->create_tensor(element::f32, shape); - copy_data(x0, vector{low, 1, 2, 3, 4, 5}); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, AxisSet{0, 1}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_softmax_3d) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3, 4}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph0 = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, AxisSet{0}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph0, {x0}, .01f, .01f)); - - auto make_graph1 = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, AxisSet{1}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph1, {x0}, .01f, .01f)); - - auto make_graph2 = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, AxisSet{2}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph2, {x0}, .01f, .01f)); - - auto make_graph01 = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, AxisSet{0, 1}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph01, {x0}, .01f, .01f)); - - auto make_graph02 = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, AxisSet{0, 2}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph02, {x0}, .01f, .01f)); - - auto make_graph12 = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, AxisSet{1, 2}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph12, {x0}, .01f, .01f)); - - auto make_graph012 = [shape]() { - auto X0 = make_shared(element::f32, shape); - return make_shared(make_shared(X0, AxisSet{0, 1, 2}), - std::vector>{X0}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph012, {x0}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_subtract) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - auto x1 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - auto X1 = make_shared(element::f32, shape); - return make_shared(X0 - X1, std::vector>{X0, X1}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x0, x1}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_sum_v2s) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{8}; - auto x = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X, AxisSet{0}), - std::vector>{X}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_sum_m2s) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{8, 9}; - auto x = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X, AxisSet{0, 1}), - std::vector>{X}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_sum_m2v_0) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{8, 9}; - auto x = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X, AxisSet{0}), - std::vector>{X}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_sum_m2v_1) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{8, 9}; - auto x = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X, AxisSet{1}), - std::vector>{X}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_tan) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - auto pi = 3.14159f; - - // Stay away from the asymptotes at 6 and 12 o'clock. - auto slop = 0.2f; - test::Uniform rng_r(-pi / 2 + slop, pi / 2 - slop); - test::Uniform rng_l(pi / 2 + slop, (3 * pi) / 2 - slop); - - Shape shape{2, 3}; - - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X), - std::vector>{X}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x_r = rng_r.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_r}, .01f, .01f)); - - auto x_l = rng_l.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x_l}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_tanh) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-10.0f, 10.0f); - Shape shape{2, 3}; - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X), - std::vector>{X}); - }; - - auto f = make_graph(); - auto g = make_graph(); - for (auto i = 0; i < ${TEST_LOOPS}; i++) - { - auto x = rng.initialize(backend->create_tensor(shape)); - - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), f, g, {x}, .01f, .01f)); - } -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_abc) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 3}; - auto x0 = rng.initialize(backend->create_tensor(shape)); - auto x1 = rng.initialize(backend->create_tensor(shape)); - auto x2 = rng.initialize(backend->create_tensor(shape)); - - auto make_graph = [shape]() { - auto X0 = make_shared(element::f32, shape); - auto X1 = make_shared(element::f32, shape); - auto X2 = make_shared(element::f32, shape); - return make_shared((X0 + X1) * X2, - std::vector>{X0, X1, X2}); - }; - - EXPECT_TRUE( - autodiff_numeric_compare(backend.get(), make_graph, {x0, x1, x2}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_reverse_3d_02) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - test::Uniform rng(-1.0f, 1.0f); - Shape shape{2, 4, 5}; - auto x = rng.initialize(backend->create_tensor(element::f32, shape)); - - auto make_graph = [shape]() { - auto X = make_shared(element::f32, shape); - return make_shared(make_shared(X, AxisSet{0, 2}), - std::vector>{X}); - }; - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {x}, .01f, .01f)); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_reverse_sequence_n3_c2_h3) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - Shape shape{3, 2, 3}; - auto A = make_shared(element::i32, shape); - Shape seq_len_shape{2}; - auto B = make_shared(element::i32, seq_len_shape); - - size_t batch_axis = 1; - size_t sequence_axis = 0; - - auto rs = std::make_shared(A, B, batch_axis, sequence_axis); - auto f = make_shared(rs, ParameterVector{A, B}); - - shared_ptr a = backend->create_tensor(element::i32, shape); - shared_ptr b = backend->create_tensor(element::i32, seq_len_shape); - shared_ptr c = backend->create_tensor(element::i32, shape); - shared_ptr da = backend->create_tensor(element::i32, shape); - shared_ptr db = backend->create_tensor(element::i32, seq_len_shape); - - // input values don't matter - vector va(shape_size(shape), 0); - - vector vc{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18}; - vector expected{13, 14, 15, 16, 17, 18, 7, 8, 9, 10, 11, 12, 1, 2, 3, 4, 5, 6}; - - copy_data(c, vc); - copy_data(a, va); - - std::vector seq_lenghts{3, 3}; - copy_data(b, seq_lenghts); - - auto C = make_shared(element::i32, shape); - auto df = autodiff::backprop_function(f); - auto handle = backend->compile(df); - handle->call_with_validate({da, db}, {a, b, c}); - ASSERT_EQ(read_vector(da), expected); -} - -NGRAPH_TEST(${BACKEND_NAME}, backwards_reverse_sequence_n4d2c3h2w2) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - Shape shape{4, 2, 3, 2, 2}; - auto A = make_shared(element::i32, shape); - Shape seq_len_shape{4}; - auto B = make_shared(element::i32, seq_len_shape); - - size_t batch_axis = 0; - size_t sequence_axis = 2; - - auto rs = std::make_shared(A, B, batch_axis, sequence_axis); - auto f = make_shared(rs, ParameterVector{A, B}); - - shared_ptr a = backend->create_tensor(element::i32, shape); - shared_ptr b = backend->create_tensor(element::i32, seq_len_shape); - shared_ptr c = backend->create_tensor(element::i32, shape); - shared_ptr da = backend->create_tensor(element::i32, shape); - shared_ptr db = backend->create_tensor(element::i32, seq_len_shape); - - // input values don't matter - vector va(shape_size(shape), 0); - - std::vector vc{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, - 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, - 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, - 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, - 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, - 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95}; - - std::vector expected{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, - 16, 17, 18, 19, 20, 21, 22, 23, 28, 29, 30, 31, 24, 25, 26, 27, - 32, 33, 34, 35, 40, 41, 42, 43, 36, 37, 38, 39, 44, 45, 46, 47, - 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, - 64, 65, 66, 67, 68, 69, 70, 71, 76, 77, 78, 79, 72, 73, 74, 75, - 80, 81, 82, 83, 88, 89, 90, 91, 84, 85, 86, 87, 92, 93, 94, 95}; - - copy_data(c, vc); - copy_data(a, va); - - std::vector seq_lenghts{1, 2, 1, 2}; - copy_data(b, seq_lenghts); - - auto C = make_shared(element::i32, shape); - auto df = autodiff::backprop_function(f); - auto handle = backend->compile(df); - handle->call_with_validate({da, db}, {a, b, c}); - ASSERT_EQ(read_vector(da), expected); -} - -// clang-format off -#ifdef AUTODIFF_BACKEND_${BACKEND_NAME} -#undef AUTODIFF_BACKEND_${BACKEND_NAME} -#endif -// clang-format on diff --git a/ngraph/test/backend/comparison.in.cpp b/ngraph/test/backend/comparison.in.cpp index 449b441..47bf7a4 100644 --- a/ngraph/test/backend/comparison.in.cpp +++ b/ngraph/test/backend/comparison.in.cpp @@ -22,7 +22,6 @@ #include #include "gtest/gtest.h" -#include "ngraph/autodiff/adjoints.hpp" #include "ngraph/log.hpp" #include "ngraph/ngraph.hpp" #include "ngraph/runtime/tensor.hpp" diff --git a/ngraph/test/backend/convolution_reference.in.cpp b/ngraph/test/backend/convolution_reference.in.cpp deleted file mode 100644 index a4c4ba1..0000000 --- a/ngraph/test/backend/convolution_reference.in.cpp +++ /dev/null @@ -1,1420 +0,0 @@ -//***************************************************************************** -// Copyright 2017-2020 Intel Corporation -// -// Licensed 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. -//***************************************************************************** - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// It takes quite a while to compute the results. -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// To regenerate: -// -// $ cd /test -// $ ./update_convolution_reference.sh -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// -// clang-format off - -#include - -#include "gtest/gtest.h" - -#include "ngraph/ngraph.hpp" -#include "util/test_tools.hpp" -#include "util/autodiff/numeric_compare.hpp" -#include "util/all_close_f.hpp" -#include "util/test_control.hpp" - -using namespace std; -using namespace ngraph; - -static string s_manifest = "${MANIFEST}"; - -// for float this will be 18 bits matching -// for bfloat this will be 6 bits matching -constexpr int three_quarters_of_available_bits = (MAX_FLOAT_BITS * 3) / 4; -constexpr int tolerance = FLOAT_MANTISSA_BITS - three_quarters_of_available_bits; - - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_1item) -{ - Shape shape_a{1,1,3,5}; - Shape shape_b{2,1,2,2}; - Shape shape_r{1,2,2,4}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.63940430f,0.04736328f,-1.37304688f,-0.56201172f,-0.46606445f,0.48364258f,1.40625000f,0.15795898f,-0.55004883f,0.73339844f,0.10668945f,-0.95751953f,-0.96679688f,-0.21215820f,1.21826172f,-0.91894531f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_1item_padded_1_1x1_1) -{ - Shape shape_a{1,1,3,5}; - Shape shape_b{2,1,2,2}; - Shape shape_r{1,2,4,6}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{1,1}, // below_pads - CoordinateDiff{1,1}, // above_pads - Strides{1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{-0.24145508f,-0.57446289f,-0.10546875f,0.44555664f,0.23583984f,0.05273438f,0.17089844f,0.63940430f,0.04736328f,-1.37304688f,-0.56201172f,0.24462891f,-0.06030273f,-0.46606445f,0.48364258f,1.40625000f,0.15795898f,-0.16528320f,0.54687500f,0.62915039f,-0.53955078f,-0.37622070f,0.07641602f,-0.24145508f,0.59838867f,0.11962891f,-0.80004883f,-0.01245117f,0.11303711f,0.05126953f,0.85449219f,-0.55004883f,0.73339844f,0.10668945f,-0.95751953f,0.30786133f,1.18969727f,-0.96679688f,-0.21215820f,1.21826172f,-0.91894531f,0.24780273f,0.54687500f,-0.13647461f,-0.47973633f,0.30566406f,-0.23461914f,0.03369141f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_1item_padded_2_3x4_5) -{ - Shape shape_a{1,1,3,5}; - Shape shape_b{2,1,2,2}; - Shape shape_r{1,2,8,12}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{2,3}, // below_pads - CoordinateDiff{4,5}, // above_pads - Strides{1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.24145508f,-0.57446289f,-0.10546875f,0.44555664f,0.23583984f,0.05273438f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.17089844f,0.63940430f,0.04736328f,-1.37304688f,-0.56201172f,0.24462891f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.06030273f,-0.46606445f,0.48364258f,1.40625000f,0.15795898f,-0.16528320f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.54687500f,0.62915039f,-0.53955078f,-0.37622070f,0.07641602f,-0.24145508f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.59838867f,0.11962891f,-0.80004883f,-0.01245117f,0.11303711f,0.05126953f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.85449219f,-0.55004883f,0.73339844f,0.10668945f,-0.95751953f,0.30786133f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,1.18969727f,-0.96679688f,-0.21215820f,1.21826172f,-0.91894531f,0.24780273f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.54687500f,-0.13647461f,-0.47973633f,0.30566406f,-0.23461914f,0.03369141f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_2items) -{ - Shape shape_a{2,1,3,5}; - Shape shape_b{2,1,2,2}; - Shape shape_r{2,2,2,4}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.63940430f,0.04736328f,-1.37304688f,-0.56201172f,-0.46606445f,0.48364258f,1.40625000f,0.15795898f,-0.55004883f,0.73339844f,0.10668945f,-0.95751953f,-0.96679688f,-0.21215820f,1.21826172f,-0.91894531f,0.12402344f,0.76953125f,1.20581055f,0.65917969f,0.62841797f,-0.46386719f,-0.68554688f,-0.82348633f,0.22509766f,-0.60864258f,-0.45166016f,-0.05249023f,0.99462891f,-1.09497070f,-0.75244141f,0.56250000f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_2items_strided) -{ - Shape shape_a{2,1,3,5}; - Shape shape_b{2,1,2,2}; - Shape shape_r{2,2,1,2}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{2,2}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.63940430f,-1.37304688f,-0.55004883f,0.10668945f,0.12402344f,1.20581055f,0.22509766f,-0.45166016f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_2items_strided_padded) -{ - Shape shape_a{2,1,3,5}; - Shape shape_b{2,1,2,2}; - Shape shape_r{2,2,6,7}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{2,2}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{4,2}, // below_pads - CoordinateDiff{5,7}, // above_pads - Strides{1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.63940430f,-1.37304688f,0.24462891f,0.0f,0.0f,0.0f,0.0f,0.62915039f,-0.37622070f,-0.24145508f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.55004883f,0.10668945f,0.30786133f,0.0f,0.0f,0.0f,0.0f,-0.13647461f,0.30566406f,0.03369141f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.12402344f,1.20581055f,0.13427734f,0.0f,0.0f,0.0f,0.0f,0.21923828f,-0.45190430f,0.35693359f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.22509766f,-0.45166016f,0.29394531f,0.0f,0.0f,0.0f,0.0f,0.44653320f,-0.24853516f,-0.04980469f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_2items_strided_padded_same) -{ - Shape shape_a{2,1,3,5}; - Shape shape_b{2,1,2,2}; - Shape shape_r{2,2,3,4}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{2,2}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{2,2}, // below_pads - CoordinateDiff{2,2}, // above_pads - Strides{1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.0f,0.0f,0.0f,0.0f,0.0f,0.63940430f,-1.37304688f,0.24462891f,0.0f,0.62915039f,-0.37622070f,-0.24145508f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.55004883f,0.10668945f,0.30786133f,0.0f,-0.13647461f,0.30566406f,0.03369141f,0.0f,0.0f,0.0f,0.0f,0.0f,0.12402344f,1.20581055f,0.13427734f,0.0f,0.21923828f,-0.45190430f,0.35693359f,0.0f,0.0f,0.0f,0.0f,0.0f,0.22509766f,-0.45166016f,0.29394531f,0.0f,0.44653320f,-0.24853516f,-0.04980469f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_2items_dilated) -{ - Shape shape_a{2,1,3,5}; - Shape shape_b{2,1,2,2}; - Shape shape_r{2,2,1,3}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{2,2}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{-0.09863281f,0.06884766f,0.20092773f,-1.71069336f,0.15673828f,0.16845703f,0.95458984f,0.20971680f,0.23779297f,0.19921875f,-0.86987305f,0.44311523f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_2items_dilated_padded) -{ - Shape shape_a{2,1,3,5}; - Shape shape_b{2,1,2,2}; - Shape shape_r{2,2,10,12}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{2,2}, // filter_dilation - CoordinateDiff{4,2}, // below_pads - CoordinateDiff{5,7}, // above_pads - Strides{1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.24145508f,-0.19653320f,-0.17578125f,-0.17846680f,0.35009766f,0.20214844f,0.05273438f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.19653320f,0.19653320f,-0.62768555f,0.01000977f,-0.30444336f,-0.46582031f,0.30761719f,0.0f,0.0f,0.0f,0.0f,0.0f,0.00805664f,0.32714844f,-0.09863281f,0.06884766f,0.20092773f,-0.46997070f,0.13916016f,0.0f,0.0f,0.0f,0.0f,0.0f,0.29907227f,-0.29907227f,0.85449219f,0.08544922f,0.29931641f,0.55639648f,-0.36743164f,0.0f,0.0f,0.0f,0.0f,0.0f,0.54687500f,-0.04272461f,0.18481445f,0.16967773f,-0.79492188f,0.27294922f,-0.24145508f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.59838867f,0.48706055f,-0.86840820f,-0.61914062f,0.22412109f,0.19653320f,0.05126953f,0.0f,0.0f,0.0f,0.0f,0.0f,0.48706055f,-0.48706055f,0.49414062f,1.03662109f,-0.97412109f,-0.45288086f,0.29907227f,0.0f,0.0f,0.0f,0.0f,0.0f,1.25805664f,0.22949219f,-1.71069336f,0.15673828f,0.16845703f,-0.18847656f,0.20532227f,0.0f,0.0f,0.0f,0.0f,0.0f,0.29907227f,-0.29907227f,0.43579102f,0.50415039f,-0.38256836f,-0.07763672f,0.05126953f,0.0f,0.0f,0.0f,0.0f,0.0f,0.54687500f,-0.04272461f,-0.58081055f,0.22949219f,-0.11303711f,-0.03808594f,0.03369141f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.19653320f,-0.21899414f,-0.52099609f,-0.37646484f,-0.25537109f,-0.05273438f,0.12304688f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.27514648f,-0.14599609f,-0.16674805f,0.11401367f,0.59277344f,0.53613281f,0.28125000f,0.0f,0.0f,0.0f,0.0f,0.0f,0.40576172f,0.05810547f,0.95458984f,0.20971680f,0.23779297f,0.34423828f,-0.44580078f,0.0f,0.0f,0.0f,0.0f,0.0f,0.41870117f,0.22216797f,0.11279297f,-0.24829102f,-0.76684570f,-0.64038086f,-0.33593750f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.16235352f,0.41870117f,-0.34472656f,0.24096680f,0.11206055f,-0.33593750f,0.35693359f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.48706055f,0.54272461f,0.22973633f,-0.24975586f,-0.51953125f,-0.05126953f,0.11962891f,0.0f,0.0f,0.0f,0.0f,0.0f,0.68188477f,0.36181641f,-1.07275391f,-1.07104492f,-0.04370117f,0.52124023f,0.27343750f,0.0f,0.0f,0.0f,0.0f,0.0f,0.03466797f,1.01513672f,0.19921875f,-0.86987305f,0.44311523f,0.26464844f,-0.27001953f,0.0f,0.0f,0.0f,0.0f,0.0f,0.41870117f,0.22216797f,-0.47338867f,-0.55932617f,-0.20458984f,0.08935547f,0.04687500f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.16235352f,0.41870117f,-0.11743164f,-0.34521484f,0.31542969f,0.04687500f,-0.04980469f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_3d_2items) -{ - Shape shape_a{2,1,3,5,8}; - Shape shape_b{2,1,2,2,3}; - Shape shape_r{2,2,2,4,6}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1,1}, // move_strides - Strides{1,1,1}, // filter_dilation - CoordinateDiff{0,0,0}, // below_pads - CoordinateDiff{0,0,0}, // above_pads - Strides{1,1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f,0.75000000f,0.65625000f,-0.23437500f,0.59375000f,0.48437500f,-0.39062500f,-0.53125000f,0.89062500f,-0.48437500f,0.31250000f,0.64062500f,-0.21875000f,0.31250000f,-0.45312500f,-0.71875000f,0.46875000f,-0.71875000f,0.40625000f,0.34375000f,0.28125000f,-0.15625000f,-0.51562500f,0.51562500f,0.07812500f,-0.76562500f,-0.67187500f,-0.78125000f,-0.06250000f,-0.20312500f,-0.84375000f,-0.90625000f,-0.70312500f,-0.82812500f,0.96875000f,-0.46875000f,-0.96875000f,-0.40625000f,-0.12500000f,0.92187500f,-0.06250000f,-0.23437500f,-0.79687500f,0.28125000f,-0.29687500f,0.17187500f,-0.56250000f,0.35937500f,-0.67187500f,0.25000000f,0.71875000f,0.03125000f,0.10937500f,-0.51562500f,0.81250000f,-0.62500000f,0.39062500f,-0.75000000f,0.37500000f,-0.18750000f,0.82812500f,0.50000000f,-0.90625000f,-0.76562500f,-0.75000000f,-0.79687500f,-0.79687500f,0.10937500f,-0.67187500f,0.89062500f,0.14062500f,0.96875000f,-0.32812500f,0.45312500f,-0.06250000f,-0.31250000f,-0.15625000f,0.85937500f,-0.75000000f,-0.37500000f,0.87500000f,0.93750000f,-0.17187500f,0.06250000f,0.45312500f,-0.81250000f,0.85937500f,-0.89062500f,-0.03125000f,-0.35937500f,0.10937500f,0.01562500f,0.12500000f,0.93750000f,0.96875000f,-0.01562500f,0.14062500f,0.43750000f,0.37500000f,0.92187500f,0.04687500f,-0.62500000f,-0.78125000f,0.15625000f,-0.53125000f,-0.15625000f,-0.90625000f,0.68750000f,0.98437500f,0.04687500f,-0.46875000f,0.75000000f,0.01562500f,-0.73437500f,0.17187500f,0.17187500f,0.70312500f,-0.34375000f,-0.23437500f,0.18750000f,0.01562500f,0.32812500f,0.96875000f,0.32812500f,-0.46875000f,-0.51562500f,-0.75000000f,-0.81250000f,-0.62500000f,-0.03125000f,-0.70312500f,-0.20312500f,-0.62500000f,-0.60937500f,0.62500000f,0.76562500f,0.06250000f,-0.06250000f,0.95312500f,0.65625000f,-0.59375000f,0.04687500f,0.75000000f,-0.90625000f,-0.26562500f,-0.29687500f,-1.00000000f,-0.87500000f,-0.12500000f,0.71875000f,-0.89062500f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{-0.76611328f,-0.37377930f,0.05419922f,-1.46704102f,1.40869141f,0.15820312f,-1.23657227f,0.38818359f,1.42211914f,-0.11767578f,0.81152344f,-1.07055664f,3.22143555f,0.13281250f,-0.63159180f,1.78173828f,3.11206055f,0.34912109f,-0.57080078f,-0.22802734f,0.51318359f,-1.12841797f,1.09692383f,-0.96557617f,-0.77368164f,-0.38989258f,-0.64208984f,-1.57104492f,1.82055664f,-0.52197266f,2.91577148f,-1.57250977f,0.90087891f,0.23559570f,0.04711914f,1.46191406f,1.23217773f,-0.93408203f,2.12255859f,1.10644531f,0.44970703f,0.18383789f,0.31860352f,-1.31811523f,-0.19506836f,-0.89013672f,0.26708984f,-0.59594727f,1.67333984f,-0.38427734f,0.24902344f,-0.10449219f,-1.65893555f,0.61254883f,-2.50073242f,1.25170898f,-1.70629883f,-0.48510742f,0.54565430f,-3.04125977f,0.75122070f,0.91699219f,0.76977539f,0.08471680f,-0.00561523f,0.63964844f,-1.52880859f,-0.52319336f,-0.85375977f,-0.00415039f,-0.93139648f,-1.01831055f,-2.26000977f,-1.10961914f,-0.60253906f,-0.19189453f,-0.01928711f,-0.18530273f,0.59814453f,1.95849609f,1.08593750f,0.51855469f,2.62377930f,0.93969727f,-1.34863281f,-0.60693359f,-2.68676758f,-0.85766602f,-0.33374023f,-0.03344727f,1.85034180f,3.02880859f,2.55957031f,1.70117188f,0.78881836f,0.54052734f,-0.42114258f,-0.85791016f,-0.70190430f,0.78466797f,0.63037109f,-1.91748047f,3.03222656f,0.75244141f,-1.20092773f,0.05493164f,-0.63378906f,1.19799805f,-0.21215820f,-0.46508789f,1.04589844f,1.54492188f,1.10473633f,-0.52636719f,0.01684570f,0.37817383f,0.21118164f,1.35327148f,0.18115234f,-0.10961914f,-0.33496094f,-0.71020508f,1.62011719f,0.65502930f,-1.64843750f,0.08471680f,-0.16943359f,2.75341797f,0.91308594f,-0.70410156f,-0.24804688f,-1.36669922f,-0.67114258f,-0.60498047f,0.28002930f,-0.31640625f,-3.03247070f,0.29589844f,-0.43310547f,0.45874023f,1.15478516f,0.78247070f,0.13134766f,1.35888672f,-0.03295898f,-1.05541992f,1.11718750f,-1.75048828f,1.37475586f,-0.46411133f,-0.33178711f,0.35083008f,0.30932617f,1.63867188f,-2.34960938f,0.08154297f,-2.11035156f,-0.04125977f,-1.25683594f,-0.55102539f,2.52856445f,1.39160156f,0.54125977f,-1.18896484f,0.64282227f,-3.41772461f,-0.38769531f,0.40527344f,-1.01757812f,0.58227539f,-0.73730469f,1.31420898f,0.30200195f,1.88549805f,0.05712891f,0.60278320f,-0.28051758f,0.27856445f,1.75756836f,-0.73510742f,1.60791016f,-1.01855469f,0.01855469f,0.62988281f,0.17065430f,-1.33496094f,-0.29711914f,0.80639648f,0.93774414f,0.37817383f,-0.29516602f,1.05224609f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_4d_2items) -{ - Shape shape_a{2,1,3,5,8,7}; - Shape shape_b{2,1,2,2,3,1}; - Shape shape_r{2,2,2,4,6,7}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1,1,1}, // move_strides - Strides{1,1,1,1}, // filter_dilation - CoordinateDiff{0,0,0,0}, // below_pads - CoordinateDiff{0,0,0,0}, // above_pads - Strides{1,1,1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_4d_4items) -{ - Shape shape_a{4,3,3,5,8,7}; - Shape shape_b{4,3,2,2,3,1}; - Shape shape_r{4,4,2,4,6,7}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1,1,1}, // move_strides - Strides{1,1,1,1}, // filter_dilation - CoordinateDiff{0,0,0,0}, // below_pads - CoordinateDiff{0,0,0,0}, // above_pads - Strides{1,1,1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f,0.75000000f,0.65625000f,-0.23437500f,0.59375000f,0.48437500f,-0.39062500f,-0.53125000f,0.89062500f,-0.48437500f,0.31250000f,0.64062500f,-0.21875000f,0.31250000f,-0.45312500f,-0.71875000f,0.46875000f,-0.71875000f,0.40625000f,0.34375000f,0.28125000f,-0.15625000f,-0.51562500f,0.51562500f,0.07812500f,-0.76562500f,-0.67187500f,-0.78125000f,-0.06250000f,-0.20312500f,-0.84375000f,-0.90625000f,-0.70312500f,-0.82812500f,0.96875000f,-0.46875000f,-0.96875000f,-0.40625000f,-0.12500000f,0.92187500f,-0.06250000f,-0.23437500f,-0.79687500f,0.28125000f,-0.29687500f,0.17187500f,-0.56250000f,0.35937500f,-0.67187500f,0.25000000f,0.71875000f,0.03125000f,0.10937500f,-0.51562500f,0.81250000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_4d_4items_padded_neg) -{ - Shape shape_a{4,3,3,5,8,7}; - Shape shape_b{4,3,2,2,3,1}; - Shape shape_r{4,4,2,6,3,6}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1,1,1}, // move_strides - Strides{1,1,1,1}, // filter_dilation - CoordinateDiff{-1,2,-3,2}, // below_pads - CoordinateDiff{1,0,0,-3}, // above_pads - Strides{1,1,1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, 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- auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_4d_4items_strided) -{ - Shape shape_a{4,3,3,5,8,7}; - Shape shape_b{4,3,2,2,3,1}; - Shape shape_r{4,4,1,4,2,4}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{2,1,3,2}, // move_strides - Strides{1,1,1,1}, // filter_dilation - CoordinateDiff{0,0,0,0}, // below_pads - CoordinateDiff{0,0,0,0}, // above_pads - Strides{1,1,1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f,0.75000000f,0.65625000f,-0.23437500f,0.59375000f,0.48437500f,-0.39062500f,-0.53125000f,0.89062500f,-0.48437500f,0.31250000f,0.64062500f,-0.21875000f,0.31250000f,-0.45312500f,-0.71875000f,0.46875000f,-0.71875000f,0.40625000f,0.34375000f,0.28125000f,-0.15625000f,-0.51562500f,0.51562500f,0.07812500f,-0.76562500f,-0.67187500f,-0.78125000f,-0.06250000f,-0.20312500f,-0.84375000f,-0.90625000f,-0.70312500f,-0.82812500f,0.96875000f,-0.46875000f,-0.96875000f,-0.40625000f,-0.12500000f,0.92187500f,-0.06250000f,-0.23437500f,-0.79687500f,0.28125000f,-0.29687500f,0.17187500f,-0.56250000f,0.35937500f,-0.67187500f,0.25000000f,0.71875000f,0.03125000f,0.10937500f,-0.51562500f,0.81250000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_4d_4items_dilated) -{ - Shape shape_a{4,3,3,5,8,7}; - Shape shape_b{4,3,2,2,3,1}; - Shape shape_r{4,4,1,4,2,7}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1,1,1}, // move_strides - Strides{2,1,3,2}, // filter_dilation - CoordinateDiff{0,0,0,0}, // below_pads - CoordinateDiff{0,0,0,0}, // above_pads - Strides{1,1,1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f,0.75000000f,0.65625000f,-0.23437500f,0.59375000f,0.48437500f,-0.39062500f,-0.53125000f,0.89062500f,-0.48437500f,0.31250000f,0.64062500f,-0.21875000f,0.31250000f,-0.45312500f,-0.71875000f,0.46875000f,-0.71875000f,0.40625000f,0.34375000f,0.28125000f,-0.15625000f,-0.51562500f,0.51562500f,0.07812500f,-0.76562500f,-0.67187500f,-0.78125000f,-0.06250000f,-0.20312500f,-0.84375000f,-0.90625000f,-0.70312500f,-0.82812500f,0.96875000f,-0.46875000f,-0.96875000f,-0.40625000f,-0.12500000f,0.92187500f,-0.06250000f,-0.23437500f,-0.79687500f,0.28125000f,-0.29687500f,0.17187500f,-0.56250000f,0.35937500f,-0.67187500f,0.25000000f,0.71875000f,0.03125000f,0.10937500f,-0.51562500f,0.81250000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_4d_4items_strided_dilated) -{ - Shape shape_a{4,3,8,8,8,8}; - Shape shape_b{4,3,2,2,3,1}; - Shape shape_r{4,4,2,4,1,3}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{3,2,2,3}, // move_strides - Strides{2,1,3,2}, // filter_dilation - CoordinateDiff{0,0,0,0}, // below_pads - CoordinateDiff{0,0,0,0}, // above_pads - Strides{1,1,1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f,0.75000000f,0.65625000f,-0.23437500f,0.59375000f,0.48437500f,-0.39062500f,-0.53125000f,0.89062500f,-0.48437500f,0.31250000f,0.64062500f,-0.21875000f,0.31250000f,-0.45312500f,-0.71875000f,0.46875000f,-0.71875000f,0.40625000f,0.34375000f,0.28125000f,-0.15625000f,-0.51562500f,0.51562500f,0.07812500f,-0.76562500f,-0.67187500f,-0.78125000f,-0.06250000f,-0.20312500f,-0.84375000f,-0.90625000f,-0.70312500f,-0.82812500f,0.96875000f,-0.46875000f,-0.96875000f,-0.40625000f,-0.12500000f,0.92187500f,-0.06250000f,-0.23437500f,-0.79687500f,0.28125000f,-0.29687500f,0.17187500f,-0.56250000f,0.35937500f,-0.67187500f,0.25000000f,0.71875000f,0.03125000f,0.10937500f,-0.51562500f,0.81250000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.08349609f,-4.16308594f,0.08691406f,-1.01171875f,-3.70214844f,2.23950195f,2.54248047f,3.87060547f,-3.62670898f,0.59594727f,-1.63208008f,-1.42968750f,3.03784180f,0.56616211f,-0.38623047f,2.16113281f,-1.36254883f,2.49951172f,2.26123047f,-2.15161133f,1.47583008f,-1.15698242f,-0.38842773f,-0.16845703f,-1.65893555f,2.41674805f,1.45678711f,-0.14770508f,3.74340820f,2.27124023f,-2.76513672f,-0.91967773f,2.02587891f,-1.33715820f,2.58837891f,4.35522461f,-1.89965820f,-0.00585938f,-0.69213867f,-0.45825195f,0.89379883f,-1.26416016f,1.14868164f,2.66333008f,2.43237305f,1.78759766f,4.61718750f,-1.78027344f,-1.09838867f,0.31982422f,-0.11059570f,-1.88769531f,1.30712891f,1.29418945f,2.52587891f,-1.73217773f,2.18383789f,-1.65893555f,0.59326172f,-0.54296875f,0.00268555f,-1.73266602f,2.63793945f,-1.92456055f,-0.61132812f,1.58569336f,-0.15576172f,3.90283203f,0.30883789f,-2.55834961f,0.43603516f,1.12207031f,5.39672852f,-3.73144531f,0.48950195f,-1.29638672f,-0.62915039f,0.89624023f,-1.14208984f,1.03247070f,-2.44433594f,4.07080078f,1.37670898f,0.11376953f,1.18530273f,0.35034180f,-1.36254883f,1.09838867f,2.03222656f,-1.70849609f,-1.33422852f,-4.97753906f,0.13159180f,0.65039062f,-0.07543945f,1.49414062f,-5.10034180f,-3.44506836f,-0.75610352f,-1.65771484f,-2.87109375f,-1.21484375f,0.08544922f,1.03051758f,0.45019531f,-2.60937500f,-3.39648438f,-1.14770508f,1.20629883f,2.35473633f,-1.43603516f,1.16430664f,-0.54663086f,1.07617188f,-1.75708008f,-4.04101562f,-1.39672852f,-1.36987305f,-0.50341797f,0.74658203f,-4.18115234f,0.56762695f,-2.28808594f,-1.77612305f,-2.83642578f,-1.55175781f,-0.37402344f,0.61474609f,3.10961914f,-0.71704102f,1.33349609f,0.41381836f,1.33862305f,0.57202148f,2.29296875f,-3.30493164f,-0.74145508f,1.14013672f,-0.52734375f,2.25024414f,1.95385742f,1.12158203f,-0.91601562f,-1.87597656f,-0.97705078f,0.00439453f,-0.13793945f,-4.14672852f,-0.38403320f,-0.34033203f,1.96362305f,-2.10083008f,-4.05493164f,1.58789062f,1.77172852f,-0.08935547f,-0.67675781f,2.90063477f,1.27441406f,1.91381836f,-1.19921875f,-0.27075195f,0.78833008f,0.51562500f,0.07153320f,-3.67065430f,-1.32421875f,1.38427734f,-2.42675781f,1.18383789f,0.86645508f,1.21948242f,-1.99096680f,0.50170898f,0.45068359f,-0.84790039f,2.56787109f,-2.53637695f,0.32348633f,0.82177734f,-3.29345703f,-0.51953125f,-0.45288086f,2.25756836f,2.67846680f,2.60131836f,1.26953125f,-1.04809570f,4.43286133f,-0.85620117f,-2.36083984f,0.64233398f,0.16210938f,2.21362305f,-0.83666992f,-0.20483398f,3.04785156f,-0.72534180f,3.15673828f,1.72290039f,1.27954102f,-1.67211914f,-1.91064453f,4.31347656f,2.98095703f,-4.18139648f,-0.73950195f,0.00024414f,2.05639648f,0.02319336f,1.94824219f,-3.30053711f,1.68115234f,0.64135742f,0.88720703f,0.26025391f,-0.89599609f,1.70678711f,0.97753906f,3.09130859f,0.25683594f,-0.94360352f,-2.72485352f,-1.01123047f,-3.66357422f,-0.96582031f,3.02270508f,-0.32812500f,3.34130859f,3.09057617f,-3.30590820f,2.76879883f,-0.31225586f,0.63256836f,0.58715820f,-1.69946289f,3.70483398f,1.99780273f,-3.06982422f,-0.37353516f,2.31860352f,0.73706055f,0.02490234f,1.78955078f,-1.99023438f,-3.15527344f,-0.05444336f,1.34838867f,2.55078125f,1.06835938f,-0.13427734f,-0.08959961f,-1.24365234f,-1.98706055f,-3.24902344f,0.60986328f,-0.35205078f,-1.21582031f,-0.50073242f,-1.79516602f,0.01245117f,1.09326172f,3.24829102f,1.08618164f,-3.25708008f,3.85644531f,-1.28491211f,-1.02441406f,-0.24829102f,0.50390625f,-1.02221680f,2.67358398f,1.69580078f,0.01123047f,4.08691406f,2.22265625f,-1.43359375f,-0.83007812f,0.07934570f,3.01953125f,-0.22509766f,4.38476562f,2.47265625f,2.60034180f,4.98046875f,-2.79248047f,-0.08764648f,-3.23437500f,4.76611328f,-0.40991211f,-2.46362305f,2.39257812f,-1.56542969f,0.74584961f,-0.54418945f,1.22021484f,2.04516602f,0.25805664f,2.46166992f,-0.99536133f,-0.23828125f,0.21582031f,-1.35131836f,0.96289062f,-1.12866211f,0.89916992f,-2.21166992f,2.05737305f,2.15405273f,-2.44335938f,0.76757812f,0.88574219f,-0.38232422f,2.44213867f,0.40209961f,0.56616211f,0.89672852f,-1.51586914f,0.95581055f,1.24145508f,2.28906250f,-1.37353516f,1.39208984f,0.74560547f,-2.14184570f,0.65136719f,0.85302734f,1.61401367f,-0.56640625f,2.97460938f,-2.24511719f,3.72705078f,-0.22705078f,0.78906250f,-1.04809570f,1.64819336f,2.12353516f,-2.03320312f,1.09472656f,-2.78320312f,-0.03833008f,-1.25000000f,-2.22119141f,0.02905273f,-0.66699219f,-0.99755859f,2.93945312f,0.71459961f,-0.84936523f,2.45019531f,0.26806641f,0.15844727f,1.22192383f,-1.10498047f,-0.16992188f,-1.56762695f,1.03271484f,-2.82788086f,1.54956055f,-0.19897461f,1.48437500f,0.81030273f,1.67700195f,2.39404297f,-2.06176758f,1.14062500f,-0.27563477f,-1.92431641f,-2.43994141f,-2.78784180f,1.31127930f,-0.40380859f,2.87377930f,-1.69409180f,-1.13989258f,0.09326172f,-3.41674805f,1.66772461f,-1.49511719f,-2.64721680f,2.63818359f,1.76513672f,0.94433594f,0.44311523f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_4d_4items_strided_dilated_padded) -{ - Shape shape_a{4,3,8,8,8,8}; - Shape shape_b{4,3,2,2,3,1}; - Shape shape_r{4,4,3,7,7,8}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{3,2,2,3}, // move_strides - Strides{2,1,3,2}, // filter_dilation - CoordinateDiff{2,4,6,8}, // below_pads - CoordinateDiff{1,3,5,7}, // above_pads - Strides{1,1,1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f,0.75000000f,0.65625000f,-0.23437500f,0.59375000f,0.48437500f,-0.39062500f,-0.53125000f,0.89062500f,-0.48437500f,0.31250000f,0.64062500f,-0.21875000f,0.31250000f,-0.45312500f,-0.71875000f,0.46875000f,-0.71875000f,0.40625000f,0.34375000f,0.28125000f,-0.15625000f,-0.51562500f,0.51562500f,0.07812500f,-0.76562500f,-0.67187500f,-0.78125000f,-0.06250000f,-0.20312500f,-0.84375000f,-0.90625000f,-0.70312500f,-0.82812500f,0.96875000f,-0.46875000f,-0.96875000f,-0.40625000f,-0.12500000f,0.92187500f,-0.06250000f,-0.23437500f,-0.79687500f,0.28125000f,-0.29687500f,0.17187500f,-0.56250000f,0.35937500f,-0.67187500f,0.25000000f,0.71875000f,0.03125000f,0.10937500f,-0.51562500f,0.81250000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_4d_4items_strided_dilated_padded_neg) -{ - Shape shape_a{4,3,8,8,8,8}; - Shape shape_b{4,3,2,2,3,1}; - Shape shape_r{4,4,2,7,1,3}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{3,2,2,3}, // move_strides - Strides{2,1,3,2}, // filter_dilation - CoordinateDiff{-2,4,0,5}, // below_pads - CoordinateDiff{1,3,-1,-4}, // above_pads - Strides{1,1,1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f,0.75000000f,0.65625000f,-0.23437500f,0.59375000f,0.48437500f,-0.39062500f,-0.53125000f,0.89062500f,-0.48437500f,0.31250000f,0.64062500f,-0.21875000f,0.31250000f,-0.45312500f,-0.71875000f,0.46875000f,-0.71875000f,0.40625000f,0.34375000f,0.28125000f,-0.15625000f,-0.51562500f,0.51562500f,0.07812500f,-0.76562500f,-0.67187500f,-0.78125000f,-0.06250000f,-0.20312500f,-0.84375000f,-0.90625000f,-0.70312500f,-0.82812500f,0.96875000f,-0.46875000f,-0.96875000f,-0.40625000f,-0.12500000f,0.92187500f,-0.06250000f,-0.23437500f,-0.79687500f,0.28125000f,-0.29687500f,0.17187500f,-0.56250000f,0.35937500f,-0.67187500f,0.25000000f,0.71875000f,0.03125000f,0.10937500f,-0.51562500f,0.81250000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,3.20971680f,0.0f,0.0f,-1.19213867f,0.0f,0.0f,2.23364258f,0.0f,0.0f,-2.40869141f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.11938477f,0.0f,0.0f,-0.40600586f,0.0f,0.0f,3.08789062f,0.0f,0.0f,-1.71704102f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.20971680f,0.0f,0.0f,1.65136719f,0.0f,0.0f,-2.54907227f,0.0f,0.0f,-1.82958984f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.90209961f,0.0f,0.0f,-4.66088867f,0.0f,0.0f,-0.67797852f,0.0f,0.0f,1.74194336f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-2.07690430f,0.0f,0.0f,2.61181641f,0.0f,0.0f,-0.51611328f,0.0f,0.0f,3.86914062f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-1.76074219f,0.0f,0.0f,0.70898438f,0.0f,0.0f,-1.53442383f,0.0f,0.0f,1.25219727f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,2.93139648f,0.0f,0.0f,-1.63232422f,0.0f,0.0f,1.04760742f,0.0f,0.0f,-0.18750000f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-2.68408203f,0.0f,0.0f,2.25146484f,0.0f,0.0f,-0.33837891f,0.0f,0.0f,4.45312500f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-4.05761719f,0.0f,0.0f,3.73852539f,0.0f,0.0f,-3.19287109f,0.0f,0.0f,-2.15356445f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.69287109f,0.0f,0.0f,-2.30493164f,0.0f,0.0f,-1.37207031f,0.0f,0.0f,1.16333008f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,2.04052734f,0.0f,0.0f,-2.35205078f,0.0f,0.0f,2.66430664f,0.0f,0.0f,-0.40722656f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,3.20361328f,0.0f,0.0f,-0.98461914f,0.0f,0.0f,0.83862305f,0.0f,0.0f,1.29907227f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.04272461f,0.0f,0.0f,3.23486328f,0.0f,0.0f,-1.05371094f,0.0f,0.0f,-5.54101562f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.49926758f,0.0f,0.0f,0.45971680f,0.0f,0.0f,0.48535156f,0.0f,0.0f,2.51684570f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-2.14819336f,0.0f,0.0f,-0.07812500f,0.0f,0.0f,-0.67602539f,0.0f,0.0f,-1.61914062f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-3.19360352f,0.0f,0.0f,-0.82812500f,0.0f,0.0f,2.61962891f,0.0f,0.0f,0.41186523f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.86743164f,0.0f,0.0f,1.38037109f,0.0f,0.0f,-0.00830078f,0.0f,0.0f,-0.41992188f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.00659180f,0.0f,0.0f,2.42749023f,0.0f,0.0f,-0.88964844f,0.0f,0.0f,-0.03979492f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-2.37841797f,0.0f,0.0f,1.92333984f,0.0f,0.0f,-0.00903320f,0.0f,0.0f,-1.85034180f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.78247070f,0.0f,0.0f,-1.17285156f,0.0f,0.0f,2.13208008f,0.0f,0.0f,2.82324219f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-2.64526367f,0.0f,0.0f,-5.05102539f,0.0f,0.0f,-1.54760742f,0.0f,0.0f,-0.78344727f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-2.51635742f,0.0f,0.0f,3.44873047f,0.0f,0.0f,4.42749023f,0.0f,0.0f,-3.69970703f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-1.56982422f,0.0f,0.0f,-1.83715820f,0.0f,0.0f,3.36962891f,0.0f,0.0f,3.41918945f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-1.60449219f,0.0f,0.0f,-1.48974609f,0.0f,0.0f,-1.87890625f,0.0f,0.0f,1.40063477f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-2.83691406f,0.0f,0.0f,-2.71899414f,0.0f,0.0f,-0.04931641f,0.0f,0.0f,-1.37622070f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.80859375f,0.0f,0.0f,-2.82446289f,0.0f,0.0f,-0.95166016f,0.0f,0.0f,-1.07397461f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.71166992f,0.0f,0.0f,-1.40087891f,0.0f,0.0f,1.15722656f,0.0f,0.0f,1.58984375f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-1.75683594f,0.0f,0.0f,4.12402344f,0.0f,0.0f,3.05615234f,0.0f,0.0f,-1.25024414f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-1.95483398f,0.0f,0.0f,1.11523438f,0.0f,0.0f,2.28100586f,0.0f,0.0f,5.04809570f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-1.23632812f,0.0f,0.0f,4.77905273f,0.0f,0.0f,2.37841797f,0.0f,0.0f,0.78100586f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.71069336f,0.0f,0.0f,-1.37011719f,0.0f,0.0f,1.71362305f,0.0f,0.0f,-1.40356445f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,0.0f,-0.29711914f,0.0f,0.0f,-0.73559570f,0.0f,0.0f,4.60400391f,0.0f,0.0f,-1.02514648f,0.0f,0.0f,0.0f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_4d_4items_strided_dilated_padded_same) -{ - Shape shape_a{4,3,8,8,8,8}; - Shape shape_b{4,3,2,2,3,1}; - Shape shape_r{4,4,4,7,4,5}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{3,2,2,3}, // move_strides - Strides{2,1,3,2}, // filter_dilation - CoordinateDiff{3,3,3,3}, // below_pads - CoordinateDiff{3,3,3,3}, // above_pads - Strides{1,1,1,1}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f,0.75000000f,0.65625000f,-0.23437500f,0.59375000f,0.48437500f,-0.39062500f,-0.53125000f,0.89062500f,-0.48437500f,0.31250000f,0.64062500f,-0.21875000f,0.31250000f,-0.45312500f,-0.71875000f,0.46875000f,-0.71875000f,0.40625000f,0.34375000f,0.28125000f,-0.15625000f,-0.51562500f,0.51562500f,0.07812500f,-0.76562500f,-0.67187500f,-0.78125000f,-0.06250000f,-0.20312500f,-0.84375000f,-0.90625000f,-0.70312500f,-0.82812500f,0.96875000f,-0.46875000f,-0.96875000f,-0.40625000f,-0.12500000f,0.92187500f,-0.06250000f,-0.23437500f,-0.79687500f,0.28125000f,-0.29687500f,0.17187500f,-0.56250000f,0.35937500f,-0.67187500f,0.25000000f,0.71875000f,0.03125000f,0.10937500f,-0.51562500f,0.81250000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_1item_1o1i_data_dilated) -{ - Shape shape_a{1,1,3,5}; - Shape shape_b{1,1,2,2}; - Shape shape_r{1,1,4,8}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{2,2}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.45141602f,0.29907227f,0.36743164f,-0.30761719f,-0.37792969f,-0.19653320f,-0.24145508f,-0.05126953f,-0.30761719f,0.19653320f,0.30761719f,-0.32006836f,-0.50097656f,-0.29760742f,-0.46582031f,0.19653320f,0.36743164f,-0.29907227f,-0.36743164f,0.48706055f,0.59838867f,0.45288086f,0.55639648f,-0.29907227f,-0.56250000f,0.02807617f,0.04394531f,0.32006836f,0.50097656f,-0.14599609f,-0.22851562f,0.12915039f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_1item_2o1i_data_dilated) -{ - Shape shape_a{1,1,3,5}; - Shape shape_b{2,1,2,2}; - Shape shape_r{1,2,4,8}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{2,2}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.45141602f,0.29907227f,0.36743164f,-0.30761719f,-0.37792969f,-0.19653320f,-0.24145508f,-0.05126953f,-0.30761719f,0.19653320f,0.30761719f,-0.32006836f,-0.50097656f,-0.29760742f,-0.46582031f,0.19653320f,0.36743164f,-0.29907227f,-0.36743164f,0.48706055f,0.59838867f,0.45288086f,0.55639648f,-0.29907227f,-0.56250000f,0.02807617f,0.04394531f,0.32006836f,0.50097656f,-0.14599609f,-0.22851562f,0.12915039f,-0.06298828f,0.29907227f,-0.05126953f,-0.30761719f,0.05273438f,-0.19653320f,0.03369141f,-0.05126953f,-0.29907227f,-0.48706055f,0.29907227f,0.79321289f,-0.48706055f,0.73754883f,-0.45288086f,-0.48706055f,-0.05126953f,-0.29907227f,0.05126953f,0.48706055f,-0.08349609f,0.45288086f,-0.07763672f,-0.29907227f,-0.54687500f,-0.06958008f,0.04272461f,-0.79321289f,0.48706055f,0.36181641f,-0.22216797f,-0.32006836f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_1item_2o2i_data_dilated) -{ - Shape shape_a{1,2,3,5}; - Shape shape_b{2,2,2,2}; - Shape shape_r{1,2,4,8}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{2,2}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.40014648f,0.63232422f,0.31030273f,0.01708984f,-0.43359375f,-0.14526367f,-0.25024414f,-0.17089844f,-0.72631836f,0.55834961f,0.08544922f,-0.97412109f,-0.09936523f,-1.14648438f,0.05541992f,-0.24877930f,0.29565430f,-0.07690430f,-0.40551758f,0.08544922f,0.66723633f,-0.06835938f,0.64575195f,-0.57250977f,-0.40014648f,0.70996094f,-0.37475586f,0.08349609f,0.64624023f,-0.59130859f,0.04492188f,0.60229492f,0.06933594f,-0.05151367f,-0.08984375f,0.54882812f,-0.99462891f,0.23461914f,-0.38110352f,-0.03759766f,0.27172852f,0.26489258f,-0.69287109f,-0.47119141f,1.15454102f,-0.58593750f,1.17065430f,-0.23071289f,-0.22900391f,0.46411133f,-0.81469727f,-0.78540039f,1.39160156f,-0.84008789f,1.53466797f,0.09594727f,1.10668945f,0.42480469f,-0.35327148f,-0.07568359f,-0.79516602f,-0.30517578f,0.58593750f,0.31860352f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_1item_5o3i_data_dilated) -{ - Shape shape_a{1,3,3,5}; - Shape shape_b{5,3,2,2}; - Shape shape_r{1,5,4,8}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{2,2}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.59423828f,0.79467773f,0.06445312f,-0.52124023f,0.38159180f,0.35888672f,-1.01367188f,-0.45288086f,-0.22631836f,0.58398438f,-0.24267578f,-0.97290039f,-0.11499023f,-1.07202148f,-0.89770508f,-0.18530273f,0.70971680f,0.10253906f,-0.67724609f,0.09399414f,0.65429688f,0.45288086f,-0.14355469f,-0.12817383f,-0.08764648f,0.75634766f,-0.96850586f,0.13476562f,-0.01000977f,-0.59619141f,0.10742188f,0.60717773f,-0.08569336f,0.46337891f,-0.34301758f,0.52392578f,1.61645508f,-0.46484375f,-0.32861328f,0.04150391f,-0.49194336f,-0.07519531f,0.47558594f,0.66259766f,-0.37744141f,1.56982422f,0.31298828f,0.58471680f,0.36230469f,-0.11425781f,0.48339844f,-0.08056641f,-1.25268555f,-0.61669922f,-2.04809570f,-0.84912109f,-0.61669922f,0.35571289f,0.53588867f,0.19653320f,0.77709961f,0.27197266f,-0.23876953f,-0.25317383f,-0.37866211f,0.43505859f,-0.87036133f,-0.42504883f,0.95336914f,1.00634766f,-0.77465820f,-0.56372070f,0.85595703f,-0.13940430f,-0.49267578f,-0.02636719f,0.50170898f,-0.41357422f,-0.08081055f,-0.11254883f,-0.16406250f,0.68066406f,-0.25268555f,-0.64013672f,-0.09350586f,0.12646484f,-0.87573242f,0.64575195f,0.85717773f,-0.50341797f,-0.18652344f,-0.01269531f,-1.08251953f,0.07177734f,0.22607422f,-0.09350586f,-0.06420898f,-0.37963867f,0.02954102f,-0.31298828f,0.30859375f,-0.07885742f,0.20483398f,0.14746094f,-1.25805664f,0.20825195f,0.40844727f,-0.78198242f,-0.35961914f,-1.49194336f,0.28295898f,-0.23437500f,0.02856445f,-0.24291992f,0.32690430f,0.42163086f,-0.52075195f,0.52319336f,-0.51000977f,0.28002930f,-0.90478516f,-0.36181641f,-0.14965820f,0.18408203f,1.33081055f,-0.31152344f,-0.08837891f,0.27539062f,-0.11743164f,-0.17529297f,-0.14770508f,1.61987305f,-0.90771484f,-0.45458984f,-0.11450195f,0.33276367f,0.38793945f,-0.64233398f,0.36669922f,1.01245117f,-1.11596680f,0.98901367f,-1.99829102f,-0.06665039f,-0.39428711f,0.38769531f,-0.54809570f,-1.13916016f,1.03540039f,-2.03076172f,1.32055664f,-0.66479492f,-0.69213867f,-0.68579102f,-0.06127930f,-0.39868164f,0.01245117f,0.59130859f,-0.53320312f,-0.58813477f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_2item_5o3i_data_dilated) -{ - Shape shape_a{2,3,3,5}; - Shape shape_b{5,3,2,2}; - Shape shape_r{2,5,4,8}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{2,2}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{0.59423828f,0.79467773f,0.06445312f,-0.52124023f,0.38159180f,0.35888672f,-1.01367188f,-0.45288086f,-0.22631836f,0.58398438f,-0.24267578f,-0.97290039f,-0.11499023f,-1.07202148f,-0.89770508f,-0.18530273f,0.70971680f,0.10253906f,-0.67724609f,0.09399414f,0.65429688f,0.45288086f,-0.14355469f,-0.12817383f,-0.08764648f,0.75634766f,-0.96850586f,0.13476562f,-0.01000977f,-0.59619141f,0.10742188f,0.60717773f,-0.08569336f,0.46337891f,-0.34301758f,0.52392578f,1.61645508f,-0.46484375f,-0.32861328f,0.04150391f,-0.49194336f,-0.07519531f,0.47558594f,0.66259766f,-0.37744141f,1.56982422f,0.31298828f,0.58471680f,0.36230469f,-0.11425781f,0.48339844f,-0.08056641f,-1.25268555f,-0.61669922f,-2.04809570f,-0.84912109f,-0.61669922f,0.35571289f,0.53588867f,0.19653320f,0.77709961f,0.27197266f,-0.23876953f,-0.25317383f,-0.37866211f,0.43505859f,-0.87036133f,-0.42504883f,0.95336914f,1.00634766f,-0.77465820f,-0.56372070f,0.85595703f,-0.13940430f,-0.49267578f,-0.02636719f,0.50170898f,-0.41357422f,-0.08081055f,-0.11254883f,-0.16406250f,0.68066406f,-0.25268555f,-0.64013672f,-0.09350586f,0.12646484f,-0.87573242f,0.64575195f,0.85717773f,-0.50341797f,-0.18652344f,-0.01269531f,-1.08251953f,0.07177734f,0.22607422f,-0.09350586f,-0.06420898f,-0.37963867f,0.02954102f,-0.31298828f,0.30859375f,-0.07885742f,0.20483398f,0.14746094f,-1.25805664f,0.20825195f,0.40844727f,-0.78198242f,-0.35961914f,-1.49194336f,0.28295898f,-0.23437500f,0.02856445f,-0.24291992f,0.32690430f,0.42163086f,-0.52075195f,0.52319336f,-0.51000977f,0.28002930f,-0.90478516f,-0.36181641f,-0.14965820f,0.18408203f,1.33081055f,-0.31152344f,-0.08837891f,0.27539062f,-0.11743164f,-0.17529297f,-0.14770508f,1.61987305f,-0.90771484f,-0.45458984f,-0.11450195f,0.33276367f,0.38793945f,-0.64233398f,0.36669922f,1.01245117f,-1.11596680f,0.98901367f,-1.99829102f,-0.06665039f,-0.39428711f,0.38769531f,-0.54809570f,-1.13916016f,1.03540039f,-2.03076172f,1.32055664f,-0.66479492f,-0.69213867f,-0.68579102f,-0.06127930f,-0.39868164f,0.01245117f,0.59130859f,-0.53320312f,-0.58813477f,0.73242188f,0.23925781f,-0.48022461f,0.34179688f,1.25146484f,0.86303711f,0.00585938f,-1.05102539f,0.85913086f,-0.98315430f,0.26464844f,-0.19799805f,0.12353516f,-0.62011719f,-0.18212891f,0.45117188f,-0.24096680f,-0.23071289f,0.52709961f,-0.40161133f,-0.99975586f,0.17089844f,0.52099609f,1.09375000f,-0.02441406f,0.17016602f,0.49389648f,-0.33325195f,-0.51831055f,0.33984375f,-0.38818359f,0.41723633f,1.30419922f,0.23828125f,0.81933594f,1.17480469f,0.49609375f,0.51220703f,-0.26293945f,-0.45263672f,0.02075195f,0.40112305f,-0.34741211f,0.31323242f,0.69555664f,0.48193359f,-0.29638672f,0.94604492f,0.95117188f,-0.25927734f,-0.94848633f,-0.93017578f,-0.15649414f,0.05078125f,-0.88769531f,0.24707031f,0.63085938f,-0.59960938f,-0.29492188f,0.53759766f,-0.24462891f,-0.19873047f,-0.63134766f,-0.54736328f,0.45361328f,0.66333008f,-0.27172852f,-0.70019531f,0.14916992f,0.53955078f,-0.94799805f,-0.68432617f,-0.45507812f,0.16137695f,0.26196289f,0.06347656f,-1.06762695f,-0.07031250f,0.45507812f,-0.74902344f,0.79907227f,-0.71362305f,0.25634766f,0.50708008f,0.05688477f,-0.42919922f,-0.15625000f,0.96508789f,-0.86816406f,0.24047852f,0.17846680f,-0.24511719f,0.58276367f,-0.19873047f,1.12695312f,0.05249023f,0.23193359f,-0.46923828f,0.40966797f,-0.44653320f,-0.07690430f,-0.45434570f,0.08081055f,0.43627930f,0.65722656f,-0.42431641f,0.00903320f,0.08715820f,1.43457031f,-0.60937500f,-0.41845703f,-1.05126953f,0.21972656f,0.51391602f,-0.45874023f,0.34472656f,0.11083984f,0.22998047f,-0.36279297f,-0.41479492f,1.05712891f,0.53613281f,-0.19824219f,-0.73803711f,-0.72192383f,-0.23876953f,-1.59570312f,0.33251953f,-0.89208984f,0.79711914f,-0.84716797f,0.81542969f,-0.34838867f,-0.09033203f,-0.25659180f,0.42309570f,0.93432617f,0.94262695f,-0.81347656f,-0.10058594f,-0.23193359f,0.68505859f,-0.79345703f,-0.31030273f,-0.41406250f,-0.91870117f,0.95092773f,-0.43237305f,0.16113281f,-0.77490234f,0.68798828f,-0.58471680f,0.02246094f,-0.13085938f,0.65307617f,0.47436523f,-0.76538086f,0.0f,0.15673828f,-0.24707031f}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_8item_large_5o3i_data_dilated) -{ - Shape shape_a{8,3,16,16}; - Shape shape_b{5,3,2,2}; - Shape shape_r{8,5,30,30}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{2,2}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_8item_large_5o3i_uneven_filter_data_dilated) -{ - Shape shape_a{8,3,16,16}; - Shape shape_b{5,3,2,3}; - Shape shape_r{8,5,30,29}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{2,2}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_2d_8item_large_5o3i_uneven_filter_uneven_data_dilation_data_dilated) -{ - Shape shape_a{8,3,16,16}; - Shape shape_b{5,3,2,3}; - Shape shape_r{8,5,30,44}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1}, // move_strides - Strides{1,1}, // filter_dilation - CoordinateDiff{0,0}, // below_pads - CoordinateDiff{0,0}, // above_pads - Strides{2,3}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_3d_2item_large_5o3i_uneven_filter_uneven_data_dilation_data_dilated) -{ - Shape shape_a{2,3,8,8,8}; - Shape shape_b{5,3,2,3,4}; - Shape shape_r{2,5,14,20,12}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1,1}, // move_strides - Strides{1,1,1}, // filter_dilation - CoordinateDiff{0,0,0}, // below_pads - CoordinateDiff{0,0,0}, // above_pads - Strides{2,3,2}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f,0.75000000f,0.65625000f,-0.23437500f,0.59375000f,0.48437500f,-0.39062500f,-0.53125000f,0.89062500f,-0.48437500f,0.31250000f,0.64062500f,-0.21875000f,0.31250000f,-0.45312500f,-0.71875000f,0.46875000f,-0.71875000f,0.40625000f,0.34375000f,0.28125000f,-0.15625000f,-0.51562500f,0.51562500f,0.07812500f,-0.76562500f,-0.67187500f,-0.78125000f,-0.06250000f,-0.20312500f,-0.84375000f,-0.90625000f,-0.70312500f,-0.82812500f,0.96875000f,-0.46875000f,-0.96875000f,-0.40625000f,-0.12500000f,0.92187500f,-0.06250000f,-0.23437500f,-0.79687500f,0.28125000f,-0.29687500f,0.17187500f,-0.56250000f,0.35937500f,-0.67187500f,0.25000000f,0.71875000f,0.03125000f,0.10937500f,-0.51562500f,0.81250000f,-0.62500000f,0.39062500f,-0.75000000f,0.37500000f,-0.18750000f,0.82812500f,0.50000000f,-0.90625000f,-0.76562500f,-0.75000000f,-0.79687500f,-0.79687500f,0.10937500f,-0.67187500f,0.89062500f,0.14062500f,0.96875000f,-0.32812500f,0.45312500f,-0.06250000f,-0.31250000f,-0.15625000f,0.85937500f,-0.75000000f,-0.37500000f,0.87500000f,0.93750000f,-0.17187500f,0.06250000f,0.45312500f,-0.81250000f,0.85937500f,-0.89062500f,-0.03125000f,-0.35937500f,0.10937500f,0.01562500f,0.12500000f,0.93750000f,0.96875000f,-0.01562500f,0.14062500f,0.43750000f,0.37500000f,0.92187500f,0.04687500f,-0.62500000f,-0.78125000f,0.15625000f,-0.53125000f,-0.15625000f,-0.90625000f,0.68750000f,0.98437500f,0.04687500f,-0.46875000f,0.75000000f,0.01562500f,-0.73437500f,0.17187500f,0.17187500f,0.70312500f,-0.34375000f,-0.23437500f,0.18750000f,0.01562500f,0.32812500f,0.96875000f,0.32812500f,-0.46875000f,-0.51562500f,-0.75000000f,-0.81250000f,-0.62500000f,-0.03125000f,-0.70312500f,-0.20312500f,-0.62500000f,-0.60937500f,0.62500000f,0.76562500f,0.06250000f,-0.06250000f,0.95312500f,0.65625000f,-0.59375000f,0.04687500f,0.75000000f,-0.90625000f,-0.26562500f,-0.29687500f,-1.00000000f,-0.87500000f,-0.12500000f,0.71875000f,-0.89062500f,-0.62500000f,-0.81250000f,0.26562500f,0.31250000f,-0.48437500f,0.37500000f,0.65625000f,0.07812500f,-0.57812500f,0.35937500f,0.73437500f,-0.37500000f,-0.92187500f,-0.65625000f,0.09375000f,0.26562500f,0.26562500f,0.48437500f,0.34375000f,0.42187500f,-0.62500000f,0.45312500f,0.96875000f,-0.28125000f,0.18750000f,-0.40625000f,-0.20312500f,-0.70312500f,0.93750000f,-0.26562500f,0.79687500f,0.53125000f,0.79687500f,-0.53125000f,0.06250000f,-0.09375000f,-0.26562500f,0.01562500f,0.32812500f,0.96875000f,-0.85937500f,0.26562500f,0.60937500f,0.37500000f,-0.64062500f,-0.34375000f,-0.56250000f,-0.23437500f,0.81250000f,-0.82812500f,-0.73437500f,0.10937500f,-0.26562500f,0.46875000f,-0.51562500f,0.48437500f,0.96875000f,-0.17187500f,-0.82812500f,0.96875000f,-0.73437500f,-0.54687500f,0.01562500f,0.85937500f,-0.21875000f,-0.06250000f,-0.04687500f,0.09375000f,-0.84375000f,0.75000000f,-0.87500000f,0.03125000f,-0.10937500f,0.65625000f,0.60937500f,-0.95312500f,0.25000000f,0.53125000f,0.65625000f,0.25000000f,0.71875000f,0.03125000f,-0.17187500f,0.57812500f,-0.20312500f,0.78125000f,0.95312500f,-0.12500000f,-0.93750000f,-0.48437500f,-0.42187500f,-0.79687500f,0.10937500f,-0.48437500f,-0.48437500f,0.48437500f,0.43750000f,-0.28125000f,0.10937500f,0.04687500f,0.65625000f,-0.31250000f,0.89062500f,0.70312500f,-0.87500000f,0.42187500f,-0.64062500f,0.42187500f,-0.48437500f,0.60937500f,0.32812500f,0.92187500f,-0.73437500f,-0.06250000f,0.37500000f,0.12500000f,-0.60937500f,0.98437500f,0.87500000f,-0.93750000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_3d_1item_large_5o3i_padded_uneven_filter_uneven_data_dilation_data_dilated) -{ - Shape shape_a{1,3,8,8,8}; - Shape shape_b{5,3,2,3,4}; - Shape shape_r{1,5,17,23,17}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{1,1,1}, // move_strides - Strides{1,1,1}, // filter_dilation - CoordinateDiff{2,1,2}, // below_pads - CoordinateDiff{1,2,3}, // above_pads - Strides{2,3,2}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, 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- auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_3d_2item_large_5o3i_padded_strided_uneven_filter_uneven_data_dilation_data_dilated) -{ - Shape shape_a{2,3,8,8,8}; - Shape shape_b{5,3,2,3,4}; - Shape shape_r{2,5,9,8,9}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{2,3,2}, // move_strides - Strides{1,1,1}, // filter_dilation - CoordinateDiff{2,1,2}, // below_pads - CoordinateDiff{1,2,3}, // above_pads - Strides{2,3,2}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f,0.75000000f,0.65625000f,-0.23437500f,0.59375000f,0.48437500f,-0.39062500f,-0.53125000f,0.89062500f,-0.48437500f,0.31250000f,0.64062500f,-0.21875000f,0.31250000f,-0.45312500f,-0.71875000f,0.46875000f,-0.71875000f,0.40625000f,0.34375000f,0.28125000f,-0.15625000f,-0.51562500f,0.51562500f,0.07812500f,-0.76562500f,-0.67187500f,-0.78125000f,-0.06250000f,-0.20312500f,-0.84375000f,-0.90625000f,-0.70312500f,-0.82812500f,0.96875000f,-0.46875000f,-0.96875000f,-0.40625000f,-0.12500000f,0.92187500f,-0.06250000f,-0.23437500f,-0.79687500f,0.28125000f,-0.29687500f,0.17187500f,-0.56250000f,0.35937500f,-0.67187500f,0.25000000f,0.71875000f,0.03125000f,0.10937500f,-0.51562500f,0.81250000f,-0.62500000f,0.39062500f,-0.75000000f,0.37500000f,-0.18750000f,0.82812500f,0.50000000f,-0.90625000f,-0.76562500f,-0.75000000f,-0.79687500f,-0.79687500f,0.10937500f,-0.67187500f,0.89062500f,0.14062500f,0.96875000f,-0.32812500f,0.45312500f,-0.06250000f,-0.31250000f,-0.15625000f,0.85937500f,-0.75000000f,-0.37500000f,0.87500000f,0.93750000f,-0.17187500f,0.06250000f,0.45312500f,-0.81250000f,0.85937500f,-0.89062500f,-0.03125000f,-0.35937500f,0.10937500f,0.01562500f,0.12500000f,0.93750000f,0.96875000f,-0.01562500f,0.14062500f,0.43750000f,0.37500000f,0.92187500f,0.04687500f,-0.62500000f,-0.78125000f,0.15625000f,-0.53125000f,-0.15625000f,-0.90625000f,0.68750000f,0.98437500f,0.04687500f,-0.46875000f,0.75000000f,0.01562500f,-0.73437500f,0.17187500f,0.17187500f,0.70312500f,-0.34375000f,-0.23437500f,0.18750000f,0.01562500f,0.32812500f,0.96875000f,0.32812500f,-0.46875000f,-0.51562500f,-0.75000000f,-0.81250000f,-0.62500000f,-0.03125000f,-0.70312500f,-0.20312500f,-0.62500000f,-0.60937500f,0.62500000f,0.76562500f,0.06250000f,-0.06250000f,0.95312500f,0.65625000f,-0.59375000f,0.04687500f,0.75000000f,-0.90625000f,-0.26562500f,-0.29687500f,-1.00000000f,-0.87500000f,-0.12500000f,0.71875000f,-0.89062500f,-0.62500000f,-0.81250000f,0.26562500f,0.31250000f,-0.48437500f,0.37500000f,0.65625000f,0.07812500f,-0.57812500f,0.35937500f,0.73437500f,-0.37500000f,-0.92187500f,-0.65625000f,0.09375000f,0.26562500f,0.26562500f,0.48437500f,0.34375000f,0.42187500f,-0.62500000f,0.45312500f,0.96875000f,-0.28125000f,0.18750000f,-0.40625000f,-0.20312500f,-0.70312500f,0.93750000f,-0.26562500f,0.79687500f,0.53125000f,0.79687500f,-0.53125000f,0.06250000f,-0.09375000f,-0.26562500f,0.01562500f,0.32812500f,0.96875000f,-0.85937500f,0.26562500f,0.60937500f,0.37500000f,-0.64062500f,-0.34375000f,-0.56250000f,-0.23437500f,0.81250000f,-0.82812500f,-0.73437500f,0.10937500f,-0.26562500f,0.46875000f,-0.51562500f,0.48437500f,0.96875000f,-0.17187500f,-0.82812500f,0.96875000f,-0.73437500f,-0.54687500f,0.01562500f,0.85937500f,-0.21875000f,-0.06250000f,-0.04687500f,0.09375000f,-0.84375000f,0.75000000f,-0.87500000f,0.03125000f,-0.10937500f,0.65625000f,0.60937500f,-0.95312500f,0.25000000f,0.53125000f,0.65625000f,0.25000000f,0.71875000f,0.03125000f,-0.17187500f,0.57812500f,-0.20312500f,0.78125000f,0.95312500f,-0.12500000f,-0.93750000f,-0.48437500f,-0.42187500f,-0.79687500f,0.10937500f,-0.48437500f,-0.48437500f,0.48437500f,0.43750000f,-0.28125000f,0.10937500f,0.04687500f,0.65625000f,-0.31250000f,0.89062500f,0.70312500f,-0.87500000f,0.42187500f,-0.64062500f,0.42187500f,-0.48437500f,0.60937500f,0.32812500f,0.92187500f,-0.73437500f,-0.06250000f,0.37500000f,0.12500000f,-0.60937500f,0.98437500f,0.87500000f,-0.93750000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, convolution_3d_2item_large_5o3i_padded_strided_uneven_filter_uneven_data_dilation_filter_dilated_data_dilated) -{ - Shape shape_a{2,3,8,8,8}; - Shape shape_b{5,3,2,3,4}; - Shape shape_r{2,5,8,7,7}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{2,3,2}, // move_strides - Strides{3,2,2}, // filter_dilation - CoordinateDiff{2,1,2}, // below_pads - CoordinateDiff{1,2,3}, // above_pads - Strides{2,3,2}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, 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- auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{0.67187500f,0.54687500f,-0.56250000f,-0.35937500f,-0.09375000f,0.54687500f,-0.54687500f,0.89062500f,0.82812500f,-0.54687500f,1.00000000f,-0.07812500f,-0.89062500f,0.40625000f,-0.35937500f,0.54687500f,0.60937500f,0.59375000f,0.09375000f,-0.21875000f,0.76562500f,0.40625000f,-0.73437500f,-0.95312500f,-0.50000000f,-0.29687500f,0.76562500f,-0.26562500f,-0.50000000f,0.53125000f,0.23437500f,-0.29687500f,0.98437500f,-0.92187500f,0.51562500f,0.50000000f,-0.32812500f,-0.01562500f,-0.95312500f,-0.81250000f,0.31250000f,-0.59375000f,-0.65625000f,0.06250000f,-0.06250000f,0.03125000f,-0.46875000f,0.79687500f,0.51562500f,-0.67187500f,-0.81250000f,0.54687500f,-0.78125000f,0.71875000f,0.51562500f,-0.71875000f,-0.15625000f,0.82812500f,0.87500000f,0.15625000f,0.96875000f,0.79687500f,0.78125000f,0.73437500f,-0.68750000f,-0.07812500f,-0.87500000f,-0.59375000f,-0.40625000f,0.64062500f,-0.18750000f,0.17187500f,-0.04687500f,0.78125000f,0.57812500f,0.96875000f,-0.10937500f,0.95312500f,-0.32812500f,0.56250000f,0.35937500f,0.09375000f,-0.64062500f,0.00000000f,-0.84375000f,-0.53125000f,0.50000000f,-0.07812500f,0.53125000f,0.53125000f,0.75000000f,0.65625000f,-0.23437500f,0.59375000f,0.48437500f,-0.39062500f,-0.53125000f,0.89062500f,-0.48437500f,0.31250000f,0.64062500f,-0.21875000f,0.31250000f,-0.45312500f,-0.71875000f,0.46875000f,-0.71875000f,0.40625000f,0.34375000f,0.28125000f,-0.15625000f,-0.51562500f,0.51562500f,0.07812500f,-0.76562500f,-0.67187500f,-0.78125000f,-0.06250000f,-0.20312500f,-0.84375000f,-0.90625000f,-0.70312500f,-0.82812500f,0.96875000f,-0.46875000f,-0.96875000f,-0.40625000f,-0.12500000f,0.92187500f,-0.06250000f,-0.23437500f,-0.79687500f,0.28125000f,-0.29687500f,0.17187500f,-0.56250000f,0.35937500f,-0.67187500f,0.25000000f,0.71875000f,0.03125000f,0.10937500f,-0.51562500f,0.81250000f,-0.62500000f,0.39062500f,-0.75000000f,0.37500000f,-0.18750000f,0.82812500f,0.50000000f,-0.90625000f,-0.76562500f,-0.75000000f,-0.79687500f,-0.79687500f,0.10937500f,-0.67187500f,0.89062500f,0.14062500f,0.96875000f,-0.32812500f,0.45312500f,-0.06250000f,-0.31250000f,-0.15625000f,0.85937500f,-0.75000000f,-0.37500000f,0.87500000f,0.93750000f,-0.17187500f,0.06250000f,0.45312500f,-0.81250000f,0.85937500f,-0.89062500f,-0.03125000f,-0.35937500f,0.10937500f,0.01562500f,0.12500000f,0.93750000f,0.96875000f,-0.01562500f,0.14062500f,0.43750000f,0.37500000f,0.92187500f,0.04687500f,-0.62500000f,-0.78125000f,0.15625000f,-0.53125000f,-0.15625000f,-0.90625000f,0.68750000f,0.98437500f,0.04687500f,-0.46875000f,0.75000000f,0.01562500f,-0.73437500f,0.17187500f,0.17187500f,0.70312500f,-0.34375000f,-0.23437500f,0.18750000f,0.01562500f,0.32812500f,0.96875000f,0.32812500f,-0.46875000f,-0.51562500f,-0.75000000f,-0.81250000f,-0.62500000f,-0.03125000f,-0.70312500f,-0.20312500f,-0.62500000f,-0.60937500f,0.62500000f,0.76562500f,0.06250000f,-0.06250000f,0.95312500f,0.65625000f,-0.59375000f,0.04687500f,0.75000000f,-0.90625000f,-0.26562500f,-0.29687500f,-1.00000000f,-0.87500000f,-0.12500000f,0.71875000f,-0.89062500f,-0.62500000f,-0.81250000f,0.26562500f,0.31250000f,-0.48437500f,0.37500000f,0.65625000f,0.07812500f,-0.57812500f,0.35937500f,0.73437500f,-0.37500000f,-0.92187500f,-0.65625000f,0.09375000f,0.26562500f,0.26562500f,0.48437500f,0.34375000f,0.42187500f,-0.62500000f,0.45312500f,0.96875000f,-0.28125000f,0.18750000f,-0.40625000f,-0.20312500f,-0.70312500f,0.93750000f,-0.26562500f,0.79687500f,0.53125000f,0.79687500f,-0.53125000f,0.06250000f,-0.09375000f,-0.26562500f,0.01562500f,0.32812500f,0.96875000f,-0.85937500f,0.26562500f,0.60937500f,0.37500000f,-0.64062500f,-0.34375000f,-0.56250000f,-0.23437500f,0.81250000f,-0.82812500f,-0.73437500f,0.10937500f,-0.26562500f,0.46875000f,-0.51562500f,0.48437500f,0.96875000f,-0.17187500f,-0.82812500f,0.96875000f,-0.73437500f,-0.54687500f,0.01562500f,0.85937500f,-0.21875000f,-0.06250000f,-0.04687500f,0.09375000f,-0.84375000f,0.75000000f,-0.87500000f,0.03125000f,-0.10937500f,0.65625000f,0.60937500f,-0.95312500f,0.25000000f,0.53125000f,0.65625000f,0.25000000f,0.71875000f,0.03125000f,-0.17187500f,0.57812500f,-0.20312500f,0.78125000f,0.95312500f,-0.12500000f,-0.93750000f,-0.48437500f,-0.42187500f,-0.79687500f,0.10937500f,-0.48437500f,-0.48437500f,0.48437500f,0.43750000f,-0.28125000f,0.10937500f,0.04687500f,0.65625000f,-0.31250000f,0.89062500f,0.70312500f,-0.87500000f,0.42187500f,-0.64062500f,0.42187500f,-0.48437500f,0.60937500f,0.32812500f,0.92187500f,-0.73437500f,-0.06250000f,0.37500000f,0.12500000f,-0.60937500f,0.98437500f,0.87500000f,-0.93750000f}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector 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- - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - // EXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} - -// clang-format on diff --git a/ngraph/test/backend/divide.in.cpp b/ngraph/test/backend/divide.in.cpp index 700d924..b448110 100644 --- a/ngraph/test/backend/divide.in.cpp +++ b/ngraph/test/backend/divide.in.cpp @@ -156,55 +156,6 @@ NGRAPH_TEST(${BACKEND_NAME}, divide_overload) EXPECT_TRUE(test::all_close_f((vector{2, 2, 2, 2}), read_vector(result))); } -NGRAPH_TEST(${BACKEND_NAME}, divide_adjoint_stability) -{ - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - - Shape shape{2, 2}; - - auto make_external = [&]() { - auto A = make_shared(element::f32, shape); - auto B = make_shared(element::f32, shape); - auto f = make_shared(make_shared(A, B), ParameterVector{A, B}); - - auto Y_out = f->output(0); - auto Xs = f->get_parameters(); - auto C = std::make_shared(Y_out.get_element_type(), Y_out.get_shape()); - ngraph::autodiff::Adjoints adjoints(OutputVector{Y_out}, OutputVector{C}); - std::vector> dYdXs(Xs.size()); - transform( - Xs.begin(), Xs.end(), dYdXs.begin(), [C, &adjoints](const std::shared_ptr& X) { - return adjoints.backprop_output(X); - }); - std::vector> params(Xs); - params.push_back(C); - - auto bf = std::make_shared(dYdXs, params); - - return bf; - }; - - auto bf = make_external(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape); - copy_data(a, vector{0, 0, 1, 1}); - auto b = backend->create_tensor(element::f32, shape); - copy_data(b, vector{2, 2, 2, 2}); - auto c = backend->create_tensor(element::f32, shape); - copy_data(c, vector{1, 1, 1, 1}); - - auto resulta = backend->create_tensor(element::f32, shape); - auto resultb = backend->create_tensor(element::f32, shape); - - auto handle = backend->compile(bf); - handle->call_with_validate({resulta, resultb}, {a, b, c}); - EXPECT_TRUE( - test::all_close_f((vector{0.5, 0.5, 0.5, 0.5}), read_vector(resulta))); - EXPECT_TRUE( - test::all_close_f((vector{-0.0, -0.0, -0.25, -0.25}), read_vector(resultb))); -} - NGRAPH_TEST(${BACKEND_NAME}, divide_by_zero_float32) { Shape shape{2, 2}; diff --git a/ngraph/test/backend/gelu.in.cpp b/ngraph/test/backend/gelu.in.cpp index 9560da5..5e99792 100644 --- a/ngraph/test/backend/gelu.in.cpp +++ b/ngraph/test/backend/gelu.in.cpp @@ -38,7 +38,6 @@ #include "ngraph/ngraph.hpp" #include "util/all_close.hpp" #include "util/all_close_f.hpp" -#include "util/autodiff/numeric_compare.hpp" #include "util/ndarray.hpp" #include "util/test_control.hpp" #include "util/test_tools.hpp" diff --git a/ngraph/test/backend/layer_norm.in.cpp b/ngraph/test/backend/layer_norm.in.cpp index 1736b3e..ebb0feb 100644 --- a/ngraph/test/backend/layer_norm.in.cpp +++ b/ngraph/test/backend/layer_norm.in.cpp @@ -37,7 +37,6 @@ #include "ngraph/ngraph.hpp" #include "util/all_close.hpp" #include "util/all_close_f.hpp" -#include "util/autodiff/numeric_compare.hpp" #include "util/ndarray.hpp" #include "util/test_control.hpp" #include "util/test_tools.hpp" diff --git a/ngraph/test/backend/partial_slice.in.cpp b/ngraph/test/backend/partial_slice.in.cpp index 25b90c7..61a322f 100644 --- a/ngraph/test/backend/partial_slice.in.cpp +++ b/ngraph/test/backend/partial_slice.in.cpp @@ -37,7 +37,6 @@ #include "ngraph/ngraph.hpp" #include "util/all_close.hpp" #include "util/all_close_f.hpp" -#include "util/autodiff/numeric_compare.hpp" #include "util/ndarray.hpp" #include "util/test_control.hpp" #include "util/test_tools.hpp" diff --git a/ngraph/test/backend/strided_slice.in.cpp b/ngraph/test/backend/strided_slice.in.cpp index 5f820ff..61cf3d8 100644 --- a/ngraph/test/backend/strided_slice.in.cpp +++ b/ngraph/test/backend/strided_slice.in.cpp @@ -19,7 +19,6 @@ #include "ngraph/runtime/tensor.hpp" #include "runtime/backend.hpp" #include "util/all_close_f.hpp" -#include "util/autodiff/numeric_compare.hpp" #include "util/test_control.hpp" #include "util/test_tools.hpp" diff --git a/ngraph/test/concat_fusion.cpp b/ngraph/test/concat_fusion.cpp index c29ba99..72d1d0e 100644 --- a/ngraph/test/concat_fusion.cpp +++ b/ngraph/test/concat_fusion.cpp @@ -40,7 +40,6 @@ #include "ngraph/serializer.hpp" #include "ngraph/util.hpp" #include "util/all_close.hpp" -#include "util/autodiff/backprop_function.hpp" #include "util/matcher.hpp" #include "util/random.hpp" #include "util/test_tools.hpp" diff --git a/ngraph/test/control_dependencies.cpp b/ngraph/test/control_dependencies.cpp index 36d3306..491eee7 100644 --- a/ngraph/test/control_dependencies.cpp +++ b/ngraph/test/control_dependencies.cpp @@ -21,7 +21,6 @@ #include #include "gtest/gtest.h" -#include "ngraph/autodiff/adjoints.hpp" #include "ngraph/file_util.hpp" #include "ngraph/graph_util.hpp" #include "ngraph/log.hpp" @@ -35,8 +34,6 @@ #include "ngraph/serializer.hpp" #include "ngraph/util.hpp" #include "util/all_close.hpp" -#include "util/autodiff/backprop_function.hpp" -#include "util/autodiff/numeric_compare.hpp" #include "util/ndarray.hpp" #include "util/random.hpp" #include "util/test_tools.hpp" diff --git a/ngraph/test/op_is.cpp b/ngraph/test/op_is.cpp index ce8226c..67d37b2 100644 --- a/ngraph/test/op_is.cpp +++ b/ngraph/test/op_is.cpp @@ -890,15 +890,6 @@ namespace EXPECT_FALSE(node.is_binary_elementwise_logical()); } - void op_is_ScalarConstantLike() - { - op::ScalarConstantLike node; - EXPECT_FALSE(node.is_unary_elementwise_arithmetic()); - EXPECT_FALSE(node.is_binary_elementwise_arithmetic()); - EXPECT_FALSE(node.is_binary_elementwise_comparison()); - EXPECT_FALSE(node.is_binary_elementwise_logical()); - } - void op_is_ScaleShift() { op::ScaleShift node; diff --git a/ngraph/test/ref_generators/generate_convolution_ref.py b/ngraph/test/ref_generators/generate_convolution_ref.py deleted file mode 100644 index 6d1cc41..0000000 --- a/ngraph/test/ref_generators/generate_convolution_ref.py +++ /dev/null @@ -1,448 +0,0 @@ -#!/usr/bin/env python -# ****************************************************************************** -# Copyright 2017-2020 Intel Corporation -# -# Licensed 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. -# ****************************************************************************** - -import sys -import numpy as np -import math -import random -from operator import mul - -# Generates an array of random floating point literals of the given length, from a fixed seed. - - -def random_array_float_literals(length, seed=8086): - literals = [] - - random.seed(seed) - - for i in range(0, length): - # generate numbers that can be exactly represented in binary - sig_bits = 6 - range_bits = 2 - literal_n = np.float32(random.randint(-pow(2, sig_bits-1), - pow(2, sig_bits-1))) / pow(2.0, sig_bits - range_bits) - literals.append(str(literal_n)) - - return literals - -# Elementwise addition on tuples. - - -def tuple_plus(t1, t2): - assert(len(t1) == len(t2)) - - res = () - - for (x, y) in zip(list(t1), list(t2)): - res = res + (x+y,) - - return res - -# Elementwise multiplication on tuples. - - -def tuple_times(t1, t2): - assert(len(t1) == len(t2)) - - res = () - - for (x, y) in zip(list(t1), list(t2)): - res = res + (x*y,) - - return res - -# -# Convolution reference -# -# Arguments: -# data_batch : [N ][Ci][D1]...[Dn], n > 0 -# filter : [Co][Ci][W1]...[Wn] -# move_strides = (s1,...,sn) -# filter_dilation = (l1,...,ln) -# below_pads = (p1,...,pn) -# above_pads = (q1,...,qn) -# data_dilation = (t1,...,tn) -# -# Returns: -# output_batch : [N ][Co][D'1]...[D'n] -# -# Where the D's are computed according to TensorFlow-style "valid" convolution rules, but *after* padding. -# See https://www.tensorflow.org/api_docs/python/tf/nn/convolution. -# - - -def convolution_ref(data_batch, filter, move_strides, filter_dilation, below_pads, above_pads, data_dilation): - assert(len(data_batch.shape) == len(filter.shape)) - assert(len(data_batch.shape) > 2) - assert(len(data_batch.shape) <= 6) - assert(data_batch.shape[1] == filter.shape[1]) - assert(len(move_strides) == len(data_batch.shape) - 2) - assert(len(filter_dilation) == len(data_batch.shape) - 2) - assert(len(data_dilation) == len(data_batch.shape) - 2) - - # dilate the input batch - new_item_shape = (np.array(data_batch.shape[2:]) - 1) * data_dilation + 1 - new_data_batch_shape = list( - np.array(data_batch.shape[:2])) + list(new_item_shape) - new_data_batch = np.zeros(new_data_batch_shape) - - for n in range(0, new_data_batch_shape[0]): - for c in range(0, new_data_batch_shape[1]): - if new_data_batch.ndim == 3: - new_data_batch[n, c, 0::data_dilation[0]] = data_batch[n][c] - elif new_data_batch.ndim == 4: - new_data_batch[n, c, 0::data_dilation[0], - 0::data_dilation[1]] = data_batch[n][c] - elif new_data_batch.ndim == 5: - new_data_batch[n, c, 0::data_dilation[0], - 0::data_dilation[1], 0::data_dilation[2]] = data_batch[n][c] - elif new_data_batch.ndim == 6: - new_data_batch[n, c, 0::data_dilation[0], 0::data_dilation[1], - 0::data_dilation[2], 0::data_dilation[3]] = data_batch[n][c] - else: - assert(False) - - data_batch = new_data_batch - - # Pad the input batch wherever the pads are positive. - # Have to add values for the spatial and channel dims. - below_pads_pos = (0, 0) + tuple(np.clip(below_pads, 0, None)) - # Have to add values for the spatial and channel dims. - above_pads_pos = (0, 0) + tuple(np.clip(above_pads, 0, None)) - data_batch = np.pad(data_batch, list( - zip(below_pads_pos, above_pads_pos)), mode='constant', constant_values=0) - - # Slice the input batch wherever the pads are negative. - slice_bottoms = (0, 0) + tuple(-np.clip(below_pads, None, 0)) - slice_tops = (0, 0) + tuple(np.clip(above_pads, None, 0)) - slices = list(map(lambda p: slice( - p[0], p[1] if p[1] < 0 else None), zip(slice_bottoms, slice_tops))) - data_batch = data_batch[tuple(slices)] - - item_count = data_batch.shape[0] # N - ci_count = data_batch.shape[1] # Ci - co_count = filter.shape[0] # Co - input_item_shape = list(data_batch.shape[2:]) # D1, ..., Dn - window_virtual_shape = list(filter.shape[2:]) # W1, ..., Wn - - # This is not used in computation but we will calculate it for a check to make sure the window fits. - window_physical_shape = [] - for (d_in, d_virt, dil) in zip(input_item_shape, window_virtual_shape, filter_dilation): - d_phys = (d_virt - 1) * dil + 1 - assert(d_phys <= d_in) - window_physical_shape.append(d_phys) - - output_item_shape = [] # D'1,...,D'n - for (d_in, d_win, dil, mov) in zip(input_item_shape, window_virtual_shape, filter_dilation, move_strides): - # Formula is taken from TF's definition for VALID convolution. - d_out = int( - math.ceil((float(d_in) - (float(d_win) - 1.0) * float(dil))/float(mov))) - assert(d_out > 0) - output_item_shape.append(d_out) - - output_shape = [item_count, co_count]+output_item_shape # N,Co,D'1,...,D'n - output_batch = np.zeros(output_shape) - - # Walk over the output batch space. - output_it = np.nditer(output_batch, flags=['multi_index']) - while not output_it.finished: - # Break up the output coordinate to figure out where we are in terms of batch index, output channel, and spatial position. - output_index = output_it.multi_index - item, co, output_pos = output_index[0], output_index[1], output_index[2:] - - # Walk over the filter for the current output channel. - filter_it = np.nditer(filter[co], flags=['multi_index']) - while not filter_it.finished: - # Break up the filter coordinate to figure out where we are in terms of input channel and filter shape position. - filter_index = filter_it.multi_index - ci, filter_pos = filter_index[0], filter_index[1:] - - # Build up the coordinate within the space N,Ci,D1,...,Dn that we need to read from in the input batch. - input_index = (item, ci) + (tuple_plus(tuple_times(output_pos, - move_strides), tuple_times(filter_pos, filter_dilation))) - - # Add to the sum-of-products. - output_batch[output_index] = output_batch[output_index] + \ - filter[(co,) + filter_index] * data_batch[input_index] - - filter_it.iternext() - - output_it.iternext() - - return output_batch - - -def shape_str(shape): - result = '' - first = True - for d in shape: - if first: - result = ('%d' % d) - first = False - else: - result = result + (',%d' % d) - return result - - -def scalar_str(x): - result = ('%.1000g' % x) - # This next part is a bit stupid. - if "." not in result and "e" not in result: - result = result + ".0f" - else: - result = "%.8ff" % float(result) - return result - - -def data_str(data): - result = '' - first = True - for x in np.nditer(data): - if first: - result = scalar_str(x) - first = False - else: - result = result + ',' + scalar_str(x) - return result - - -def shape_size(shape): - result = 1 - for l in shape: - result = result * l - return result - - -def emit_test(t, f): - test_name, input_batch_shape, filters_shape, move_strides, filter_dilation, below_pads, above_pads, data_dilation, bprop = t - - input_batch_literals = random_array_float_literals( - shape_size(input_batch_shape)) - filters_literals = random_array_float_literals(shape_size(filters_shape)) - input_batch_array = np.array( - list(map(lambda s: np.float32(s), input_batch_literals))) - input_batch_array.shape = input_batch_shape - filters_array = np.array( - list(map(lambda s: np.float32(s), filters_literals))) - filters_array.shape = filters_shape - - print("Generating convolution test '%s'..." % test_name) - - output_batch_data = convolution_ref( - input_batch_array, filters_array, move_strides, filter_dilation, below_pads, above_pads, data_dilation) - - template = ''' -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -NGRAPH_TEST (${BACKEND_NAME}, %s) -{ - Shape shape_a{%s}; - Shape shape_b{%s}; - Shape shape_r{%s}; - auto make_graph = [shape_a, shape_b] { - auto A = make_shared(element::f32, shape_a); - auto B = make_shared(element::f32, shape_b); - return make_shared(make_shared(A, B, - Strides{%s}, // move_strides - Strides{%s}, // filter_dilation - CoordinateDiff{%s}, // below_pads - CoordinateDiff{%s}, // above_pads - Strides{%s}), // data_dilation - ParameterVector{A, B}); - }; - - auto backend = runtime::Backend::create("${BACKEND_NAME}"); - auto function = make_graph(); - - // Create some tensors for input/output - auto a = backend->create_tensor(element::f32, shape_a); - copy_data(a, vector{%s}); - auto b = backend->create_tensor(element::f32, shape_b); - copy_data(b, vector{%s}); - auto result = backend->create_tensor(element::f32, shape_r); - - vector expected_result{%s}; - - auto handle = backend->compile(function); - handle->call_with_validate({result}, {a, b}); - EXPECT_TRUE(test::all_close_f(vector{expected_result}, read_vector(result), tolerance)); - // only test backprop for certain cases as it takes significant compute resources - %sEXPECT_TRUE(autodiff_numeric_compare(backend.get(), make_graph, {a, b}, .01f, .01f)); -} -''' - f.write(template % (test_name, - shape_str(input_batch_shape), - shape_str(filters_shape), - shape_str(output_batch_data.shape), - shape_str(move_strides), - shape_str(filter_dilation), - shape_str(below_pads), - shape_str(above_pads), - shape_str(data_dilation), - ",".join(map(lambda s: "%.8ff" % - float(s), input_batch_literals)), - ",".join(map(lambda s: "%.8ff" % - float(s), filters_literals)), - data_str(output_batch_data), - bprop)) - - -# filter data -# test name skip list i batch shape filts shape stride dilation below-pads above-pads dilation bprop? -tests = [ - ("convolution_2d_1item", (1, 1, 3, 5), (2, 1, 2, 2), - (1, 1), (1, 1), (0, 0), (0, 0), (1, 1), ""), - ("convolution_2d_1item_padded_1_1x1_1", (1, 1, 3, 5), (2, 1, 2, 2), - (1, 1), (1, 1), (1, 1), (1, 1), (1, 1), ""), - ("convolution_2d_1item_padded_2_3x4_5", (1, 1, 3, 5), (2, 1, 2, 2), - (1, 1), (1, 1), (2, 3), (4, 5), (1, 1), ""), - ("convolution_2d_2items", (2, 1, 3, 5), (2, 1, 2, 2), - (1, 1), (1, 1), (0, 0), (0, 0), (1, 1), ""), - ("convolution_2d_2items_strided", (2, 1, 3, 5), (2, 1, 2, 2), - (2, 2), (1, 1), (0, 0), (0, 0), (1, 1), ""), - ("convolution_2d_2items_strided_padded", (2, 1, 3, 5), (2, 1, 2, 2), - (2, 2), (1, 1), (4, 2), (5, 7), (1, 1), ""), - ("convolution_2d_2items_strided_padded_same", (2, 1, 3, 5), (2, 1, 2, 2), - (2, 2), (1, 1), (2, 2), (2, 2), (1, 1), ""), - ("convolution_2d_2items_dilated", (2, 1, 3, 5), (2, 1, 2, 2), - (1, 1), (2, 2), (0, 0), (0, 0), (1, 1), ""), - ("convolution_2d_2items_dilated_padded", (2, 1, 3, 5), (2, 1, 2, 2), - (1, 1), (2, 2), (4, 2), (5, 7), (1, 1), ""), - ("convolution_3d_2items", (2, 1, 3, 5, 8), (2, 1, 2, 2, 3), - (1, 1, 1), (1, 1, 1), (0, 0, 0), (0, 0, 0), (1, 1, 1), ""), - ("convolution_4d_2items", (2, 1, 3, 5, 8, 7), (2, 1, 2, 2, 3, 1), - (1, 1, 1, 1), (1, 1, 1, 1), (0, 0, 0, 0), (0, 0, 0, 0), (1, 1, 1, 1), "// "), - ("convolution_4d_4items", (4, 3, 3, 5, 8, 7), (4, 3, 2, 2, 3, 1), - (1, 1, 1, 1), (1, 1, 1, 1), (0, 0, 0, 0), (0, 0, 0, 0), (1, 1, 1, 1), "// "), - ("convolution_4d_4items_padded_neg", (4, 3, 3, 5, 8, 7), (4, 3, 2, 2, 3, 1), - (1, 1, 1, 1), (1, 1, 1, 1), (-1, 2, -3, 2), (1, 0, 0, -3), (1, 1, 1, 1), "// "), - ("convolution_4d_4items_strided", (4, 3, 3, 5, 8, 7), (4, 3, 2, 2, 3, 1), - (2, 1, 3, 2), (1, 1, 1, 1), (0, 0, 0, 0), (0, 0, 0, 0), (1, 1, 1, 1), "// "), - ("convolution_4d_4items_dilated", (4, 3, 3, 5, 8, 7), (4, 3, 2, 2, 3, 1), - (1, 1, 1, 1), (2, 1, 3, 2), (0, 0, 0, 0), (0, 0, 0, 0), (1, 1, 1, 1), "// "), - ("convolution_4d_4items_strided_dilated", (4, 3, 8, 8, 8, 8), (4, 3, 2, 2, 3, 1), - (3, 2, 2, 3), (2, 1, 3, 2), (0, 0, 0, 0), (0, 0, 0, 0), (1, 1, 1, 1), "// "), - ("convolution_4d_4items_strided_dilated_padded", - (4, 3, 8, 8, 8, 8), (4, 3, 2, 2, 3, 1), (3, 2, 2, 3), (2, 1, 3, 2), (2, 4, 6, 8), (1, 3, 5, 7), (1, 1, 1, 1), "// "), - ("convolution_4d_4items_strided_dilated_padded_neg", - (4, 3, 8, 8, 8, 8), (4, 3, 2, 2, 3, 1), (3, 2, 2, 3), (2, 1, 3, 2), (-2, 4, 0, 5), (1, 3, -1, -4), (1, 1, 1, 1), "// "), - ("convolution_4d_4items_strided_dilated_padded_same", - (4, 3, 8, 8, 8, 8), (4, 3, 2, 2, 3, 1), (3, 2, 2, 3), (2, 1, 3, 2), (3, 3, 3, 3), (3, 3, 3, 3), (1, 1, 1, 1), "// "), - ("convolution_2d_1item_1o1i_data_dilated", (1, 1, 3, 5), (1, 1, 2, 2), - (1, 1), (1, 1), (0, 0), (0, 0), (2, 2), ""), - ("convolution_2d_1item_2o1i_data_dilated", (1, 1, 3, 5), (2, 1, 2, 2), - (1, 1), (1, 1), (0, 0), (0, 0), (2, 2), ""), - ("convolution_2d_1item_2o2i_data_dilated", (1, 2, 3, 5), (2, 2, 2, 2), - (1, 1), (1, 1), (0, 0), (0, 0), (2, 2), ""), - ("convolution_2d_1item_5o3i_data_dilated", (1, 3, 3, 5), (5, 3, 2, 2), - (1, 1), (1, 1), (0, 0), (0, 0), (2, 2), ""), - ("convolution_2d_2item_5o3i_data_dilated", (2, 3, 3, 5), (5, 3, 2, 2), - (1, 1), (1, 1), (0, 0), (0, 0), (2, 2), ""), - ("convolution_2d_8item_large_5o3i_data_dilated", - (8, 3, 16, 16), (5, 3, 2, 2), (1, 1), (1, 1), (0, 0), (0, 0), (2, 2), "// "), - ("convolution_2d_8item_large_5o3i_uneven_filter_data_dilated", - (8, 3, 16, 16), (5, 3, 2, 3), (1, 1), (1, 1), (0, 0), (0, 0), (2, 2), "// "), - ("convolution_2d_8item_large_5o3i_uneven_filter_uneven_data_dilation_data_dilated", - (8, 3, 16, 16), (5, 3, 2, 3), (1, 1), (1, 1), (0, 0), (0, 0), (2, 3), "// "), - ("convolution_3d_2item_large_5o3i_uneven_filter_uneven_data_dilation_data_dilated", - (2, 3, 8, 8, 8), (5, 3, 2, 3, 4), (1, 1, 1), (1, 1, 1), (0, 0, 0), (0, 0, 0), (2, 3, 2), "// "), - ("convolution_3d_1item_large_5o3i_padded_uneven_filter_uneven_data_dilation_data_dilated", - (1, 3, 8, 8, 8), (5, 3, 2, 3, 4), (1, 1, 1), (1, 1, 1), (2, 1, 2), (1, 2, 3), (2, 3, 2), "// "), - ("convolution_3d_2item_large_5o3i_padded_strided_uneven_filter_uneven_data_dilation_data_dilated", - (2, 3, 8, 8, 8), (5, 3, 2, 3, 4), (2, 3, 2), (1, 1, 1), (2, 1, 2), (1, 2, 3), (2, 3, 2), "// "), - ("convolution_3d_2item_large_5o3i_padded_strided_uneven_filter_uneven_data_dilation_filter_dilated_data_dilated", - (2, 3, 8, 8, 8), (5, 3, 2, 3, 4), (2, 3, 2), (3, 2, 2), (2, 1, 2), (1, 2, 3), (2, 3, 2), "// "), -] - -def main(): - assert(len(sys.argv) > 1) - - f = open(sys.argv[1], 'w') - f.write('''//***************************************************************************** -// Copyright 2017-2020 Intel Corporation -// -// Licensed 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. -//***************************************************************************** - -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// -// It takes quite a while to compute the results. -// -// DO NOT EDIT THIS FILE. If you want to add new tests, you should edit -// test/ref_generators/generate_convolution_ref.py and regenerate this file. -// -// To regenerate: -// -// $ cd /test -// $ ./update_convolution_reference.sh -// -// !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! DO NOT EDIT THIS FILE !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! -// !!!!!!!!!!!!!! THIS FILE IS AUTOGENERATED OUTSIDE OF THE BUILD PROCESS !!!!!!!!!!!!!! -// -// clang-format off - -#include - -#include "gtest/gtest.h" - -#include "ngraph/ngraph.hpp" -#include "util/test_tools.hpp" -#include "util/autodiff/numeric_compare.hpp" -#include "util/all_close_f.hpp" -#include "util/test_control.hpp" - -using namespace std; -using namespace ngraph; - -static string s_manifest = "${MANIFEST}"; - -// for float this will be 18 bits matching -// for bfloat this will be 6 bits matching -constexpr int three_quarters_of_available_bits = (MAX_FLOAT_BITS * 3) / 4; -constexpr int tolerance = FLOAT_MANTISSA_BITS - three_quarters_of_available_bits; - -''') - - for t in tests: - emit_test(t, f) - - f.write(''' -// clang-format on -''') - - f.close() - - -if __name__ == "__main__": - main() diff --git a/ngraph/test/reshape_sinking.cpp b/ngraph/test/reshape_sinking.cpp index fba8c44..51778b8 100644 --- a/ngraph/test/reshape_sinking.cpp +++ b/ngraph/test/reshape_sinking.cpp @@ -21,7 +21,6 @@ #include #include "gtest/gtest.h" -#include "ngraph/autodiff/adjoints.hpp" #include "ngraph/file_util.hpp" #include "ngraph/graph_util.hpp" #include "ngraph/log.hpp" @@ -38,8 +37,6 @@ #include "ngraph/serializer.hpp" #include "ngraph/util.hpp" #include "util/all_close.hpp" -#include "util/autodiff/backprop_function.hpp" -#include "util/autodiff/numeric_compare.hpp" #include "util/ndarray.hpp" #include "util/random.hpp" #include "util/test_tools.hpp" diff --git a/ngraph/test/runtime/interpreter/int_executable.hpp b/ngraph/test/runtime/interpreter/int_executable.hpp index 133e244..75960ea 100644 --- a/ngraph/test/runtime/interpreter/int_executable.hpp +++ b/ngraph/test/runtime/interpreter/int_executable.hpp @@ -1331,7 +1331,6 @@ protected: case OP_TYPEID::Passthrough: case OP_TYPEID::PRelu: case OP_TYPEID::RNNCell: - case OP_TYPEID::ScalarConstantLike: case OP_TYPEID::ScaleShift: case OP_TYPEID::ScatterND: case OP_TYPEID::Selu: diff --git a/ngraph/test/runtime/op/atan2.cpp b/ngraph/test/runtime/op/atan2.cpp index 2f54c4a..63c3a2e 100644 --- a/ngraph/test/runtime/op/atan2.cpp +++ b/ngraph/test/runtime/op/atan2.cpp @@ -39,19 +39,6 @@ shared_ptr op::v0::Atan2::clone_with_new_inputs(const OutputVector& new_ar return make_shared(new_args.at(0), new_args.at(1), this->get_autob()); } -void op::v0::Atan2::generate_adjoints(autodiff::Adjoints& adjoints, const OutputVector& deltas) -{ - if (get_autob().m_type != op::AutoBroadcastType::NONE) - { - throw ngraph_error("Autodiff not supported with auto broadcasting"); - } - auto y = input_value(0); - auto x = input_value(1); - auto delta_over_r = deltas.at(0) / (x * x + y * y); - adjoints.add_delta(y, x * delta_over_r); - adjoints.add_delta(x, -y * delta_over_r); -} - bool op::v0::Atan2::visit_attributes(AttributeVisitor& visitor) { BinaryElementwiseArithmetic::visit_attributes(visitor); diff --git a/ngraph/test/runtime/op/atan2.hpp b/ngraph/test/runtime/op/atan2.hpp index bf500b6..9f66598 100644 --- a/ngraph/test/runtime/op/atan2.hpp +++ b/ngraph/test/runtime/op/atan2.hpp @@ -49,10 +49,6 @@ namespace ngraph std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override; bool visit_attributes(AttributeVisitor& visitor) override; - - protected: - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override; }; } } diff --git a/ngraph/test/runtime/opset0_tbl.hpp b/ngraph/test/runtime/opset0_tbl.hpp index f464991..093cff5 100644 --- a/ngraph/test/runtime/opset0_tbl.hpp +++ b/ngraph/test/runtime/opset0_tbl.hpp @@ -142,7 +142,6 @@ NGRAPH_OP(Reverse, ngraph::op) NGRAPH_OP(ReverseSequence, ngraph::op) NGRAPH_OP(RNNCell, ngraph::op) NGRAPH_OP(Round, ngraph::op) -NGRAPH_OP(ScalarConstantLike, ngraph::op) NGRAPH_OP(ScaleShift, ngraph::op) NGRAPH_OP(ScatterAdd, ngraph::op) NGRAPH_OP(ScatterND, ngraph::op) diff --git a/ngraph/test/type_prop/compat.cpp b/ngraph/test/type_prop/compat.cpp deleted file mode 100644 index 22f3b35..0000000 --- a/ngraph/test/type_prop/compat.cpp +++ /dev/null @@ -1,75 +0,0 @@ -//***************************************************************************** -// Copyright 2017-2020 Intel Corporation -// -// Licensed 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. -//***************************************************************************** - -#include "gtest/gtest.h" -#include "ngraph/ngraph.hpp" -#include "util/type_prop.hpp" - -using namespace std; -using namespace ngraph; - -class CompatOp : public ngraph::op::Op -{ -public: - static constexpr NodeTypeInfo type_info{"CompatOp", 0}; - const NodeTypeInfo& get_type_info() const override { return type_info; } - CompatOp() = default; - - CompatOp(const Output& value) - : Op({value}) - { - } - - // Test for API compatibility - bool visit_attributes(AttributeVisitor& visitor) override { return true; } - std::shared_ptr clone_with_new_inputs(const OutputVector& new_args) const override - { - return make_shared(new_args.at(0)); - } - void validate_and_infer_types() override - { - auto arg = input_value(0); - set_output_type(0, arg.get_element_type(), arg.get_shape()); - } - -protected: - // Deprecated method - virtual void generate_adjoints(autodiff::Adjoints& adjoints, - const OutputVector& deltas) override - { - adjoints.add_delta(input_value(0), input_value(0) * deltas.at(0)); - } -}; - -constexpr NodeTypeInfo CompatOp::type_info; - -TEST(compat, node) -{ - auto param = make_shared(element::f32, Shape{10}); - auto c = make_shared(element::f32, Shape{10}); - auto x = make_shared(param); - auto result = make_shared(x); - auto f = make_shared(ResultVector{result}, ParameterVector{param}); - autodiff::Adjoints adjoints({result}, {c}); - auto bprop = adjoints.backprop_output(param); - ASSERT_TRUE(bprop.get_index() == 0); - ASSERT_TRUE(is_type(bprop.get_node_shared_ptr())); - set> params; - params.insert(bprop.get_node_shared_ptr()->input_value(0)); - params.insert(bprop.get_node_shared_ptr()->input_value(1)); - EXPECT_TRUE(params.count(param) == 1); - EXPECT_TRUE(params.count(c) == 1); -} diff --git a/ngraph/test/update_convolution_reference.sh b/ngraph/test/update_convolution_reference.sh deleted file mode 100755 index a657344..0000000 --- a/ngraph/test/update_convolution_reference.sh +++ /dev/null @@ -1,18 +0,0 @@ -#!/bin/bash -# ****************************************************************************** -# Copyright 2017-2020 Intel Corporation -# -# Licensed 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. -# ****************************************************************************** -declare THIS_SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )" -python ${THIS_SCRIPT_DIR}/ref_generators/generate_convolution_ref.py ${THIS_SCRIPT_DIR}/backend/convolution_reference.in.cpp diff --git a/ngraph/test/util.cpp b/ngraph/test/util.cpp index 5b5c830..3ccced1 100644 --- a/ngraph/test/util.cpp +++ b/ngraph/test/util.cpp @@ -30,7 +30,6 @@ #include "ngraph/pass/visualize_tree.hpp" #include "ngraph/serializer.hpp" #include "util/all_close.hpp" -#include "util/autodiff/backprop_function.hpp" #include "util/ndarray.hpp" using namespace std; @@ -345,24 +344,6 @@ TEST(graph_util, get_subgraph_outputs_trivial_tests) ASSERT_EQ(outputs, (NodeVector{B, abs_b_neg})); } -TEST(util, test_fprop_cache) -{ - Shape shape{2, 2}; - auto A = make_shared(element::f32, shape); - auto B = make_shared(element::f32, shape); - auto C = make_shared(element::f32, shape); - auto output = (A + B) * C + A; - - auto f = make_shared(NodeVector{output}, ParameterVector{A, B, C}); - - auto bf = autodiff::backprop_function(f); - - auto fprop_cache = cache_fprop(f, bf); - - EXPECT_EQ(fprop_cache.fprop->get_results().size(), 2); - EXPECT_EQ(fprop_cache.bprop->get_parameters().size(), 5); -} - TEST(graph_util, test_subgraph_topological_sort) { Shape shape{2, 2}; diff --git a/ngraph/test/util/CMakeLists.txt b/ngraph/test/util/CMakeLists.txt index a9aec77..da7b70a 100644 --- a/ngraph/test/util/CMakeLists.txt +++ b/ngraph/test/util/CMakeLists.txt @@ -19,7 +19,6 @@ if(NOT NGRAPH_TEST_UTIL_ENABLE) endif() set (SRC - autodiff/backprop_function.cpp all_close_f.cpp engine/ie_engines.cpp engine/interpreter_engine.cpp diff --git a/ngraph/test/util/autodiff/backprop_derivative.hpp b/ngraph/test/util/autodiff/backprop_derivative.hpp deleted file mode 100644 index eec9b4e..0000000 --- a/ngraph/test/util/autodiff/backprop_derivative.hpp +++ /dev/null @@ -1,227 +0,0 @@ -//***************************************************************************** -// Copyright 2017-2020 Intel Corporation -// -// Licensed 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. -//***************************************************************************** - -#pragma once - -#include -#include - -#include "ngraph/autodiff/adjoints.hpp" -#include "ngraph/graph_util.hpp" -#include "ngraph/log.hpp" -#include "ngraph/type/element_type.hpp" -#include "ngraph/util.hpp" -#include "util/all_close.hpp" -#include "util/test_tools.hpp" - -namespace ngraph -{ - class Node; - class Function; - - static std::unordered_map, std::shared_ptr> s_df_map; - static std::unordered_map, std::shared_ptr> s_clone_bwd_map; - - namespace runtime - { - class Backend; - class Manager; - } - - namespace autodiff - { - template - std::vector> - get_autodiff(runtime::Backend* backend, - std::shared_ptr& df, - const std::vector>& df_input_args, - const std::vector>& indep_params) - { - // df/dX* = f'(c, ...) - // using X* to denote all x "of interest" (represented by indep_params) - - // return value for this function - std::vector> results; - - // adjoint - auto c_arg = df_input_args[0]; - auto y_shape = c_arg->get_shape(); - - // df/dX* arguments - std::vector> df_output_args; - - // for each x "of interest" - for (auto x : indep_params) - { - // add df/dx to df/dX* arguments - auto x_shape = x->get_shape(); - df_output_args.push_back(backend->create_tensor(x_shape)); - - // each element of y has a derivative with respect to each element of x - // hence, create a y by x sized tensor for this result - auto y_by_x_shape = y_shape; - y_by_x_shape.insert(y_by_x_shape.end(), x_shape.begin(), x_shape.end()); - results.push_back(backend->create_tensor(y_by_x_shape)); - } - - // create storage for results - std::vector> result_vect; - std::vector::iterator> result_pos; - for (auto result : results) - { - result_vect.push_back(read_vector(result)); - result_pos.push_back(result_vect.back().begin()); - } - - // get adjoint and force to all elements to zero - auto c_vec = read_vector(c_arg); - fill(c_vec.begin(), c_vec.end(), static_cast(0)); - - auto df_handle = backend->compile(clone_function(*df)); - - // for each element of the adjoint - // same as saying for each element of y - for (size_t i = 0; i < c_vec.size(); i++) - { - // set a single adjoint element - c_vec[i] = 1; - write_vector(c_arg, c_vec); - - // call modified df/dX* = f'(c, cached) - df_handle->call_with_validate(df_output_args, df_input_args); - - // reset the adjoint element - c_vec[i] = 0; - - // for each result - // same as saying for each x "of interest" - for (size_t j = 0; j < results.size(); j++) - { - // copy df/dx to storage for this element of y - auto dfdx = read_vector(df_output_args[j]); - result_pos[j] = std::copy(dfdx.begin(), dfdx.end(), result_pos[j]); - } - } - - // copy storage to results and return - for (size_t j = 0; j < results.size(); j++) - { - write_vector(results[j], result_vect[j]); - } - return results; - } - - template - std::vector> - backprop_derivative(runtime::Backend* backend, - const std::shared_ptr& f, - const std::vector>& f_input_args, - const std::vector>& indep_params) - { - // y = f(X) - // using X (upper case) to denote all paramenters of f (represented by f_input_args) - // using x (lower case) to denote an individual paramemter of f - // using X* to denote all x "of interest" (represented by indep_params) - Shape y_shape = f->get_output_shape(0); - - // adjoint - auto c_param = std::make_shared(element::from(), y_shape); - auto c_arg = backend->create_tensor(y_shape); - - // df/dX* - std::vector> df_output_params; - - Adjoints adjoints(OutputVector{f->output(0)}, OutputVector{c_param}); - - // for each x "of interest" - for (auto x : indep_params) - { - // add df/dx to df/dX* - df_output_params.push_back(adjoints.backprop_output(x)); - } - - // (c, X) - std::vector> df_input_params = f->get_parameters(); - df_input_params.insert(df_input_params.begin(), c_param); - - // df/dX* = f'(c, X) - if (!s_df_map[f]) - { - s_df_map[f] = std::make_shared(df_output_params, df_input_params); - } - auto df = s_df_map[f]; - - // (c, X) arguments - std::vector> df_input_args = f_input_args; - df_input_args.insert(df_input_args.begin(), c_arg); - - // call f'(c,X) to get df/dX* - auto dfdx = get_autodiff(backend, df, df_input_args, indep_params); - - // create fprop cache - // creates modified forward function -> (y, cached) = f(x) - // creates modified backward function -> df/dX* = f'(c, cached) - auto fprop_cache = cache_fprop(f, df); - - // (y, cached) arguments - std::vector> mod_f_output_args; - mod_f_output_args.push_back(backend->create_tensor(y_shape)); - - // (c, cached) arguments - std::vector> mod_df_input_args = df_input_args; - - // add cached nodes to both modified f output and modified f' input arguments - for (auto weak_value : fprop_cache.fprop_output_nodes) - { - Output value(weak_value); - auto tv = backend->create_tensor(value.get_element_type(), value.get_shape()); - mod_f_output_args.push_back(tv); - mod_df_input_args.push_back(tv); - } - - // compile and run modified (y, cached) = f(x) - static std::unordered_map, std::shared_ptr> - s_clone_fwd_map; - if (!s_clone_fwd_map[f]) - { - s_clone_fwd_map[f] = clone_function(*fprop_cache.fprop); - } - auto clone_fwd = s_clone_fwd_map[f]; - auto clone_fwd_handle = backend->compile(clone_fwd); - - clone_fwd_handle->call_with_validate(mod_f_output_args, f_input_args); - - // call modfied f'(c, cached) to get df/dX* - if (!s_clone_bwd_map[f]) - { - s_clone_bwd_map[f] = clone_function(*fprop_cache.bprop); - } - auto clone_bwd = s_clone_bwd_map[f]; - auto cache_dfdx = get_autodiff(backend, clone_bwd, mod_df_input_args, indep_params); - - const T numpy_atol = static_cast(1e-5f); - const T numpy_rtol = static_cast(1e-8f); - auto close = ngraph::test::all_close(dfdx, cache_dfdx, numpy_atol, numpy_rtol); - if (!close) - { - throw ngraph_error( - "Derivatives mismatch between cache and non-cache bprop functions"); - } - - return dfdx; - } - } -} diff --git a/ngraph/test/util/autodiff/backprop_function.cpp b/ngraph/test/util/autodiff/backprop_function.cpp deleted file mode 100644 index cabe7a9..0000000 --- a/ngraph/test/util/autodiff/backprop_function.cpp +++ /dev/null @@ -1,46 +0,0 @@ -//***************************************************************************** -// Copyright 2017-2020 Intel Corporation -// -// Licensed 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. -//***************************************************************************** - -#include -#include -#include -#include - -#include "backprop_function.hpp" -#include "ngraph/autodiff/adjoints.hpp" -#include "ngraph/function.hpp" -#include "ngraph/node.hpp" -#include "ngraph/op/add.hpp" -#include "ngraph/op/broadcast.hpp" -#include "ngraph/op/constant.hpp" -#include "ngraph/op/convert.hpp" - -using namespace ngraph; - -std::shared_ptr autodiff::backprop_function(const std::shared_ptr& f) -{ - auto Y_out = f->output(0); - auto Xs = f->get_parameters(); - auto C = std::make_shared(Y_out.get_element_type(), Y_out.get_shape()); - Adjoints adjoints(OutputVector{Y_out}, OutputVector{C}); - std::vector> dYdXs(Xs.size()); - transform(Xs.begin(), Xs.end(), dYdXs.begin(), [C, &adjoints](const std::shared_ptr& X) { - return adjoints.backprop_output(X); - }); - std::vector> params(Xs); - params.push_back(C); - return std::make_shared(dYdXs, params); -} diff --git a/ngraph/test/util/autodiff/backprop_function.hpp b/ngraph/test/util/autodiff/backprop_function.hpp deleted file mode 100644 index 97eb5eb..0000000 --- a/ngraph/test/util/autodiff/backprop_function.hpp +++ /dev/null @@ -1,33 +0,0 @@ -//***************************************************************************** -// Copyright 2017-2020 Intel Corporation -// -// Licensed 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. -//***************************************************************************** - -#pragma once - -#include -#include - -namespace ngraph -{ - class Function; - - namespace autodiff - { - /// \brief Returns a FunctionSpec for the backprop derivative of its argument. - /// \param f is f(X_i...) - /// \returns f'(X_i..., c) where f'(x_i, ..., c)_j is backprop for X_j - std::shared_ptr backprop_function(const std::shared_ptr& f); - } -} diff --git a/ngraph/test/util/autodiff/numeric_compare.hpp b/ngraph/test/util/autodiff/numeric_compare.hpp deleted file mode 100644 index e3769d3..0000000 --- a/ngraph/test/util/autodiff/numeric_compare.hpp +++ /dev/null @@ -1,175 +0,0 @@ -//***************************************************************************** -// Copyright 2017-2020 Intel Corporation -// -// Licensed 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. -//***************************************************************************** - -#include "ngraph/log.hpp" -#include "ngraph/type/element_type.hpp" -#include "util/all_close.hpp" -#include "util/autodiff/backprop_derivative.hpp" -#include "util/autodiff/numeric_derivative.hpp" -#include "util/test_tools.hpp" - -// TODO: Consider removing template since only is being used in tests and numerical -// derivative does not work with int types -// TODO: Always compute the numerical derivatives in double -template -::testing::AssertionResult - autodiff_numeric_compare(ngraph::runtime::Backend* backend, - std::shared_ptr f, - std::shared_ptr g, - const std::vector>& args, - T rtol, - T atol) -{ - T delta = static_cast(0.0009765625f); // Binary-representable number near 0.001 - - // Use INTERPRETER to compute numerical derivatives - auto interpreter_backend = ngraph::runtime::Backend::create("INTERPRETER"); - - std::vector> interpreter_args; - for (auto arg : args) - { - auto interpreter_arg = - interpreter_backend->create_tensor(arg->get_element_type(), arg->get_shape()); - - // TODO: copy_data should not require T. Quick fix here for bool used in `Select` - if (arg->get_element_type() == ngraph::element::boolean) - { - copy_data(interpreter_arg, read_vector(arg)); - } - else - { - copy_data(interpreter_arg, read_vector(arg)); - } - interpreter_args.push_back(interpreter_arg); - } - auto results_num = ngraph::autodiff::numeric_derivative( - interpreter_backend.get(), f, interpreter_args, delta, f->get_parameters()); - - // Use the backend being tested to compute symbolic derivatives - auto results_sym = - ngraph::autodiff::backprop_derivative(backend, g, args, g->get_parameters()); - - // Cast to HostTensor for comparision - std::vector> interpreter_results_sym; - for (auto result : results_sym) - { - auto interpreter_result = - interpreter_backend->create_tensor(ngraph::element::from(), result->get_shape()); - copy_data(interpreter_result, read_vector(result)); - interpreter_results_sym.push_back(interpreter_result); - } - - return ngraph::test::all_close(results_num, interpreter_results_sym, rtol, atol); -} - -template -::testing::AssertionResult - autodiff_numeric_compare(ngraph::runtime::Backend* backend, - std::function()> make_graph, - const std::vector>& args, - T rtol, - T atol) -{ - return autodiff_numeric_compare(backend, make_graph(), make_graph(), args, rtol, atol); -} - -template -::testing::AssertionResult autodiff_numeric_compare_selective( - ngraph::runtime::Backend* backend, - std::shared_ptr f, - std::shared_ptr g, - const std::vector>& args, - T rtol, - T atol, - const std::vector& indep_param_mask) -{ - // Use INTERPRETER to compute numerical derivatives - std::vector> f_indep_params; - - size_t i = 0; - - for (auto b : indep_param_mask) - { - if (b) - { - f_indep_params.push_back(f->get_parameters().at(i)); - } - i++; - } - - auto interpreter_backend = ngraph::runtime::Backend::create("INTERPRETER"); - - std::vector> interpreter_args; - for (auto arg : args) - { - auto interpreter_arg = - interpreter_backend->create_tensor(arg->get_element_type(), arg->get_shape()); - - // TODO: copy_data should not require T. Quick fix here for bool used in `Select` - if (arg->get_element_type() == ngraph::element::boolean) - { - copy_data(interpreter_arg, read_vector(arg)); - } - else - { - copy_data(interpreter_arg, read_vector(arg)); - } - interpreter_args.push_back(interpreter_arg); - } - auto results_num = ngraph::autodiff::numeric_derivative( - interpreter_backend.get(), f, interpreter_args, .001f, f_indep_params); - - // Use the backend being tested to compute symbolic derivatives - std::vector> g_indep_params; - - i = 0; - - for (auto b : indep_param_mask) - { - if (b) - { - g_indep_params.push_back(g->get_parameters().at(i)); - } - i++; - } - - auto results_sym = ngraph::autodiff::backprop_derivative(backend, g, args, g_indep_params); - - // Cast to HostTensor for comparision - std::vector> interpreter_results_sym; - for (auto result : results_sym) - { - auto interpreter_result = - interpreter_backend->create_tensor(ngraph::element::from(), result->get_shape()); - copy_data(interpreter_result, read_vector(result)); - interpreter_results_sym.push_back(interpreter_result); - } - - return ngraph::test::all_close(results_num, interpreter_results_sym, rtol, atol); -} - -template -::testing::AssertionResult autodiff_numeric_compare_selective( - ngraph::runtime::Backend* backend, - std::function()> make_graph, - const std::vector>& args, - T rtol, - T atol, - const std::vector& indep_param_mask) -{ - return autodiff_numeric_compare_selective( - backend, make_graph(), make_graph(), args, rtol, atol, indep_param_mask); -} diff --git a/ngraph/test/util/autodiff/numeric_derivative.hpp b/ngraph/test/util/autodiff/numeric_derivative.hpp deleted file mode 100644 index f1b09e0..0000000 --- a/ngraph/test/util/autodiff/numeric_derivative.hpp +++ /dev/null @@ -1,109 +0,0 @@ -//***************************************************************************** -// Copyright 2017-2020 Intel Corporation -// -// Licensed 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. -//***************************************************************************** - -#pragma once - -#include -#include - -#include "ngraph/type/element_type.hpp" -#include "runtime/backend.hpp" - -namespace ngraph -{ - namespace autodiff - { - /// \brief numeric approximation of the derivative - /// \param f A function - /// \param args Values for the arguments (the independent variables) - /// \param delta increment for the variables - /// \param indep_params parameters with respect to which to compute derivatives - /// \returns vector of dy/dvar, where each dy/dvar's shape is concat(y.shape(), var.shape()) - template - std::vector> - numeric_derivative(runtime::Backend* backend, - const std::shared_ptr& f, - const std::vector>& args, - T delta, - const std::vector>& indep_params) - { - Shape y_shape = f->get_output_shape(0); - - auto params = f->get_parameters(); - - // Results for each derivative, shape Y|X_i - std::vector> results; - - for (auto param : indep_params) - { - Shape s = y_shape; - auto param_shape = param->get_shape(); - s.insert(s.end(), param_shape.begin(), param_shape.end()); - results.push_back(backend->create_tensor(s)); - } - - // ref_y is the function evaluated at the args - auto ref_y = backend->create_tensor(y_shape); - - auto f_handle = backend->compile(f); - - f_handle->call_with_validate( - std::vector>{ref_y}, args); - auto ref_vec = read_vector(ref_y); - - // inc_y will hold f(x+dx) values - auto inc_y = backend->create_tensor(y_shape); - - // Assuming vars, y, and results are row-major - - T inv_delta = 1 / delta; - - size_t pos = 0; - - for (size_t i = 0; i < args.size(); ++i) - { - if (std::find(indep_params.begin(), indep_params.end(), params[i]) != - indep_params.end()) - { - auto arg = args[i]; - auto res = read_vector(results[pos]); - auto vec = read_vector(arg); - for (size_t j = 0; j < vec.size(); j++) - { - auto old_val = vec[j]; - vec[j] += delta; - write_vector(arg, vec); - f_handle->call_with_validate({inc_y}, args); - auto inc_vec = read_vector(inc_y); - vec[j] = old_val; - write_vector(arg, vec); - size_t res_k = j; - for (size_t k = 0; k < inc_vec.size(); k++) - { - auto y1 = inc_vec[k]; - auto y0 = ref_vec[k]; - res[res_k] = inv_delta * (y1 - y0); - res_k += vec.size(); - } - } - write_vector(results[pos], res); - pos++; - } - } - return results; - } - } -} -- 2.7.4