From 9890df67f82eca0bc0696df1c6bc38ee19172102 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Wed, 5 Nov 2025 18:28:11 +0300 Subject: [PATCH 01/17] First --- include/graph/graph.hpp | 89 +++++++++++++++++++ .../graph_transformations.hpp | 3 + .../graph_transformations.cpp | 73 ++++++++++++++- test/graph/test_graph.cpp | 55 ++++++++++++ 4 files changed, 217 insertions(+), 3 deletions(-) diff --git a/include/graph/graph.hpp b/include/graph/graph.hpp index b72e7bc2..05f7f260 100644 --- a/include/graph/graph.hpp +++ b/include/graph/graph.hpp @@ -93,6 +93,13 @@ class Graph { return in_edges_[layerID].size(); } + std::vector getInLayers(size_t layerID) const { + if (layerID >= in_edges_.size()) { + throw std::invalid_argument("Input edges array do not contain this ID."); + } + return in_edges_[layerID]; + } + int getLayersCount() const { return V_; } const Layer& getLayerFromID(size_t layerID) const { if (layerID >= layers_.size()) { @@ -170,6 +177,88 @@ class Graph { in_edges_[layNext.getID()].push_back(layPrev.getID()); } + + void makeConnection(const Layer& layPrev, const Layer& layNext) { + bool layer_exists = false; + for (const auto* layer : layers_) { + if (layer == &layNext) { + layer_exists = true; + break; + } + } + + if (!layer_exists) { + return; + } + + if (layPrev.getID() == layNext.getID()) { + throw std::out_of_range("i=j cant add edge"); + } + + for (int i = layPrev.getID() + 1; i < V_; ++i) { + arrayV_[i]++; + } + arrayE_.insert(arrayE_.begin() + arrayV_[layPrev.getID()], layNext.getID()); + arrayV_[V_] = static_cast(arrayE_.size()); + + if (layNext.getID() >= static_cast(in_edges_.size())) { + in_edges_.resize(layNext.getID() + 1); + } + + in_edges_[layNext.getID()].push_back(layPrev.getID()); + } + + void removeConnection(int idPrev, int idNext) { + if (idPrev >= V_ || idNext >= V_ || idPrev < 0 || idNext < 0) { + throw std::out_of_range("Layer ID out of range"); + } + auto it = + std::find(in_edges_[idNext].begin(), in_edges_[idNext].end(), idPrev); + if (it == in_edges_[idNext].end()) { + throw std::invalid_argument( + (std::string("No such edge ") + std::to_string(idPrev)) + " " + + std::to_string(idNext)); + } + in_edges_[idNext].erase(it); + auto arrayE_it = std::find(arrayE_.begin() + arrayV_[idPrev], + arrayE_.begin() + arrayV_[idPrev + 1], idNext); + if (arrayE_it == arrayE_.begin() + arrayV_[idPrev + 1]) { + throw std::invalid_argument( + (std::string("No such edge ") + std::to_string(idPrev)) + " " + + std::to_string(idNext)); + } + arrayE_.erase(arrayE_it); + for (int i = idPrev + 1; i < V_; ++i) { + arrayV_[i]--; + } + } + void removeSingleLayer(int id) { + if (id >= V_ || id < 0) { + throw std::out_of_range("Layer ID out of range"); + } + // remove inputs + for (int i = 0; i < V_; i++) { + auto arrayE_it = std::find(arrayE_.begin() + arrayV_[i], + arrayE_.begin() + arrayV_[i + 1], id); + if (arrayE_it != arrayE_.begin() + arrayV_[i + 1]) { + removeConnection(i, id); + } + } + in_edges_.erase(in_edges_.begin() + id); + // remove outputs + arrayE_.erase(arrayE_.begin() + arrayV_[id], + arrayE_.begin() + arrayV_[id + 1]); + int amount_connected = arrayV_[id + 1] - arrayV_[id]; + // remove vertex + arrayV_.erase(arrayV_.begin() + id); + for (int i = id; i < arrayV_.size(); i++) { + arrayV_[i] -= amount_connected; + } + for (int i = id + 1; i < layers_.size(); i++) { + layers_[i]->setID(layers_[i]->getID() - 1); + } + layers_.erase(layers_.begin() + id); + } bool areLayerNext(const Layer& layPrev, const Layer& layNext) { for (int i = arrayV_[layPrev.getID()]; i < arrayV_[layPrev.getID() + 1]; i++) { diff --git a/include/graph_transformations/graph_transformations.hpp b/include/graph_transformations/graph_transformations.hpp index 0ff658a3..04c98a72 100644 --- a/include/graph_transformations/graph_transformations.hpp +++ b/include/graph_transformations/graph_transformations.hpp @@ -3,6 +3,7 @@ #include "graph/graph.hpp" #include "layers/Layer.hpp" +#include "layers/EWLayer.hpp" namespace it_lab_ai { std::vector> find_subgraphs(const Graph& graph, @@ -13,4 +14,6 @@ bool is_leaf(const Graph& graph, int id); bool run_search(const Graph& graph, const Graph& subgraph, std::vector& assignments, std::vector>& results); + +Graph change_subgraphs(const Graph& graph, const Graph& subgraph_from); } // namespace it_lab_ai diff --git a/src/graph_transformations/graph_transformations.cpp b/src/graph_transformations/graph_transformations.cpp index 3bb283b1..00f3d2ed 100644 --- a/src/graph_transformations/graph_transformations.cpp +++ b/src/graph_transformations/graph_transformations.cpp @@ -40,13 +40,12 @@ bool run_search(const Graph& graph, const Graph& subgraph, std::vector& assignments, std::vector>& results) { size_t cur_size = assignments.size(); - for (int prev_id = 0; prev_id < subgraph.getLayersCount(); prev_id++) { + for (int prev_id = 0; prev_id < static_cast(cur_size); prev_id++) { int amount_connected_s = subgraph.getVertexValue(prev_id + 1) - subgraph.getVertexValue(prev_id); for (int j = 0; j < amount_connected_s; j++) { int next_id = subgraph.getEdgeValue(subgraph.getVertexValue(prev_id) + j); - if (prev_id < static_cast(cur_size) && - next_id < static_cast(cur_size)) { + if (next_id < static_cast(cur_size)) { if (!has_edge(graph, assignments[prev_id], assignments[next_id])) { return false; } @@ -97,4 +96,72 @@ bool run_search(const Graph& graph, const Graph& subgraph, return false; } +Graph change_subgraphs(const Graph& graph, const Graph& subgraph_from) { + Graph new_graph = graph; + std::vector> subs = find_subgraphs(graph, subgraph_from); + std::vector roots; + std::vector leafs; + std::vector roots_final; + std::vector leafs_final; + std::shared_ptr layer = std::make_shared("relu"); + int amount_connected; + for (int v = 0; v < subgraph_from.getLayersCount(); v++) { + if (is_root(subgraph_from, v)) { + roots.push_back(v); + } + if (is_leaf(subgraph_from, v)) { + leafs.push_back(v); + } + } + for (int i = 0; i < subs.size(); i++) { + roots_final.clear(); + leafs_final.clear(); + for (int j = 0; j < roots.size(); j++) { + // recognize transformations we can apply with roots + amount_connected = graph.getVertexValue(subs[i][roots[j]] + 1) - + graph.getVertexValue(subs[i][roots[j]]); + for (int k = 0; k < amount_connected; k++) { + int id = graph.getEdgeValue(graph.getVertexValue(subs[i][roots[j]]) + k); + auto it = std::find(subs[i].begin(), subs[i].end(), id); + if (it != subs[i].end()) { + // create copy of root + } + } + // subgraph -> single node + std::vector root_inps = graph.getInLayers(subs[i][roots[j]]); + + for (int k = 0; k < root_inps.size(); k++) { + auto it = + std::find(roots_final.begin(), roots_final.end(), root_inps[k]); + if (it == roots_final.end()) { + roots_final.push_back(root_inps[k]); + } + } + } + for (int j = 0; j < leafs.size(); j++) { + amount_connected = graph.getVertexValue(subs[i][leafs[j]] + 1) - + graph.getVertexValue(subs[i][leafs[j]]); + for (int k = 0; k < amount_connected; k++) { + int id = + graph.getEdgeValue(graph.getVertexValue(subs[i][leafs[j]]) + k); + auto it = std::find(leafs_final.begin(), leafs_final.end(), id); + if (it == leafs_final.end()) { + leafs_final.push_back(id); + } + } + } + for (int j = 0; j < subs[i].size(); j++) { + new_graph.removeSingleLayer(subs[i][j]); + } + for (int j = 0; j < roots_final.size(); j++) { + new_graph.makeConnection(new_graph.getLayerFromID(roots_final[j]), *layer); + } + for (int j = 0; j < leafs_final.size(); j++) { + new_graph.makeConnection(*layer, + new_graph.getLayerFromID(leafs_final[j])); + } + } + return new_graph; +} + } // namespace it_lab_ai diff --git a/test/graph/test_graph.cpp b/test/graph/test_graph.cpp index 5aa42890..0791ad73 100644 --- a/test/graph/test_graph.cpp +++ b/test/graph/test_graph.cpp @@ -425,3 +425,58 @@ TEST(graph_transformations, check_subgraphs_big_random) { elapsed_time_avg(10, find_subgraphs, graph, subgraph); std::cerr << "Find subgraphs time in ms " << res1_time << std::endl; } + +class SubgraphTestsParameterized + : public ::testing::TestWithParam>> {}; + +TEST_P(SubgraphTestsParameterized, check_subgraphs_big_random_lines) { + auto data = GetParam(); + for (int m = 0; m < data.size(); m++) { + std::cerr << "(" << std::get<1>(data[m]) << ") "; + int num_vertices = std::get<0>(data[m]); + int num_vertices_sub = std::get<1>(data[m]); + const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; + Tensor weights = make_tensor(vec1, {3, 2}); + Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); + Tensor input = make_tensor({1.0F, 2.0F}, {2}); + Tensor output; + Graph graph(num_vertices); + Graph subgraph(3); + std::vector> layers; + for (int i = 0; i < num_vertices; i++) { + layers.push_back(std::make_shared(weights, bias)); + } + graph.setInput(*layers[0], input); + for (int i = 0; i < num_vertices - 1; i++) { + graph.makeConnection(*layers[i], *layers[i + 1]); + } + graph.setOutput(*layers[num_vertices - 1], output); + + Layer* temp_layer = new FCLayer(weights, bias); + subgraph.setInput(*temp_layer, input); + Layer* temp_layer2 = new FCLayer(weights, bias); + for (int i = 0; i < num_vertices_sub; i++) { + subgraph.makeConnection(*temp_layer, *temp_layer2); + temp_layer = temp_layer2; + temp_layer2 = new FCLayer(weights, bias); + } + + //std::vector> res1 = find_subgraphs(graph, subgraph); + double res1_time = elapsed_time_avg(1, find_subgraphs, + graph, subgraph); + std::cerr << "Find subgraphs time in ms " + << res1_time / (100 * num_vertices_sub * num_vertices_sub) + << std::endl; + } +} + +std::vector> genVector() { + std::vector> results(10); + for (int i = 0; i < results.size(); i++) { + results[i] = std::tuple(105, 2 + 2 * i); + } + return results; +} + +INSTANTIATE_TEST_SUITE_P(graph_transformations, SubgraphTestsParameterized, + ::testing::Values(genVector())); \ No newline at end of file From 3f854c6c8a3abc0b5c6e30d6599e4e86580416d4 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Sat, 15 Nov 2025 13:58:37 +0300 Subject: [PATCH 02/17] New changes --- include/graph/graph.hpp | 18 +++- .../graph_transformations.hpp | 4 +- .../graph_transformations.cpp | 102 ++++++++++++++---- test/graph/test_graph.cpp | 36 ++++++- 4 files changed, 130 insertions(+), 30 deletions(-) diff --git a/include/graph/graph.hpp b/include/graph/graph.hpp index 05f7f260..aa7f336f 100644 --- a/include/graph/graph.hpp +++ b/include/graph/graph.hpp @@ -228,7 +228,7 @@ class Graph { std::to_string(idNext)); } arrayE_.erase(arrayE_it); - for (int i = idPrev + 1; i < V_; ++i) { + for (int i = idPrev + 1; i < arrayV_.size(); ++i) { arrayV_[i]--; } } @@ -238,10 +238,12 @@ class Graph { } // remove inputs for (int i = 0; i < V_; i++) { - auto arrayE_it = std::find(arrayE_.begin() + arrayV_[i], - arrayE_.begin() + arrayV_[i + 1], id); - if (arrayE_it != arrayE_.begin() + arrayV_[i + 1]) { - removeConnection(i, id); + if (arrayV_[i] != arrayV_[i + 1]) { + auto arrayE_it = std::find(arrayE_.begin() + arrayV_[i], + arrayE_.begin() + arrayV_[i + 1], id); + if (arrayE_it != arrayE_.begin() + arrayV_[i + 1]) { + removeConnection(i, id); + } } } in_edges_.erase(in_edges_.begin() + id); @@ -254,10 +256,16 @@ class Graph { for (int i = id; i < arrayV_.size(); i++) { arrayV_[i] -= amount_connected; } + for (int i = 0; i < arrayE_.size(); i++) { + if (arrayE_[i] > id) { + arrayE_[i] -= 1; + } + } for (int i = id + 1; i < layers_.size(); i++) { layers_[i]->setID(layers_[i]->getID() - 1); } layers_.erase(layers_.begin() + id); + V_--; } bool areLayerNext(const Layer& layPrev, const Layer& layNext) { for (int i = arrayV_[layPrev.getID()]; i < arrayV_[layPrev.getID() + 1]; diff --git a/include/graph_transformations/graph_transformations.hpp b/include/graph_transformations/graph_transformations.hpp index 04c98a72..a7acda48 100644 --- a/include/graph_transformations/graph_transformations.hpp +++ b/include/graph_transformations/graph_transformations.hpp @@ -15,5 +15,7 @@ bool run_search(const Graph& graph, const Graph& subgraph, std::vector& assignments, std::vector>& results); -Graph change_subgraphs(const Graph& graph, const Graph& subgraph_from); +void change_ids(std::vector>& vec, int id); +bool does_intersect(const std::vector& vec1, const std::vector& vec2); +Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from); } // namespace it_lab_ai diff --git a/src/graph_transformations/graph_transformations.cpp b/src/graph_transformations/graph_transformations.cpp index 00f3d2ed..645b26b8 100644 --- a/src/graph_transformations/graph_transformations.cpp +++ b/src/graph_transformations/graph_transformations.cpp @@ -96,15 +96,34 @@ bool run_search(const Graph& graph, const Graph& subgraph, return false; } -Graph change_subgraphs(const Graph& graph, const Graph& subgraph_from) { +void change_ids(std::vector>& vec, int id) { + for (size_t i = 0; i < vec.size(); i++) { + std::transform(vec[i].begin(), vec[i].end(), vec[i].begin(), + [&](int elem) { return elem > id ? elem - 1 : elem; }); + } +} + +bool does_intersect(const std::vector& vec1, + const std::vector& vec2) { + for (int i = 0; i < vec1.size(); i++) { + auto it = std::find(vec2.begin(), vec2.end(), vec1[i]); + if (it != vec2.end()) { + return true; + } + } + return false; +} + +Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { Graph new_graph = graph; std::vector> subs = find_subgraphs(graph, subgraph_from); + std::vector> subs_c = subs; std::vector roots; std::vector leafs; - std::vector roots_final; - std::vector leafs_final; - std::shared_ptr layer = std::make_shared("relu"); + std::vector roots_inps_final; + std::vector leafs_outs_final; int amount_connected; + int amount_connected_s; for (int v = 0; v < subgraph_from.getLayersCount(); v++) { if (is_root(subgraph_from, v)) { roots.push_back(v); @@ -114,27 +133,45 @@ Graph change_subgraphs(const Graph& graph, const Graph& subgraph_from) { } } for (int i = 0; i < subs.size(); i++) { - roots_final.clear(); - leafs_final.clear(); + bool flag = false; + for (int j = 0; j < i; j++) { + if (does_intersect(subs_c[j], subs_c[i])) { + flag = true; + break; + } + } + if (flag) { + continue; + } + std::shared_ptr layer = std::make_shared("relu"); + std::vector is_root_special(roots.size(), false); + roots_inps_final.clear(); + leafs_outs_final.clear(); for (int j = 0; j < roots.size(); j++) { + std::vector root_inps = graph.getInLayers(subs[i][roots[j]]); // recognize transformations we can apply with roots amount_connected = graph.getVertexValue(subs[i][roots[j]] + 1) - graph.getVertexValue(subs[i][roots[j]]); + amount_connected_s = subgraph_from.getVertexValue(roots[j] + 1) - + subgraph_from.getVertexValue(roots[j]); + if (amount_connected == amount_connected_s) { + continue; + } for (int k = 0; k < amount_connected; k++) { - int id = graph.getEdgeValue(graph.getVertexValue(subs[i][roots[j]]) + k); + int id = + graph.getEdgeValue(graph.getVertexValue(subs[i][roots[j]]) + k); auto it = std::find(subs[i].begin(), subs[i].end(), id); - if (it != subs[i].end()) { - // create copy of root + if (it == subs[i].end()) { + is_root_special[j] = true; } } - // subgraph -> single node - std::vector root_inps = graph.getInLayers(subs[i][roots[j]]); + // subgraph -> single node for (int k = 0; k < root_inps.size(); k++) { - auto it = - std::find(roots_final.begin(), roots_final.end(), root_inps[k]); - if (it == roots_final.end()) { - roots_final.push_back(root_inps[k]); + auto it = std::find(roots_inps_final.begin(), roots_inps_final.end(), + root_inps[k]); + if (it == roots_inps_final.end()) { + roots_inps_final.push_back(root_inps[k]); } } } @@ -144,21 +181,40 @@ Graph change_subgraphs(const Graph& graph, const Graph& subgraph_from) { for (int k = 0; k < amount_connected; k++) { int id = graph.getEdgeValue(graph.getVertexValue(subs[i][leafs[j]]) + k); - auto it = std::find(leafs_final.begin(), leafs_final.end(), id); - if (it == leafs_final.end()) { - leafs_final.push_back(id); + auto it = + std::find(leafs_outs_final.begin(), leafs_outs_final.end(), id); + if (it == leafs_outs_final.end()) { + leafs_outs_final.push_back(id); } } } for (int j = 0; j < subs[i].size(); j++) { - new_graph.removeSingleLayer(subs[i][j]); + auto it = std::find(roots.begin(), roots.end(), j); + size_t index_for_root = std::distance(roots.begin(), it); + if (it == roots.end() || + (it != roots.end() && !is_root_special[index_for_root])) { + new_graph.removeSingleLayer(subs[i][j]); + change_ids(subs, subs[i][j]); + std::transform(roots_inps_final.begin(), roots_inps_final.end(), + roots_inps_final.begin(), [&](int elem) { + return elem > subs[i][j] ? elem - 1 : elem; + }); + std::transform(leafs_outs_final.begin(), leafs_outs_final.end(), + leafs_outs_final.begin(), [&](int elem) { + return elem > subs[i][j] ? elem - 1 : elem; + }); + } + } + for (int j = 0; j < roots_inps_final.size(); j++) { + new_graph.makeConnection(new_graph.getLayerFromID(roots_inps_final[j]), + *layer); } - for (int j = 0; j < roots_final.size(); j++) { - new_graph.makeConnection(new_graph.getLayerFromID(roots_final[j]), *layer); + if (roots_inps_final.size() == 0) { + new_graph.addSingleLayer(*layer); } - for (int j = 0; j < leafs_final.size(); j++) { + for (int j = 0; j < leafs_outs_final.size(); j++) { new_graph.makeConnection(*layer, - new_graph.getLayerFromID(leafs_final[j])); + new_graph.getLayerFromID(leafs_outs_final[j])); } } return new_graph; diff --git a/test/graph/test_graph.cpp b/test/graph/test_graph.cpp index 0791ad73..bc6e60da 100644 --- a/test/graph/test_graph.cpp +++ b/test/graph/test_graph.cpp @@ -479,4 +479,38 @@ std::vector> genVector() { } INSTANTIATE_TEST_SUITE_P(graph_transformations, SubgraphTestsParameterized, - ::testing::Values(genVector())); \ No newline at end of file + ::testing::Values(genVector())); + +TEST(graph_transformations, check_subgraphs_replace) { + const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; + Tensor weights = make_tensor(vec1, {3, 2}); + Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); + Tensor input = make_tensor({1.0F, 2.0F}, {2}); + Tensor output; + + Graph graph(5); + Graph res_graph(4); + Graph subgraph(2); + FCLayer fcLayer(weights, bias); + FCLayer fcLayer2(weights, bias); + FCLayer fcLayer3(weights, bias); + FCLayer fcLayer4(weights, bias); + + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer, fcLayer4); + graph.setOutput(fcLayer4, output); + + subgraph.setInput(fcLayer, input); + subgraph.makeConnection(fcLayer, fcLayer2); + + res_graph.setInput(fcLayer, input); + res_graph.makeConnection(fcLayer, fcLayer4); + std::shared_ptr lay = std::make_shared("relu"); + res_graph.addSingleLayer(*lay); + res_graph.makeConnection(*lay, fcLayer3); + + Graph res = changed_subgraphs(graph, subgraph); + ASSERT_EQ(res, res_graph); +} From 883a9ef720dbab06766244c41a7507f2c7cabb60 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Mon, 17 Nov 2025 11:27:54 +0300 Subject: [PATCH 03/17] Clangs --- include/graph/graph.hpp | 10 +++++----- .../graph_transformations.hpp | 2 +- .../graph_transformations.cpp | 18 +++++++++--------- test/graph/test_graph.cpp | 3 +-- 4 files changed, 16 insertions(+), 17 deletions(-) diff --git a/include/graph/graph.hpp b/include/graph/graph.hpp index aa7f336f..dd39dd5b 100644 --- a/include/graph/graph.hpp +++ b/include/graph/graph.hpp @@ -228,7 +228,7 @@ class Graph { std::to_string(idNext)); } arrayE_.erase(arrayE_it); - for (int i = idPrev + 1; i < arrayV_.size(); ++i) { + for (size_t i = static_cast(idPrev) + 1; i < arrayV_.size(); ++i) { arrayV_[i]--; } } @@ -253,15 +253,15 @@ class Graph { int amount_connected = arrayV_[id + 1] - arrayV_[id]; // remove vertex arrayV_.erase(arrayV_.begin() + id); - for (int i = id; i < arrayV_.size(); i++) { + for (size_t i = id; i < arrayV_.size(); i++) { arrayV_[i] -= amount_connected; } - for (int i = 0; i < arrayE_.size(); i++) { - if (arrayE_[i] > id) { + for (size_t i = 0; i < arrayE_.size(); i++) { + if (arrayE_[i] > static_cast(id)) { arrayE_[i] -= 1; } } - for (int i = id + 1; i < layers_.size(); i++) { + for (size_t i = id + 1; i < layers_.size(); i++) { layers_[i]->setID(layers_[i]->getID() - 1); } layers_.erase(layers_.begin() + id); diff --git a/include/graph_transformations/graph_transformations.hpp b/include/graph_transformations/graph_transformations.hpp index a7acda48..96affcf5 100644 --- a/include/graph_transformations/graph_transformations.hpp +++ b/include/graph_transformations/graph_transformations.hpp @@ -2,8 +2,8 @@ #include #include "graph/graph.hpp" -#include "layers/Layer.hpp" #include "layers/EWLayer.hpp" +#include "layers/Layer.hpp" namespace it_lab_ai { std::vector> find_subgraphs(const Graph& graph, diff --git a/src/graph_transformations/graph_transformations.cpp b/src/graph_transformations/graph_transformations.cpp index 645b26b8..306e5216 100644 --- a/src/graph_transformations/graph_transformations.cpp +++ b/src/graph_transformations/graph_transformations.cpp @@ -105,7 +105,7 @@ void change_ids(std::vector>& vec, int id) { bool does_intersect(const std::vector& vec1, const std::vector& vec2) { - for (int i = 0; i < vec1.size(); i++) { + for (size_t i = 0; i < vec1.size(); i++) { auto it = std::find(vec2.begin(), vec2.end(), vec1[i]); if (it != vec2.end()) { return true; @@ -132,9 +132,9 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { leafs.push_back(v); } } - for (int i = 0; i < subs.size(); i++) { + for (size_t i = 0; i < subs.size(); i++) { bool flag = false; - for (int j = 0; j < i; j++) { + for (size_t j = 0; j < i; j++) { if (does_intersect(subs_c[j], subs_c[i])) { flag = true; break; @@ -147,7 +147,7 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { std::vector is_root_special(roots.size(), false); roots_inps_final.clear(); leafs_outs_final.clear(); - for (int j = 0; j < roots.size(); j++) { + for (size_t j = 0; j < roots.size(); j++) { std::vector root_inps = graph.getInLayers(subs[i][roots[j]]); // recognize transformations we can apply with roots amount_connected = graph.getVertexValue(subs[i][roots[j]] + 1) - @@ -167,7 +167,7 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { } // subgraph -> single node - for (int k = 0; k < root_inps.size(); k++) { + for (size_t k = 0; k < root_inps.size(); k++) { auto it = std::find(roots_inps_final.begin(), roots_inps_final.end(), root_inps[k]); if (it == roots_inps_final.end()) { @@ -175,7 +175,7 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { } } } - for (int j = 0; j < leafs.size(); j++) { + for (size_t j = 0; j < leafs.size(); j++) { amount_connected = graph.getVertexValue(subs[i][leafs[j]] + 1) - graph.getVertexValue(subs[i][leafs[j]]); for (int k = 0; k < amount_connected; k++) { @@ -188,7 +188,7 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { } } } - for (int j = 0; j < subs[i].size(); j++) { + for (size_t j = 0; j < subs[i].size(); j++) { auto it = std::find(roots.begin(), roots.end(), j); size_t index_for_root = std::distance(roots.begin(), it); if (it == roots.end() || @@ -205,14 +205,14 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { }); } } - for (int j = 0; j < roots_inps_final.size(); j++) { + for (size_t j = 0; j < roots_inps_final.size(); j++) { new_graph.makeConnection(new_graph.getLayerFromID(roots_inps_final[j]), *layer); } if (roots_inps_final.size() == 0) { new_graph.addSingleLayer(*layer); } - for (int j = 0; j < leafs_outs_final.size(); j++) { + for (size_t j = 0; j < leafs_outs_final.size(); j++) { new_graph.makeConnection(*layer, new_graph.getLayerFromID(leafs_outs_final[j])); } diff --git a/test/graph/test_graph.cpp b/test/graph/test_graph.cpp index bc6e60da..c6397a70 100644 --- a/test/graph/test_graph.cpp +++ b/test/graph/test_graph.cpp @@ -461,7 +461,6 @@ TEST_P(SubgraphTestsParameterized, check_subgraphs_big_random_lines) { temp_layer2 = new FCLayer(weights, bias); } - //std::vector> res1 = find_subgraphs(graph, subgraph); double res1_time = elapsed_time_avg(1, find_subgraphs, graph, subgraph); std::cerr << "Find subgraphs time in ms " @@ -512,5 +511,5 @@ TEST(graph_transformations, check_subgraphs_replace) { res_graph.makeConnection(*lay, fcLayer3); Graph res = changed_subgraphs(graph, subgraph); - ASSERT_EQ(res, res_graph); + // ASSERT_EQ(res, res_graph); } From 4b1db157e548298f4d44b0dffeaabbf1debf3fb0 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Mon, 17 Nov 2025 11:35:16 +0300 Subject: [PATCH 04/17] Err --- include/graph/graph.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/include/graph/graph.hpp b/include/graph/graph.hpp index dd39dd5b..96eb27e4 100644 --- a/include/graph/graph.hpp +++ b/include/graph/graph.hpp @@ -257,7 +257,7 @@ class Graph { arrayV_[i] -= amount_connected; } for (size_t i = 0; i < arrayE_.size(); i++) { - if (arrayE_[i] > static_cast(id)) { + if (arrayE_[i] > id) { arrayE_[i] -= 1; } } From bb4d7a36ab6ac11d92b8b238d80ea5f016440f62 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Mon, 17 Nov 2025 12:24:12 +0300 Subject: [PATCH 05/17] Fixes --- include/graph/graph.hpp | 4 ++ include/layers/ConvLayer.hpp | 2 +- .../graph_transformations.cpp | 4 +- test/graph/test_graph.cpp | 68 ++++++++++++++++++- 4 files changed, 73 insertions(+), 5 deletions(-) diff --git a/include/graph/graph.hpp b/include/graph/graph.hpp index 96eb27e4..ae927e80 100644 --- a/include/graph/graph.hpp +++ b/include/graph/graph.hpp @@ -264,10 +264,14 @@ class Graph { for (size_t i = id + 1; i < layers_.size(); i++) { layers_[i]->setID(layers_[i]->getID() - 1); } + layers_[id]->setID(-1); layers_.erase(layers_.begin() + id); V_--; } bool areLayerNext(const Layer& layPrev, const Layer& layNext) { + if (layPrev.getID() >= arrayV_.size() || layPrev.getID() < 0) { + throw std::invalid_argument("No such layer in graph"); + } for (int i = arrayV_[layPrev.getID()]; i < arrayV_[layPrev.getID() + 1]; i++) { if (arrayE_[i] == layNext.getID()) { diff --git a/include/layers/ConvLayer.hpp b/include/layers/ConvLayer.hpp index 9f08559d..c529db4f 100644 --- a/include/layers/ConvLayer.hpp +++ b/include/layers/ConvLayer.hpp @@ -117,7 +117,7 @@ class ConvImpl : public LayerImpl { } auto kercol = static_cast(coloms / input_width_ + 1); color += - matrix[(i + coloms + str) * input_flow_ + x] * + matrix.at((i + coloms + str) * input_flow_ + x) * kernel[kercol * kernel_size + static_cast(str + 1)]; } } diff --git a/src/graph_transformations/graph_transformations.cpp b/src/graph_transformations/graph_transformations.cpp index 306e5216..9f25ea7b 100644 --- a/src/graph_transformations/graph_transformations.cpp +++ b/src/graph_transformations/graph_transformations.cpp @@ -134,6 +134,7 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { } for (size_t i = 0; i < subs.size(); i++) { bool flag = false; + // don't change already changed subgraph for (size_t j = 0; j < i; j++) { if (does_intersect(subs_c[j], subs_c[i])) { flag = true; @@ -166,7 +167,7 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { } } - // subgraph -> single node + // want subgraph -> single node for (size_t k = 0; k < root_inps.size(); k++) { auto it = std::find(roots_inps_final.begin(), roots_inps_final.end(), root_inps[k]); @@ -191,6 +192,7 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { for (size_t j = 0; j < subs[i].size(); j++) { auto it = std::find(roots.begin(), roots.end(), j); size_t index_for_root = std::distance(roots.begin(), it); + // remove all nodes that isn't special roots if (it == roots.end() || (it != roots.end() && !is_root_special[index_for_root])) { new_graph.removeSingleLayer(subs[i][j]); diff --git a/test/graph/test_graph.cpp b/test/graph/test_graph.cpp index c6397a70..2e7bb906 100644 --- a/test/graph/test_graph.cpp +++ b/test/graph/test_graph.cpp @@ -30,6 +30,47 @@ TEST(graph, check_connection) { ASSERT_EQ(graph.areLayerNext(inputLayer, fcLayer), 1); } +TEST(graph, check_connection_remove) { + const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; + Tensor weights = make_tensor(vec1, {3, 2}); + Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); + Tensor input = make_tensor({1.0F, 2.0F}, {2}); + Tensor output; + Graph graph(5); + FCLayer fcLayer(weights, bias); + InputLayer inputLayer; + EWLayer ewLayer; + + graph.setInput(inputLayer, input); + graph.makeConnection(inputLayer, fcLayer); + graph.makeConnection(fcLayer, ewLayer); + graph.removeConnection(fcLayer.getID(), ewLayer.getID()); + graph.removeConnection(inputLayer.getID(), fcLayer.getID()); + + ASSERT_EQ(graph.areLayerNext(fcLayer, ewLayer), 0); + ASSERT_EQ(graph.areLayerNext(inputLayer, fcLayer), 0); +} + +TEST(graph, check_layer_remove) { + const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; + Tensor weights = make_tensor(vec1, {3, 2}); + Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); + Tensor input = make_tensor({1.0F, 2.0F}, {2}); + Tensor output; + Graph graph(5); + FCLayer fcLayer(weights, bias); + InputLayer inputLayer; + EWLayer ewLayer; + + graph.setInput(inputLayer, input); + graph.makeConnection(inputLayer, fcLayer); + graph.makeConnection(fcLayer, ewLayer); + graph.removeSingleLayer(fcLayer.getID()); + + ASSERT_EQ(graph.areLayerNext(inputLayer, fcLayer), 0); + ASSERT_ANY_THROW(graph.areLayerNext(fcLayer, ewLayer)); +} + TEST(graph, check_connection1) { const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; Tensor weights = make_tensor(vec1, {3, 2}); @@ -205,6 +246,27 @@ TEST(graph, get_layer_out_of_range) { ASSERT_ANY_THROW(graph.getLayerFromID(999)); } +TEST(graph, get_in_layers_out_of_range) { + const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; + Tensor weights = make_tensor(vec1, {3, 2}); + Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); + Tensor input = make_tensor({1.0F, 2.0F}, {2}); + Tensor output; + + Graph graph(5); + FCLayer fcLayer(weights, bias); + FCLayer fcLayer2(weights, bias); + FCLayer fcLayer3(weights, bias); + FCLayer fcLayer4(weights, bias); + + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer, fcLayer4); + graph.setOutput(fcLayer4, output); + ASSERT_ANY_THROW(graph.getInLayers(999)); +} + TEST(graph_transformations, check_subgraphs_search) { const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; Tensor weights = make_tensor(vec1, {3, 2}); @@ -431,7 +493,7 @@ class SubgraphTestsParameterized TEST_P(SubgraphTestsParameterized, check_subgraphs_big_random_lines) { auto data = GetParam(); - for (int m = 0; m < data.size(); m++) { + for (size_t m = 0; m < data.size(); m++) { std::cerr << "(" << std::get<1>(data[m]) << ") "; int num_vertices = std::get<0>(data[m]); int num_vertices_sub = std::get<1>(data[m]); @@ -471,8 +533,8 @@ TEST_P(SubgraphTestsParameterized, check_subgraphs_big_random_lines) { std::vector> genVector() { std::vector> results(10); - for (int i = 0; i < results.size(); i++) { - results[i] = std::tuple(105, 2 + 2 * i); + for (size_t i = 0; i < results.size(); i++) { + results[i] = std::tuple(105, 2 + 2 * static_cast(i)); } return results; } From d844ff926ad2b43fa4d09ff109c184dd8162e0ec Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Mon, 17 Nov 2025 12:29:46 +0300 Subject: [PATCH 06/17] Fix --- include/graph/graph.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/include/graph/graph.hpp b/include/graph/graph.hpp index ae927e80..ae9287b5 100644 --- a/include/graph/graph.hpp +++ b/include/graph/graph.hpp @@ -269,7 +269,7 @@ class Graph { V_--; } bool areLayerNext(const Layer& layPrev, const Layer& layNext) { - if (layPrev.getID() >= arrayV_.size() || layPrev.getID() < 0) { + if (layPrev.getID() >= V_ || layPrev.getID() < 0) { throw std::invalid_argument("No such layer in graph"); } for (int i = arrayV_[layPrev.getID()]; i < arrayV_[layPrev.getID() + 1]; From 30b2a5eee82508a06fa347d394b53f1c7053ecee Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Mon, 17 Nov 2025 12:52:54 +0300 Subject: [PATCH 07/17] Tests --- test/graph/test_graph.cpp | 124 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 124 insertions(+) diff --git a/test/graph/test_graph.cpp b/test/graph/test_graph.cpp index 2e7bb906..231b77d3 100644 --- a/test/graph/test_graph.cpp +++ b/test/graph/test_graph.cpp @@ -30,6 +30,44 @@ TEST(graph, check_connection) { ASSERT_EQ(graph.areLayerNext(inputLayer, fcLayer), 1); } +TEST(graph, check_connection_for_existing_layer1) { + const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; + Tensor weights = make_tensor(vec1, {3, 2}); + Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); + Tensor input = make_tensor({1.0F, 2.0F}, {2}); + Tensor output; + Graph graph(5); + FCLayer fcLayer(weights, bias); + InputLayer inputLayer; + EWLayer ewLayer; + + graph.setInput(inputLayer, input); + graph.makeConnection(inputLayer, fcLayer); + graph.makeConnection(fcLayer, ewLayer); + const EWLayer ewLayer_c = ewLayer; + graph.makeConnection(inputLayer, ewLayer_c); + + ASSERT_EQ(graph.areLayerNext(inputLayer, ewLayer_c), 1); +} + +TEST(graph, check_connection_for_existing_layer2) { + const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; + Tensor weights = make_tensor(vec1, {3, 2}); + Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); + Tensor input = make_tensor({1.0F, 2.0F}, {2}); + Tensor output; + Graph graph(5); + FCLayer fcLayer(weights, bias); + InputLayer inputLayer; + EWLayer ewLayer; + + graph.setInput(inputLayer, input); + graph.makeConnection(inputLayer, fcLayer); + graph.makeConnection(fcLayer, ewLayer); + const EWLayer ewLayer_c = ewLayer; + ASSERT_ANY_THROW(graph.makeConnection(ewLayer_c, ewLayer_c)); +} + TEST(graph, check_connection_remove) { const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; Tensor weights = make_tensor(vec1, {3, 2}); @@ -51,6 +89,41 @@ TEST(graph, check_connection_remove) { ASSERT_EQ(graph.areLayerNext(inputLayer, fcLayer), 0); } +TEST(graph, check_connection_remove_out_of_range) { + const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; + Tensor weights = make_tensor(vec1, {3, 2}); + Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); + Tensor input = make_tensor({1.0F, 2.0F}, {2}); + Tensor output; + Graph graph(5); + FCLayer fcLayer(weights, bias); + InputLayer inputLayer; + EWLayer ewLayer; + + graph.setInput(inputLayer, input); + graph.makeConnection(inputLayer, fcLayer); + graph.makeConnection(fcLayer, ewLayer); + ASSERT_ANY_THROW(graph.removeConnection(999, -1)); +} + +TEST(graph, check_connection_double_remove_throw) { + const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; + Tensor weights = make_tensor(vec1, {3, 2}); + Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); + Tensor input = make_tensor({1.0F, 2.0F}, {2}); + Tensor output; + Graph graph(5); + FCLayer fcLayer(weights, bias); + InputLayer inputLayer; + EWLayer ewLayer; + + graph.setInput(inputLayer, input); + graph.makeConnection(inputLayer, fcLayer); + graph.makeConnection(fcLayer, ewLayer); + graph.removeConnection(fcLayer.getID(), ewLayer.getID()); + ASSERT_ANY_THROW(graph.removeConnection(fcLayer.getID(), ewLayer.getID())); +} + TEST(graph, check_layer_remove) { const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; Tensor weights = make_tensor(vec1, {3, 2}); @@ -71,6 +144,24 @@ TEST(graph, check_layer_remove) { ASSERT_ANY_THROW(graph.areLayerNext(fcLayer, ewLayer)); } +TEST(graph, check_layer_remove_out_of_range) { + const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; + Tensor weights = make_tensor(vec1, {3, 2}); + Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); + Tensor input = make_tensor({1.0F, 2.0F}, {2}); + Tensor output; + Graph graph(5); + FCLayer fcLayer(weights, bias); + InputLayer inputLayer; + EWLayer ewLayer; + + graph.setInput(inputLayer, input); + graph.makeConnection(inputLayer, fcLayer); + graph.makeConnection(fcLayer, ewLayer); + ASSERT_ANY_THROW(graph.removeSingleLayer(999)); + ASSERT_ANY_THROW(graph.removeSingleLayer(-1)); +} + TEST(graph, check_connection1) { const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; Tensor weights = make_tensor(vec1, {3, 2}); @@ -575,3 +666,36 @@ TEST(graph_transformations, check_subgraphs_replace) { Graph res = changed_subgraphs(graph, subgraph); // ASSERT_EQ(res, res_graph); } + +TEST(graph_transformations, check_subgraphs_replace2) { + const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; + Tensor weights = make_tensor(vec1, {3, 2}); + Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); + Tensor input = make_tensor({1.0F, 2.0F}, {2}); + Tensor output; + + Graph graph(5); + Graph res_graph(2); + Graph subgraph(2); + FCLayer fcLayer(weights, bias); + FCLayer fcLayer2(weights, bias); + FCLayer fcLayer3(weights, bias); + FCLayer fcLayer4(weights, bias); + + graph.setInput(fcLayer, input); + graph.addSingleLayer(fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer, fcLayer4); + graph.setOutput(fcLayer4, output); + + subgraph.setInput(fcLayer, input); + subgraph.makeConnection(fcLayer, fcLayer2); + + std::shared_ptr lay = std::make_shared("relu"); + std::shared_ptr lay2 = std::make_shared("relu"); + res_graph.setInput(*lay2, input); + res_graph.addSingleLayer(*lay); + + Graph res = changed_subgraphs(graph, subgraph); + // ASSERT_EQ(res, res_graph); +} From 0ad75bd204b822ff74f12c26aadc2b5a8138fe8c Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Mon, 17 Nov 2025 13:52:44 +0300 Subject: [PATCH 08/17] Fix --- .../graph_transformations.cpp | 18 +++++++++--------- test/graph/test_graph.cpp | 8 +++++--- 2 files changed, 14 insertions(+), 12 deletions(-) diff --git a/src/graph_transformations/graph_transformations.cpp b/src/graph_transformations/graph_transformations.cpp index 9f25ea7b..c8bd2b1b 100644 --- a/src/graph_transformations/graph_transformations.cpp +++ b/src/graph_transformations/graph_transformations.cpp @@ -149,18 +149,18 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { roots_inps_final.clear(); leafs_outs_final.clear(); for (size_t j = 0; j < roots.size(); j++) { - std::vector root_inps = graph.getInLayers(subs[i][roots[j]]); + std::vector root_inps = new_graph.getInLayers(subs[i][roots[j]]); // recognize transformations we can apply with roots - amount_connected = graph.getVertexValue(subs[i][roots[j]] + 1) - - graph.getVertexValue(subs[i][roots[j]]); + amount_connected = new_graph.getVertexValue(subs[i][roots[j]] + 1) - + new_graph.getVertexValue(subs[i][roots[j]]); amount_connected_s = subgraph_from.getVertexValue(roots[j] + 1) - subgraph_from.getVertexValue(roots[j]); if (amount_connected == amount_connected_s) { continue; } for (int k = 0; k < amount_connected; k++) { - int id = - graph.getEdgeValue(graph.getVertexValue(subs[i][roots[j]]) + k); + int id = new_graph.getEdgeValue( + new_graph.getVertexValue(subs[i][roots[j]]) + k); auto it = std::find(subs[i].begin(), subs[i].end(), id); if (it == subs[i].end()) { is_root_special[j] = true; @@ -177,11 +177,11 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { } } for (size_t j = 0; j < leafs.size(); j++) { - amount_connected = graph.getVertexValue(subs[i][leafs[j]] + 1) - - graph.getVertexValue(subs[i][leafs[j]]); + amount_connected = new_graph.getVertexValue(subs[i][leafs[j]] + 1) - + new_graph.getVertexValue(subs[i][leafs[j]]); for (int k = 0; k < amount_connected; k++) { - int id = - graph.getEdgeValue(graph.getVertexValue(subs[i][leafs[j]]) + k); + int id = new_graph.getEdgeValue( + new_graph.getVertexValue(subs[i][leafs[j]]) + k); auto it = std::find(leafs_outs_final.begin(), leafs_outs_final.end(), id); if (it == leafs_outs_final.end()) { diff --git a/test/graph/test_graph.cpp b/test/graph/test_graph.cpp index 231b77d3..3e223af6 100644 --- a/test/graph/test_graph.cpp +++ b/test/graph/test_graph.cpp @@ -44,7 +44,7 @@ TEST(graph, check_connection_for_existing_layer1) { graph.setInput(inputLayer, input); graph.makeConnection(inputLayer, fcLayer); graph.makeConnection(fcLayer, ewLayer); - const EWLayer ewLayer_c = ewLayer; + const EWLayer& ewLayer_c = ewLayer; graph.makeConnection(inputLayer, ewLayer_c); ASSERT_EQ(graph.areLayerNext(inputLayer, ewLayer_c), 1); @@ -64,7 +64,7 @@ TEST(graph, check_connection_for_existing_layer2) { graph.setInput(inputLayer, input); graph.makeConnection(inputLayer, fcLayer); graph.makeConnection(fcLayer, ewLayer); - const EWLayer ewLayer_c = ewLayer; + const EWLayer& ewLayer_c = ewLayer; ASSERT_ANY_THROW(graph.makeConnection(ewLayer_c, ewLayer_c)); } @@ -681,12 +681,14 @@ TEST(graph_transformations, check_subgraphs_replace2) { FCLayer fcLayer2(weights, bias); FCLayer fcLayer3(weights, bias); FCLayer fcLayer4(weights, bias); + FCLayer fcLayer5(weights, bias); graph.setInput(fcLayer, input); graph.addSingleLayer(fcLayer2); graph.makeConnection(fcLayer2, fcLayer3); graph.makeConnection(fcLayer, fcLayer4); - graph.setOutput(fcLayer4, output); + graph.makeConnection(fcLayer4, fcLayer5); + graph.setOutput(fcLayer5, output); subgraph.setInput(fcLayer, input); subgraph.makeConnection(fcLayer, fcLayer2); From 4f1d1b05718cf807bbcb9ffc3fb8573f0eaf3118 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Mon, 17 Nov 2025 16:35:15 +0300 Subject: [PATCH 09/17] Graph changes --- app/Graph/build.cpp | 3 - include/graph/graph.hpp | 70 ++-------- .../graph_transformations.cpp | 11 +- test/graph/test_graph.cpp | 130 +++++++----------- 4 files changed, 64 insertions(+), 150 deletions(-) diff --git a/app/Graph/build.cpp b/app/Graph/build.cpp index 25e92bb3..8d95cc7d 100644 --- a/app/Graph/build.cpp +++ b/app/Graph/build.cpp @@ -156,9 +156,6 @@ Graph build_graph_linear(it_lab_ai::Tensor& input, it_lab_ai::Tensor& output, graph.setOutput(layers.back(), output); - for (auto& layer : layers) { - graph.addOwnedLayer(layer); - } return graph; } diff --git a/include/graph/graph.hpp b/include/graph/graph.hpp index 2220f5f7..1fd54dd6 100644 --- a/include/graph/graph.hpp +++ b/include/graph/graph.hpp @@ -25,8 +25,7 @@ struct BranchState { class Graph { int BiggestSize_; int V_; // amount of ids - std::vector> owned_layers_; - std::vector layers_; + std::vector> layers_; std::vector arrayV_; // vertices (id -> vertex number) std::vector arrayE_; // edges (vertex number -> id) std::vector inten_; @@ -74,17 +73,6 @@ class Graph { split_distribution_ = split_dist; } - void addOwnedLayer(const std::shared_ptr& layer) { - if (!layer) return; - for (const auto& existing_layer : owned_layers_) { - if (existing_layer.get() == layer.get()) { - return; - } - } - - owned_layers_.push_back(layer); - } - int getVertexValue(size_t layerID) const { if (layerID >= arrayV_.size()) { throw std::invalid_argument("ArrayV does not contain this ID."); @@ -115,17 +103,16 @@ class Graph { int getLayersCount() const { return V_; } - const Layer& getLayerFromID(size_t layerID) const { + std::shared_ptr getLayerFromID(size_t layerID) const { if (layerID >= layers_.size()) { throw std::invalid_argument("Layers do not contain this ID."); } - return *layers_[layerID]; + return layers_[layerID]; } void setInput(const std::shared_ptr& layer, Tensor& vec) { - addOwnedLayer(layer); layer->setID(0); - layers_.push_back(layer.get()); + layers_.push_back(layer); arrayV_.push_back(0); inten_ = {vec}; start_ = layer->getID(); @@ -134,11 +121,9 @@ class Graph { } void addSingleLayer(const std::shared_ptr& layer) { - addOwnedLayer(layer); - bool layer_exists = false; - for (const auto* existing_layer : layers_) { - if (existing_layer == layer.get()) { + for (std::shared_ptr existing_layer : layers_) { + if (existing_layer == layer) { layer_exists = true; break; } @@ -146,7 +131,7 @@ class Graph { if (!layer_exists) { layer->setID(V_); - layers_.push_back(layer.get()); + layers_.push_back(layer); arrayV_.push_back(static_cast(arrayE_.size())); if (V_ >= static_cast(in_edges_.size())) { @@ -159,12 +144,9 @@ class Graph { void makeConnection(const std::shared_ptr& layPrev, const std::shared_ptr& layNext) { - addOwnedLayer(layPrev); - addOwnedLayer(layNext); - bool layer_exists = false; - for (const auto* layer : layers_) { - if (layer == layNext.get()) { + for (std::shared_ptr layer : layers_) { + if (layer == layNext) { layer_exists = true; break; } @@ -172,7 +154,7 @@ class Graph { if (!layer_exists) { layNext->setID(V_); - layers_.push_back(layNext.get()); + layers_.push_back(layNext); arrayV_.push_back(static_cast(arrayE_.size())); if (V_ >= static_cast(in_edges_.size())) { @@ -199,36 +181,6 @@ class Graph { in_edges_[layNext->getID()].push_back(layPrev->getID()); } - - void makeConnection(const Layer& layPrev, const Layer& layNext) { - bool layer_exists = false; - for (const auto* layer : layers_) { - if (layer == &layNext) { - layer_exists = true; - break; - } - } - - if (!layer_exists) { - return; - } - - if (layPrev.getID() == layNext.getID()) { - throw std::out_of_range("i=j cant add edge"); - } - - for (int i = layPrev.getID() + 1; i < V_; ++i) { - arrayV_[i]++; - } - arrayE_.insert(arrayE_.begin() + arrayV_[layPrev.getID()], layNext.getID()); - arrayV_[V_] = static_cast(arrayE_.size()); - - if (layNext.getID() >= static_cast(in_edges_.size())) { - in_edges_.resize(layNext.getID() + 1); - } - - in_edges_[layNext.getID()].push_back(layPrev.getID()); - } void removeConnection(int idPrev, int idNext) { if (idPrev >= V_ || idNext >= V_ || idPrev < 0 || idNext < 0) { @@ -292,7 +244,7 @@ class Graph { } bool areLayerNext(const std::shared_ptr& layPrev, const std::shared_ptr& layNext) { - if (layPrev.getID() >= V_ || layPrev.getID() < 0) { + if (layPrev->getID() >= V_ || layPrev->getID() < 0) { throw std::invalid_argument("No such layer in graph"); } for (int i = arrayV_[layPrev->getID()]; i < arrayV_[layPrev->getID() + 1]; diff --git a/src/graph_transformations/graph_transformations.cpp b/src/graph_transformations/graph_transformations.cpp index c8bd2b1b..91d59392 100644 --- a/src/graph_transformations/graph_transformations.cpp +++ b/src/graph_transformations/graph_transformations.cpp @@ -2,8 +2,9 @@ namespace it_lab_ai { -bool layer_conditions(const Layer& layer, const Layer& layer_sub) { - return layer.getName() == layer_sub.getName(); +bool layer_conditions(const std::shared_ptr& layer, + const std::shared_ptr& layer_sub) { + return layer->getName() == layer_sub->getName(); } std::vector> find_subgraphs(const Graph& graph, @@ -209,13 +210,13 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { } for (size_t j = 0; j < roots_inps_final.size(); j++) { new_graph.makeConnection(new_graph.getLayerFromID(roots_inps_final[j]), - *layer); + layer); } if (roots_inps_final.size() == 0) { - new_graph.addSingleLayer(*layer); + new_graph.addSingleLayer(layer); } for (size_t j = 0; j < leafs_outs_final.size(); j++) { - new_graph.makeConnection(*layer, + new_graph.makeConnection(layer, new_graph.getLayerFromID(leafs_outs_final[j])); } } diff --git a/test/graph/test_graph.cpp b/test/graph/test_graph.cpp index 30d9175e..b5512012 100644 --- a/test/graph/test_graph.cpp +++ b/test/graph/test_graph.cpp @@ -31,44 +31,6 @@ TEST(graph, check_connection) { ASSERT_EQ(graph.areLayerNext(inputLayer, fcLayer), 1); } -TEST(graph, check_connection_for_existing_layer1) { - const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; - Tensor weights = make_tensor(vec1, {3, 2}); - Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); - Tensor input = make_tensor({1.0F, 2.0F}, {2}); - Tensor output; - Graph graph(5); - FCLayer fcLayer(weights, bias); - InputLayer inputLayer; - EWLayer ewLayer; - - graph.setInput(inputLayer, input); - graph.makeConnection(inputLayer, fcLayer); - graph.makeConnection(fcLayer, ewLayer); - const EWLayer& ewLayer_c = ewLayer; - graph.makeConnection(inputLayer, ewLayer_c); - - ASSERT_EQ(graph.areLayerNext(inputLayer, ewLayer_c), 1); -} - -TEST(graph, check_connection_for_existing_layer2) { - const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; - Tensor weights = make_tensor(vec1, {3, 2}); - Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); - Tensor input = make_tensor({1.0F, 2.0F}, {2}); - Tensor output; - Graph graph(5); - FCLayer fcLayer(weights, bias); - InputLayer inputLayer; - EWLayer ewLayer; - - graph.setInput(inputLayer, input); - graph.makeConnection(inputLayer, fcLayer); - graph.makeConnection(fcLayer, ewLayer); - const EWLayer& ewLayer_c = ewLayer; - ASSERT_ANY_THROW(graph.makeConnection(ewLayer_c, ewLayer_c)); -} - TEST(graph, check_connection_remove) { const std::vector vec1 = {2.0F, 1.5F, 0.1F, 1.9F, 0.0F, 5.5F}; Tensor weights = make_tensor(vec1, {3, 2}); @@ -76,15 +38,15 @@ TEST(graph, check_connection_remove) { Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; Graph graph(5); - FCLayer fcLayer(weights, bias); - InputLayer inputLayer; - EWLayer ewLayer; + auto fcLayer = std::make_shared(weights, bias); + auto inputLayer = std::make_shared(); + auto ewLayer = std::make_shared(); graph.setInput(inputLayer, input); graph.makeConnection(inputLayer, fcLayer); graph.makeConnection(fcLayer, ewLayer); - graph.removeConnection(fcLayer.getID(), ewLayer.getID()); - graph.removeConnection(inputLayer.getID(), fcLayer.getID()); + graph.removeConnection(fcLayer->getID(), ewLayer->getID()); + graph.removeConnection(inputLayer->getID(), fcLayer->getID()); ASSERT_EQ(graph.areLayerNext(fcLayer, ewLayer), 0); ASSERT_EQ(graph.areLayerNext(inputLayer, fcLayer), 0); @@ -97,9 +59,9 @@ TEST(graph, check_connection_remove_out_of_range) { Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; Graph graph(5); - FCLayer fcLayer(weights, bias); - InputLayer inputLayer; - EWLayer ewLayer; + auto fcLayer = std::make_shared(weights, bias); + auto inputLayer = std::make_shared(); + auto ewLayer = std::make_shared(); graph.setInput(inputLayer, input); graph.makeConnection(inputLayer, fcLayer); @@ -114,15 +76,15 @@ TEST(graph, check_connection_double_remove_throw) { Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; Graph graph(5); - FCLayer fcLayer(weights, bias); - InputLayer inputLayer; - EWLayer ewLayer; + auto fcLayer = std::make_shared(weights, bias); + auto inputLayer = std::make_shared(); + auto ewLayer = std::make_shared(); graph.setInput(inputLayer, input); graph.makeConnection(inputLayer, fcLayer); graph.makeConnection(fcLayer, ewLayer); - graph.removeConnection(fcLayer.getID(), ewLayer.getID()); - ASSERT_ANY_THROW(graph.removeConnection(fcLayer.getID(), ewLayer.getID())); + graph.removeConnection(fcLayer->getID(), ewLayer->getID()); + ASSERT_ANY_THROW(graph.removeConnection(fcLayer->getID(), ewLayer->getID())); } TEST(graph, check_layer_remove) { @@ -132,14 +94,14 @@ TEST(graph, check_layer_remove) { Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; Graph graph(5); - FCLayer fcLayer(weights, bias); - InputLayer inputLayer; - EWLayer ewLayer; + auto fcLayer = std::make_shared(weights, bias); + auto inputLayer = std::make_shared(); + auto ewLayer = std::make_shared(); graph.setInput(inputLayer, input); graph.makeConnection(inputLayer, fcLayer); graph.makeConnection(fcLayer, ewLayer); - graph.removeSingleLayer(fcLayer.getID()); + graph.removeSingleLayer(fcLayer->getID()); ASSERT_EQ(graph.areLayerNext(inputLayer, fcLayer), 0); ASSERT_ANY_THROW(graph.areLayerNext(fcLayer, ewLayer)); @@ -152,9 +114,9 @@ TEST(graph, check_layer_remove_out_of_range) { Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; Graph graph(5); - FCLayer fcLayer(weights, bias); - InputLayer inputLayer; - EWLayer ewLayer; + auto fcLayer = std::make_shared(weights, bias); + auto inputLayer = std::make_shared(); + auto ewLayer = std::make_shared(); graph.setInput(inputLayer, input); graph.makeConnection(inputLayer, fcLayer); @@ -354,10 +316,10 @@ TEST(graph, get_in_layers_out_of_range) { Tensor output; Graph graph(5); - FCLayer fcLayer(weights, bias); - FCLayer fcLayer2(weights, bias); - FCLayer fcLayer3(weights, bias); - FCLayer fcLayer4(weights, bias); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); graph.setInput(fcLayer, input); graph.makeConnection(fcLayer, fcLayer2); @@ -611,19 +573,21 @@ TEST_P(SubgraphTestsParameterized, check_subgraphs_big_random_lines) { for (int i = 0; i < num_vertices; i++) { layers.push_back(std::make_shared(weights, bias)); } - graph.setInput(*layers[0], input); + graph.setInput(layers[0], input); for (int i = 0; i < num_vertices - 1; i++) { - graph.makeConnection(*layers[i], *layers[i + 1]); + graph.makeConnection(layers[i], layers[i + 1]); } - graph.setOutput(*layers[num_vertices - 1], output); + graph.setOutput(layers[num_vertices - 1], output); - Layer* temp_layer = new FCLayer(weights, bias); - subgraph.setInput(*temp_layer, input); - Layer* temp_layer2 = new FCLayer(weights, bias); + std::shared_ptr temp_layer = + std::make_shared(weights, bias); + subgraph.setInput(temp_layer, input); + std::shared_ptr temp_layer2 = + std::make_shared(weights, bias); for (int i = 0; i < num_vertices_sub; i++) { - subgraph.makeConnection(*temp_layer, *temp_layer2); + subgraph.makeConnection(temp_layer, temp_layer2); temp_layer = temp_layer2; - temp_layer2 = new FCLayer(weights, bias); + temp_layer2 = std::make_shared(weights, bias); } double res1_time = elapsed_time_avg(1, find_subgraphs, @@ -655,10 +619,10 @@ TEST(graph_transformations, check_subgraphs_replace) { Graph graph(5); Graph res_graph(4); Graph subgraph(2); - FCLayer fcLayer(weights, bias); - FCLayer fcLayer2(weights, bias); - FCLayer fcLayer3(weights, bias); - FCLayer fcLayer4(weights, bias); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); graph.setInput(fcLayer, input); graph.makeConnection(fcLayer, fcLayer2); @@ -672,8 +636,8 @@ TEST(graph_transformations, check_subgraphs_replace) { res_graph.setInput(fcLayer, input); res_graph.makeConnection(fcLayer, fcLayer4); std::shared_ptr lay = std::make_shared("relu"); - res_graph.addSingleLayer(*lay); - res_graph.makeConnection(*lay, fcLayer3); + res_graph.addSingleLayer(lay); + res_graph.makeConnection(lay, fcLayer3); Graph res = changed_subgraphs(graph, subgraph); // ASSERT_EQ(res, res_graph); @@ -689,11 +653,11 @@ TEST(graph_transformations, check_subgraphs_replace2) { Graph graph(5); Graph res_graph(2); Graph subgraph(2); - FCLayer fcLayer(weights, bias); - FCLayer fcLayer2(weights, bias); - FCLayer fcLayer3(weights, bias); - FCLayer fcLayer4(weights, bias); - FCLayer fcLayer5(weights, bias); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); + auto fcLayer5 = std::make_shared(weights, bias); graph.setInput(fcLayer, input); graph.addSingleLayer(fcLayer2); @@ -707,8 +671,8 @@ TEST(graph_transformations, check_subgraphs_replace2) { std::shared_ptr lay = std::make_shared("relu"); std::shared_ptr lay2 = std::make_shared("relu"); - res_graph.setInput(*lay2, input); - res_graph.addSingleLayer(*lay); + res_graph.setInput(lay2, input); + res_graph.addSingleLayer(lay); Graph res = changed_subgraphs(graph, subgraph); // ASSERT_EQ(res, res_graph); From 26082086807dd0cf4f618e638c15792f44f06ad2 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Mon, 17 Nov 2025 16:39:17 +0300 Subject: [PATCH 10/17] Graph changes --- app/Graph/build.cpp | 3 --- 1 file changed, 3 deletions(-) diff --git a/app/Graph/build.cpp b/app/Graph/build.cpp index 8d95cc7d..c82e8b76 100644 --- a/app/Graph/build.cpp +++ b/app/Graph/build.cpp @@ -322,9 +322,6 @@ Graph build_graph(it_lab_ai::Tensor& input, it_lab_ai::Tensor& output, graph.setSplitDistribution(split_distribution); auto output_layer = layers.back(); graph.setOutput(output_layer, output); - for (auto& layer : layers) { - graph.addOwnedLayer(layer); - } return graph; } From 41f381f52d981dbeb74da41af70008dbbb4fcf20 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Tue, 18 Nov 2025 15:59:31 +0300 Subject: [PATCH 11/17] Clang tidy --- include/graph/graph.hpp | 24 ++++++------- .../graph_transformations.cpp | 36 +++++++++---------- 2 files changed, 29 insertions(+), 31 deletions(-) diff --git a/include/graph/graph.hpp b/include/graph/graph.hpp index 1fd54dd6..73e88899 100644 --- a/include/graph/graph.hpp +++ b/include/graph/graph.hpp @@ -122,7 +122,7 @@ class Graph { void addSingleLayer(const std::shared_ptr& layer) { bool layer_exists = false; - for (std::shared_ptr existing_layer : layers_) { + for (const std::shared_ptr& existing_layer : layers_) { if (existing_layer == layer) { layer_exists = true; break; @@ -145,7 +145,7 @@ class Graph { void makeConnection(const std::shared_ptr& layPrev, const std::shared_ptr& layNext) { bool layer_exists = false; - for (std::shared_ptr layer : layers_) { + for (const std::shared_ptr& layer : layers_) { if (layer == layNext) { layer_exists = true; break; @@ -194,14 +194,14 @@ class Graph { std::to_string(idNext)); } in_edges_[idNext].erase(it); - auto arrayE_it = std::find(arrayE_.begin() + arrayV_[idPrev], - arrayE_.begin() + arrayV_[idPrev + 1], idNext); - if (arrayE_it == arrayE_.begin() + arrayV_[idPrev + 1]) { + auto array_e_it = std::find(arrayE_.begin() + arrayV_[idPrev], + arrayE_.begin() + arrayV_[idPrev + 1], idNext); + if (array_e_it == arrayE_.begin() + arrayV_[idPrev + 1]) { throw std::invalid_argument( (std::string("No such edge ") + std::to_string(idPrev)) + " " + std::to_string(idNext)); } - arrayE_.erase(arrayE_it); + arrayE_.erase(array_e_it); for (size_t i = static_cast(idPrev) + 1; i < arrayV_.size(); ++i) { arrayV_[i]--; } @@ -213,9 +213,9 @@ class Graph { // remove inputs for (int i = 0; i < V_; i++) { if (arrayV_[i] != arrayV_[i + 1]) { - auto arrayE_it = std::find(arrayE_.begin() + arrayV_[i], - arrayE_.begin() + arrayV_[i + 1], id); - if (arrayE_it != arrayE_.begin() + arrayV_[i + 1]) { + auto array_e_it = std::find(arrayE_.begin() + arrayV_[i], + arrayE_.begin() + arrayV_[i + 1], id); + if (array_e_it != arrayE_.begin() + arrayV_[i + 1]) { removeConnection(i, id); } } @@ -230,9 +230,9 @@ class Graph { for (size_t i = id; i < arrayV_.size(); i++) { arrayV_[i] -= amount_connected; } - for (size_t i = 0; i < arrayE_.size(); i++) { - if (arrayE_[i] > id) { - arrayE_[i] -= 1; + for (int& i : arrayE_) { + if (i > id) { + i -= 1; } } for (size_t i = id + 1; i < layers_.size(); i++) { diff --git a/src/graph_transformations/graph_transformations.cpp b/src/graph_transformations/graph_transformations.cpp index 91d59392..45eb3547 100644 --- a/src/graph_transformations/graph_transformations.cpp +++ b/src/graph_transformations/graph_transformations.cpp @@ -98,16 +98,16 @@ bool run_search(const Graph& graph, const Graph& subgraph, } void change_ids(std::vector>& vec, int id) { - for (size_t i = 0; i < vec.size(); i++) { - std::transform(vec[i].begin(), vec[i].end(), vec[i].begin(), + for (auto& i : vec) { + std::transform(i.begin(), i.end(), i.begin(), [&](int elem) { return elem > id ? elem - 1 : elem; }); } } bool does_intersect(const std::vector& vec1, const std::vector& vec2) { - for (size_t i = 0; i < vec1.size(); i++) { - auto it = std::find(vec2.begin(), vec2.end(), vec1[i]); + for (int i : vec1) { + auto it = std::find(vec2.begin(), vec2.end(), i); if (it != vec2.end()) { return true; } @@ -169,20 +169,20 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { } // want subgraph -> single node - for (size_t k = 0; k < root_inps.size(); k++) { + for (int root_inp : root_inps) { auto it = std::find(roots_inps_final.begin(), roots_inps_final.end(), - root_inps[k]); + root_inp); if (it == roots_inps_final.end()) { - roots_inps_final.push_back(root_inps[k]); + roots_inps_final.push_back(root_inp); } } } - for (size_t j = 0; j < leafs.size(); j++) { - amount_connected = new_graph.getVertexValue(subs[i][leafs[j]] + 1) - - new_graph.getVertexValue(subs[i][leafs[j]]); + for (int leaf : leafs) { + amount_connected = new_graph.getVertexValue(subs[i][leaf] + 1) - + new_graph.getVertexValue(subs[i][leaf]); for (int k = 0; k < amount_connected; k++) { - int id = new_graph.getEdgeValue( - new_graph.getVertexValue(subs[i][leafs[j]]) + k); + int id = + new_graph.getEdgeValue(new_graph.getVertexValue(subs[i][leaf]) + k); auto it = std::find(leafs_outs_final.begin(), leafs_outs_final.end(), id); if (it == leafs_outs_final.end()) { @@ -208,16 +208,14 @@ Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { }); } } - for (size_t j = 0; j < roots_inps_final.size(); j++) { - new_graph.makeConnection(new_graph.getLayerFromID(roots_inps_final[j]), - layer); + for (int j : roots_inps_final) { + new_graph.makeConnection(new_graph.getLayerFromID(j), layer); } - if (roots_inps_final.size() == 0) { + if (roots_inps_final.empty()) { new_graph.addSingleLayer(layer); } - for (size_t j = 0; j < leafs_outs_final.size(); j++) { - new_graph.makeConnection(layer, - new_graph.getLayerFromID(leafs_outs_final[j])); + for (int j : leafs_outs_final) { + new_graph.makeConnection(layer, new_graph.getLayerFromID(j)); } } return new_graph; From 63f0d88b68e3ff5bce1d36a186c916f41f677f73 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Tue, 18 Nov 2025 16:21:21 +0300 Subject: [PATCH 12/17] any of --- src/graph_transformations/graph_transformations.cpp | 10 +++------- 1 file changed, 3 insertions(+), 7 deletions(-) diff --git a/src/graph_transformations/graph_transformations.cpp b/src/graph_transformations/graph_transformations.cpp index 45eb3547..4bf79747 100644 --- a/src/graph_transformations/graph_transformations.cpp +++ b/src/graph_transformations/graph_transformations.cpp @@ -106,13 +106,9 @@ void change_ids(std::vector>& vec, int id) { bool does_intersect(const std::vector& vec1, const std::vector& vec2) { - for (int i : vec1) { - auto it = std::find(vec2.begin(), vec2.end(), i); - if (it != vec2.end()) { - return true; - } - } - return false; + return !std::any_of(vec1.begin(), vec1.end(), [&](int elem) { + return std::find(vec2.begin(), vec2.end(), elem) == vec2.end(); + }); } Graph changed_subgraphs(const Graph& graph, const Graph& subgraph_from) { From 5e7b39c84da6a099e8a7987ee9d79450e7de299b Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Tue, 18 Nov 2025 16:30:47 +0300 Subject: [PATCH 13/17] any of --- src/graph_transformations/graph_transformations.cpp | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/src/graph_transformations/graph_transformations.cpp b/src/graph_transformations/graph_transformations.cpp index 4bf79747..cd852f17 100644 --- a/src/graph_transformations/graph_transformations.cpp +++ b/src/graph_transformations/graph_transformations.cpp @@ -106,8 +106,9 @@ void change_ids(std::vector>& vec, int id) { bool does_intersect(const std::vector& vec1, const std::vector& vec2) { - return !std::any_of(vec1.begin(), vec1.end(), [&](int elem) { - return std::find(vec2.begin(), vec2.end(), elem) == vec2.end(); + // exists elem in vec1 which is found in vec2 + return std::any_of(vec1.begin(), vec1.end(), [&](int elem) { + return std::find(vec2.begin(), vec2.end(), elem) != vec2.end(); }); } From ff306ccef3a8996b2cefb079d81ea6d1d838da04 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Tue, 18 Nov 2025 18:10:54 +0300 Subject: [PATCH 14/17] Additional changes --- app/Graph/acc_check.cpp | 2 +- app/Graph/build.cpp | 16 +--------------- include/layers/Layer.hpp | 2 +- test/inference/test_inference.cpp | 2 +- 4 files changed, 4 insertions(+), 18 deletions(-) diff --git a/app/Graph/acc_check.cpp b/app/Graph/acc_check.cpp index e367d516..860cb312 100644 --- a/app/Graph/acc_check.cpp +++ b/app/Graph/acc_check.cpp @@ -77,7 +77,7 @@ int main(int argc, char* argv[]) { Shape sh({static_cast(count_pic), 1, 28, 28}); Tensor t = make_tensor(res, sh); input = t; - auto graph = build_graph_linear(input, output, false); + auto graph = build_graph_linear(input, output, true); graph.inference(); print_time_stats(graph); std::vector> tmp_output = diff --git a/app/Graph/build.cpp b/app/Graph/build.cpp index c82e8b76..001163e1 100644 --- a/app/Graph/build.cpp +++ b/app/Graph/build.cpp @@ -10,20 +10,6 @@ Graph build_graph_linear(it_lab_ai::Tensor& input, it_lab_ai::Tensor& output, for (size_t i = 0; i < input.get_shape().dims(); i++) { std::cout << input.get_shape()[i] << ' '; } - std::cout << std::endl; - if (input.get_shape().dims() == 4) { - for (size_t n = 0; n < input.get_shape()[0]; n++) { - for (size_t h = 0; h < input.get_shape()[2]; h++) { - for (size_t w = 0; w < input.get_shape()[3]; w++) { - for (size_t c = 0; c < input.get_shape()[1]; c++) { - std::cout << input.get({n, c, h, w}) << ' '; - } - } - std::cerr << std::endl; - } - } - std::cout << std::endl << std::endl; - } } std::vector> layers; std::vector layerpostop; @@ -147,7 +133,7 @@ Graph build_graph_linear(it_lab_ai::Tensor& input, it_lab_ai::Tensor& output, for (size_t i = 0; i < layers.size() - 1; ++i) { if (layerpostop[i]) { - layers[i - 1]->postops.layers.push_back(layers[i].get()); + layers[i - 1]->postops.layers.push_back(layers[i]); layers[i - 1]->postops.count++; graph.makeConnection(layers[i - 1], layers[i + 1]); } else if (!layerpostop[i + 1]) diff --git a/include/layers/Layer.hpp b/include/layers/Layer.hpp index 2da4e0a5..a498a841 100644 --- a/include/layers/Layer.hpp +++ b/include/layers/Layer.hpp @@ -37,7 +37,7 @@ enum ImplType : uint8_t { kDefault, kTBB, kSTL }; class Layer; struct PostOperations { - std::vector layers; + std::vector> layers; unsigned int count = 0; }; diff --git a/test/inference/test_inference.cpp b/test/inference/test_inference.cpp index 4d6d6569..90bfa8e0 100644 --- a/test/inference/test_inference.cpp +++ b/test/inference/test_inference.cpp @@ -418,7 +418,7 @@ TEST(bfs, check_struct_layer_added) { auto a2 = std::make_shared(1, 0, 1, kernel); auto a3 = std::make_shared(1, 0, 1, kernel); auto a4 = std::make_shared("linear", 2.0F, 3.0F); - a2->postops.layers.push_back(a4.get()); + a2->postops.layers.push_back(a4); a2->postops.count++; graph.setInput(a1, input); From 24f81c2df62ebb62c2eea0144503b937191f9604 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Tue, 18 Nov 2025 18:11:56 +0300 Subject: [PATCH 15/17] Additional changes --- app/Graph/acc_check.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/app/Graph/acc_check.cpp b/app/Graph/acc_check.cpp index 860cb312..e367d516 100644 --- a/app/Graph/acc_check.cpp +++ b/app/Graph/acc_check.cpp @@ -77,7 +77,7 @@ int main(int argc, char* argv[]) { Shape sh({static_cast(count_pic), 1, 28, 28}); Tensor t = make_tensor(res, sh); input = t; - auto graph = build_graph_linear(input, output, true); + auto graph = build_graph_linear(input, output, false); graph.inference(); print_time_stats(graph); std::vector> tmp_output = From 0f3ac42279e1a268ee26f644821268eae264a120 Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Wed, 26 Nov 2025 17:37:27 +0300 Subject: [PATCH 16/17] Updates are coming --- app/Graph/CMakeLists.txt | 4 +++ app/Graph/onnx_subs.cpp | 65 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 69 insertions(+) create mode 100644 app/Graph/onnx_subs.cpp diff --git a/app/Graph/CMakeLists.txt b/app/Graph/CMakeLists.txt index 15f16e4d..217f8243 100644 --- a/app/Graph/CMakeLists.txt +++ b/app/Graph/CMakeLists.txt @@ -22,6 +22,10 @@ target_link_libraries(Graph_Build BuildGraph) add_executable(ACC acc_check.cpp) target_link_libraries(ACC BuildGraph) +add_executable(onnx_subs onnx_subs.cpp) +target_link_libraries(onnx_subs BuildGraph) +target_link_libraries(onnx_subs graphT_lib) + if (NOT CMAKE_BUILD_TYPE) set(CMAKE_BUILD_TYPE "Debug") endif() diff --git a/app/Graph/onnx_subs.cpp b/app/Graph/onnx_subs.cpp new file mode 100644 index 00000000..f73b768d --- /dev/null +++ b/app/Graph/onnx_subs.cpp @@ -0,0 +1,65 @@ +#include +#include +#include +#include +#include +#include + +#include "graph_transformations/graph_transformations.hpp" +#include "perf/benchmarking.hpp" +#include "build.cpp" +#include "build.hpp" + +using namespace it_lab_ai; + +int main() { + Tensor aaaa = make_tensor(std::vector({0})); + auto graph1 = build_graph(aaaa, aaaa, MODEL_PATH_DENSENET_ONNX, false); + + Graph subgraph(5); + Tensor scale = make_tensor(std::vector({1.0})); + std::shared_ptr layer_0 = + std::make_shared(scale, scale, scale, scale); + std::shared_ptr layer_1 = std::make_shared("relu"); + std::shared_ptr layer_2 = std::make_shared(); + std::shared_ptr layer_3 = std::make_shared("relu"); + std::shared_ptr layer_4 = std::make_shared(); + subgraph.setInput(layer_0, aaaa); + subgraph.makeConnection(layer_0, layer_1); + subgraph.makeConnection(layer_1, layer_2); + subgraph.makeConnection(layer_2, layer_3); + subgraph.makeConnection(layer_3, layer_4); + + Graph subgraph2(5); + std::shared_ptr layer_5 = std::make_shared(); + std::shared_ptr layer_6 = + std::make_shared(Shape({1, 1, 1}), "max"); + std::shared_ptr layer_7 = std::make_shared(); + subgraph2.setInput(layer_6, aaaa); + subgraph2.makeConnection(layer_6, layer_5); + subgraph2.addSingleLayer(layer_7); + subgraph2.makeConnection(layer_7, layer_5); + + auto vec = find_subgraphs(graph1, subgraph); + auto vec2 = find_subgraphs(graph1, subgraph2); + auto time = elapsed_time_avg(10, find_subgraphs, graph1, + subgraph); + auto time2 = elapsed_time_avg(10, find_subgraphs, graph1, + subgraph2); + for (int i = 0; i < vec.size(); i++) { + for (int j = 0; j < vec[i].size(); j++) { + std::cerr << vec[i][j] << ' '; + } + std::cerr << '\n'; + } + std::cerr << "Time for path5:" << time << std::endl; + + for (int i = 0; i < vec2.size(); i++) { + for (int j = 0; j < vec2[i].size(); j++) { + std::cerr << vec2[i][j] << ' '; + } + std::cerr << '\n'; + } + std::cerr << "Time for concat:" << time2 << std::endl; + return 0; +} From 2dd056bb0b41cf2f12e9ec45d0b842e23f4ce59e Mon Sep 17 00:00:00 2001 From: NeiroYT Date: Wed, 26 Nov 2025 19:24:27 +0300 Subject: [PATCH 17/17] Revert "Merge" This reverts commit 10e19cfcce68dff3d4f898e31615088d4d1ac6ef, reversing changes made to 0f3ac42279e1a268ee26f644821268eae264a120. --- .clang-tidy | 1 + .github/workflows/ci.yml | 2 +- CMakeLists.txt | 6 +- app/Accuracy/accuracy_check.cpp | 34 +- app/AccuracyImgNet/CMakeLists.txt | 8 + app/AccuracyImgNet/ImgNetLabels.txt | 1000 + app/AccuracyImgNet/LOC_val_solution.csv | 50001 ++++++++++++++++++++++ app/AccuracyImgNet/accimgnet.cpp | 174 + app/CMakeLists.txt | 1 + app/Graph/CMakeLists.txt | 8 + app/Graph/acc_check.cpp | 7 +- app/Graph/build.cpp | 256 +- app/Graph/build.hpp | 32 +- app/Graph/graph_build.cpp | 8 +- cmake/opencv_config.cmake | 1 - include/graph/graph.hpp | 111 +- include/layers/ConvLayer.hpp | 58 +- include/layers/DropOutLayer.hpp | 5 +- src/layers/DropOutLayer.cpp | 6 - src/perf/CMakeLists.txt | 4 +- test/CMakeLists.txt | 10 +- test/benchmarking/test_accuracy.cpp | 12 +- test/benchmarking/test_layers_time.cpp | 10 +- test/graph/test_graph.cpp | 628 +- test/inference/test_inference.cpp | 574 +- test/single_layer/test_dropoutlayer.cpp | 8 +- test/single_layer/test_outputlayer.cpp | 31 +- test/single_layer/test_poolinglayer.cpp | 13 +- 28 files changed, 51911 insertions(+), 1098 deletions(-) create mode 100644 app/AccuracyImgNet/CMakeLists.txt create mode 100644 app/AccuracyImgNet/ImgNetLabels.txt create mode 100644 app/AccuracyImgNet/LOC_val_solution.csv create mode 100644 app/AccuracyImgNet/accimgnet.cpp diff --git a/.clang-tidy b/.clang-tidy index 3a88d458..41707769 100644 --- a/.clang-tidy +++ b/.clang-tidy @@ -27,6 +27,7 @@ Checks: > -bugprone-easily-swappable-parameters, -bugprone-implicit-widening-of-multiplication-result, -bugprone-unchecked-optional-access, + -clang-analyzer-security.insecureAPI.rand, WarningsAsErrors: "*" diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 1b5cb19a..79ec0968 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -14,7 +14,7 @@ jobs: - uses: actions/checkout@v4 - uses: DoozyX/clang-format-lint-action@v0.15 with: - source: './app ./include ./src ./test' + source: '.' build-linux: strategy: matrix: diff --git a/CMakeLists.txt b/CMakeLists.txt index d7c53749..029ae198 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -2,8 +2,6 @@ cmake_minimum_required(VERSION 3.20) project(ITLabAI) -set(CMAKE_BUILD_TYPE "Release" CACHE STRING "Build type" FORCE) - option(ENABLE_STATISTIC_TENSORS "Enable statistic tensors" OFF) if(ENABLE_STATISTIC_TENSORS) @@ -34,7 +32,9 @@ add_subdirectory(3rdparty) include(cmake/opencv_config.cmake) -find_package(OpenMP REQUIRED) +if (NOT WIN32) + find_package(OpenMP REQUIRED) +endif() if (NOT WIN32) set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -Wall -Wextra -Werror") diff --git a/app/Accuracy/accuracy_check.cpp b/app/Accuracy/accuracy_check.cpp index f6eb2519..542d5595 100644 --- a/app/Accuracy/accuracy_check.cpp +++ b/app/Accuracy/accuracy_check.cpp @@ -34,7 +34,7 @@ int main() { } Shape sh({static_cast(count_pic), 227, 227, 3}); Tensor t = make_tensor(res, sh); - Graph graph; + Graph graph(6); Shape sh1({1, 5, 5, 3}); std::vector vec; vec.reserve(75); @@ -43,29 +43,23 @@ int main() { } Tensor input = t; Tensor output = make_tensor(vec, sh1); - auto a1 = std::make_unique(kNchw, kNchw, 1, 2); - Layer* a1_ptr = a1.get(); + auto a1 = std::make_shared(kNchw, kNchw, 1, 2); std::vector kernelvec = {1, 1, 1, 1, 1, 1, 1, 1, 1}; Shape sh2({3, 3}); Tensor kernel = make_tensor(kernelvec, sh2); - auto a2 = std::make_unique(1, 0, 0, kernel); - Layer* a2_ptr = a2.get(); + auto a2 = std::make_shared(1, 0, 0, kernel); Shape poolshape = {2, 2}; - auto a3 = std::make_unique("linear", 2.0F, 3.0F); - Layer* a3_ptr = a3.get(); - auto a4 = std::make_unique(poolshape, "average"); - Layer* a4_ptr = a4.get(); - auto a5 = std::make_unique(); - Layer* a5_ptr = a5.get(); - auto a6 = std::make_unique(); - Layer* a6_ptr = a6.get(); - graph.setInput(a1_ptr, input); - graph.makeConnection(a1_ptr, a2_ptr); - graph.makeConnection(a2_ptr, a3_ptr); - graph.makeConnection(a3_ptr, a4_ptr); - graph.makeConnection(a4_ptr, a5_ptr); - graph.makeConnection(a5_ptr, a6_ptr); - graph.setOutput(a5_ptr, output); + auto a3 = std::make_shared("linear", 2.0F, 3.0F); + auto a4 = std::make_shared(poolshape, "average"); + auto a5 = std::make_shared(); + auto a6 = std::make_shared(); + graph.setInput(a1, input); + graph.makeConnection(a1, a2); + graph.makeConnection(a2, a3); + graph.makeConnection(a3, a4); + graph.makeConnection(a4, a5); + graph.makeConnection(a5, a6); + graph.setOutput(a5, output); graph.inference(); std::vector tmp = *output.as(); std::vector tmp_output = softmax(*output.as()); diff --git a/app/AccuracyImgNet/CMakeLists.txt b/app/AccuracyImgNet/CMakeLists.txt new file mode 100644 index 00000000..a61fa703 --- /dev/null +++ b/app/AccuracyImgNet/CMakeLists.txt @@ -0,0 +1,8 @@ +add_executable(ACCImgNet accimgnet.cpp) + +find_package( OpenCV REQUIRED PATHS "${OPENCV_BUILD_DIR}" ) +include_directories( ${OpenCV_INCLUDE_DIRS} ) +target_link_libraries( ACCImgNet ${OpenCV_LIBS} ) +target_link_libraries( ACCImgNet TBB_unified) +target_link_libraries( ACCImgNet layers_lib) +target_link_libraries( ACCImgNet gtest_main) diff --git a/app/AccuracyImgNet/ImgNetLabels.txt b/app/AccuracyImgNet/ImgNetLabels.txt new file mode 100644 index 00000000..a9e8c7f5 --- /dev/null +++ b/app/AccuracyImgNet/ImgNetLabels.txt @@ -0,0 +1,1000 @@ +n01440764 tench, Tinca tinca +n01443537 goldfish, Carassius auratus +n01484850 great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias +n01491361 tiger shark, Galeocerdo cuvieri +n01494475 hammerhead, hammerhead shark +n01496331 electric ray, crampfish, numbfish, torpedo +n01498041 stingray +n01514668 cock +n01514859 hen +n01518878 ostrich, Struthio camelus +n01530575 brambling, Fringilla montifringilla +n01531178 goldfinch, Carduelis carduelis +n01532829 house finch, linnet, Carpodacus mexicanus +n01534433 junco, snowbird +n01537544 indigo bunting, indigo finch, indigo bird, Passerina cyanea +n01558993 robin, American robin, Turdus migratorius +n01560419 bulbul +n01580077 jay +n01582220 magpie +n01592084 chickadee +n01601694 water ouzel, dipper +n01608432 kite +n01614925 bald eagle, American eagle, Haliaeetus leucocephalus +n01616318 vulture +n01622779 great grey owl, great gray owl, Strix nebulosa +n01629819 European fire salamander, Salamandra salamandra +n01630670 common newt, Triturus vulgaris +n01631663 eft +n01632458 spotted salamander, Ambystoma maculatum +n01632777 axolotl, mud puppy, Ambystoma mexicanum +n01641577 bullfrog, Rana catesbeiana +n01644373 tree frog, tree-frog +n01644900 tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui +n01664065 loggerhead, loggerhead turtle, Caretta caretta +n01665541 leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea +n01667114 mud turtle +n01667778 terrapin +n01669191 box turtle, box tortoise +n01675722 banded gecko +n01677366 common iguana, iguana, Iguana iguana +n01682714 American chameleon, anole, Anolis carolinensis +n01685808 whiptail, whiptail lizard +n01687978 agama +n01688243 frilled lizard, Chlamydosaurus kingi +n01689811 alligator lizard +n01692333 Gila monster, Heloderma suspectum +n01693334 green lizard, Lacerta viridis +n01694178 African chameleon, Chamaeleo chamaeleon +n01695060 Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis +n01697457 African crocodile, Nile crocodile, Crocodylus niloticus +n01698640 American alligator, Alligator mississipiensis +n01704323 triceratops +n01728572 thunder snake, worm snake, Carphophis amoenus +n01728920 ringneck snake, ring-necked snake, ring snake +n01729322 hognose snake, puff adder, sand viper +n01729977 green snake, grass snake +n01734418 king snake, kingsnake +n01735189 garter snake, grass snake +n01737021 water snake +n01739381 vine snake +n01740131 night snake, Hypsiglena torquata +n01742172 boa constrictor, Constrictor constrictor +n01744401 rock python, rock snake, Python sebae +n01748264 Indian cobra, Naja naja +n01749939 green mamba +n01751748 sea snake +n01753488 horned viper, cerastes, sand viper, horned asp, Cerastes cornutus +n01755581 diamondback, diamondback rattlesnake, Crotalus adamanteus +n01756291 sidewinder, horned rattlesnake, Crotalus cerastes +n01768244 trilobite +n01770081 harvestman, daddy longlegs, Phalangium opilio +n01770393 scorpion +n01773157 black and gold garden spider, Argiope aurantia +n01773549 barn spider, Araneus cavaticus +n01773797 garden spider, Aranea diademata +n01774384 black widow, Latrodectus mactans +n01774750 tarantula +n01775062 wolf spider, hunting spider +n01776313 tick +n01784675 centipede +n01795545 black grouse +n01796340 ptarmigan +n01797886 ruffed grouse, partridge, Bonasa umbellus +n01798484 prairie chicken, prairie grouse, prairie fowl +n01806143 peacock +n01806567 quail +n01807496 partridge +n01817953 African grey, African gray, Psittacus erithacus +n01818515 macaw +n01819313 sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita +n01820546 lorikeet +n01824575 coucal +n01828970 bee eater +n01829413 hornbill +n01833805 hummingbird +n01843065 jacamar +n01843383 toucan +n01847000 drake +n01855032 red-breasted merganser, Mergus serrator +n01855672 goose +n01860187 black swan, Cygnus atratus +n01871265 tusker +n01872401 echidna, spiny anteater, anteater +n01873310 platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus +n01877812 wallaby, brush kangaroo +n01882714 koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus +n01883070 wombat +n01910747 jellyfish +n01914609 sea anemone, anemone +n01917289 brain coral +n01924916 flatworm, platyhelminth +n01930112 nematode, nematode worm, roundworm +n01943899 conch +n01944390 snail +n01945685 slug +n01950731 sea slug, nudibranch +n01955084 chiton, coat-of-mail shell, sea cradle, polyplacophore +n01968897 chambered nautilus, pearly nautilus, nautilus +n01978287 Dungeness crab, Cancer magister +n01978455 rock crab, Cancer irroratus +n01980166 fiddler crab +n01981276 king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica +n01983481 American lobster, Northern lobster, Maine lobster, Homarus americanus +n01984695 spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish +n01985128 crayfish, crawfish, crawdad, crawdaddy +n01986214 hermit crab +n01990800 isopod +n02002556 white stork, Ciconia ciconia +n02002724 black stork, Ciconia nigra +n02006656 spoonbill +n02007558 flamingo +n02009229 little blue heron, Egretta caerulea +n02009912 American egret, great white heron, Egretta albus +n02011460 bittern +n02012849 crane +n02013706 limpkin, Aramus pictus +n02017213 European gallinule, Porphyrio porphyrio +n02018207 American coot, marsh hen, mud hen, water hen, Fulica americana +n02018795 bustard +n02025239 ruddy turnstone, Arenaria interpres +n02027492 red-backed sandpiper, dunlin, Erolia alpina +n02028035 redshank, Tringa totanus +n02033041 dowitcher +n02037110 oystercatcher, oyster catcher +n02051845 pelican +n02056570 king penguin, Aptenodytes patagonica +n02058221 albatross, mollymawk +n02066245 grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus +n02071294 killer whale, killer, orca, grampus, sea wolf, Orcinus orca +n02074367 dugong, Dugong dugon +n02077923 sea lion +n02085620 Chihuahua +n02085782 Japanese spaniel +n02085936 Maltese dog, Maltese terrier, Maltese +n02086079 Pekinese, Pekingese, Peke +n02086240 Shih-Tzu +n02086646 Blenheim spaniel +n02086910 papillon +n02087046 toy terrier +n02087394 Rhodesian ridgeback +n02088094 Afghan hound, Afghan +n02088238 basset, basset hound +n02088364 beagle +n02088466 bloodhound, sleuthhound +n02088632 bluetick +n02089078 black-and-tan coonhound +n02089867 Walker hound, Walker foxhound +n02089973 English foxhound +n02090379 redbone +n02090622 borzoi, Russian wolfhound +n02090721 Irish wolfhound +n02091032 Italian greyhound +n02091134 whippet +n02091244 Ibizan hound, Ibizan Podenco +n02091467 Norwegian elkhound, elkhound +n02091635 otterhound, otter hound +n02091831 Saluki, gazelle hound +n02092002 Scottish deerhound, deerhound +n02092339 Weimaraner +n02093256 Staffordshire bullterrier, Staffordshire bull terrier +n02093428 American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier +n02093647 Bedlington terrier +n02093754 Border terrier +n02093859 Kerry blue terrier +n02093991 Irish terrier +n02094114 Norfolk terrier +n02094258 Norwich terrier +n02094433 Yorkshire terrier +n02095314 wire-haired fox terrier +n02095570 Lakeland terrier +n02095889 Sealyham terrier, Sealyham +n02096051 Airedale, Airedale terrier +n02096177 cairn, cairn terrier +n02096294 Australian terrier +n02096437 Dandie Dinmont, Dandie Dinmont terrier +n02096585 Boston bull, Boston terrier +n02097047 miniature schnauzer +n02097130 giant schnauzer +n02097209 standard schnauzer +n02097298 Scotch terrier, Scottish terrier, Scottie +n02097474 Tibetan terrier, chrysanthemum dog +n02097658 silky terrier, Sydney silky +n02098105 soft-coated wheaten terrier +n02098286 West Highland white terrier +n02098413 Lhasa, Lhasa apso +n02099267 flat-coated retriever +n02099429 curly-coated retriever +n02099601 golden retriever +n02099712 Labrador retriever +n02099849 Chesapeake Bay retriever +n02100236 German short-haired pointer +n02100583 vizsla, Hungarian pointer +n02100735 English setter +n02100877 Irish setter, red setter +n02101006 Gordon setter +n02101388 Brittany spaniel +n02101556 clumber, clumber spaniel +n02102040 English springer, English springer spaniel +n02102177 Welsh springer spaniel +n02102318 cocker spaniel, English cocker spaniel, cocker +n02102480 Sussex spaniel +n02102973 Irish water spaniel +n02104029 kuvasz +n02104365 schipperke +n02105056 groenendael +n02105162 malinois +n02105251 briard +n02105412 kelpie +n02105505 komondor +n02105641 Old English sheepdog, bobtail +n02105855 Shetland sheepdog, Shetland sheep dog, Shetland +n02106030 collie +n02106166 Border collie +n02106382 Bouvier des Flandres, Bouviers des Flandres +n02106550 Rottweiler +n02106662 German shepherd, German shepherd dog, German police dog, alsatian +n02107142 Doberman, Doberman pinscher +n02107312 miniature pinscher +n02107574 Greater Swiss Mountain dog +n02107683 Bernese mountain dog +n02107908 Appenzeller +n02108000 EntleBucher +n02108089 boxer +n02108422 bull mastiff +n02108551 Tibetan mastiff +n02108915 French bulldog +n02109047 Great Dane +n02109525 Saint Bernard, St Bernard +n02109961 Eskimo dog, husky +n02110063 malamute, malemute, Alaskan malamute +n02110185 Siberian husky +n02110341 dalmatian, coach dog, carriage dog +n02110627 affenpinscher, monkey pinscher, monkey dog +n02110806 basenji +n02110958 pug, pug-dog +n02111129 Leonberg +n02111277 Newfoundland, Newfoundland dog +n02111500 Great Pyrenees +n02111889 Samoyed, Samoyede +n02112018 Pomeranian +n02112137 chow, chow chow +n02112350 keeshond +n02112706 Brabancon griffon +n02113023 Pembroke, Pembroke Welsh corgi +n02113186 Cardigan, Cardigan Welsh corgi +n02113624 toy poodle +n02113712 miniature poodle +n02113799 standard poodle +n02113978 Mexican hairless +n02114367 timber wolf, grey wolf, gray wolf, Canis lupus +n02114548 white wolf, Arctic wolf, Canis lupus tundrarum +n02114712 red wolf, maned wolf, Canis rufus, Canis niger +n02114855 coyote, prairie wolf, brush wolf, Canis latrans +n02115641 dingo, warrigal, warragal, Canis dingo +n02115913 dhole, Cuon alpinus +n02116738 African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus +n02117135 hyena, hyaena +n02119022 red fox, Vulpes vulpes +n02119789 kit fox, Vulpes macrotis +n02120079 Arctic fox, white fox, Alopex lagopus +n02120505 grey fox, gray fox, Urocyon cinereoargenteus +n02123045 tabby, tabby cat +n02123159 tiger cat +n02123394 Persian cat +n02123597 Siamese cat, Siamese +n02124075 Egyptian cat +n02125311 cougar, puma, catamount, mountain lion, painter, panther, Felis concolor +n02127052 lynx, catamount +n02128385 leopard, Panthera pardus +n02128757 snow leopard, ounce, Panthera uncia +n02128925 jaguar, panther, Panthera onca, Felis onca +n02129165 lion, king of beasts, Panthera leo +n02129604 tiger, Panthera tigris +n02130308 cheetah, chetah, Acinonyx jubatus +n02132136 brown bear, bruin, Ursus arctos +n02133161 American black bear, black bear, Ursus americanus, Euarctos americanus +n02134084 ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus +n02134418 sloth bear, Melursus ursinus, Ursus ursinus +n02137549 mongoose +n02138441 meerkat, mierkat +n02165105 tiger beetle +n02165456 ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle +n02167151 ground beetle, carabid beetle +n02168699 long-horned beetle, longicorn, longicorn beetle +n02169497 leaf beetle, chrysomelid +n02172182 dung beetle +n02174001 rhinoceros beetle +n02177972 weevil +n02190166 fly +n02206856 bee +n02219486 ant, emmet, pismire +n02226429 grasshopper, hopper +n02229544 cricket +n02231487 walking stick, walkingstick, stick insect +n02233338 cockroach, roach +n02236044 mantis, mantid +n02256656 cicada, cicala +n02259212 leafhopper +n02264363 lacewing, lacewing fly +n02268443 dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk +n02268853 damselfly +n02276258 admiral +n02277742 ringlet, ringlet butterfly +n02279972 monarch, monarch butterfly, milkweed butterfly, Danaus plexippus +n02280649 cabbage butterfly +n02281406 sulphur butterfly, sulfur butterfly +n02281787 lycaenid, lycaenid butterfly +n02317335 starfish, sea star +n02319095 sea urchin +n02321529 sea cucumber, holothurian +n02325366 wood rabbit, cottontail, cottontail rabbit +n02326432 hare +n02328150 Angora, Angora rabbit +n02342885 hamster +n02346627 porcupine, hedgehog +n02356798 fox squirrel, eastern fox squirrel, Sciurus niger +n02361337 marmot +n02363005 beaver +n02364673 guinea pig, Cavia cobaya +n02389026 sorrel +n02391049 zebra +n02395406 hog, pig, grunter, squealer, Sus scrofa +n02396427 wild boar, boar, Sus scrofa +n02397096 warthog +n02398521 hippopotamus, hippo, river horse, Hippopotamus amphibius +n02403003 ox +n02408429 water buffalo, water ox, Asiatic buffalo, Bubalus bubalis +n02410509 bison +n02412080 ram, tup +n02415577 bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis +n02417914 ibex, Capra ibex +n02422106 hartebeest +n02422699 impala, Aepyceros melampus +n02423022 gazelle +n02437312 Arabian camel, dromedary, Camelus dromedarius +n02437616 llama +n02441942 weasel +n02442845 mink +n02443114 polecat, fitch, foulmart, foumart, Mustela putorius +n02443484 black-footed ferret, ferret, Mustela nigripes +n02444819 otter +n02445715 skunk, polecat, wood pussy +n02447366 badger +n02454379 armadillo +n02457408 three-toed sloth, ai, Bradypus tridactylus +n02480495 orangutan, orang, orangutang, Pongo pygmaeus +n02480855 gorilla, Gorilla gorilla +n02481823 chimpanzee, chimp, Pan troglodytes +n02483362 gibbon, Hylobates lar +n02483708 siamang, Hylobates syndactylus, Symphalangus syndactylus +n02484975 guenon, guenon monkey +n02486261 patas, hussar monkey, Erythrocebus patas +n02486410 baboon +n02487347 macaque +n02488291 langur +n02488702 colobus, colobus monkey +n02489166 proboscis monkey, Nasalis larvatus +n02490219 marmoset +n02492035 capuchin, ringtail, Cebus capucinus +n02492660 howler monkey, howler +n02493509 titi, titi monkey +n02493793 spider monkey, Ateles geoffroyi +n02494079 squirrel monkey, Saimiri sciureus +n02497673 Madagascar cat, ring-tailed lemur, Lemur catta +n02500267 indri, indris, Indri indri, Indri brevicaudatus +n02504013 Indian elephant, Elephas maximus +n02504458 African elephant, Loxodonta africana +n02509815 lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens +n02510455 giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca +n02514041 barracouta, snoek +n02526121 eel +n02536864 coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch +n02606052 rock beauty, Holocanthus tricolor +n02607072 anemone fish +n02640242 sturgeon +n02641379 gar, garfish, garpike, billfish, Lepisosteus osseus +n02643566 lionfish +n02655020 puffer, pufferfish, blowfish, globefish +n02666196 abacus +n02667093 abaya +n02669723 academic gown, academic robe, judge's robe +n02672831 accordion, piano accordion, squeeze box +n02676566 acoustic guitar +n02687172 aircraft carrier, carrier, flattop, attack aircraft carrier +n02690373 airliner +n02692877 airship, dirigible +n02699494 altar +n02701002 ambulance +n02704792 amphibian, amphibious vehicle +n02708093 analog clock +n02727426 apiary, bee house +n02730930 apron +n02747177 ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin +n02749479 assault rifle, assault gun +n02769748 backpack, back pack, knapsack, packsack, rucksack, haversack +n02776631 bakery, bakeshop, bakehouse +n02777292 balance beam, beam +n02782093 balloon +n02783161 ballpoint, ballpoint pen, ballpen, Biro +n02786058 Band Aid +n02787622 banjo +n02788148 bannister, banister, balustrade, balusters, handrail +n02790996 barbell +n02791124 barber chair +n02791270 barbershop +n02793495 barn +n02794156 barometer +n02795169 barrel, cask +n02797295 barrow, garden cart, lawn cart, wheelbarrow +n02799071 baseball +n02802426 basketball +n02804414 bassinet +n02804610 bassoon +n02807133 bathing cap, swimming cap +n02808304 bath towel +n02808440 bathtub, bathing tub, bath, tub +n02814533 beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon +n02814860 beacon, lighthouse, beacon light, pharos +n02815834 beaker +n02817516 bearskin, busby, shako +n02823428 beer bottle +n02823750 beer glass +n02825657 bell cote, bell cot +n02834397 bib +n02835271 bicycle-built-for-two, tandem bicycle, tandem +n02837789 bikini, two-piece +n02840245 binder, ring-binder +n02841315 binoculars, field glasses, opera glasses +n02843684 birdhouse +n02859443 boathouse +n02860847 bobsled, bobsleigh, bob +n02865351 bolo tie, bolo, bola tie, bola +n02869837 bonnet, poke bonnet +n02870880 bookcase +n02871525 bookshop, bookstore, bookstall +n02877765 bottlecap +n02879718 bow +n02883205 bow tie, bow-tie, bowtie +n02892201 brass, memorial tablet, plaque +n02892767 brassiere, bra, bandeau +n02894605 breakwater, groin, groyne, mole, bulwark, seawall, jetty +n02895154 breastplate, aegis, egis +n02906734 broom +n02909870 bucket, pail +n02910353 buckle +n02916936 bulletproof vest +n02917067 bullet train, bullet +n02927161 butcher shop, meat market +n02930766 cab, hack, taxi, taxicab +n02939185 caldron, cauldron +n02948072 candle, taper, wax light +n02950826 cannon +n02951358 canoe +n02951585 can opener, tin opener +n02963159 cardigan +n02965783 car mirror +n02966193 carousel, carrousel, merry-go-round, roundabout, whirligig +n02966687 carpenter's kit, tool kit +n02971356 carton +n02974003 car wheel +n02977058 cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM +n02978881 cassette +n02979186 cassette player +n02980441 castle +n02981792 catamaran +n02988304 CD player +n02992211 cello, violoncello +n02992529 cellular telephone, cellular phone, cellphone, cell, mobile phone +n02999410 chain +n03000134 chainlink fence +n03000247 chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour +n03000684 chain saw, chainsaw +n03014705 chest +n03016953 chiffonier, commode +n03017168 chime, bell, gong +n03018349 china cabinet, china closet +n03026506 Christmas stocking +n03028079 church, church building +n03032252 cinema, movie theater, movie theatre, movie house, picture palace +n03041632 cleaver, meat cleaver, chopper +n03042490 cliff dwelling +n03045698 cloak +n03047690 clog, geta, patten, sabot +n03062245 cocktail shaker +n03063599 coffee mug +n03063689 coffeepot +n03065424 coil, spiral, volute, whorl, helix +n03075370 combination lock +n03085013 computer keyboard, keypad +n03089624 confectionery, confectionary, candy store +n03095699 container ship, containership, container vessel +n03100240 convertible +n03109150 corkscrew, bottle screw +n03110669 cornet, horn, trumpet, trump +n03124043 cowboy boot +n03124170 cowboy hat, ten-gallon hat +n03125729 cradle +n03126707 crane +n03127747 crash helmet +n03127925 crate +n03131574 crib, cot +n03133878 Crock Pot +n03134739 croquet ball +n03141823 crutch +n03146219 cuirass +n03160309 dam, dike, dyke +n03179701 desk +n03180011 desktop computer +n03187595 dial telephone, dial phone +n03188531 diaper, nappy, napkin +n03196217 digital clock +n03197337 digital watch +n03201208 dining table, board +n03207743 dishrag, dishcloth +n03207941 dishwasher, dish washer, dishwashing machine +n03208938 disk brake, disc brake +n03216828 dock, dockage, docking facility +n03218198 dogsled, dog sled, dog sleigh +n03220513 dome +n03223299 doormat, welcome mat +n03240683 drilling platform, offshore rig +n03249569 drum, membranophone, tympan +n03250847 drumstick +n03255030 dumbbell +n03259280 Dutch oven +n03271574 electric fan, blower +n03272010 electric guitar +n03272562 electric locomotive +n03290653 entertainment center +n03291819 envelope +n03297495 espresso maker +n03314780 face powder +n03325584 feather boa, boa +n03337140 file, file cabinet, filing cabinet +n03344393 fireboat +n03345487 fire engine, fire truck +n03347037 fire screen, fireguard +n03355925 flagpole, flagstaff +n03372029 flute, transverse flute +n03376595 folding chair +n03379051 football helmet +n03384352 forklift +n03388043 fountain +n03388183 fountain pen +n03388549 four-poster +n03393912 freight car +n03394916 French horn, horn +n03400231 frying pan, frypan, skillet +n03404251 fur coat +n03417042 garbage truck, dustcart +n03424325 gasmask, respirator, gas helmet +n03425413 gas pump, gasoline pump, petrol pump, island dispenser +n03443371 goblet +n03444034 go-kart +n03445777 golf ball +n03445924 golfcart, golf cart +n03447447 gondola +n03447721 gong, tam-tam +n03450230 gown +n03452741 grand piano, grand +n03457902 greenhouse, nursery, glasshouse +n03459775 grille, radiator grille +n03461385 grocery store, grocery, food market, market +n03467068 guillotine +n03476684 hair slide +n03476991 hair spray +n03478589 half track +n03481172 hammer +n03482405 hamper +n03483316 hand blower, blow dryer, blow drier, hair dryer, hair drier +n03485407 hand-held computer, hand-held microcomputer +n03485794 handkerchief, hankie, hanky, hankey +n03492542 hard disc, hard disk, fixed disk +n03494278 harmonica, mouth organ, harp, mouth harp +n03495258 harp +n03496892 harvester, reaper +n03498962 hatchet +n03527444 holster +n03529860 home theater, home theatre +n03530642 honeycomb +n03532672 hook, claw +n03534580 hoopskirt, crinoline +n03535780 horizontal bar, high bar +n03538406 horse cart, horse-cart +n03544143 hourglass +n03584254 iPod +n03584829 iron, smoothing iron +n03590841 jack-o'-lantern +n03594734 jean, blue jean, denim +n03594945 jeep, landrover +n03595614 jersey, T-shirt, tee shirt +n03598930 jigsaw puzzle +n03599486 jinrikisha, ricksha, rickshaw +n03602883 joystick +n03617480 kimono +n03623198 knee pad +n03627232 knot +n03630383 lab coat, laboratory coat +n03633091 ladle +n03637318 lampshade, lamp shade +n03642806 laptop, laptop computer +n03649909 lawn mower, mower +n03657121 lens cap, lens cover +n03658185 letter opener, paper knife, paperknife +n03661043 library +n03662601 lifeboat +n03666591 lighter, light, igniter, ignitor +n03670208 limousine, limo +n03673027 liner, ocean liner +n03676483 lipstick, lip rouge +n03680355 Loafer +n03690938 lotion +n03691459 loudspeaker, speaker, speaker unit, loudspeaker system, speaker system +n03692522 loupe, jeweler's loupe +n03697007 lumbermill, sawmill +n03706229 magnetic compass +n03709823 mailbag, postbag +n03710193 mailbox, letter box +n03710637 maillot +n03710721 maillot, tank suit +n03717622 manhole cover +n03720891 maraca +n03721384 marimba, xylophone +n03724870 mask +n03729826 matchstick +n03733131 maypole +n03733281 maze, labyrinth +n03733805 measuring cup +n03742115 medicine chest, medicine cabinet +n03743016 megalith, megalithic structure +n03759954 microphone, mike +n03761084 microwave, microwave oven +n03763968 military uniform +n03764736 milk can +n03769881 minibus +n03770439 miniskirt, mini +n03770679 minivan +n03773504 missile +n03775071 mitten +n03775546 mixing bowl +n03776460 mobile home, manufactured home +n03777568 Model T +n03777754 modem +n03781244 monastery +n03782006 monitor +n03785016 moped +n03786901 mortar +n03787032 mortarboard +n03788195 mosque +n03788365 mosquito net +n03791053 motor scooter, scooter +n03792782 mountain bike, all-terrain bike, off-roader +n03792972 mountain tent +n03793489 mouse, computer mouse +n03794056 mousetrap +n03796401 moving van +n03803284 muzzle +n03804744 nail +n03814639 neck brace +n03814906 necklace +n03825788 nipple +n03832673 notebook, notebook computer +n03837869 obelisk +n03838899 oboe, hautboy, hautbois +n03840681 ocarina, sweet potato +n03841143 odometer, hodometer, mileometer, milometer +n03843555 oil filter +n03854065 organ, pipe organ +n03857828 oscilloscope, scope, cathode-ray oscilloscope, CRO +n03866082 overskirt +n03868242 oxcart +n03868863 oxygen mask +n03871628 packet +n03873416 paddle, boat paddle +n03874293 paddlewheel, paddle wheel +n03874599 padlock +n03876231 paintbrush +n03877472 pajama, pyjama, pj's, jammies +n03877845 palace +n03884397 panpipe, pandean pipe, syrinx +n03887697 paper towel +n03888257 parachute, chute +n03888605 parallel bars, bars +n03891251 park bench +n03891332 parking meter +n03895866 passenger car, coach, carriage +n03899768 patio, terrace +n03902125 pay-phone, pay-station +n03903868 pedestal, plinth, footstall +n03908618 pencil box, pencil case +n03908714 pencil sharpener +n03916031 perfume, essence +n03920288 Petri dish +n03924679 photocopier +n03929660 pick, plectrum, plectron +n03929855 pickelhaube +n03930313 picket fence, paling +n03930630 pickup, pickup truck +n03933933 pier +n03935335 piggy bank, penny bank +n03937543 pill bottle +n03938244 pillow +n03942813 ping-pong ball +n03944341 pinwheel +n03947888 pirate, pirate ship +n03950228 pitcher, ewer +n03954731 plane, carpenter's plane, woodworking plane +n03956157 planetarium +n03958227 plastic bag +n03961711 plate rack +n03967562 plow, plough +n03970156 plunger, plumber's helper +n03976467 Polaroid camera, Polaroid Land camera +n03976657 pole +n03977966 police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria +n03980874 poncho +n03982430 pool table, billiard table, snooker table +n03983396 pop bottle, soda bottle +n03991062 pot, flowerpot +n03992509 potter's wheel +n03995372 power drill +n03998194 prayer rug, prayer mat +n04004767 printer +n04005630 prison, prison house +n04008634 projectile, missile +n04009552 projector +n04019541 puck, hockey puck +n04023962 punching bag, punch bag, punching ball, punchball +n04026417 purse +n04033901 quill, quill pen +n04033995 quilt, comforter, comfort, puff +n04037443 racer, race car, racing car +n04039381 racket, racquet +n04040759 radiator +n04041544 radio, wireless +n04044716 radio telescope, radio reflector +n04049303 rain barrel +n04065272 recreational vehicle, RV, R.V. +n04067472 reel +n04069434 reflex camera +n04070727 refrigerator, icebox +n04074963 remote control, remote +n04081281 restaurant, eating house, eating place, eatery +n04086273 revolver, six-gun, six-shooter +n04090263 rifle +n04099969 rocking chair, rocker +n04111531 rotisserie +n04116512 rubber eraser, rubber, pencil eraser +n04118538 rugby ball +n04118776 rule, ruler +n04120489 running shoe +n04125021 safe +n04127249 safety pin +n04131690 saltshaker, salt shaker +n04133789 sandal +n04136333 sarong +n04141076 sax, saxophone +n04141327 scabbard +n04141975 scale, weighing machine +n04146614 school bus +n04147183 schooner +n04149813 scoreboard +n04152593 screen, CRT screen +n04153751 screw +n04154565 screwdriver +n04162706 seat belt, seatbelt +n04179913 sewing machine +n04192698 shield, buckler +n04200800 shoe shop, shoe-shop, shoe store +n04201297 shoji +n04204238 shopping basket +n04204347 shopping cart +n04208210 shovel +n04209133 shower cap +n04209239 shower curtain +n04228054 ski +n04229816 ski mask +n04235860 sleeping bag +n04238763 slide rule, slipstick +n04239074 sliding door +n04243546 slot, one-armed bandit +n04251144 snorkel +n04252077 snowmobile +n04252225 snowplow, snowplough +n04254120 soap dispenser +n04254680 soccer ball +n04254777 sock +n04258138 solar dish, solar collector, solar furnace +n04259630 sombrero +n04263257 soup bowl +n04264628 space bar +n04265275 space heater +n04266014 space shuttle +n04270147 spatula +n04273569 speedboat +n04275548 spider web, spider's web +n04277352 spindle +n04285008 sports car, sport car +n04286575 spotlight, spot +n04296562 stage +n04310018 steam locomotive +n04311004 steel arch bridge +n04311174 steel drum +n04317175 stethoscope +n04325704 stole +n04326547 stone wall +n04328186 stopwatch, stop watch +n04330267 stove +n04332243 strainer +n04335435 streetcar, tram, tramcar, trolley, trolley car +n04336792 stretcher +n04344873 studio couch, day bed +n04346328 stupa, tope +n04347754 submarine, pigboat, sub, U-boat +n04350905 suit, suit of clothes +n04355338 sundial +n04355933 sunglass +n04356056 sunglasses, dark glasses, shades +n04357314 sunscreen, sunblock, sun blocker +n04366367 suspension bridge +n04367480 swab, swob, mop +n04370456 sweatshirt +n04371430 swimming trunks, bathing trunks +n04371774 swing +n04372370 switch, electric switch, electrical switch +n04376876 syringe +n04380533 table lamp +n04389033 tank, army tank, armored combat vehicle, armoured combat vehicle +n04392985 tape player +n04398044 teapot +n04399382 teddy, teddy bear +n04404412 television, television system +n04409515 tennis ball +n04417672 thatch, thatched roof +n04418357 theater curtain, theatre curtain +n04423845 thimble +n04428191 thresher, thrasher, threshing machine +n04429376 throne +n04435653 tile roof +n04442312 toaster +n04443257 tobacco shop, tobacconist shop, tobacconist +n04447861 toilet seat +n04456115 torch +n04458633 totem pole +n04461696 tow truck, tow car, wrecker +n04462240 toyshop +n04465501 tractor +n04467665 trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi +n04476259 tray +n04479046 trench coat +n04482393 tricycle, trike, velocipede +n04483307 trimaran +n04485082 tripod +n04486054 triumphal arch +n04487081 trolleybus, trolley coach, trackless trolley +n04487394 trombone +n04493381 tub, vat +n04501370 turnstile +n04505470 typewriter keyboard +n04507155 umbrella +n04509417 unicycle, monocycle +n04515003 upright, upright piano +n04517823 vacuum, vacuum cleaner +n04522168 vase +n04523525 vault +n04525038 velvet +n04525305 vending machine +n04532106 vestment +n04532670 viaduct +n04536866 violin, fiddle +n04540053 volleyball +n04542943 waffle iron +n04548280 wall clock +n04548362 wallet, billfold, notecase, pocketbook +n04550184 wardrobe, closet, press +n04552348 warplane, military plane +n04553703 washbasin, handbasin, washbowl, lavabo, wash-hand basin +n04554684 washer, automatic washer, washing machine +n04557648 water bottle +n04560804 water jug +n04562935 water tower +n04579145 whiskey jug +n04579432 whistle +n04584207 wig +n04589890 window screen +n04590129 window shade +n04591157 Windsor tie +n04591713 wine bottle +n04592741 wing +n04596742 wok +n04597913 wooden spoon +n04599235 wool, woolen, woollen +n04604644 worm fence, snake fence, snake-rail fence, Virginia fence +n04606251 wreck +n04612504 yawl +n04613696 yurt +n06359193 web site, website, internet site, site +n06596364 comic book +n06785654 crossword puzzle, crossword +n06794110 street sign +n06874185 traffic light, traffic signal, stoplight +n07248320 book jacket, dust cover, dust jacket, dust wrapper +n07565083 menu +n07579787 plate +n07583066 guacamole +n07584110 consomme +n07590611 hot pot, hotpot +n07613480 trifle +n07614500 ice cream, icecream +n07615774 ice lolly, lolly, lollipop, popsicle +n07684084 French loaf +n07693725 bagel, beigel +n07695742 pretzel +n07697313 cheeseburger +n07697537 hotdog, hot dog, red hot +n07711569 mashed potato +n07714571 head cabbage +n07714990 broccoli +n07715103 cauliflower +n07716358 zucchini, courgette +n07716906 spaghetti squash +n07717410 acorn squash +n07717556 butternut squash +n07718472 cucumber, cuke +n07718747 artichoke, globe artichoke +n07720875 bell pepper +n07730033 cardoon +n07734744 mushroom +n07742313 Granny Smith +n07745940 strawberry +n07747607 orange +n07749582 lemon +n07753113 fig +n07753275 pineapple, ananas +n07753592 banana +n07754684 jackfruit, jak, jack +n07760859 custard apple +n07768694 pomegranate +n07802026 hay +n07831146 carbonara +n07836838 chocolate sauce, chocolate syrup +n07860988 dough +n07871810 meat loaf, meatloaf +n07873807 pizza, pizza pie +n07875152 potpie +n07880968 burrito +n07892512 red wine +n07920052 espresso +n07930864 cup +n07932039 eggnog +n09193705 alp +n09229709 bubble +n09246464 cliff, drop, drop-off +n09256479 coral reef +n09288635 geyser +n09332890 lakeside, lakeshore +n09399592 promontory, headland, head, foreland +n09421951 sandbar, sand bar +n09428293 seashore, coast, seacoast, sea-coast +n09468604 valley, vale +n09472597 volcano +n09835506 ballplayer, baseball player +n10148035 groom, bridegroom +n10565667 scuba diver +n11879895 rapeseed +n11939491 daisy +n12057211 yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum +n12144580 corn +n12267677 acorn +n12620546 hip, rose hip, rosehip +n12768682 buckeye, horse chestnut, conker +n12985857 coral fungus +n12998815 agaric +n13037406 gyromitra +n13040303 stinkhorn, carrion fungus +n13044778 earthstar +n13052670 hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa +n13054560 bolete +n13133613 ear, spike, capitulum +n15075141 toilet tissue, toilet paper, bathroom tissue diff --git a/app/AccuracyImgNet/LOC_val_solution.csv b/app/AccuracyImgNet/LOC_val_solution.csv new file mode 100644 index 00000000..5bdaa9f4 --- /dev/null +++ b/app/AccuracyImgNet/LOC_val_solution.csv @@ -0,0 +1,50001 @@ +ImageId,PredictionString +ILSVRC2012_val_00048981,n03995372 85 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+ILSVRC2012_val_00012862,n04456115 90 12 350 498 +ILSVRC2012_val_00037917,n03325584 0 161 486 497 +ILSVRC2012_val_00043343,n03804744 220 17 323 103 n03804744 284 210 300 225 +ILSVRC2012_val_00042994,n02823750 80 131 308 252 +ILSVRC2012_val_00039369,n02071294 161 75 334 241 +ILSVRC2012_val_00005961,n03388043 103 0 279 472 +ILSVRC2012_val_00008801,n03089624 101 286 170 374 n03089624 236 282 306 374 n03089624 1 236 498 373 n03089624 370 286 439 369 n03089624 1 249 105 373 n03089624 0 0 499 374 n03089624 170 287 235 373 n03089624 339 101 398 182 n03089624 436 281 498 373 n03089624 306 281 370 374 n03089624 168 242 234 286 +ILSVRC2012_val_00008176,n01518878 82 98 439 498 +ILSVRC2012_val_00004764,n03874293 91 111 490 420 +ILSVRC2012_val_00031847,n01855032 48 92 415 227 diff --git a/app/AccuracyImgNet/accimgnet.cpp b/app/AccuracyImgNet/accimgnet.cpp new file mode 100644 index 00000000..9f3fbe84 --- /dev/null +++ b/app/AccuracyImgNet/accimgnet.cpp @@ -0,0 +1,174 @@ +#include +#include +#include + +#include "graph/graph.hpp" +#include "layers/ConvLayer.hpp" +#include "layers/EWLayer.hpp" +#include "layers/FCLayer.hpp" +#include "layers/InputLayer.hpp" +#include "layers/OutputLayer.hpp" +#include "layers/PoolingLayer.hpp" + +using namespace it_lab_ai; + +bool cmp_by_first(const std::pair& a, + const std::pair& b) { + return a.first < b.first; +} + +std::string generate_imgnet_val_string(size_t i) { + std::string res = "ILSVRC2012_val_"; + std::string num = std::to_string(i); + res = res + std::string(8 - num.size(), '0') + num + ".JPEG"; + return res; +} + +std::vector split(std::string str, const std::string& delim, + size_t count) { + std::vector result; + size_t cur_count = 0; + while (!str.empty() && cur_count < count) { + size_t index = str.find(delim); + if (index != std::string::npos) { + result.push_back(str.substr(0, index)); + cur_count++; + str = str.substr(index + delim.size()); + } else { + result.push_back(str); + cur_count++; + str = ""; + } + } + return result; +} + +size_t str_to_sizet(const std::string& inp) { + size_t res = 0; + if (inp.empty()) { + return 0; + } + for (char i : inp) { + res *= 10; + res += i - '0'; + } + return res; +} + +Graph open_network(std::string path) { + path += " "; + return Graph(1); +} + +void process_image(Tensor& input, const std::string& file) { + size_t width = 227; + cv::Mat image = cv::imread(file); + if (image.empty()) { + throw std::runtime_error("Failed to load image"); + } + cv::Mat resized_image; + cv::resize(image, resized_image, cv::Size((int)width, (int)width)); + std::vector channels; + cv::split(resized_image, channels); + std::vector res(width * width * 3); + int c = 0; + for (int i = 0; i < (int)width; ++i) { + for (int j = 0; j < (int)width; ++j) { + res[c] = channels[2].at(i, j); + c++; + res[c] = channels[1].at(i, j); + c++; + res[c] = channels[0].at(i, j); + c++; + } + } + if (input.get_shape().dims() > 0) { + Shape sh({input.get_shape()[0] + 1, width, width, 3}); + std::vector cur_input(*input.as()); + cur_input.insert(cur_input.end(), res.begin(), res.end()); + input = make_tensor(cur_input, sh); + } else { + Shape sh({1, width, width, 3}); + input = make_tensor(res, sh); + } +} + +std::vector > extract_csv( + const std::string& reference_path) { + size_t n = 50000; + std::ifstream ref; + std::vector > lines(n); + ref.open(reference_path); + ref.ignore(1000, '\n'); + char buf[1001]; + for (size_t i = 0; i < n; i++) { + ref.ignore(18); + ref.getline(buf, 1000, ','); + lines[i].first = str_to_sizet(buf); + ref.getline(buf, 1000, '\n'); + lines[i].second = std::string(buf); + } + ref.close(); + return lines; +} + +void check_accuracy(const std::string& neural_network_path, + const std::string& dataset_path, size_t imgs_size, + const std::string& reference_path) { + Graph a1 = open_network(neural_network_path); + Tensor input; + Tensor output; + auto inlayer = std::make_shared(); + auto outlayer = std::make_shared(); + // ?? warning from linux + outlayer->setID(1); + inlayer->setID(0); + // + size_t k = 5; + for (size_t i = 0; i < imgs_size; i++) { + process_image(input, + dataset_path + "\\" + generate_imgnet_val_string(i + 1)); + } + a1.setInput(inlayer, input); + a1.setOutput(outlayer, output); + a1.inference(); + size_t eqs; + std::vector eqs_info(imgs_size); + std::vector > csv_info = + extract_csv(std::move(reference_path)); + std::sort(csv_info.begin(), csv_info.end(), cmp_by_first); + std::vector cur_ref_topk; + std::vector cur_our_topk; + for (size_t i = 0; i < imgs_size; i++) { + eqs = 0; + cur_ref_topk = split(csv_info[i].second, " ", k); + // cur_our_topk = outlayer.top_k(output, k).first; + cur_our_topk = cur_ref_topk; + for (size_t j = 0; j < k; j++) { + cur_ref_topk[j] = ""; + if (cur_ref_topk[j] == cur_our_topk[j]) { + eqs++; + } + } + eqs_info[i] = eqs; + } + // tmp output + std::ofstream tmp; + std::string buf; + tmp.open("log.txt"); + for (size_t i = 0; i < imgs_size; i++) { + buf = generate_imgnet_val_string(csv_info[i].first) + "\n" + + std::to_string(eqs_info[i]) + "\n"; + tmp.write(buf.c_str(), buf.size()); + } + tmp.close(); +} + +int main(int argc, char* argv[]) { + if (argc >= 4) { + check_accuracy(argv[1], argv[2], str_to_sizet(argv[3]), argv[4]); + } else { + std::cerr << "No input\n"; + } + return 0; +} diff --git a/app/CMakeLists.txt b/app/CMakeLists.txt index e2914991..08cfa8ef 100644 --- a/app/CMakeLists.txt +++ b/app/CMakeLists.txt @@ -1,4 +1,5 @@ add_subdirectory(ReaderImage) add_subdirectory(Accuracy) add_subdirectory(Converters) +add_subdirectory(AccuracyImgNet) add_subdirectory(Graph) diff --git a/app/Graph/CMakeLists.txt b/app/Graph/CMakeLists.txt index 4c76e88d..217f8243 100644 --- a/app/Graph/CMakeLists.txt +++ b/app/Graph/CMakeLists.txt @@ -35,7 +35,15 @@ if (WIN32) COMMAND ${CMAKE_COMMAND} -E copy_directory "${OPENCV_BUILD_DIR}/bin/." "${CMAKE_BINARY_DIR}/bin/") +endif() +if (WIN32) + if ("${CMAKE_BUILD_TYPE}" STREQUAL "DEBUG") + set(CMAKE_BUILD_TYPE "Debug") + endif() + if ("${CMAKE_BUILD_TYPE}" STREQUAL "RELEASE") + set(CMAKE_BUILD_TYPE "Release") + endif() add_custom_command(TARGET ACC POST_BUILD COMMAND ${CMAKE_COMMAND} -E copy_directory "${OPENCV_BUILD_DIR}/bin/." diff --git a/app/Graph/acc_check.cpp b/app/Graph/acc_check.cpp index b3e6cbec..e367d516 100644 --- a/app/Graph/acc_check.cpp +++ b/app/Graph/acc_check.cpp @@ -5,6 +5,7 @@ #include #include +#include "build.cpp" #include "build.hpp" namespace fs = std::filesystem; @@ -76,8 +77,7 @@ int main(int argc, char* argv[]) { Shape sh({static_cast(count_pic), 1, 28, 28}); Tensor t = make_tensor(res, sh); input = t; - Graph graph; - build_graph_linear(graph, input, output, false); + auto graph = build_graph_linear(input, output, false); graph.inference(); print_time_stats(graph); std::vector> tmp_output = @@ -186,8 +186,7 @@ int main(int argc, char* argv[]) { it_lab_ai::Tensor output = it_lab_ai::Tensor(output_shape, it_lab_ai::Type::kFloat); - Graph graph; - build_graph(graph, input, output, json_path, false); + auto graph = build_graph(input, output, json_path, false); graph.inference(); print_time_stats(graph); std::vector> processed_outputs; diff --git a/app/Graph/build.cpp b/app/Graph/build.cpp index 52d13b57..001163e1 100644 --- a/app/Graph/build.cpp +++ b/app/Graph/build.cpp @@ -4,24 +4,14 @@ using namespace it_lab_ai; -bool LayerFactory::onednn_ = false; - -std::unordered_map model_paths = { - {"alexnet_mnist", MODEL_PATH_H5}, - {"googlenet", MODEL_PATH_GOOGLENET_ONNX}, - {"resnet", MODEL_PATH_RESNET_ONNX}, - {"densenet", MODEL_PATH_DENSENET_ONNX}, - {"yolo", MODEL_PATH_YOLO11NET_ONNX}}; - -void build_graph_linear(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, - it_lab_ai::Tensor& output, bool comments) { +Graph build_graph_linear(it_lab_ai::Tensor& input, it_lab_ai::Tensor& output, + bool comments) { if (comments) { for (size_t i = 0; i < input.get_shape().dims(); i++) { std::cout << input.get_shape()[i] << ' '; } } - std::vector> layers; - std::vector layer_ptrs; + std::vector> layers; std::vector layerpostop; std::string json_file = MODEL_PATH_H5; @@ -67,26 +57,23 @@ void build_graph_linear(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, it_lab_ai::Tensor tmp_values = tensor; it_lab_ai::Tensor tmp_bias = it_lab_ai::make_tensor(tensor.get_bias()); - auto conv_layer = std::make_unique( + auto conv_layer = std::make_shared( 1, pads, 1, tmp_values, tmp_bias, kDefault, 1, true); - layer_ptrs.push_back(conv_layer.get()); - layers.push_back(std::move(conv_layer)); + layers.push_back(conv_layer); layerpostop.push_back(false); if (comments) std::cout << "ConvLayer added to layers." << std::endl; } if (layer_type.find("relu") != std::string::npos) { auto ew_layer = LayerFactory::createEwLayer("relu"); - layer_ptrs.push_back(ew_layer.get()); - layers.push_back(std::move(ew_layer)); + layers.push_back(ew_layer); layerpostop.push_back(true); if (comments) std::cout << "Element wise (relu) added to layers" << std::endl; } if (layer_type.find("Dense") != std::string::npos) { it_lab_ai::Tensor tmp_bias = it_lab_ai::make_tensor(tensor.get_bias()); - auto fc_layer = std::make_unique(tensor, tmp_bias); - layer_ptrs.push_back(fc_layer.get()); - layers.push_back(std::move(fc_layer)); + auto fc_layer = std::make_shared(tensor, tmp_bias); + layers.push_back(fc_layer); layerpostop.push_back(false); if (comments) std::cout << "DenseLayer added to layers." << std::endl; } @@ -103,26 +90,23 @@ void build_graph_linear(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, std::cout << "PoolingLayer shape: " << shape[0] << "x" << shape[1] << std::endl; auto pool_layer = - std::make_unique(shape, pooltype, kDefault); - layer_ptrs.push_back(pool_layer.get()); - layers.push_back(std::move(pool_layer)); + std::make_shared(shape, pooltype, kDefault); + layers.push_back(pool_layer); layerpostop.push_back(false); if (comments) std::cout << "PoolingLayer added to layers." << std::endl; } if (layer_type.find("Flatten") != std::string::npos) { - auto flatten_layer = std::make_unique( + auto flatten_layer = std::make_shared( std::vector({0, 3, 2, 1})); - layer_ptrs.push_back(flatten_layer.get()); - layers.push_back(std::move(flatten_layer)); + layers.push_back(flatten_layer); layerpostop.push_back(false); if (comments) std::cout << "FlattenLayer added to layers." << std::endl; } if (layer_type.find("Dropout") != std::string::npos) { - auto dropout_layer = std::make_unique(0.0); - layer_ptrs.push_back(dropout_layer.get()); - layers.push_back(std::move(dropout_layer)); + auto dropout_layer = std::make_shared(0.0); + layers.push_back(dropout_layer); layerpostop.push_back(false); if (comments) std::cout @@ -133,35 +117,32 @@ void build_graph_linear(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, } if (comments) std::cout << "number of layers - " << layers.size() + 1 << std::endl; - auto a1 = std::make_unique(it_lab_ai::kNchw, + it_lab_ai::Graph graph(static_cast(layers.size())); + auto a1 = std::make_shared(it_lab_ai::kNchw, it_lab_ai::kNchw); - Layer* a1_ptr = a1.get(); if (comments) std::cout << "InputLayer created." << std::endl; - graph.setInput(a1_ptr, input); + graph.setInput(a1, input); if (comments) std::cout << "Input set in graph." << std::endl; - graph.makeConnection(a1_ptr, layer_ptrs[0]); + graph.makeConnection(a1, layers[0]); if (comments) std::cout << "Connection made between InputLayer and first layer." << std::endl; for (size_t i = 0; i < layers.size() - 1; ++i) { if (layerpostop[i]) { - layer_ptrs[i - 1]->postops.layers.push_back(layer_ptrs[i]); - layer_ptrs[i - 1]->postops.count++; - graph.makeConnection(layer_ptrs[i - 1], layer_ptrs[i + 1]); + layers[i - 1]->postops.layers.push_back(layers[i]); + layers[i - 1]->postops.count++; + graph.makeConnection(layers[i - 1], layers[i + 1]); } else if (!layerpostop[i + 1]) - graph.makeConnection(layer_ptrs[i], layer_ptrs[i + 1]); + graph.makeConnection(layers[i], layers[i + 1]); } - graph.setOutput(layer_ptrs.back(), output); + graph.setOutput(layers.back(), output); - graph.addOwnedLayer(std::move(a1)); - for (auto& layer : layers) { - graph.addOwnedLayer(std::move(layer)); - } + return graph; } std::string get_base_layer_name(const std::string& tensor_name) { @@ -208,13 +189,32 @@ std::string layerTypeToString(it_lab_ai::LayerType type) { } } -void build_graph(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, - it_lab_ai::Tensor& output, const std::string& json_path, - bool comments) { +Graph build_graph(it_lab_ai::Tensor& input, it_lab_ai::Tensor& output, + const std::string& json_path, bool comments) { + if (comments) { + for (size_t i = 0; i < input.get_shape().dims(); i++) { + std::cout << input.get_shape()[i] << ' '; + } + std::cout << std::endl; + if (input.get_shape().dims() == 4) { + for (size_t n = 0; n < input.get_shape()[0]; n++) { + for (size_t h = 0; h < input.get_shape()[2]; h++) { + for (size_t w = 0; w < input.get_shape()[3]; w++) { + for (size_t c = 0; c < input.get_shape()[1]; c++) { + std::cout << input.get({n, c, h, w}) << ' '; + } + } + std::cerr << std::endl; + } + } + std::cout << std::endl << std::endl; + } + } + auto parse_result = parse_json_model(json_path, comments); auto& layers = parse_result.layers; - auto& name_to_layer_ptr = parse_result.name_to_layer_ptr; + auto& name_to_layer = parse_result.name_to_layer; auto& connections = parse_result.connections; auto& concat_connections = parse_result.concat_connections; auto& concat_orders = parse_result.concat_orders; @@ -222,12 +222,14 @@ void build_graph(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, auto& split_distribution = parse_result.split_distribution; auto& original_ids = parse_result.original_ids; + it_lab_ai::Graph graph(static_cast(layers.size())); + auto input_layer_it = std::find_if( layers.begin(), layers.end(), [](const auto& layer) { return layer->getName() == it_lab_ai::kInput; }); if (input_layer_it != layers.end()) { - graph.setInput(input_layer_it->get(), input); + graph.setInput(*input_layer_it, input); } std::vector> connection_list; @@ -241,24 +243,23 @@ void build_graph(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, } try { - std::sort(connection_list.begin(), connection_list.end(), - [&](const auto& a, const auto& b) { - if (!name_to_layer_ptr.count(a.first) || - !name_to_layer_ptr.count(b.first)) { - return false; - } - return name_to_layer_ptr[a.first]->getID() < - name_to_layer_ptr[b.first]->getID(); - }); + std::sort( + connection_list.begin(), connection_list.end(), + [&](const auto& a, const auto& b) { + if (!name_to_layer.count(a.first) || !name_to_layer.count(b.first)) { + return false; + } + return name_to_layer[a.first]->getID() < + name_to_layer[b.first]->getID(); + }); } catch (const std::exception& e) { std::cerr << "ERROR during sorting: " << e.what() << std::endl; } for (const auto& [source_name, target_name] : connection_list) { - if (name_to_layer_ptr.count(source_name) && - name_to_layer_ptr.count(target_name)) { + if (name_to_layer.count(source_name) && name_to_layer.count(target_name)) { if (target_name.find("Concat") != std::string::npos || - name_to_layer_ptr[target_name]->getName() == it_lab_ai::kConcat) { + name_to_layer[target_name]->getName() == it_lab_ai::kConcat) { if (concat_connections.find(target_name) != concat_connections.end()) { const auto& expected_inputs = concat_connections[target_name]; auto it = std::find(expected_inputs.begin(), expected_inputs.end(), @@ -272,8 +273,9 @@ void build_graph(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, if (concat_connected_inputs[target_name].size() == concat_connections[target_name].size()) { - auto* concat_layer = dynamic_cast( - name_to_layer_ptr[target_name]); + auto concat_layer = + std::dynamic_pointer_cast( + name_to_layer[target_name]); if (concat_layer) { concat_layer->setInputOrder(concat_orders[target_name]); } @@ -283,8 +285,9 @@ void build_graph(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, } try { - graph.makeConnection(name_to_layer_ptr[source_name], - name_to_layer_ptr[target_name]); + graph.makeConnection(name_to_layer[source_name], + name_to_layer[target_name]); + } catch (const std::exception& e) { std::cerr << "Failed: " << source_name << " -> " << target_name << " : " << e.what() << std::endl; @@ -294,7 +297,7 @@ void build_graph(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, for (auto& split_dist : split_distribution) { for (auto& connection : split_dist) { - for (const auto& [name, layer] : name_to_layer_ptr) { + for (const auto& [name, layer] : name_to_layer) { if (original_ids[name] == connection.first) { connection.first = layer->getID(); break; @@ -302,24 +305,18 @@ void build_graph(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, } } } - graph.setSplitDistribution(split_distribution); + auto output_layer = layers.back(); + graph.setOutput(output_layer, output); - if (!layers.empty()) { - auto* output_layer = layers.back().get(); - graph.setOutput(output_layer, output); - } - - for (auto& layer : layers) { - graph.addOwnedLayer(std::move(layer)); - } + return graph; } ParseResult parse_json_model(const std::string& json_path, bool comments) { ParseResult result; auto& layers = result.layers; - auto& name_to_layer_ptr = result.name_to_layer_ptr; + auto& name_to_layer = result.name_to_layer; auto& connections = result.connections; auto& concat_connections = result.concat_connections; auto& concat_connected_inputs = result.concat_connected_inputs; @@ -348,14 +345,12 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { if (comments) std::cout << "Loaded model data from JSON." << std::endl; - int current_id = 0; - - auto input_layer = std::make_unique(it_lab_ai::kNchw, + auto input_layer = std::make_shared(it_lab_ai::kNchw, it_lab_ai::kNchw); + layers.push_back(input_layer); + name_to_layer[input_layer_name] = input_layer; + int current_id = 0; input_layer->setID(current_id++); - name_to_layer_ptr[input_layer_name] = input_layer.get(); - layers.push_back(std::move(input_layer)); - original_ids[input_layer_name] = 0; for (const auto& layer_data : model_data) { try { @@ -369,7 +364,7 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { << " (" << layer_type << ")" << std::endl; } - std::unique_ptr layer; + std::shared_ptr layer; if (layer_type.find("Conv") != std::string::npos) { it_lab_ai::Tensor tensor = it_lab_ai::create_tensor_from_json( @@ -423,11 +418,12 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { } it_lab_ai::Tensor tmp_tensor = tensor; + it_lab_ai::Tensor tmp_bias = it_lab_ai::make_tensor(tensor.get_bias()); - auto conv_layer = std::make_unique( + auto conv_layer = std::make_shared( stride, pads, dilations, tmp_tensor, tmp_bias, kDefault, group); - layer = std::move(conv_layer); + layer = conv_layer; } else if (layer_type.find("Relu") != std::string::npos || layer_type.find("relu") != std::string::npos) { layer = LayerFactory::createEwLayer("relu"); @@ -450,20 +446,20 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { it_lab_ai::Tensor tmp_bias = it_lab_ai::make_tensor(tensor.get_bias()); auto fc_layer = - std::make_unique(tmp_tensor, tmp_bias); - layer = std::move(fc_layer); + std::make_shared(tmp_tensor, tmp_bias); + layer = fc_layer; } else if (layer_type.find("Dropout") != std::string::npos) { - auto dropout_layer = std::make_unique(0.0); - layer = std::move(dropout_layer); + auto dropout_layer = std::make_shared(0.0); + layer = dropout_layer; if (comments) std::cout << "DropOutLayer added to layers with probability 0.4 (turned " "off for inference)." << std::endl; } else if (layer_type == "GlobalAveragePool") { - auto pool_layer = std::make_unique( + auto pool_layer = std::make_shared( it_lab_ai::Shape({0, 0}), "average", kDefault); - layer = std::move(pool_layer); + layer = pool_layer; if (comments) { std::cout << "GlobalAveragePool layer added (will use input spatial " "dimensions as kernel)" @@ -523,7 +519,7 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { } } - auto pool_layer = std::make_unique( + auto pool_layer = std::make_shared( shape, pooltype, kDefault); try { @@ -547,7 +543,7 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { << e.what() << std::endl; } } - layer = std::move(pool_layer); + layer = pool_layer; } else if (layer_type.find("Flatten") != std::string::npos) { int axis = 1; @@ -557,8 +553,8 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { axis = attributes["axis"].get(); } } - auto flatten_layer = std::make_unique(axis); - layer = std::move(flatten_layer); + auto flatten_layer = std::make_shared(axis); + layer = flatten_layer; } else if (layer_type == "Concat") { int axis = 0; if (layer_data["attributes"].contains("axis")) { @@ -571,8 +567,8 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { concat_connections[layer_name].push_back(base_input_name); } } - auto concat_layer = std::make_unique(axis); - layer = std::move(concat_layer); + auto concat_layer = std::make_shared(axis); + layer = concat_layer; concat_connected_inputs[layer_name] = std::unordered_set(); } else if (layer_type == "Split") { int axis = 0; @@ -603,8 +599,13 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { } auto split_layer = - std::make_unique(axis, splits); - layer = std::move(split_layer); + std::make_shared(axis, splits); + layer = split_layer; + + split_layers[layer_name] = split_layer; + split_name_to_index[layer_name] = + static_cast(split_distribution.size()); + split_distribution.emplace_back(); } else if (layer_type == "Add" || layer_type == "Mul" || layer_type == "Sub" || layer_type == "Div") { bool has_scalar_constant = false; @@ -675,8 +676,8 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { op = it_lab_ai::BinaryOpLayer::Operation::kAdd; } - auto bin_layer = std::make_unique(op); - layer = std::move(bin_layer); + auto bin_layer = std::make_shared(op); + layer = bin_layer; } } else if (layer_type == "Gemm") { it_lab_ai::Tensor tensor = it_lab_ai::create_tensor_from_json( @@ -738,8 +739,8 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { } auto fc_layer = - std::make_unique(tmp_tensor, tmp_bias); - layer = std::move(fc_layer); + std::make_shared(tmp_tensor, tmp_bias); + layer = fc_layer; } else if (layer_type == "Transpose" || layer_type.find("transpose") != std::string::npos) { std::vector perm; @@ -754,8 +755,8 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { } auto transpose_layer = - std::make_unique(perm); - layer = std::move(transpose_layer); + std::make_shared(perm); + layer = transpose_layer; if (comments) { std::cout << "TransposeLayer added with perm: ["; @@ -799,8 +800,8 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { } auto reshape_layer = - std::make_unique(allowzero, shape); - layer = std::move(reshape_layer); + std::make_shared(allowzero, shape); + layer = reshape_layer; } else if (layer_type == "ReduceMean") { std::vector axes; @@ -818,9 +819,9 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { keepdims = attributes["keepdims"].get(); } } - auto reduce_layer = std::make_unique( + auto reduce_layer = std::make_shared( it_lab_ai::ReduceLayer::Operation::kMean, keepdims, axes); - layer = std::move(reduce_layer); + layer = reduce_layer; } else if (layer_type == "ReduceSum") { int64_t keepdims = 0; if (layer_data.contains("attributes")) { @@ -845,9 +846,9 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { } } } - auto reduce_layer = std::make_unique( + auto reduce_layer = std::make_shared( it_lab_ai::ReduceLayer::Operation::kSum, keepdims, axes); - layer = std::move(reduce_layer); + layer = reduce_layer; } else if (layer_type == "Constant") { if (layer_data.contains("attributes")) { const auto& attributes = layer_data["attributes"]; @@ -869,8 +870,8 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { continue; } else if (layer_type == "MatMul") { - auto matmul_layer = std::make_unique(); - layer = std::move(matmul_layer); + auto matmul_layer = std::make_shared(); + layer = matmul_layer; } else if (layer_type == "Softmax") { int axis = -1; @@ -881,8 +882,8 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { axis = attributes["axis"].get(); } } - auto softmax_layer = std::make_unique(axis); - layer = std::move(softmax_layer); + auto softmax_layer = std::make_shared(axis); + layer = softmax_layer; } else if (layer_type == "BatchNormalization") { float epsilon = 1e-5F; @@ -946,34 +947,18 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { it_lab_ai::Tensor var = it_lab_ai::make_tensor(var_data, it_lab_ai::Shape({num_channels})); - auto bn_layer = std::make_unique( + auto bn_layer = std::make_shared( scale, bias, mean, var, epsilon, momentum, training_mode); - layer = std::move(bn_layer); + layer = bn_layer; } else { continue; } - if (layer) { int original_id = current_id; layer->setID(current_id++); - - Layer* layer_ptr = layer.get(); - name_to_layer_ptr[layer_name] = layer_ptr; + layers.push_back(layer); + name_to_layer[layer_name] = layer; original_ids[layer_name] = original_id; - - layers.push_back(std::move(layer)); - - if (layer_type == "Split") { - auto* split_ptr = dynamic_cast(layer_ptr); - if (split_ptr) { - split_layers[layer_name] = - std::make_unique(*split_ptr); - split_name_to_index[layer_name] = - static_cast(split_distribution.size()); - split_distribution.emplace_back(); - } - } - if (layer_data.contains("inputs")) { for (const auto& input_name : layer_data["inputs"]) { std::string input_tensor = input_name.get(); @@ -987,7 +972,7 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { int output_index = std::stoi(matches[2].str()); if (split_layers.find(split_layer_name) != split_layers.end()) { - int target_layer_id = layer_ptr->getID(); + int target_layer_id = layer->getID(); int split_index = split_name_to_index[split_layer_name]; @@ -1005,7 +990,6 @@ ParseResult parse_json_model(const std::string& json_path, bool comments) { split_distribution[split_index].emplace_back(target_layer_id, output_index); } - bool connection_in_list = false; for (const auto& existing_target : connections[split_layer_name]) { diff --git a/app/Graph/build.hpp b/app/Graph/build.hpp index 0eb2e2d5..7d557ac8 100644 --- a/app/Graph/build.hpp +++ b/app/Graph/build.hpp @@ -33,28 +33,34 @@ #include "layers/TransposeLayer.hpp" #include "layers_oneDNN/EWLayer.hpp" -extern std::unordered_map model_paths; +std::unordered_map model_paths = { + {"alexnet_mnist", MODEL_PATH_H5}, + {"googlenet", MODEL_PATH_GOOGLENET_ONNX}, + {"resnet", MODEL_PATH_RESNET_ONNX}, + {"densenet", MODEL_PATH_DENSENET_ONNX}, + {"yolo", MODEL_PATH_YOLO11NET_ONNX}}; struct ParseResult { - std::vector> layers; - std::unordered_map name_to_layer_ptr; + std::vector> layers; + std::unordered_map> + name_to_layer; std::unordered_map> connections; std::unordered_map> concat_connections; std::unordered_map> concat_orders; std::unordered_map> concat_connected_inputs; - std::unordered_map> + std::unordered_map> split_layers; std::unordered_map split_name_to_index; std::vector>> split_distribution; std::unordered_map original_ids; }; -void build_graph(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, - it_lab_ai::Tensor& output, const std::string& json_path, - bool comments); -void build_graph_linear(it_lab_ai::Graph& graph, it_lab_ai::Tensor& input, - it_lab_ai::Tensor& output, bool comments); +it_lab_ai::Graph build_graph(it_lab_ai::Tensor& input, + it_lab_ai::Tensor& output, + const std::string& json_path, bool comments); +it_lab_ai::Graph build_graph_linear(it_lab_ai::Tensor& input, + it_lab_ai::Tensor& output, bool comments); std::unordered_map load_class_names( const std::string& filename); @@ -78,14 +84,16 @@ class LayerFactory { public: static void configure(bool onednn) { onednn_ = onednn; } - static std::unique_ptr createEwLayer(const std::string& function, + static std::shared_ptr createEwLayer(const std::string& function, float alpha = 1.0F, float beta = 0.0F) { if (onednn_ && EwLayerOneDnn::is_function_supported(function)) { - return std::make_unique(function, alpha, beta); + return std::make_shared(function, alpha, beta); } - return std::make_unique(function, alpha, beta); + return std::make_shared(function, alpha, beta); } }; +bool LayerFactory::onednn_ = false; + } // namespace it_lab_ai diff --git a/app/Graph/graph_build.cpp b/app/Graph/graph_build.cpp index e4c40e21..28fffa47 100644 --- a/app/Graph/graph_build.cpp +++ b/app/Graph/graph_build.cpp @@ -2,6 +2,7 @@ #include #include +#include "build.cpp" #include "build.hpp" namespace fs = std::filesystem; @@ -61,8 +62,8 @@ int main(int argc, char* argv[]) { it_lab_ai::Shape sh1({1, 5, 5, 3}); std::vector vec(75, 3); it_lab_ai::Tensor output = it_lab_ai::make_tensor(vec, sh1); - Graph graph; - build_graph_linear(graph, input, output, true); + + Graph graph = build_graph_linear(input, output, true); std::cout << "Starting inference..." << std::endl; try { @@ -101,8 +102,7 @@ int main(int argc, char* argv[]) { size_t output_classes = 1000; it_lab_ai::Tensor output({1, output_classes}, it_lab_ai::Type::kFloat); - Graph graph; - build_graph(graph, input, output, json_path, false); + Graph graph = build_graph(input, output, json_path, false); std::cout << "Starting inference..." << std::endl; try { diff --git a/cmake/opencv_config.cmake b/cmake/opencv_config.cmake index 916412b0..e82aa137 100644 --- a/cmake/opencv_config.cmake +++ b/cmake/opencv_config.cmake @@ -13,7 +13,6 @@ execute_process( -DBUILD_PERF_TESTS=OFF -DBUILD_TESTS=OFF -DBUILD_opencv_apps=OFF - -DBUILD_JAVA=OFF WORKING_DIRECTORY "${OPENCV_BUILD_DIR}" ) diff --git a/include/graph/graph.hpp b/include/graph/graph.hpp index 02d1798d..73e88899 100644 --- a/include/graph/graph.hpp +++ b/include/graph/graph.hpp @@ -25,8 +25,7 @@ struct BranchState { class Graph { int BiggestSize_; int V_; // amount of ids - std::vector> owned_layers_; - std::vector layers_; + std::vector> layers_; std::vector arrayV_; // vertices (id -> vertex number) std::vector arrayE_; // edges (vertex number -> id) std::vector inten_; @@ -50,7 +49,10 @@ class Graph { #endif public: - Graph() { + Graph(int vertices) : BiggestSize_(vertices) { + if (BiggestSize_ < 0) { + throw std::out_of_range("Vertices cannot be less than zero"); + } arrayV_.push_back(0); V_ = 0; in_edges_.clear(); @@ -66,34 +68,9 @@ class Graph { in_edges_.clear(); } - Graph(const Graph&) = delete; - Graph& operator=(const Graph&) = delete; - Graph(Graph&&) noexcept = default; - Graph& operator=(Graph&&) noexcept = default; - ~Graph() = default; - void setSplitDistribution( - std::vector>> split_dist) { - split_distribution_ = std::move(split_dist); - } - - void addOwnedLayer(std::unique_ptr layer) { - if (!layer) return; - - for (const auto& existing_layer : owned_layers_) { - if (existing_layer.get() == layer.get()) { - return; - } - } - - owned_layers_.push_back(std::move(layer)); - } - - Layer* addLayer(std::unique_ptr layer) { - if (!layer) return nullptr; - Layer* raw_ptr = layer.get(); - addOwnedLayer(std::move(layer)); - return raw_ptr; + const std::vector>>& split_dist) { + split_distribution_ = split_dist; } int getVertexValue(size_t layerID) const { @@ -133,13 +110,19 @@ class Graph { return layers_[layerID]; } - void setInput(Layer* layer, Tensor& vec) { - if (!layer) { - throw std::invalid_argument("Layer cannot be null"); - } + void setInput(const std::shared_ptr& layer, Tensor& vec) { + layer->setID(0); + layers_.push_back(layer); + arrayV_.push_back(0); + inten_ = {vec}; + start_ = layer->getID(); + V_++; + in_edges_.resize(1); + } + void addSingleLayer(const std::shared_ptr& layer) { bool layer_exists = false; - for (const auto* existing_layer : layers_) { + for (const std::shared_ptr& existing_layer : layers_) { if (existing_layer == layer) { layer_exists = true; break; @@ -157,25 +140,21 @@ class Graph { V_++; } - - inten_ = {vec}; - start_ = layer->getID(); } - void addSingleLayer(Layer* layer) { - if (!layer) return; - + void makeConnection(const std::shared_ptr& layPrev, + const std::shared_ptr& layNext) { bool layer_exists = false; - for (const auto* existing_layer : layers_) { - if (existing_layer == layer) { + for (const std::shared_ptr& layer : layers_) { + if (layer == layNext) { layer_exists = true; break; } } if (!layer_exists) { - layer->setID(V_); - layers_.push_back(layer); + layNext->setID(V_); + layers_.push_back(layNext); arrayV_.push_back(static_cast(arrayE_.size())); if (V_ >= static_cast(in_edges_.size())) { @@ -184,27 +163,11 @@ class Graph { V_++; } - } - - void makeConnection(Layer* layPrev, Layer* layNext) { - if (!layPrev || !layNext) { - throw std::invalid_argument("Layers cannot be null"); - } - - addSingleLayer(layPrev); - addSingleLayer(layNext); if (layPrev->getID() == layNext->getID()) { throw std::out_of_range("i=j cant add edge"); } - for (int i = arrayV_[layPrev->getID()]; i < arrayV_[layPrev->getID() + 1]; - ++i) { - if (arrayE_[i] == layNext->getID()) { - return; - } - } - for (int i = layPrev->getID() + 1; i < V_; ++i) { arrayV_[i]++; } @@ -279,9 +242,9 @@ class Graph { layers_.erase(layers_.begin() + id); V_--; } - bool areLayerNext(Layer* layPrev, Layer* layNext) { - if (!layPrev || !layNext) return false; - if (layPrev->getID() >= V_ || layPrev->getID() < 0) { + bool areLayerNext(const std::shared_ptr& layPrev, + const std::shared_ptr& layNext) { + if (layPrev->getID() >= V_ || layPrev->getID() < 0) { throw std::invalid_argument("No such layer in graph"); } for (int i = arrayV_[layPrev->getID()]; i < arrayV_[layPrev->getID() + 1]; @@ -388,23 +351,15 @@ class Graph { #endif } - if (outtenres_ && !outten_.empty()) { - *outtenres_ = outten_[0]; - } + *outtenres_ = outten_[0]; } - void setOutput(Layer* layer, Tensor& vec) { - if (!layer) { - throw std::invalid_argument("Layer cannot be null"); - } + void setOutput(const std::shared_ptr& layer, Tensor& vec) { end_ = layer->getID(); outtenres_ = &vec; - - if (outten_.empty()) { - std::vector vec1 = {1, 7, 1, 0}; - Tensor start = make_tensor(vec1); - outten_.push_back(start); - } + std::vector vec1 = {1, 7, 1, 0}; + Tensor start = make_tensor(vec1); + outten_.push_back(start); } #ifdef ENABLE_STATISTIC_TENSORS @@ -506,4 +461,4 @@ class Graph { return traversal; } }; -} // namespace it_lab_ai \ No newline at end of file +} // namespace it_lab_ai diff --git a/include/layers/ConvLayer.hpp b/include/layers/ConvLayer.hpp index 7d13e974..c529db4f 100644 --- a/include/layers/ConvLayer.hpp +++ b/include/layers/ConvLayer.hpp @@ -8,16 +8,6 @@ namespace it_lab_ai { -inline size_t ComputeConvOutputDim(size_t input_size, size_t kernel_size, - size_t stride, size_t padding, - size_t dilation) { - const size_t effective_kernel = dilation * (kernel_size - 1) + 1; - if (stride == 0 || input_size + 2 * padding < effective_kernel) { - return 0; - } - return (input_size + 2 * padding - effective_kernel) / stride + 1; -} - class ConvolutionalLayer : public Layer { private: size_t stride_; @@ -175,10 +165,12 @@ void Conv4D(const Tensor& input, const Tensor& kernel_, const Tensor& bias_, } } - size_t out_height = ComputeConvOutputDim(in_height, kernel_height, stride_, - pads_, dilations_); + size_t out_height = + (in_height + 2 * pads_ - dilations_ * (kernel_height - 1) - 1) / stride_ + + 1; size_t out_width = - ComputeConvOutputDim(in_width, kernel_width, stride_, pads_, dilations_); + (in_width + 2 * pads_ - dilations_ * (kernel_width - 1) - 1) / stride_ + + 1; std::vector>>> padded_input( batch_size, @@ -360,10 +352,20 @@ void Conv4DSTL(const Tensor& input, const Tensor& kernel_, const Tensor& bias_, for (auto& t : threads) t.join(); threads.clear(); - size_t out_height = ComputeConvOutputDim(in_height, kernel_height, stride_, - pads_, dilations_); + size_t crat = 0; + if ((in_height + 2 * pads_ - dilations_ * (kernel_height - 1)) % stride_ != 0) + crat = 1; + + size_t out_height = + (in_height + 2 * pads_ - dilations_ * (kernel_height - 1)) / stride_ + + crat; + + crat = 0; + if ((in_width + 2 * pads_ - dilations_ * (kernel_width - 1)) % stride_ != 0) + crat = 1; + size_t out_width = - ComputeConvOutputDim(in_width, kernel_width, stride_, pads_, dilations_); + (in_width + 2 * pads_ - dilations_ * (kernel_width - 1)) / stride_ + crat; std::vector>>> output_tensor( batch_size, std::vector>>( @@ -472,10 +474,12 @@ void DepthwiseConv4D(const Tensor& input, const Tensor& kernel_, throw std::runtime_error("Invalid kernel shape for depthwise convolution"); } - size_t out_height = ComputeConvOutputDim(in_height, kernel_height, stride_, - pads_, dilations_); + size_t out_height = + (in_height + 2 * pads_ - dilations_ * (kernel_height - 1) - 1) / stride_ + + 1; size_t out_width = - ComputeConvOutputDim(in_width, kernel_width, stride_, pads_, dilations_); + (in_width + 2 * pads_ - dilations_ * (kernel_width - 1) - 1) / stride_ + + 1; Tensor output_tensor(Shape({batch_size, channels, out_height, out_width}), input.get_type()); @@ -564,10 +568,20 @@ void Conv4D_Legacy(const Tensor& input, const Tensor& kernel_, } } - size_t out_height = ComputeConvOutputDim(in_height, kernel_height, stride_, - pads_, dilations_); + size_t crat = 0; + if ((in_height + 2 * pads_ - dilations_ * (kernel_height - 1)) % stride_ != 0) + crat = 1; + + size_t out_height = + (in_height + 2 * pads_ - dilations_ * (kernel_height - 1)) / stride_ + + crat; + + crat = 0; + if ((in_width + 2 * pads_ - dilations_ * (kernel_width - 1)) % stride_ != 0) + crat = 1; + size_t out_width = - ComputeConvOutputDim(in_width, kernel_width, stride_, pads_, dilations_); + (in_width + 2 * pads_ - dilations_ * (kernel_width - 1)) / stride_ + crat; std::vector>>> output_tensor( batch_size, std::vector>>( diff --git a/include/layers/DropOutLayer.hpp b/include/layers/DropOutLayer.hpp index 019b2c4d..c5b891ed 100644 --- a/include/layers/DropOutLayer.hpp +++ b/include/layers/DropOutLayer.hpp @@ -8,13 +8,10 @@ namespace it_lab_ai { class DropOutLayer : public Layer { private: double drop_rate_; - bool training_mode_; public: - DropOutLayer(double drop_rate = 0.0, bool training_mode = false) - : Layer(kDropout) { + DropOutLayer(double drop_rate = 0.0) : Layer(kDropout) { drop_rate_ = drop_rate; - training_mode_ = training_mode; } void run(const std::vector& input, std::vector& output) override; diff --git a/src/layers/DropOutLayer.cpp b/src/layers/DropOutLayer.cpp index bff08057..f7741d87 100644 --- a/src/layers/DropOutLayer.cpp +++ b/src/layers/DropOutLayer.cpp @@ -11,12 +11,6 @@ void DropOutLayer::run(const std::vector& input, if (input.size() != 1) { throw std::runtime_error("DropOutLayer: Input tensors not 1"); } - - // If not in training mode, just pass through the input - if (!training_mode_) { - output[0] = input[0]; - return; - } const double lower_bound = 0; const double upper_bound = 100; std::uniform_real_distribution unif(lower_bound, upper_bound); diff --git a/src/perf/CMakeLists.txt b/src/perf/CMakeLists.txt index 97d706ff..67125b92 100644 --- a/src/perf/CMakeLists.txt +++ b/src/perf/CMakeLists.txt @@ -1,3 +1,5 @@ file(GLOB_RECURSE perf_src *.cpp) add_library(perf_lib STATIC "${PERF_HEADERS}" "${perf_src}") -target_link_libraries(perf_lib PUBLIC OpenMP::OpenMP_CXX) +if (NOT WIN32) + target_link_libraries(perf_lib PUBLIC OpenMP::OpenMP_CXX) +endif() diff --git a/test/CMakeLists.txt b/test/CMakeLists.txt index a26bdadf..fc95325c 100644 --- a/test/CMakeLists.txt +++ b/test/CMakeLists.txt @@ -1,7 +1,9 @@ file(GLOB_RECURSE TEST_SRC_FILES ${CMAKE_CURRENT_SOURCE_DIR}/*.cpp) add_executable(run_test ${TEST_SRC_FILES}) -target_link_libraries(run_test PUBLIC OpenMP::OpenMP_CXX) +if (NOT WIN32) + target_link_libraries(run_test PUBLIC OpenMP::OpenMP_CXX) +endif() target_link_libraries(run_test PUBLIC perf_lib layers_lib layers_oneDNN_lib) target_link_libraries(run_test PUBLIC gtest) target_link_libraries(run_test PUBLIC ReadLib) @@ -13,12 +15,18 @@ target_link_libraries(run_test PUBLIC graphT_lib) target_include_directories(run_test PRIVATE "${CMAKE_CURRENT_SOURCE_DIR}") target_include_directories(run_test PRIVATE "${CMAKE_SOURCE_DIR}/app/ReaderImage") +if (NOT CMAKE_BUILD_TYPE) + set(CMAKE_BUILD_TYPE "Debug") +endif() + if (WIN32) add_custom_command(TARGET run_test POST_BUILD COMMAND ${CMAKE_COMMAND} -E copy_directory "${OPENCV_BUILD_DIR}/bin/." "${CMAKE_BINARY_DIR}/bin/") +endif() +if (WIN32) add_custom_command(TARGET run_test POST_BUILD COMMAND ${CMAKE_COMMAND} -E copy $ diff --git a/test/benchmarking/test_accuracy.cpp b/test/benchmarking/test_accuracy.cpp index 93dda405..affb6258 100644 --- a/test/benchmarking/test_accuracy.cpp +++ b/test/benchmarking/test_accuracy.cpp @@ -33,13 +33,11 @@ TEST(accuracy, bad_accuracy_test_L) { size_t n = 5000; double a[5000]; double b[5000]; - std::mt19937 rng(42); - std::uniform_real_distribution dist(-100.0, 100.0); for (size_t i = 0; i < n; i++) { - a[i] = dist(rng); + a[i] = (static_cast(rand()) / RAND_MAX - 1.0) * 100; // [-100;100] } for (size_t i = 0; i < n; i++) { - b[i] = dist(rng); + b[i] = (static_cast(rand()) / RAND_MAX - 1.0) * 100; // [-100;100] } double actual_acc = 0.0; for (size_t i = 0; i < n; i++) { @@ -69,13 +67,11 @@ TEST(accuracy, bad_accuracy_norm_test_L) { size_t n = 5000; double a[5000]; double b[5000]; - std::mt19937 rng2(42); - std::uniform_real_distribution dist2(-100.0, 100.0); for (size_t i = 0; i < n; i++) { - a[i] = dist2(rng2); + a[i] = (static_cast(rand()) / RAND_MAX - 1.0) * 100; // [-100;100] } for (size_t i = 0; i < n; i++) { - b[i] = dist2(rng2); + b[i] = (static_cast(rand()) / RAND_MAX - 1.0) * 100; // [-100;100] } double actual_acc = 0.0; for (size_t i = 0; i < n; i++) { diff --git a/test/benchmarking/test_layers_time.cpp b/test/benchmarking/test_layers_time.cpp index ad2d8dc3..f4923a13 100644 --- a/test/benchmarking/test_layers_time.cpp +++ b/test/benchmarking/test_layers_time.cpp @@ -23,10 +23,8 @@ TEST(pooling_test, is_pooling_tbb_ok) { size_t w = 224; Shape test_shape = {n, c, h, w}; std::vector a1(n * c * h * w); - std::mt19937 rng(42); - std::uniform_int_distribution dist(0, std::numeric_limits::max()); for (size_t i = 0; i < n * c * h * w; i++) { - a1[i] = dist(rng); + a1[i] = rand(); } Tensor input = make_tensor(a1, test_shape); Tensor output; @@ -47,13 +45,11 @@ TEST(conv_test, is_conv_stl_ok) { Shape test_shape = {n, c, h, w}; std::vector a1(n * c * h * w); std::vector a2(3 * 25 * 16); - std::mt19937 rng2(42); - std::uniform_int_distribution dist2(0, std::numeric_limits::max()); for (size_t i = 0; i < n * c * h * w; i++) { - a1[i] = dist2(rng2); + a1[i] = rand(); } for (size_t i = 0; i < 3 * 25 * 16; i++) { - a2[i] = dist2(rng2); + a2[i] = rand(); } Tensor input = make_tensor(a1, test_shape); Tensor kernel = make_tensor(a2, Shape({5, 5, 3, 16})); diff --git a/test/graph/test_graph.cpp b/test/graph/test_graph.cpp index d6657dfa..b5512012 100644 --- a/test/graph/test_graph.cpp +++ b/test/graph/test_graph.cpp @@ -5,11 +5,9 @@ #include "graph/graph.hpp" #include "graph_transformations/graph_transformations.hpp" #include "gtest/gtest.h" -#include "layers/ConcatLayer.hpp" #include "layers/EWLayer.hpp" #include "layers/FCLayer.hpp" #include "layers/InputLayer.hpp" -#include "layers/SplitLayer.hpp" #include "perf/benchmarking.hpp" using namespace it_lab_ai; @@ -20,21 +18,17 @@ TEST(graph, check_connection) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - - auto fcLayer = std::make_unique(weights, bias); - auto inputLayer = std::make_unique(); - auto ewLayer = std::make_unique(); + Graph graph(5); - Layer* fcLayer_ptr = fcLayer.get(); - Layer* inputLayer_ptr = inputLayer.get(); - Layer* ewLayer_ptr = ewLayer.get(); + auto fcLayer = std::make_shared(weights, bias); + auto inputLayer = std::make_shared(); + auto ewLayer = std::make_shared(); - graph.setInput(inputLayer_ptr, input); - graph.makeConnection(inputLayer_ptr, fcLayer_ptr); - graph.makeConnection(fcLayer_ptr, ewLayer_ptr); + graph.setInput(inputLayer, input); + graph.makeConnection(inputLayer, fcLayer); + graph.makeConnection(fcLayer, ewLayer); - ASSERT_EQ(graph.areLayerNext(inputLayer_ptr, fcLayer_ptr), 1); + ASSERT_EQ(graph.areLayerNext(inputLayer, fcLayer), 1); } TEST(graph, check_connection_remove) { @@ -137,25 +131,21 @@ TEST(graph, check_connection1) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - auto fcLayer = std::make_unique(weights, bias); - auto inputLayer = std::make_unique(); - auto ewLayer = std::make_unique(); - auto fcLayer2 = std::make_unique(weights, bias); + Graph graph(5); - Layer* fcLayer_ptr = fcLayer.get(); - Layer* inputLayer_ptr = inputLayer.get(); - Layer* ewLayer_ptr = ewLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); + auto fcLayer = std::make_shared(weights, bias); + auto inputLayer = std::make_shared(); + auto ewLayer = std::make_shared(); + auto fcLayer2 = std::make_shared(weights, bias); - graph.setInput(inputLayer_ptr, input); - graph.makeConnection(inputLayer_ptr, fcLayer_ptr); - graph.makeConnection(fcLayer_ptr, ewLayer_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.setOutput(fcLayer2_ptr, output); + graph.setInput(inputLayer, input); + graph.makeConnection(inputLayer, fcLayer); + graph.makeConnection(fcLayer, ewLayer); + graph.makeConnection(fcLayer, fcLayer2); + graph.setOutput(fcLayer2, output); - ASSERT_EQ(graph.areLayerNext(fcLayer_ptr, fcLayer2_ptr), 1); + ASSERT_EQ(graph.areLayerNext(fcLayer, fcLayer2), 1); } TEST(graph, check_connection_when_not_connection) { @@ -164,28 +154,24 @@ TEST(graph, check_connection_when_not_connection) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - auto fcLayer = std::make_unique(weights, bias); - auto inputLayer = std::make_unique(); - auto ewLayer = std::make_unique(); - auto fcLayer2 = std::make_unique(weights, bias); + Graph graph(5); - Layer* fcLayer_ptr = fcLayer.get(); - Layer* inputLayer_ptr = inputLayer.get(); - Layer* ewLayer_ptr = ewLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); + auto fcLayer = std::make_shared(weights, bias); + auto inputLayer = std::make_shared(); + auto ewLayer = std::make_shared(); + auto fcLayer2 = std::make_shared(weights, bias); - graph.setInput(inputLayer_ptr, input); - graph.makeConnection(inputLayer_ptr, fcLayer_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.setOutput(fcLayer2_ptr, output); + graph.setInput(inputLayer, input); + graph.makeConnection(inputLayer, fcLayer); + graph.makeConnection(fcLayer, fcLayer2); + graph.setOutput(fcLayer2, output); - ASSERT_EQ(graph.areLayerNext(fcLayer_ptr, ewLayer_ptr), false); + ASSERT_EQ(graph.areLayerNext(fcLayer, ewLayer), false); - graph.makeConnection(fcLayer_ptr, ewLayer_ptr); + graph.makeConnection(fcLayer, ewLayer); - ASSERT_EQ(graph.areLayerNext(fcLayer_ptr, ewLayer_ptr), true); + ASSERT_EQ(graph.areLayerNext(fcLayer, ewLayer), true); } TEST(graph, check_connection_when_not_connection1) { @@ -194,25 +180,21 @@ TEST(graph, check_connection_when_not_connection1) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); + Graph graph(5); - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer4_ptr); - graph.setOutput(fcLayer4_ptr, output); + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer, fcLayer4); + graph.setOutput(fcLayer4, output); - ASSERT_EQ(graph.areLayerNext(fcLayer_ptr, fcLayer_ptr), 0); + ASSERT_EQ(graph.areLayerNext(fcLayer, fcLayer), 0); } TEST(graph, check_connection_when_not_connection2) { @@ -221,136 +203,21 @@ TEST(graph, check_connection_when_not_connection2) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); - - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); - - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer4_ptr); - graph.setOutput(fcLayer4_ptr, output); - - ASSERT_EQ(graph.areLayerNext(fcLayer2_ptr, fcLayer4_ptr), 0); -} - -TEST(graph, set_split_distribution) { - Graph graph; - std::vector>> split_dist = { - {{1, 0}, {2, 1}}, {{3, 0}, {4, 0}, {5, 1}}}; - graph.setSplitDistribution(split_dist); - SUCCEED(); -} - -TEST(graph, set_input_null_layer) { - Graph graph; - Tensor input = make_tensor({1.0F, 2.0F}, {2}); - EXPECT_THROW(graph.setInput(nullptr, input), std::invalid_argument); -} - -TEST(graph, add_owned_layer_null_check) { - Graph graph; - std::unique_ptr null_layer = nullptr; - graph.addOwnedLayer(std::move(null_layer)); - SUCCEED(); -} - -TEST(graph, make_connection_null_layers) { - Graph graph; - Tensor input = make_tensor({1.0F, 2.0F}, {2}); - auto valid_layer = std::make_unique(); - Layer* valid_ptr = valid_layer.get(); - graph.addOwnedLayer(std::move(valid_layer)); - - EXPECT_THROW(graph.makeConnection(nullptr, valid_ptr), std::invalid_argument); - EXPECT_THROW(graph.makeConnection(valid_ptr, nullptr), std::invalid_argument); - EXPECT_THROW(graph.makeConnection(nullptr, nullptr), std::invalid_argument); -} - -TEST(graph, make_connection_same_layer) { - Graph graph; - Tensor input = make_tensor({1.0F, 2.0F}, {2}); - auto layer = std::make_unique(); - Layer* layer_ptr = layer.get(); - graph.addOwnedLayer(std::move(layer)); - graph.setInput(layer_ptr, input); - - EXPECT_THROW(graph.makeConnection(layer_ptr, layer_ptr), std::out_of_range); -} - -TEST(graph, set_output_null_layer) { - Graph graph; - Tensor output; - EXPECT_THROW(graph.setOutput(nullptr, output), std::invalid_argument); -} - -TEST(graph, get_vertex_value_invalid_id) { - Graph graph; - EXPECT_THROW(graph.getVertexValue(1000), std::invalid_argument); -} - -TEST(graph, get_edge_value_invalid_pos) { - Graph graph; - EXPECT_THROW(graph.getEdgeValue(1000), std::invalid_argument); -} -TEST(graph, get_inputs_size_invalid_id) { - Graph graph; - EXPECT_THROW(graph.getInputsSize(1000), std::invalid_argument); -} - -TEST(graph, get_layer_from_id_invalid_id) { - Graph graph; - EXPECT_THROW(graph.getLayerFromID(1000), std::invalid_argument); -} + Graph graph(5); -TEST(graph, complex_graph_with_split_distribution) { - std::vector>> split_dist = {{{2, 0}, {3, 1}}}; + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); - Graph graph(10, split_dist); - Tensor input = make_tensor({1.0F, 2.0F, 3.0F, 4.0F}, {2, 2}); - Tensor output; + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer, fcLayer4); + graph.setOutput(fcLayer4, output); - auto input_layer = std::make_unique(); - auto split_layer = std::make_unique(1, 2); - auto ew_layer1 = std::make_unique("relu"); - auto ew_layer2 = std::make_unique("sigmoid"); - auto concat_layer = std::make_unique(0); - - Layer* input_ptr = input_layer.get(); - Layer* split_ptr = split_layer.get(); - Layer* ew1_ptr = ew_layer1.get(); - Layer* ew2_ptr = ew_layer2.get(); - Layer* concat_ptr = concat_layer.get(); - graph.setSplitDistribution(split_dist); - - graph.addOwnedLayer(std::move(input_layer)); - graph.addOwnedLayer(std::move(split_layer)); - graph.addOwnedLayer(std::move(ew_layer1)); - graph.addOwnedLayer(std::move(ew_layer2)); - graph.addOwnedLayer(std::move(concat_layer)); - - graph.setInput(input_ptr, input); - graph.makeConnection(input_ptr, split_ptr); - graph.makeConnection(split_ptr, ew1_ptr); - graph.makeConnection(split_ptr, ew2_ptr); - graph.makeConnection(ew1_ptr, concat_ptr); - graph.makeConnection(ew2_ptr, concat_ptr); - graph.setOutput(concat_ptr, output); - - ASSERT_TRUE(graph.areLayerNext(input_ptr, split_ptr)); - ASSERT_TRUE(graph.areLayerNext(split_ptr, ew1_ptr)); - ASSERT_TRUE(graph.areLayerNext(split_ptr, ew2_ptr)); - ASSERT_TRUE(graph.areLayerNext(ew1_ptr, concat_ptr)); - ASSERT_TRUE(graph.areLayerNext(ew2_ptr, concat_ptr)); + ASSERT_EQ(graph.areLayerNext(fcLayer2, fcLayer4), 0); } TEST(graph, vertex_out_of_range) { @@ -359,24 +226,19 @@ TEST(graph, vertex_out_of_range) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); - - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); + Graph graph(5); - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer4_ptr); - graph.setOutput(fcLayer4_ptr, output); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer, fcLayer4); + graph.setOutput(fcLayer4, output); ASSERT_ANY_THROW(graph.getVertexValue(5)); } @@ -386,24 +248,19 @@ TEST(graph, edges_out_of_range) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); + Graph graph(5); - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer4_ptr); - graph.setOutput(fcLayer4_ptr, output); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer, fcLayer4); + graph.setOutput(fcLayer4, output); ASSERT_ANY_THROW(graph.getEdgeValue(999)); } @@ -413,24 +270,19 @@ TEST(graph, inputs_out_of_range) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); + Graph graph(5); - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer4_ptr); - graph.setOutput(fcLayer4_ptr, output); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer, fcLayer4); + graph.setOutput(fcLayer4, output); ASSERT_ANY_THROW(graph.getInputsSize(999)); } @@ -440,24 +292,19 @@ TEST(graph, get_layer_out_of_range) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); - - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); + Graph graph(5); - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer4_ptr); - graph.setOutput(fcLayer4_ptr, output); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer, fcLayer4); + graph.setOutput(fcLayer4, output); ASSERT_ANY_THROW(graph.getLayerFromID(999)); } @@ -488,28 +335,23 @@ TEST(graph_transformations, check_subgraphs_search) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - Graph subgraph; - - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); + Graph graph(5); + Graph subgraph(2); - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer4_ptr); - graph.setOutput(fcLayer4_ptr, output); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); - subgraph.setInput(fcLayer_ptr, input); - subgraph.makeConnection(fcLayer_ptr, fcLayer2_ptr); + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer, fcLayer4); + graph.setOutput(fcLayer4, output); + subgraph.setInput(fcLayer, input); + subgraph.makeConnection(fcLayer, fcLayer2); auto res = find_subgraphs(graph, subgraph); auto it = std::find(res.begin(), res.end(), std::vector({1, 2})); ASSERT_NE(it, res.end()); @@ -521,31 +363,24 @@ TEST(graph_transformations, check_subgraphs_search1) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - Graph subgraph; - - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); - auto ewLayer5 = std::make_unique("relu"); - - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); - Layer* ewLayer5_ptr = ewLayer5.get(); - - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer4_ptr); - graph.makeConnection(fcLayer4_ptr, ewLayer5_ptr); - graph.setOutput(ewLayer5_ptr, output); - - subgraph.setInput(fcLayer_ptr, input); - subgraph.makeConnection(fcLayer_ptr, ewLayer5_ptr); + Graph graph(5); + Graph subgraph(2); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); + auto ewLayer5 = std::make_shared("relu"); + + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer, fcLayer4); + graph.makeConnection(fcLayer4, ewLayer5); + graph.setOutput(ewLayer5, output); + + subgraph.setInput(fcLayer, input); + subgraph.makeConnection(fcLayer, ewLayer5); auto res = find_subgraphs(graph, subgraph); auto it = std::find(res.begin(), res.end(), std::vector({3, 4})); ASSERT_NE(it, res.end()); @@ -557,29 +392,24 @@ TEST(graph_transformations, check_subgraphs_search2) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - Graph subgraph; - - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); - - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); - - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer3_ptr, fcLayer_ptr); - graph.makeConnection(fcLayer3_ptr, fcLayer4_ptr); - graph.setOutput(fcLayer4_ptr, output); - - subgraph.setInput(fcLayer_ptr, input); - subgraph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - subgraph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); + + Graph graph(5); + Graph subgraph(2); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); + + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer3, fcLayer); + graph.makeConnection(fcLayer3, fcLayer4); + graph.setOutput(fcLayer4, output); + + subgraph.setInput(fcLayer, input); + subgraph.makeConnection(fcLayer, fcLayer2); + subgraph.makeConnection(fcLayer2, fcLayer3); auto res = find_subgraphs(graph, subgraph); auto it = std::find(res.begin(), res.end(), std::vector({0, 1, 2})); @@ -592,29 +422,24 @@ TEST(graph_transformations, check_subgraphs_search3) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - Graph subgraph; - - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); - - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); - - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer3_ptr, fcLayer_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer4_ptr); - graph.setOutput(fcLayer4_ptr, output); - - subgraph.setInput(fcLayer_ptr, input); - subgraph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - subgraph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); + + Graph graph(5); + Graph subgraph(2); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); + + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer3, fcLayer); + graph.makeConnection(fcLayer2, fcLayer4); + graph.setOutput(fcLayer4, output); + + subgraph.setInput(fcLayer, input); + subgraph.makeConnection(fcLayer, fcLayer2); + subgraph.makeConnection(fcLayer2, fcLayer3); auto res = find_subgraphs(graph, subgraph); auto it = std::find(res.begin(), res.end(), std::vector({2, 0, 1})); @@ -627,29 +452,24 @@ TEST(graph_transformations, check_subgraphs_search4) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - Graph subgraph; - - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); - - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); - - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer3_ptr, fcLayer_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer4_ptr); - graph.setOutput(fcLayer4_ptr, output); - - subgraph.setInput(fcLayer_ptr, input); - subgraph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - subgraph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); + + Graph graph(5); + Graph subgraph(2); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); + + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer3, fcLayer); + graph.makeConnection(fcLayer, fcLayer4); + graph.setOutput(fcLayer4, output); + + subgraph.setInput(fcLayer, input); + subgraph.makeConnection(fcLayer, fcLayer2); + subgraph.makeConnection(fcLayer2, fcLayer3); auto res = find_subgraphs(graph, subgraph); auto it = std::find(res.begin(), res.end(), std::vector({1, 2, 0})); @@ -662,32 +482,26 @@ TEST(graph_transformations, check_subgraphs_search5) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - Graph subgraph; - - auto fcLayer = std::make_unique(weights, bias); - auto fcLayer2 = std::make_unique(weights, bias); - auto fcLayer3 = std::make_unique(weights, bias); - auto fcLayer4 = std::make_unique(weights, bias); - auto ewLayer5 = std::make_unique("relu"); - - Layer* fcLayer_ptr = fcLayer.get(); - Layer* fcLayer2_ptr = fcLayer2.get(); - Layer* fcLayer3_ptr = fcLayer3.get(); - Layer* fcLayer4_ptr = fcLayer4.get(); - Layer* ewLayer5_ptr = ewLayer5.get(); - - graph.setInput(fcLayer_ptr, input); - graph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - graph.makeConnection(fcLayer_ptr, fcLayer4_ptr); - graph.makeConnection(fcLayer2_ptr, fcLayer3_ptr); - graph.makeConnection(fcLayer4_ptr, ewLayer5_ptr); - graph.setOutput(ewLayer5_ptr, output); - - subgraph.setInput(fcLayer_ptr, input); - subgraph.makeConnection(fcLayer_ptr, fcLayer2_ptr); - subgraph.addSingleLayer(fcLayer3_ptr); - subgraph.makeConnection(fcLayer3_ptr, ewLayer5_ptr); + + Graph graph(5); + Graph subgraph(2); + auto fcLayer = std::make_shared(weights, bias); + auto fcLayer2 = std::make_shared(weights, bias); + auto fcLayer3 = std::make_shared(weights, bias); + auto fcLayer4 = std::make_shared(weights, bias); + auto ewLayer5 = std::make_shared("relu"); + + graph.setInput(fcLayer, input); + graph.makeConnection(fcLayer, fcLayer2); + graph.makeConnection(fcLayer, fcLayer4); + graph.makeConnection(fcLayer2, fcLayer3); + graph.makeConnection(fcLayer4, ewLayer5); + graph.setOutput(ewLayer5, output); + + subgraph.setInput(fcLayer, input); + subgraph.makeConnection(fcLayer, fcLayer2); + subgraph.addSingleLayer(fcLayer3); + subgraph.makeConnection(fcLayer3, ewLayer5); auto res = find_subgraphs(graph, subgraph); auto it = std::find(res.begin(), res.end(), std::vector({1, 3, 2, 4})); @@ -701,54 +515,42 @@ TEST(graph_transformations, check_subgraphs_big_random) { Tensor bias = make_tensor({0.5F, 0.5F, 1.0F}); Tensor input = make_tensor({1.0F, 2.0F}, {2}); Tensor output; - Graph graph; - Graph subgraph; - - std::vector> layers; - std::vector layer_ptrs; + Graph graph(num_vertices); + Graph subgraph(3); + std::vector> layers; for (int i = 0; i < num_vertices / 2; i++) { - layers.push_back(std::make_unique(weights, bias)); - layer_ptrs.push_back(layers.back().get()); + layers.push_back(std::make_shared(weights, bias)); } for (int i = 0; i < num_vertices / 2; i++) { - layers.push_back(std::make_unique("relu")); - layer_ptrs.push_back(layers.back().get()); + layers.push_back(std::make_shared("relu")); } - graph.setInput(layer_ptrs[0], input); - std::mt19937 rng(42); - std::uniform_int_distribution first_dist(0, num_vertices - 2); - std::uniform_int_distribution second_dist(1, num_vertices - 1); + graph.setInput(layers[0], input); for (int i = 0; i < num_vertices; i++) { - int rFirst = first_dist(rng); - int rSecond = second_dist(rng); + int rFirst = rand() % (num_vertices - 1); + int rSecond = 1 + rand() % (num_vertices - 1); if ((rFirst == rSecond) || - ((layer_ptrs[rFirst]->getID() == layer_ptrs[rSecond]->getID()) && - (layer_ptrs[rFirst]->getID() != 0))) { + ((layers[rFirst]->getID() == layers[rSecond]->getID()) && + (layers[rFirst]->getID() != 0))) { continue; } - if ((layer_ptrs[rFirst]->getID() >= graph.getLayersCount()) || - (rFirst != 0 && layer_ptrs[rFirst]->getID() == 0)) { - graph.addSingleLayer(layer_ptrs[rFirst]); + if ((layers[rFirst]->getID() >= graph.getLayersCount()) || + (rFirst != 0 && layers[rFirst]->getID() == 0)) { + graph.addSingleLayer(layers[rFirst]); } - graph.makeConnection(layer_ptrs[rFirst], layer_ptrs[rSecond]); - } - graph.setOutput(layer_ptrs[num_vertices - 1], output); - - for (auto& layer : layers) { - graph.addOwnedLayer(std::move(layer)); + graph.makeConnection(layers[rFirst], layers[rSecond]); } + graph.setOutput(layers[num_vertices - 1], output); - subgraph.setInput(layer_ptrs[0], input); - subgraph.makeConnection(layer_ptrs[0], layer_ptrs[50]); - subgraph.makeConnection(layer_ptrs[50], layer_ptrs[1]); + subgraph.setInput(layers[0], input); + subgraph.makeConnection(layers[0], layers[50]); + subgraph.makeConnection(layers[50], layers[1]); std::vector> res1 = find_subgraphs(graph, subgraph); double res1_time = elapsed_time_avg(10, find_subgraphs, graph, subgraph); std::cerr << "Find subgraphs time in ms " << res1_time << std::endl; -<<<<<<< HEAD } class SubgraphTestsParameterized diff --git a/test/inference/test_inference.cpp b/test/inference/test_inference.cpp index 46bfc4fc..90bfa8e0 100644 --- a/test/inference/test_inference.cpp +++ b/test/inference/test_inference.cpp @@ -18,7 +18,7 @@ using namespace it_lab_ai; TEST(bfs, check_struct_graph) { - Graph graph; + Graph graph(151); Shape sh1({1, 5, 5, 3}); std::vector vec; vec.reserve(75); @@ -28,73 +28,60 @@ TEST(bfs, check_struct_graph) { Tensor input = make_tensor(vec, sh1); Tensor output = make_tensor(vec, sh1); - auto a1 = std::make_unique(kNhwc, kNchw, 1, 2); + auto a1 = std::make_shared(kNhwc, kNchw, 1, 2); std::vector kernelvec = {1, 1, 1, 1, 1, 1, 1, 1, 1}; Shape sh2({3, 3}); Tensor kernel = make_tensor(kernelvec, sh2); - auto a2 = std::make_unique(1, 0, 1, kernel); - auto a3_1 = std::make_unique(1, 0, 1, kernel); - auto a3_1_1 = std::make_unique("relu"); - auto a3_2 = std::make_unique(1, 0, 1, kernel); - auto a3_2_1 = std::make_unique("relu"); - auto a4 = std::make_unique(0); - auto a5 = std::make_unique("relu"); - auto a6_1 = std::make_unique("relu"); - auto a6_2 = std::make_unique("relu"); - auto a7 = std::make_unique(0); - auto a8 = std::make_unique(1, 3); - auto a9_1 = std::make_unique("relu"); - auto a9_2 = std::make_unique("relu"); - auto a9_3 = std::make_unique("relu"); - auto a10 = std::make_unique(0); - auto a11_1 = std::make_unique("relu"); - auto a12 = std::make_unique(0); - - Layer* a1_ptr = a1.get(); - Layer* a2_ptr = a2.get(); - Layer* a3_1_ptr = a3_1.get(); - Layer* a3_1_1_ptr = a3_1_1.get(); - Layer* a3_2_ptr = a3_2.get(); - Layer* a3_2_1_ptr = a3_2_1.get(); - Layer* a4_ptr = a4.get(); - Layer* a5_ptr = a5.get(); - Layer* a6_1_ptr = a6_1.get(); - Layer* a6_2_ptr = a6_2.get(); - Layer* a7_ptr = a7.get(); - Layer* a8_ptr = a8.get(); - Layer* a9_1_ptr = a9_1.get(); - Layer* a9_2_ptr = a9_2.get(); - Layer* a9_3_ptr = a9_3.get(); - Layer* a10_ptr = a10.get(); - Layer* a11_1_ptr = a11_1.get(); - Layer* a12_ptr = a12.get(); - - graph.setInput(a1_ptr, input); - graph.makeConnection(a1_ptr, a2_ptr); - graph.makeConnection(a2_ptr, a3_1_ptr); - graph.makeConnection(a2_ptr, a3_2_ptr); - graph.makeConnection(a3_1_ptr, a3_1_1_ptr); - graph.makeConnection(a3_1_1_ptr, a4_ptr); - graph.makeConnection(a3_2_ptr, a3_2_1_ptr); - graph.makeConnection(a3_2_1_ptr, a4_ptr); - graph.makeConnection(a4_ptr, a5_ptr); - graph.makeConnection(a5_ptr, a7_ptr); - graph.makeConnection(a5_ptr, a6_1_ptr); - graph.makeConnection(a5_ptr, a6_2_ptr); - graph.makeConnection(a6_1_ptr, a7_ptr); - graph.makeConnection(a6_2_ptr, a7_ptr); - graph.makeConnection(a7_ptr, a8_ptr); - graph.makeConnection(a8_ptr, a9_1_ptr); - graph.makeConnection(a8_ptr, a9_2_ptr); - graph.makeConnection(a8_ptr, a9_3_ptr); - graph.makeConnection(a9_1_ptr, a10_ptr); - graph.makeConnection(a9_2_ptr, a10_ptr); - graph.makeConnection(a9_3_ptr, a10_ptr); - graph.makeConnection(a10_ptr, a11_1_ptr); - graph.makeConnection(a11_1_ptr, a12_ptr); - graph.makeConnection(a10_ptr, a12_ptr); - graph.setOutput(a12_ptr, output); + auto a2 = std::make_shared(1, 0, 1, kernel); + auto a3_1 = std::make_shared(1, 0, 1, kernel); + auto a3_1_1 = std::make_shared("relu"); + auto a3_2 = std::make_shared(1, 0, 1, kernel); + auto a3_2_1 = std::make_shared("relu"); + + auto a4 = std::make_shared(0); + auto a5 = std::make_shared("relu"); + + auto a6_1 = std::make_shared("relu"); + auto a6_2 = std::make_shared("relu"); + + auto a7 = std::make_shared(0); + auto a8 = std::make_shared(1, 3); + + auto a9_1 = std::make_shared("relu"); + auto a9_2 = std::make_shared("relu"); + auto a9_3 = std::make_shared("relu"); + + auto a10 = std::make_shared(0); + auto a11_1 = std::make_shared("relu"); + + auto a12 = std::make_shared(0); + + graph.setInput(a1, input); + graph.makeConnection(a1, a2); + graph.makeConnection(a2, a3_1); + graph.makeConnection(a2, a3_2); + graph.makeConnection(a3_1, a3_1_1); + graph.makeConnection(a3_1_1, a4); + graph.makeConnection(a3_2, a3_2_1); + graph.makeConnection(a3_2_1, a4); + graph.makeConnection(a4, a5); + graph.makeConnection(a5, a7); + graph.makeConnection(a5, a6_1); + graph.makeConnection(a5, a6_2); + graph.makeConnection(a6_1, a7); + graph.makeConnection(a6_2, a7); + graph.makeConnection(a7, a8); + graph.makeConnection(a8, a9_1); + graph.makeConnection(a8, a9_2); + graph.makeConnection(a8, a9_3); + graph.makeConnection(a9_1, a10); + graph.makeConnection(a9_2, a10); + graph.makeConnection(a9_3, a10); + graph.makeConnection(a10, a11_1); + graph.makeConnection(a11_1, a12); + graph.makeConnection(a10, a12); + graph.setOutput(a12, output); graph.inference(); std::vector tmp = *output.as(); std::vector res(36, 81); @@ -102,7 +89,7 @@ TEST(bfs, check_struct_graph) { } TEST(bfs, check_struct_graph_not_used_yolo) { - Graph graph; + Graph graph(151); Shape sh1({1, 4, 2, 2}); std::vector vec; vec.reserve(16); @@ -116,46 +103,34 @@ TEST(bfs, check_struct_graph_not_used_yolo) { Shape sh2({3, 3}); Tensor kernel = make_tensor(kernelvec, sh2); - auto a2 = std::make_unique(1, 4); - auto a3_1 = std::make_unique("relu"); - auto a3_1_1 = std::make_unique("relu"); - auto a3_2 = std::make_unique(0); - auto a3_2_1 = std::make_unique("relu"); - auto a3_3 = std::make_unique("relu"); - auto a3_3_1 = std::make_unique(0); - auto a3_3_2 = std::make_unique("relu"); - auto a3_3_3 = std::make_unique("relu"); - auto a3_3_4 = std::make_unique("relu"); - auto a4 = std::make_unique(0); - - Layer* a2_ptr = a2.get(); - Layer* a3_1_ptr = a3_1.get(); - Layer* a3_1_1_ptr = a3_1_1.get(); - Layer* a3_2_ptr = a3_2.get(); - Layer* a3_2_1_ptr = a3_2_1.get(); - Layer* a3_3_ptr = a3_3.get(); - Layer* a3_3_1_ptr = a3_3_1.get(); - Layer* a3_3_2_ptr = a3_3_2.get(); - Layer* a3_3_3_ptr = a3_3_3.get(); - Layer* a3_3_4_ptr = a3_3_4.get(); - Layer* a4_ptr = a4.get(); - - graph.setInput(a2_ptr, input); - graph.makeConnection(a2_ptr, a3_1_ptr); - graph.makeConnection(a2_ptr, a3_2_ptr); - graph.makeConnection(a2_ptr, a3_3_ptr); - graph.makeConnection(a3_1_ptr, a3_1_1_ptr); - graph.makeConnection(a3_1_1_ptr, a4_ptr); - graph.makeConnection(a3_2_ptr, a3_2_1_ptr); - graph.makeConnection(a3_2_1_ptr, a4_ptr); - graph.makeConnection(a3_3_ptr, a3_3_1_ptr); - graph.makeConnection(a2_ptr, a3_3_1_ptr); - graph.makeConnection(a3_3_1_ptr, a3_3_2_ptr); - graph.makeConnection(a3_3_2_ptr, a3_3_3_ptr); - graph.makeConnection(a3_3_3_ptr, a3_3_4_ptr); - graph.makeConnection(a3_3_4_ptr, a3_2_ptr); - graph.setOutput(a4_ptr, output); - + auto a2 = std::make_shared(1, 4); + auto a3_1 = std::make_shared("relu"); + auto a3_1_1 = std::make_shared("relu"); + auto a3_2 = std::make_shared(0); + auto a3_2_1 = std::make_shared("relu"); + auto a3_3 = std::make_shared("relu"); + auto a3_3_1 = std::make_shared(0); + auto a3_3_2 = std::make_shared("relu"); + auto a3_3_3 = std::make_shared("relu"); + auto a3_3_4 = std::make_shared("relu"); + auto a4 = std::make_shared(0); + + graph.setInput(a2, input); + graph.makeConnection(a2, a3_1); + graph.makeConnection(a2, a3_2); + graph.makeConnection(a2, a3_3); + graph.makeConnection(a3_1, a3_1_1); + graph.makeConnection(a3_1_1, a4); + graph.makeConnection(a3_2, a3_2_1); + graph.makeConnection(a3_2_1, a4); + graph.makeConnection(a3_3, a3_3_1); + graph.makeConnection(a2, a3_3_1); + graph.makeConnection(a3_3_1, a3_3_2); + graph.makeConnection(a3_3_2, a3_3_3); + graph.makeConnection(a3_3_3, a3_3_4); + graph.makeConnection(a3_3_4, a3_2); + + graph.setOutput(a4, output); graph.inference(); std::vector tmp = *output.as(); std::vector res(16, 3); @@ -163,7 +138,7 @@ TEST(bfs, check_struct_graph_not_used_yolo) { } TEST(bfs, check_struct_graph_resnet1) { - Graph graph; + Graph graph(151); Shape sh1({1, 2, 2, 2}); std::vector vec; vec.reserve(8); @@ -173,42 +148,30 @@ TEST(bfs, check_struct_graph_resnet1) { Tensor input = make_tensor(vec, sh1); Tensor output = make_tensor(vec, sh1); - auto a2 = std::make_unique(1, 2); - auto a2_1 = std::make_unique("relu"); - auto a2_1_1 = std::make_unique("relu"); - auto a2_1_1_1 = std::make_unique("relu"); - auto a2_1_1_2 = std::make_unique("relu"); - auto a2_1_2 = std::make_unique(BinaryOpLayer::Operation::kMul); - auto a2_1_3 = std::make_unique("relu"); - auto a2_2 = std::make_unique("relu"); - auto a3 = std::make_unique(BinaryOpLayer::Operation::kAdd); - auto a4 = std::make_unique("relu"); - - Layer* a2_ptr = a2.get(); - Layer* a2_1_ptr = a2_1.get(); - Layer* a2_1_1_ptr = a2_1_1.get(); - Layer* a2_1_1_1_ptr = a2_1_1_1.get(); - Layer* a2_1_1_2_ptr = a2_1_1_2.get(); - Layer* a2_1_2_ptr = a2_1_2.get(); - Layer* a2_1_3_ptr = a2_1_3.get(); - Layer* a2_2_ptr = a2_2.get(); - Layer* a3_ptr = a3.get(); - Layer* a4_ptr = a4.get(); - - graph.setInput(a2_ptr, input); - graph.makeConnection(a2_ptr, a2_1_ptr); - graph.makeConnection(a2_ptr, a2_2_ptr); - graph.makeConnection(a2_1_ptr, a2_1_1_ptr); - graph.makeConnection(a2_1_1_ptr, a2_1_1_1_ptr); - graph.makeConnection(a2_1_1_1_ptr, a2_1_1_2_ptr); - graph.makeConnection(a2_1_1_2_ptr, a2_1_2_ptr); - graph.makeConnection(a2_1_1_ptr, a2_1_2_ptr); - graph.makeConnection(a2_1_2_ptr, a2_1_3_ptr); - graph.makeConnection(a2_1_3_ptr, a3_ptr); - graph.makeConnection(a2_2_ptr, a3_ptr); - graph.makeConnection(a3_ptr, a4_ptr); - graph.setOutput(a4_ptr, output); - + auto a2 = std::make_shared(1, 2); + auto a2_1 = std::make_shared("relu"); + auto a2_1_1 = std::make_shared("relu"); + auto a2_1_1_1 = std::make_shared("relu"); + auto a2_1_1_2 = std::make_shared("relu"); + auto a2_1_2 = std::make_shared(BinaryOpLayer::Operation::kMul); + auto a2_1_3 = std::make_shared("relu"); + auto a2_2 = std::make_shared("relu"); + auto a3 = std::make_shared(BinaryOpLayer::Operation::kAdd); + auto a4 = std::make_shared("relu"); + + graph.setInput(a2, input); + graph.makeConnection(a2, a2_1); + graph.makeConnection(a2, a2_2); + graph.makeConnection(a2_1, a2_1_1); + graph.makeConnection(a2_1_1, a2_1_1_1); + graph.makeConnection(a2_1_1_1, a2_1_1_2); + graph.makeConnection(a2_1_1_2, a2_1_2); + graph.makeConnection(a2_1_1, a2_1_2); + graph.makeConnection(a2_1_2, a2_1_3); + graph.makeConnection(a2_1_3, a3); + graph.makeConnection(a2_2, a3); + graph.makeConnection(a3, a4); + graph.setOutput(a4, output); graph.inference(); std::vector tmp = *output.as(); std::vector res(4, 12); @@ -216,7 +179,7 @@ TEST(bfs, check_struct_graph_resnet1) { } TEST(bfs, check_struct_graph_resnet2) { - Graph graph; + Graph graph(151); Shape sh1({1, 2, 2, 2}); std::vector vec; vec.reserve(8); @@ -226,39 +189,28 @@ TEST(bfs, check_struct_graph_resnet2) { Tensor input = make_tensor(vec, sh1); Tensor output = make_tensor(vec, sh1); - auto a2 = std::make_unique(1, 2); - auto a2_1 = std::make_unique("relu"); - auto a2_1_1 = std::make_unique("relu"); - auto a2_1_1_1 = std::make_unique("relu"); - auto a2_1_1_2 = std::make_unique("relu"); - auto a2_1_2 = std::make_unique(BinaryOpLayer::Operation::kMul); - auto a2_1_3 = std::make_unique("relu"); - auto a3 = std::make_unique(BinaryOpLayer::Operation::kAdd); - auto a4 = std::make_unique("relu"); - - Layer* a2_ptr = a2.get(); - Layer* a2_1_ptr = a2_1.get(); - Layer* a2_1_1_ptr = a2_1_1.get(); - Layer* a2_1_1_1_ptr = a2_1_1_1.get(); - Layer* a2_1_1_2_ptr = a2_1_1_2.get(); - Layer* a2_1_2_ptr = a2_1_2.get(); - Layer* a2_1_3_ptr = a2_1_3.get(); - Layer* a3_ptr = a3.get(); - Layer* a4_ptr = a4.get(); - - graph.setInput(a2_ptr, input); - graph.makeConnection(a2_ptr, a2_1_ptr); - graph.makeConnection(a2_1_ptr, a2_1_1_ptr); - graph.makeConnection(a2_1_1_ptr, a2_1_1_1_ptr); - graph.makeConnection(a2_1_1_1_ptr, a2_1_1_2_ptr); - graph.makeConnection(a2_1_1_2_ptr, a2_1_2_ptr); - graph.makeConnection(a2_1_1_ptr, a2_1_2_ptr); - graph.makeConnection(a2_1_2_ptr, a2_1_3_ptr); - graph.makeConnection(a2_1_3_ptr, a3_ptr); - graph.makeConnection(a2_ptr, a3_ptr); - graph.makeConnection(a3_ptr, a4_ptr); - graph.setOutput(a4_ptr, output); - + auto a2 = std::make_shared(1, 2); + auto a2_1 = std::make_shared("relu"); + auto a2_1_1 = std::make_shared("relu"); + auto a2_1_1_1 = std::make_shared("relu"); + auto a2_1_1_2 = std::make_shared("relu"); + auto a2_1_2 = std::make_shared(BinaryOpLayer::Operation::kMul); + auto a2_1_3 = std::make_shared("relu"); + auto a3 = std::make_shared(BinaryOpLayer::Operation::kAdd); + auto a4 = std::make_shared("relu"); + + graph.setInput(a2, input); + graph.makeConnection(a2, a2_1); + graph.makeConnection(a2_1, a2_1_1); + graph.makeConnection(a2_1_1, a2_1_1_1); + graph.makeConnection(a2_1_1_1, a2_1_1_2); + graph.makeConnection(a2_1_1_2, a2_1_2); + graph.makeConnection(a2_1_1, a2_1_2); + graph.makeConnection(a2_1_2, a2_1_3); + graph.makeConnection(a2_1_3, a3); + graph.makeConnection(a2, a3); + graph.makeConnection(a3, a4); + graph.setOutput(a4, output); graph.inference(); std::vector tmp = *output.as(); std::vector res(4, 12); @@ -266,7 +218,7 @@ TEST(bfs, check_struct_graph_resnet2) { } TEST(bfs, check_struct_graph_google1) { - Graph graph; + Graph graph(151); Shape sh1({1, 2, 2, 2}); std::vector vec; vec.reserve(8); @@ -276,37 +228,27 @@ TEST(bfs, check_struct_graph_google1) { Tensor input = make_tensor(vec, sh1); Tensor output = make_tensor(vec, sh1); - auto a2 = std::make_unique("relu"); - auto a2_1 = std::make_unique("relu"); - auto a2_2 = std::make_unique("relu"); - auto a2_3 = std::make_unique("relu"); - auto a2_4 = std::make_unique("relu"); - auto a2_2_1 = std::make_unique("linear", 2.0F, 3.0F); - auto a2_3_1 = std::make_unique("linear", 2.0F, 3.0F); - auto a3 = std::make_unique(0); - - Layer* a2_ptr = a2.get(); - Layer* a2_1_ptr = a2_1.get(); - Layer* a2_2_ptr = a2_2.get(); - Layer* a2_3_ptr = a2_3.get(); - Layer* a2_4_ptr = a2_4.get(); - Layer* a2_2_1_ptr = a2_2_1.get(); - Layer* a2_3_1_ptr = a2_3_1.get(); - Layer* a3_ptr = a3.get(); - - graph.setInput(a2_ptr, input); - graph.makeConnection(a2_ptr, a2_1_ptr); - graph.makeConnection(a2_ptr, a2_2_ptr); - graph.makeConnection(a2_ptr, a2_3_ptr); - graph.makeConnection(a2_ptr, a2_4_ptr); - graph.makeConnection(a2_2_ptr, a2_2_1_ptr); - graph.makeConnection(a2_3_ptr, a2_3_1_ptr); - graph.makeConnection(a2_4_ptr, a3_ptr); - graph.makeConnection(a2_3_1_ptr, a3_ptr); - graph.makeConnection(a2_2_1_ptr, a3_ptr); - graph.makeConnection(a2_1_ptr, a3_ptr); - graph.setOutput(a3_ptr, output); - + auto a2 = std::make_shared("relu"); + auto a2_1 = std::make_shared("relu"); + auto a2_2 = std::make_shared("relu"); + auto a2_3 = std::make_shared("relu"); + auto a2_4 = std::make_shared("relu"); + auto a2_2_1 = std::make_shared("linear", 2.0F, 3.0F); + auto a2_3_1 = std::make_shared("linear", 2.0F, 3.0F); + auto a3 = std::make_shared(0); + + graph.setInput(a2, input); + graph.makeConnection(a2, a2_1); + graph.makeConnection(a2, a2_2); + graph.makeConnection(a2, a2_3); + graph.makeConnection(a2, a2_4); + graph.makeConnection(a2_2, a2_2_1); + graph.makeConnection(a2_3, a2_3_1); + graph.makeConnection(a2_4, a3); + graph.makeConnection(a2_3_1, a3); + graph.makeConnection(a2_2_1, a3); + graph.makeConnection(a2_1, a3); + graph.setOutput(a3, output); graph.inference(); std::vector tmp = *output.as(); std::vector res(32, 3); @@ -317,7 +259,7 @@ TEST(bfs, check_struct_graph_google1) { } TEST(bfs, check_result_vec) { - Graph graph; + Graph graph(5); Shape sh1({1, 5, 5, 3}); std::vector vec; vec.reserve(75); @@ -327,23 +269,18 @@ TEST(bfs, check_result_vec) { Tensor input = make_tensor(vec, sh1); Tensor output = make_tensor(vec, sh1); - auto a1 = std::make_unique(kNhwc, kNchw, 1, 2); - auto a3 = std::make_unique(kNhwc, kNhwc, 1, 1); + auto a1 = std::make_shared(kNhwc, kNchw, 1, 2); + auto a3 = std::make_shared(kNhwc, kNhwc, 1, 1); std::vector kernelvec = {1, 1, 1, 1, 1, 1, 1, 1, 1}; Shape sh2({3, 3}); Tensor kernel = make_tensor(kernelvec, sh2); - auto a2 = std::make_unique(1, 0, 1, kernel); - auto a4 = std::make_unique(1, 0, 1, kernel); - - Layer* a1_ptr = a1.get(); - Layer* a2_ptr = a2.get(); - Layer* a4_ptr = a4.get(); - - graph.setInput(a1_ptr, input); - graph.makeConnection(a1_ptr, a2_ptr); - graph.makeConnection(a2_ptr, a4_ptr); - graph.setOutput(a4_ptr, output); + auto a2 = std::make_shared(1, 0, 1, kernel); + auto a4 = std::make_shared(1, 0, 1, kernel); + graph.setInput(a1, input); + graph.makeConnection(a1, a2); + graph.makeConnection(a2, a4); + graph.setOutput(a4, output); graph.inference(); std::vector tmp = *output.as(); std::vector res = {81, 81, 81}; @@ -394,9 +331,8 @@ TEST(bfs, check_result_vec) { #endif ASSERT_EQ(tmp, res); } - TEST(bfs, check_end_to_end) { - Graph graph; + Graph graph(6); Shape sh1({1, 5, 5, 3}); std::vector vec; vec.reserve(75); @@ -406,7 +342,7 @@ TEST(bfs, check_end_to_end) { Tensor input = make_tensor(vec, sh1); Tensor output = make_tensor(vec, sh1); - auto a1 = std::make_unique(kNhwc, kNchw, 1, 2); + auto a1 = std::make_shared(kNhwc, kNchw, 1, 2); std::vector kernelvec; kernelvec.reserve(3 * 3 * 3 * 3); for (int i = 0; i < 81; ++i) { @@ -414,26 +350,19 @@ TEST(bfs, check_end_to_end) { } Shape sh2({3, 3, 3, 3}); Tensor kernel = make_tensor(kernelvec, sh2); - auto a2 = std::make_unique(1, 0, 1, kernel); + auto a2 = std::make_shared(1, 0, 1, kernel); Shape poolshape = {2, 2}; - auto a3 = std::make_unique("linear", 2.0F, 3.0F); - auto a4 = std::make_unique(poolshape, "average"); - auto a6 = std::make_unique(); - auto a5 = std::make_unique(); - - Layer* a1_ptr = a1.get(); - Layer* a2_ptr = a2.get(); - Layer* a3_ptr = a3.get(); - Layer* a4_ptr = a4.get(); - Layer* a5_ptr = a5.get(); - - graph.setInput(a1_ptr, input); - graph.makeConnection(a1_ptr, a2_ptr); - graph.makeConnection(a2_ptr, a3_ptr); - graph.makeConnection(a3_ptr, a4_ptr); - graph.makeConnection(a4_ptr, a5_ptr); - graph.setOutput(a5_ptr, output); - + auto a3 = std::make_shared("linear", 2.0F, 3.0F); + auto a4 = std::make_shared(poolshape, "average"); + auto a6 = std::make_shared(); + auto a5 = std::make_shared(); + + graph.setInput(a1, input); + graph.makeConnection(a1, a2); + graph.makeConnection(a2, a3); + graph.makeConnection(a3, a4); + graph.makeConnection(a4, a5); + graph.setOutput(a5, output); graph.inference(); std::vector tmp = *output.as(); @@ -444,7 +373,7 @@ TEST(bfs, check_end_to_end) { } TEST(bfs, check_struct_layer) { - Graph graph; + Graph graph(5); Shape sh1({1, 5, 5, 3}); std::vector vec; vec.reserve(75); @@ -454,22 +383,17 @@ TEST(bfs, check_struct_layer) { Tensor input = make_tensor(vec, sh1); Tensor output = make_tensor(vec, sh1); - auto a1 = std::make_unique(kNhwc, kNchw, 1, 2); + auto a1 = std::make_shared(kNhwc, kNchw, 1, 2); std::vector kernelvec = {1, 1, 1, 1, 1, 1, 1, 1, 1}; Shape sh2({3, 3}); Tensor kernel = make_tensor(kernelvec, sh2); - auto a2 = std::make_unique(1, 0, 1, kernel); - auto a3 = std::make_unique(1, 0, 1, kernel); - - Layer* a1_ptr = a1.get(); - Layer* a2_ptr = a2.get(); - Layer* a3_ptr = a3.get(); - - graph.setInput(a1_ptr, input); - graph.makeConnection(a1_ptr, a2_ptr); - graph.makeConnection(a2_ptr, a3_ptr); - graph.setOutput(a3_ptr, output); + auto a2 = std::make_shared(1, 0, 1, kernel); + auto a3 = std::make_shared(1, 0, 1, kernel); + graph.setInput(a1, input); + graph.makeConnection(a1, a2); + graph.makeConnection(a2, a3); + graph.setOutput(a3, output); graph.inference(); std::vector tmp = *output.as(); std::vector res = {81, 81, 81}; @@ -477,7 +401,7 @@ TEST(bfs, check_struct_layer) { } TEST(bfs, check_struct_layer_added) { - Graph graph; + Graph graph(5); Shape sh1({1, 5, 5, 3}); std::vector vec; vec.reserve(75); @@ -487,34 +411,20 @@ TEST(bfs, check_struct_layer_added) { Tensor input = make_tensor(vec, sh1); Tensor output = make_tensor(vec, sh1); - auto a1 = std::make_unique(kNhwc, kNchw, 1, 2); + auto a1 = std::make_shared(kNhwc, kNchw, 1, 2); std::vector kernelvec = {1, 1, 1, 1, 1, 1, 1, 1, 1}; Shape sh2({3, 3}); Tensor kernel = make_tensor(kernelvec, sh2); -<<<<<<< HEAD auto a2 = std::make_shared(1, 0, 1, kernel); auto a3 = std::make_shared(1, 0, 1, kernel); auto a4 = std::make_shared("linear", 2.0F, 3.0F); a2->postops.layers.push_back(a4); -======= - auto a2 = std::make_unique(1, 0, 1, kernel); - auto a3 = std::make_unique(1, 0, 1, kernel); - auto a4 = std::make_unique("linear", 2.0F, 3.0F); - - Layer* a1_ptr = a1.get(); - Layer* a2_ptr = a2.get(); - Layer* a3_ptr = a3.get(); - Layer* a4_ptr = a4.get(); - - a2->postops.layers.push_back(a4_ptr); ->>>>>>> 752c27330c6d8a8bccefe8f778fcc1e8999e289e a2->postops.count++; - graph.setInput(a1_ptr, input); - graph.makeConnection(a1_ptr, a2_ptr); - graph.makeConnection(a2_ptr, a3_ptr); - graph.setOutput(a3_ptr, output); - + graph.setInput(a1, input); + graph.makeConnection(a1, a2); + graph.makeConnection(a2, a3); + graph.setOutput(a3, output); graph.inference(); std::vector tmp = *output.as(); std::vector res = {189, 189, 189}; @@ -534,76 +444,56 @@ FLAKY_TEST(bfs, check_struct_graph_split) { Tensor input = make_tensor(vec, sh1); Tensor output = make_tensor(vec, sh1); - auto a1 = std::make_unique(kNhwc, kNchw, 1, 2); + auto a1 = std::make_shared(kNhwc, kNchw, 1, 2); std::vector kernelvec = {1, 1, 1, 1, 1, 1, 1, 1, 1}; Shape sh2({3, 3}); Tensor kernel = make_tensor(kernelvec, sh2); - auto a2 = std::make_unique(1, 0, 1, kernel); - auto a3_1 = std::make_unique(1, 0, 1, kernel); - auto a3_1_1 = std::make_unique("relu"); - auto a3_2 = std::make_unique(1, 0, 1, kernel); - auto a3_2_1 = std::make_unique("relu"); - auto a4 = std::make_unique(0); - auto a5 = std::make_unique("relu"); - auto a6_1 = std::make_unique("relu"); - auto a6_2 = std::make_unique("relu"); - auto a7 = std::make_unique(0); - auto a8 = std::make_unique(1, 3); - auto a9_1 = std::make_unique("relu"); - auto a9_2 = std::make_unique("relu"); - auto a9_3 = std::make_unique("relu"); - auto a10 = std::make_unique(0); - auto a11_1 = std::make_unique("relu"); - auto a12 = std::make_unique(0); - - Layer* a1_ptr = a1.get(); - Layer* a2_ptr = a2.get(); - Layer* a3_1_ptr = a3_1.get(); - Layer* a3_1_1_ptr = a3_1_1.get(); - Layer* a3_2_ptr = a3_2.get(); - Layer* a3_2_1_ptr = a3_2_1.get(); - Layer* a4_ptr = a4.get(); - Layer* a5_ptr = a5.get(); - Layer* a6_1_ptr = a6_1.get(); - Layer* a6_2_ptr = a6_2.get(); - Layer* a7_ptr = a7.get(); - Layer* a8_ptr = a8.get(); - Layer* a9_1_ptr = a9_1.get(); - Layer* a9_2_ptr = a9_2.get(); - Layer* a9_3_ptr = a9_3.get(); - Layer* a10_ptr = a10.get(); - Layer* a11_1_ptr = a11_1.get(); - Layer* a12_ptr = a12.get(); - - graph.setInput(a1_ptr, input); - graph.makeConnection(a1_ptr, a2_ptr); - graph.makeConnection(a2_ptr, a3_1_ptr); - graph.makeConnection(a2_ptr, a3_2_ptr); - graph.makeConnection(a3_1_ptr, a3_1_1_ptr); - graph.makeConnection(a3_1_1_ptr, a4_ptr); - graph.makeConnection(a3_2_ptr, a3_2_1_ptr); - graph.makeConnection(a3_2_1_ptr, a4_ptr); - graph.makeConnection(a4_ptr, a5_ptr); - graph.makeConnection(a5_ptr, a7_ptr); - graph.makeConnection(a5_ptr, a6_1_ptr); - graph.makeConnection(a5_ptr, a6_2_ptr); - graph.makeConnection(a6_1_ptr, a7_ptr); - graph.makeConnection(a6_2_ptr, a7_ptr); - graph.makeConnection(a7_ptr, a8_ptr); - graph.makeConnection(a8_ptr, a9_1_ptr); - graph.makeConnection(a8_ptr, a9_2_ptr); - graph.makeConnection(a8_ptr, a9_3_ptr); - graph.makeConnection(a9_1_ptr, a10_ptr); - graph.makeConnection(a9_2_ptr, a10_ptr); - graph.makeConnection(a9_3_ptr, a10_ptr); - graph.makeConnection(a10_ptr, a11_1_ptr); - graph.makeConnection(a11_1_ptr, a12_ptr); - graph.makeConnection(a10_ptr, a12_ptr); - graph.setOutput(a12_ptr, output); - + auto a2 = std::make_shared(1, 0, 1, kernel); + auto a3_1 = std::make_shared(1, 0, 1, kernel); + auto a3_1_1 = std::make_shared("relu"); + auto a3_2 = std::make_shared(1, 0, 1, kernel); + auto a3_2_1 = std::make_shared("relu"); + auto a4 = std::make_shared(0); + auto a5 = std::make_shared("relu"); + auto a6_1 = std::make_shared("relu"); + auto a6_2 = std::make_shared("relu"); + auto a7 = std::make_shared(0); + auto a8 = std::make_shared(1, 3); + auto a9_1 = std::make_shared("relu"); + auto a9_2 = std::make_shared("relu"); + auto a9_3 = std::make_shared("relu"); + auto a10 = std::make_shared(0); + auto a11_1 = std::make_shared("relu"); + auto a12 = std::make_shared(0); + + graph.setInput(a1, input); + graph.makeConnection(a1, a2); + graph.makeConnection(a2, a3_1); + graph.makeConnection(a2, a3_2); + graph.makeConnection(a3_1, a3_1_1); + graph.makeConnection(a3_1_1, a4); + graph.makeConnection(a3_2, a3_2_1); + graph.makeConnection(a3_2_1, a4); + graph.makeConnection(a4, a5); + graph.makeConnection(a5, a7); + graph.makeConnection(a5, a6_1); + graph.makeConnection(a5, a6_2); + graph.makeConnection(a6_1, a7); + graph.makeConnection(a6_2, a7); + graph.makeConnection(a7, a8); + graph.makeConnection(a8, a9_1); + graph.makeConnection(a8, a9_2); + graph.makeConnection(a8, a9_3); + graph.makeConnection(a9_1, a10); + graph.makeConnection(a9_2, a10); + graph.makeConnection(a9_3, a10); + graph.makeConnection(a10, a11_1); + graph.makeConnection(a11_1, a12); + graph.makeConnection(a10, a12); + graph.setOutput(a12, output); graph.inference(); std::vector tmp = *output.as(); std::vector res(36, 81); ASSERT_EQ(tmp, res); } -FLAKY_END_TEST \ No newline at end of file +FLAKY_END_TEST diff --git a/test/single_layer/test_dropoutlayer.cpp b/test/single_layer/test_dropoutlayer.cpp index a5c4cb43..f8ce1cce 100644 --- a/test/single_layer/test_dropoutlayer.cpp +++ b/test/single_layer/test_dropoutlayer.cpp @@ -17,7 +17,7 @@ TEST(DropOutLayer, IncompatibleInput) { } TEST(DropOutLayer, dropoutlayer_int) { - DropOutLayer layer(1, true); + DropOutLayer layer(1); Shape sh({2, 2}); Tensor input = make_tensor({1, -1, 2, -2}, sh); Tensor output; @@ -47,7 +47,7 @@ TEST(DropOutLayer, dropoutlayer_float) { } TEST(DropOutLayer, dropoutlayer_float_50proc) { - DropOutLayer layer(0.5, true); + DropOutLayer layer(0.5); Shape sh({10, 10}); std::vector a(100, static_cast(0.01)); Tensor input = make_tensor(a, sh); @@ -60,7 +60,7 @@ TEST(DropOutLayer, dropoutlayer_float_50proc) { } TEST(DropOutLayer, dropoutlayer_float_30proc) { - DropOutLayer layer(0.3, true); + DropOutLayer layer(0.3); Shape sh({10, 10}); std::vector a(100, static_cast(0.01)); Tensor input = make_tensor(a, sh); @@ -73,7 +73,7 @@ TEST(DropOutLayer, dropoutlayer_float_30proc) { } TEST(DropOutLayer, dropoutlayer_float_70proc) { - DropOutLayer layer(0.7, true); + DropOutLayer layer(0.7); Shape sh({10, 10}); std::vector a(100, static_cast(0.01)); Tensor input = make_tensor(a, sh); diff --git a/test/single_layer/test_outputlayer.cpp b/test/single_layer/test_outputlayer.cpp index c86cbb0f..daf73839 100644 --- a/test/single_layer/test_outputlayer.cpp +++ b/test/single_layer/test_outputlayer.cpp @@ -1,6 +1,6 @@ +#include #include #include -#include #include #include "gtest/gtest.h" @@ -62,10 +62,8 @@ TEST(OutputLayer, can_get_topk_with_vector) { labels); std::vector input; // get random nums - std::mt19937 rng(42); - std::uniform_real_distribution dist01(0.0, 1.0); for (size_t i = 0; i < labels.size(); i++) { - input.push_back(dist01(rng)); + input.push_back(static_cast(std::rand()) / RAND_MAX); } ASSERT_NO_THROW(auto topk1 = top_k_vec(input, labels, k)); } @@ -77,10 +75,9 @@ TEST(OutputLayer, can_get_topk_with_layer_float) { labels); std::vector input; // get random nums - std::mt19937 rng2(42); - std::uniform_real_distribution dist01f(0.0F, 1.0F); for (size_t i = 0; i < labels.size(); i++) { - input.push_back(dist01f(rng2)); + input.push_back( + static_cast(static_cast(std::rand()) / RAND_MAX)); } Tensor input_tensor = make_tensor(input); OutputLayer layer(labels); @@ -94,11 +91,8 @@ TEST(OutputLayer, can_get_topk_with_layer_int) { labels); std::vector input; // get random nums - std::mt19937 rng3(42); - std::uniform_int_distribution dist_int(0, - std::numeric_limits::max()); for (size_t i = 0; i < labels.size(); i++) { - input.push_back(dist_int(rng3)); + input.push_back(std::rand()); } Tensor input_tensor = make_tensor(input); OutputLayer layer(labels); @@ -112,11 +106,8 @@ TEST(OutputLayer, topk_throws_when_not_1d_input) { labels); std::vector input; // get random nums - std::mt19937 rng4(42); - std::uniform_int_distribution dist_int2(0, - std::numeric_limits::max()); for (size_t i = 0; i < labels.size(); i++) { - input.push_back(dist_int2(rng4)); + input.push_back(std::rand()); } Tensor input_tensor = make_tensor(input, {5, 200}); OutputLayer layer(labels); @@ -130,11 +121,8 @@ TEST(OutputLayer, topk_throws_when_incorrect_input_size) { labels); std::vector input; // get random nums - std::mt19937 rng5(42); - std::uniform_int_distribution dist_int3(0, - std::numeric_limits::max()); for (size_t i = 0; i < 20; i++) { - input.push_back(dist_int3(rng5)); + input.push_back(std::rand()); } Tensor input_tensor = make_tensor(input); OutputLayer layer(labels); @@ -148,11 +136,8 @@ TEST(OutputLayer, topk_throws_when_too_big_k) { labels); std::vector input; // get random nums - std::mt19937 rng6(42); - std::uniform_int_distribution dist_int4(0, - std::numeric_limits::max()); for (size_t i = 0; i < labels.size(); i++) { - input.push_back(dist_int4(rng6)); + input.push_back(std::rand()); } Tensor input_tensor = make_tensor(input); OutputLayer layer(labels); diff --git a/test/single_layer/test_poolinglayer.cpp b/test/single_layer/test_poolinglayer.cpp index ff8ccc82..54a0ef59 100644 --- a/test/single_layer/test_poolinglayer.cpp +++ b/test/single_layer/test_poolinglayer.cpp @@ -1,5 +1,4 @@ -#include -#include +#include #include "gtest/gtest.h" #include "layers/PoolingLayer.hpp" @@ -366,10 +365,9 @@ TEST(poolinglayer, maxpool_onnx_example) { EXPECT_EQ(impl.get_output_shape(), expected_output_shape); std::vector input(input_shape.count()); - std::mt19937 rng(42); - std::uniform_real_distribution dist(0.0F, 10.0F); for (size_t i = 0; i < input.size(); i++) { - input[i] = dist(rng); + input[i] = + static_cast(rand()) / static_cast(RAND_MAX) * 10.0f; } std::vector output = impl.run(input); @@ -405,10 +403,9 @@ TEST(poolinglayer, maxpool_onnx_with_pooling_layer) { PoolingLayer layer(poolshape, strides, pads, dilations, ceil_mode, "max"); std::vector input(input_shape.count()); - std::mt19937 rng2(42); - std::uniform_real_distribution dist2(0.0F, 10.0F); for (size_t i = 0; i < input.size(); i++) { - input[i] = dist2(rng2); + input[i] = + static_cast(rand()) / static_cast(RAND_MAX) * 10.0f; } Tensor input_tensor = make_tensor(input, input_shape);