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[MLDeformer] Delete the Legacy vertex delta model.

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#preflight 62fe3e783752f9dd44239bb1

[CL 21441310 by john vanderburg in ue5-main branch]
This commit is contained in:
john vanderburg
2022-08-18 09:46:55 -04:00
parent fd9eafdc4b
commit bcfb0ca47f
25 changed files with 0 additions and 1848 deletions
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Engine/Build/Commit.gitdeps.xml
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@@ -70177,45 +70177,6 @@
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@@ -180897,7 +180823,6 @@
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@@ -182988,7 +182912,6 @@
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51
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/LegacyVertexDeltaModel.uplugin
View File

@@ -1,51 +0,0 @@
{
"FileVersion": 3,
"Version": 1,
"VersionName": "0.2",
"FriendlyName": "ML Deformer Legacy Vertex Delta Model",
"Description": "Legacy Vertex Delta Model for the ML Deformer Framework",
"Category": "Animation",
"CreatedBy": "Epic Games, Inc.",
"CreatedByURL": "http://epicgames.com",
"DocsURL": "https://docs.unrealengine.com/5.0/en-US/using-the-machine-learning-deformer-in-unreal-engine/",
"MarketplaceURL": "",
"SupportURL": "https://forums.unrealengine.com/",
"CanContainContent": true,
"IsBetaVersion": false,
"IsExperimentalVersion": true,
"Installed": false,
"Modules": [
{
"Name": "LegacyVertexDeltaModel",
"Type": "Runtime",
"LoadingPhase": "Default"
},
{
"Name": "LegacyVertexDeltaModelEditor",
"Type": "Editor",
"LoadingPhase": "Default"
}
],
"Plugins": [
{
"Name": "GeometryCache",
"Enabled": true
},
{
"Name": "NeuralNetworkInference",
"Enabled": true
},
{
"Name": "Optimus",
"Enabled": true
},
{
"Name": "PythonFoundationPackages",
"Enabled": true
},
{
"Name": "MLDeformerFramework",
"Enabled": true
}
]
}

25
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Shaders/Private/LegacyVertexDeltaModelDataInterface.ush
View File

@@ -1,25 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#include "/Plugin/ComputeFramework/Private/ComputeKernelCommon.ush"
uint DI_LOCAL(NumVertices);
uint DI_LOCAL(InputStreamStart);
float3 DI_LOCAL(VertexDeltaScale);
float3 DI_LOCAL(VertexDeltaMean);
float DI_LOCAL(Weight);
Buffer<float> DI_LOCAL(PositionDeltaBuffer);
Buffer<uint> DI_LOCAL(VertexMapBuffer);
DI_IMPL_READ(ReadNumVertices, uint, void)
{
return DI_LOCAL(NumVertices);
}
DI_IMPL_READ(ReadPositionDelta, float3, uint VertexIndex)
{
uint BufferIndex = DI_LOCAL(VertexMapBuffer)[VertexIndex + DI_LOCAL(InputStreamStart)] * 3;
float3 Delta = float3(DI_LOCAL(PositionDeltaBuffer)[BufferIndex], DI_LOCAL(PositionDeltaBuffer)[BufferIndex + 1], DI_LOCAL(PositionDeltaBuffer)[BufferIndex + 2]);
float3 FinalDelta = Delta * DI_LOCAL(VertexDeltaScale) + DI_LOCAL(VertexDeltaMean);
return FinalDelta * DI_LOCAL(Weight);
}

58
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModel/LegacyVertexDeltaModel.Build.cs
View File

@@ -1,58 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
using UnrealBuildTool;
public class LegacyVertexDeltaModel : ModuleRules
{
public LegacyVertexDeltaModel(ReadOnlyTargetRules Target) : base(Target)
{
PCHUsage = ModuleRules.PCHUsageMode.UseExplicitOrSharedPCHs;
PublicIncludePaths.AddRange(
new string[] {
// ... add public include paths required here ...
}
);
PrivateIncludePaths.AddRange(
new string[] {
// ... add other private include paths required here ...
}
);
PublicDependencyModuleNames.AddRange(
new string[]
{
"Core"
// ... add other public dependencies that you statically link with here ...
}
);
PrivateDependencyModuleNames.AddRange(
new string[]
{
"ComputeFramework",
"CoreUObject",
"Engine",
"GeometryCache",
"NeuralNetworkInference",
"OptimusCore",
"Projects",
"RenderCore",
"RHI",
"MLDeformerFramework"
}
);
DynamicallyLoadedModuleNames.AddRange(
new string[]
{
// ... add any modules that your module loads dynamically here ...
}
);
}
}

55
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModel/Private/LegacyVertexDeltaModel.cpp
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@@ -1,55 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#include "LegacyVertexDeltaModel.h"
#include "LegacyVertexDeltaModelVizSettings.h"
#include "MLDeformerGeomCacheHelpers.h"
#include "UObject/Object.h"
#define LOCTEXT_NAMESPACE "ULegacyVertexDeltaModel"
ULegacyVertexDeltaModel::ULegacyVertexDeltaModel(const FObjectInitializer& ObjectInitializer)
: Super(ObjectInitializer)
{
#if WITH_EDITORONLY_DATA
VizSettings = ObjectInitializer.CreateEditorOnlyDefaultSubobject<ULegacyVertexDeltaModelVizSettings>(this, TEXT("VizSettings"));
#endif
}
#if WITH_EDITOR
void ULegacyVertexDeltaModel::UpdateNumTargetMeshVertices()
{
NumTargetMeshVerts = UE::MLDeformer::ExtractNumImportedGeomCacheVertices(GeometryCache);
}
#endif // WITH_EDITOR
#if WITH_EDITORONLY_DATA
void ULegacyVertexDeltaModel::SampleGroundTruthPositions(float SampleTime, TArray<FVector3f>& OutPositions)
{
ULegacyVertexDeltaModelVizSettings* VertexVizSettings = Cast<ULegacyVertexDeltaModelVizSettings>(VizSettings);
check(VertexVizSettings);
UGeometryCache* GeomCache = VertexVizSettings->GetTestGroundTruth();
if (GeomCache == nullptr)
{
OutPositions.Reset();
return;
}
if (MeshMappings.IsEmpty())
{
TArray<FString> FailedImportedMeshnames;
TArray<FString> VertexMisMatchNames;
GenerateGeomCacheMeshMappings(SkeletalMesh, GeomCache, MeshMappings, FailedImportedMeshnames, VertexMisMatchNames);
}
UE::MLDeformer::SampleGeomCachePositions(
0,
SampleTime,
MeshMappings,
SkeletalMesh,
GeomCache,
AlignmentTransform,
OutPositions);
}
#endif
#undef LOCTEXT_NAMESPACE

54
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModel/Private/LegacyVertexDeltaModelDataInterface.cpp
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@@ -1,54 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#include "LegacyVertexDeltaModelDataInterface.h"
#include "LegacyVertexDeltaModel.h"
#include "MLDeformerModelInstance.h"
#include "MLDeformerAsset.h"
#include "MLDeformerComponent.h"
#include "Components/SkeletalMeshComponent.h"
#include "ComputeFramework/ComputeKernelPermutationSet.h"
#include "ComputeFramework/ShaderParamTypeDefinition.h"
#include "OptimusDataDomain.h"
#include "RenderGraphBuilder.h"
#include "RenderGraphUtils.h"
#include "RenderGraphResources.h"
#include "ShaderParameterMetadataBuilder.h"
#include "SkeletalRenderPublic.h"
BEGIN_SHADER_PARAMETER_STRUCT(FLegacyVertexDeltaModelDataInterfaceParameters,)
MLDEFORMER_SHADER_PARAMETERS()
SHADER_PARAMETER(FVector3f, VertexDeltaScale)
SHADER_PARAMETER(FVector3f, VertexDeltaMean)
END_SHADER_PARAMETER_STRUCT()
MLDEFORMER_GRAPH_IMPLEMENT_BASICS(
ULegacyVertexDeltaModelDataInterface,
ULegacyVertexDeltaModelDataProvider,
UE::LegacyVertexDeltaModel::FLegacyVertexDeltaModelDataProviderProxy,
FLegacyVertexDeltaModelDataInterfaceParameters,
TEXT("#include \"/Plugin/LegacyVertexDeltaModel/Private/LegacyVertexDeltaModelDataInterface.ush\"\n"),
TEXT("Legacy Vertex Delta Model"))
namespace UE::LegacyVertexDeltaModel
{
FLegacyVertexDeltaModelDataProviderProxy::FLegacyVertexDeltaModelDataProviderProxy(UMLDeformerComponent* DeformerComponent)
: UE::MLDeformer::FMLDeformerGraphDataProviderProxy(DeformerComponent)
{
const UMLDeformerModel* Model = DeformerComponent->GetDeformerAsset()->GetModel();
const ULegacyVertexDeltaModel* VertexDeltaModel = Cast<ULegacyVertexDeltaModel>(Model);
if (ensure(VertexDeltaModel))
{
VertexDeltaScale = static_cast<FVector3f>(VertexDeltaModel->GetVertexDeltaScale());
VertexDeltaMean = static_cast<FVector3f>(VertexDeltaModel->GetVertexDeltaMean());
}
}
void FLegacyVertexDeltaModelDataProviderProxy::GatherDispatchData(FDispatchSetup const& InDispatchSetup, FCollectedDispatchData& InOutDispatchData)
{
MLDEFORMER_GRAPH_DISPATCH_START(FLegacyVertexDeltaModelDataInterfaceParameters, InDispatchSetup, InOutDispatchData)
MLDEFORMER_GRAPH_DISPATCH_DEFAULT_PARAMETERS()
Parameters->VertexDeltaScale = VertexDeltaScale;
Parameters->VertexDeltaMean = VertexDeltaMean;
MLDEFORMER_GRAPH_DISPATCH_END()
}
} // namespace UE::LegacyVertexDeltaModel

25
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModel/Private/LegacyVertexDeltaModelModule.cpp
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@@ -1,25 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#include "LegacyVertexDeltaModelModule.h"
#include "Modules/ModuleManager.h"
#include "Interfaces/IPluginManager.h"
#include "Misc/Paths.h"
#include "ShaderCore.h"
LEGACYVERTEXDELTAMODEL_API DEFINE_LOG_CATEGORY(LogLegacyVertexDeltaModel)
#define LOCTEXT_NAMESPACE "LegacyVertexDeltaModelModule"
IMPLEMENT_MODULE(UE::LegacyVertexDeltaModel::FLegacyVertexDeltaModelModule, LegacyVertexDeltaModel)
namespace UE::LegacyVertexDeltaModel
{
void FLegacyVertexDeltaModelModule::StartupModule()
{
// Register an additional shader path for our shaders used inside the deformer graph system.
const FString PluginShaderDir = FPaths::Combine(IPluginManager::Get().FindPlugin(TEXT("LegacyVertexDeltaModel"))->GetBaseDir(), TEXT("Shaders"));
AddShaderSourceDirectoryMapping(TEXT("/Plugin/LegacyVertexDeltaModel"), PluginShaderDir);
}
} // namespace UE::LegacyVertexDeltaModel
#undef LOCTEXT_NAMESPACE

126
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModel/Private/Tests/LegacyVertexDeltaModelTest.cpp
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@@ -1,126 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#include "CoreMinimal.h"
#include "Misc/AutomationTest.h"
#if WITH_DEV_AUTOMATION_TESTS
#include "LegacyVertexDeltaModelModule.h"
#include "LegacyVertexDeltaModel.h"
#include "LegacyVertexDeltaModelVizSettings.h"
#include "MLDeformerAsset.h"
#include "MLDeformerComponent.h"
#include "MLDeformerModelInstance.h"
#include "MLDeformerGeomCacheHelpers.h"
#include "UObject/GCObjectScopeGuard.h"
#include "PreviewScene.h"
#include "Components/SkeletalMeshComponent.h"
#include "NeuralNetwork.h"
#include "GeometryCache.h"
#include "Engine/SkeletalMesh.h"
#include "Rendering/SkeletalMeshModel.h"
#include "Rendering/SkeletalMeshLODModel.h"
namespace UE::LegacyVertexDeltaModelTests
{
IMPLEMENT_SIMPLE_AUTOMATION_TEST(FLegacyVertexDeltaModelMainTest, "MLDeformer.LegacyVertexDeltaModel.MainTest", EAutomationTestFlags::ApplicationContextMask | EAutomationTestFlags::EngineFilter);
bool FLegacyVertexDeltaModelMainTest::RunTest(const FString& Parameters)
{
using namespace UE::MLDeformer;
using namespace UE::LegacyVertexDeltaModel;
UMLDeformerAsset* DeformerAsset = LoadObject<UMLDeformerAsset>(nullptr, TEXT("MLDeformerAsset'/LegacyVertexDeltaModel/Tests/Biceps/biceps_mld.biceps_mld'"));
UTEST_NOT_NULL(TEXT("MLDeformerAsset load"), DeformerAsset);
FGCObjectScopeGuard Guard(DeformerAsset);
ULegacyVertexDeltaModel* VertexDeltaModel = Cast<ULegacyVertexDeltaModel>(DeformerAsset->GetModel());
UTEST_NOT_NULL(TEXT("LegacyVertexDeltaModel load check"), VertexDeltaModel);
UNeuralNetwork* NeuralNet = VertexDeltaModel->GetNeuralNetwork();
UTEST_NOT_NULL(TEXT("Neuralnet check"), NeuralNet);
UMLDeformerInputInfo* InputInfo = VertexDeltaModel->GetInputInfo();
UTEST_NOT_NULL(TEXT("InputInfo check"), InputInfo);
const int64 NumInputInfoInputs = InputInfo->CalcNumNeuralNetInputs();
const int64 NumNetworkInputs = NeuralNet->GetInputTensor().Num();
UTEST_EQUAL(TEXT("InputInfo input count check"), NumInputInfoInputs, NumNetworkInputs);
const int32 NumInputBones = InputInfo->GetNumBones();
UTEST_EQUAL(TEXT("InputInfo bone count check"), NumInputBones, 1);
UTEST_EQUAL(TEXT("InputInfo bone name string check"), InputInfo->GetBoneNameStrings().Num(), 1);
UTEST_EQUAL(TEXT("InputInfo bone name string content check"), InputInfo->GetBoneNameString(0), FString("lowerarm_l"));
UTEST_EQUAL(TEXT("InputInfo bone names check"), InputInfo->GetBoneNames().Num(), 1);
UTEST_EQUAL(TEXT("InputInfo bone names content check"), InputInfo->GetBoneName(0), FName("lowerarm_l"));
UTEST_EQUAL(TEXT("InputInfo vertex count check"), InputInfo->GetNumBaseMeshVertices(), InputInfo->GetNumTargetMeshVertices());
const FVertexMapBuffer& VertexMapBuffer = VertexDeltaModel->GetVertexMapBuffer();
UTEST_TRUE(TEXT("VertexMapBuffer check"), VertexMapBuffer.IsInitialized());
#if WITH_EDITORONLY_DATA
USkeletalMesh* SkeletalMesh = VertexDeltaModel->GetSkeletalMesh();
UTEST_NOT_NULL(TEXT("SkeletalMesh check"), SkeletalMesh);
UTEST_TRUE(TEXT("Model vs Network compatible check"), VertexDeltaModel->GetInputInfo()->IsCompatible(SkeletalMesh));
UGeometryCache* GeomCache = VertexDeltaModel->GetGeometryCache();
UTEST_NOT_NULL(TEXT("GeomCache check"), GeomCache);
const FSkeletalMeshModel* ImportedModel = SkeletalMesh->GetImportedModel();
UTEST_NOT_NULL(TEXT("ImportedModel check"), ImportedModel);
const TArray<int32>& VertexMap = VertexDeltaModel->GetVertexMap();
UTEST_EQUAL(TEXT("VertexMap size check"), VertexMap.Num(), ImportedModel->LODModels[0].NumVertices);
const int32 NumBaseMeshVerts = UMLDeformerModel::ExtractNumImportedSkinnedVertices(SkeletalMesh);
const int32 NumGeomCacheVerts = ExtractNumImportedGeomCacheVertices(GeomCache);
UTEST_EQUAL(TEXT("VertexCount check"), NumBaseMeshVerts, NumGeomCacheVerts);
UTEST_EQUAL(TEXT("Model SkelMesh VertexCount check"), VertexDeltaModel->GetNumBaseMeshVerts(), NumBaseMeshVerts);
UTEST_EQUAL(TEXT("Model TargetMesh VertexCount check"), VertexDeltaModel->GetNumTargetMeshVerts(), NumGeomCacheVerts);
const int64 NumNetworkOutputs = NeuralNet->GetOutputTensor().Num();
const int64 ExpectedNetworkOutput = NumGeomCacheVerts * 3; // 3 floats per vertex.
UTEST_EQUAL(TEXT("NeuralNet output size check"), NumNetworkOutputs, ExpectedNetworkOutput);
UTEST_EQUAL(TEXT("Loss function check"), VertexDeltaModel->GetLossFunction(), ELegacyVertexDeltaModelLossFunction::L1);
UTEST_EQUAL(TEXT("Activation function check"), VertexDeltaModel->GetActivationFunction(), ELegacyVertexDeltaModelActivationFunction::LRelu);
UTEST_EQUAL(TEXT("Hidden Layers check"), VertexDeltaModel->GetNumHiddenLayers(), 2);
ULegacyVertexDeltaModelVizSettings* VizSettings = Cast<ULegacyVertexDeltaModelVizSettings>(VertexDeltaModel->GetVizSettings());
UTEST_NOT_NULL(TEXT("VizSettings check"), VizSettings);
// Create a preview scene and spawn an actor.
TUniquePtr<FPreviewScene> PreviewScene = MakeUnique<FPreviewScene>(FPreviewScene::ConstructionValues());
UWorld* World = PreviewScene->GetWorld();
UTEST_NOT_NULL(TEXT("World check"), World);
FActorSpawnParameters SpawnParams;
SpawnParams.Name = MakeUniqueObjectName(World, AActor::StaticClass(), FName(TEXT("ML Deformer Test Actor")));
AActor* Actor = World->SpawnActor<AActor>(SpawnParams);
Actor->SetFlags(RF_Transient);
UTEST_NOT_NULL(TEXT("Actor check"), Actor);
// Add a skeletal mesh component.
USkeletalMeshComponent* SkelMeshComponent = NewObject<USkeletalMeshComponent>(Actor);
SkelMeshComponent->SetSkeletalMesh(SkeletalMesh);
Actor->SetRootComponent(SkelMeshComponent);
SkelMeshComponent->RegisterComponent();
// Add an ML Deformer component and activate it.
UMLDeformerComponent* MLDeformerComponent = NewObject<UMLDeformerComponent>(Actor);
MLDeformerComponent->SetDeformerAsset(DeformerAsset);
MLDeformerComponent->RegisterComponent();
MLDeformerComponent->Activate();
UTEST_EQUAL(TEXT("MLDeformerComponent weight check"), MLDeformerComponent->GetWeight(), 1.0f);
UTEST_TRUE(TEXT("MLDeformerComponent SkelMeshComponent check"), MLDeformerComponent->GetSkeletalMeshComponent() == SkelMeshComponent);
// Create and init the model instance.
UMLDeformerModelInstance* ModelInstance = MLDeformerComponent->GetModelInstance();
UTEST_NOT_NULL(TEXT("CreateModelInstance check"), ModelInstance);
UTEST_TRUE(TEXT("ModelInstance GetModel check"), ModelInstance->GetModel() == VertexDeltaModel);
UTEST_TRUE(TEXT("ModelInstance compatible check"), ModelInstance->IsCompatible());
#endif // WITH_EDITORONLY_DATA
return true;
}
} // namespace UE::LegacyVertexDeltaModelTests
#endif // #if WITH_DEV_AUTOMATION_TESTS

139
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModel/Public/LegacyVertexDeltaModel.h
View File

@@ -1,139 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#pragma once
#include "CoreMinimal.h"
#include "MLDeformerModel.h"
#include "MLDeformerVizSettings.h"
#include "MLDeformerInputInfo.h"
#include "MLDeformerGeomCacheHelpers.h"
#include "UObject/Object.h"
#include "LegacyVertexDeltaModel.generated.h"
class USkeletalMesh;
class UGeometryCache;
class UAnimSequence;
class UNeuralNetwork;
class UMLDeformerAsset;
class USkeleton;
class IPropertyHandle;
/** The activation function to use during the ML Deformer training process. */
UENUM()
enum class ELegacyVertexDeltaModelActivationFunction : uint8
{
Relu,
LRelu,
Tanh
};
/** The loss function to use during the ML Deformer training process. */
UENUM()
enum class ELegacyVertexDeltaModelLossFunction : uint8
{
L1,
MSE,
Shrinkage
};
UCLASS()
class LEGACYVERTEXDELTAMODEL_API ULegacyVertexDeltaModel
: public UMLDeformerModel
{
GENERATED_BODY()
public:
ULegacyVertexDeltaModel(const FObjectInitializer& ObjectInitializer);
// UMLDeformerModel overrides.
virtual FString GetDisplayName() const override { return "Legacy Vertex Delta Model"; }
#if WITH_EDITORONLY_DATA
virtual bool HasTrainingGroundTruth() const override { return (GeometryCache.Get() != nullptr); }
virtual void SampleGroundTruthPositions(float SampleTime, TArray<FVector3f>& OutPositions) override;
#endif
#if WITH_EDITOR
virtual void UpdateNumTargetMeshVertices();
#endif
// ~END UMLDeformerModel overrides.
const FVector& GetVertexDeltaMean() const { return VertexDeltaMean; }
const FVector& GetVertexDeltaScale() const { return VertexDeltaScale; }
#if WITH_EDITORONLY_DATA
const UGeometryCache* GetGeometryCache() const { return GeometryCache; }
UGeometryCache* GetGeometryCache() { return GeometryCache; }
ELegacyVertexDeltaModelLossFunction GetLossFunction() const { return LossFunction; }
ELegacyVertexDeltaModelActivationFunction GetActivationFunction() const { return ActivationFunction; }
int32 GetNumHiddenLayers() const { return NumHiddenLayers; }
int32 GetNumNeuronsPerLayer() const { return NumNeuronsPerLayer; }
int32 GetNumEpochs() const { return Epochs; }
int32 GetBatchSize() const { return BatchSize; }
float GetLearningRate() const { return LearningRate; }
float GetShrinkageSpeed() const { return ShrinkageSpeed; }
float GetShrinkageThrehsold() const { return ShrinkageThreshold; }
int32 GetMaxCacheSizeGB() const { return MaxCacheSizeGB; }
TArray<UE::MLDeformer::FMLDeformerGeomCacheMeshMapping>& GetGeomCacheMeshMappings() { return MeshMappings; }
const TArray<UE::MLDeformer::FMLDeformerGeomCacheMeshMapping>& GetGeomCacheMeshMappings() const { return MeshMappings; }
#endif
public:
/** The vertex delta mean. This is passed to the deformer shader to reconstruct the correct output deltas. */
UPROPERTY()
FVector VertexDeltaMean = FVector::ZeroVector;
/** The vertex delta scale. This is passed to the deformer shader to rescale the output deltas. */
UPROPERTY()
FVector VertexDeltaScale = FVector::OneVector;
#if WITH_EDITORONLY_DATA
TArray<UE::MLDeformer::FMLDeformerGeomCacheMeshMapping> MeshMappings;
/** The geometry cache that represents the complex mesh deformations. */
UPROPERTY(EditAnywhere, Category = "Target Mesh")
TObjectPtr<UGeometryCache> GeometryCache = nullptr;
/** The number of hidden layers that the neural network model will have.\nHigher numbers will slow down performance but can deal with more complex deformations. */
UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "Training Settings", meta = (ClampMin = "1", ClampMax = "10"))
int32 NumHiddenLayers = 2;
/** The number of units/neurons per hidden layer. Higher numbers will slow down performance but allow for more complex mesh deformations. */
UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "Training Settings", meta = (ClampMin = "1"))
int32 NumNeuronsPerLayer = 256;
/** The number of epochs to process without any decay. */
UPROPERTY(EditAnywhere, BlueprintReadWrite, Category = "Training Settings", meta = (ClampMin = "1"))
int32 Epochs = 20;
/** The number of frames per batch when training the model. */
UPROPERTY(EditAnywhere, BlueprintReadWrite, AdvancedDisplay, Category = "Training Settings", meta = (ClampMin = "1"))
int32 BatchSize = 128;
/** The learning rate used during the model training. */
UPROPERTY(EditAnywhere, BlueprintReadWrite, AdvancedDisplay, Category = "Training Settings", meta = (ClampMin = "0.000001", ClampMax = "1.0"))
float LearningRate = 0.00175f;
/** The activation function to use in the neural network. */
UPROPERTY(EditAnywhere, BlueprintReadWrite, AdvancedDisplay, Category = "Training Settings")
ELegacyVertexDeltaModelActivationFunction ActivationFunction = ELegacyVertexDeltaModelActivationFunction::LRelu;
/** The loss function to use during model training. */
UPROPERTY(EditAnywhere, BlueprintReadWrite, AdvancedDisplay, Category = "Training Settings")
ELegacyVertexDeltaModelLossFunction LossFunction = ELegacyVertexDeltaModelLossFunction::L1;
/** Shrinkage speed. Only if the shrinkage loss is used. */
UPROPERTY(EditAnywhere, BlueprintReadWrite, AdvancedDisplay, Category = "Training Settings", meta = (ClampMin = "1.0", ClampMax = "1000.0"))
float ShrinkageSpeed = 10.0f;
/** Shrinkage threshold. Only if the shrinkage loss is used. */
UPROPERTY(EditAnywhere, BlueprintReadWrite, AdvancedDisplay, Category = "Training Settings", meta = (ClampMin = "0.0"))
float ShrinkageThreshold = 0.1f;
/**
* The maximum allowed size of the training cache in memory, in gigabytes.
* So a value of 4 would use a maximum of four gigabyte of system memory.
* The larger the cache size the faster the training.
*/
UPROPERTY(EditAnywhere, BlueprintReadWrite, AdvancedDisplay, Category = "Training Settings", DisplayName = "Max Cache Size", meta = (ClampMin = "0", ForceUnits = "Gigabytes"))
int32 MaxCacheSizeGB = 4; // 4 Gigabyte
#endif // WITH_EDITORONLY_DATA
};

69
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModel/Public/LegacyVertexDeltaModelDataInterface.h
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@@ -1,69 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#pragma once
#include "CoreMinimal.h"
#include "MLDeformerGraphDataInterface.h"
#include "OptimusComputeDataInterface.h"
#include "ComputeFramework/ComputeDataProvider.h"
#include "LegacyVertexDeltaModelDataInterface.generated.h"
class FRDGBuffer;
class FRDGBufferSRV;
class FRHIShaderResourceView;
class FSkeletalMeshObject;
class UMLDeformerComponent;
class UNeuralNetwork;
class USkeletalMeshComponent;
class UMLDeformerModel;
/** Compute Framework Data Interface for MLDefomer data. */
UCLASS(Category = ComputeFramework)
class LEGACYVERTEXDELTAMODEL_API ULegacyVertexDeltaModelDataInterface
: public UMLDeformerGraphDataInterface
{
GENERATED_BODY()
public:
// UOptimusComputeDataInterface overrides.
virtual FString GetDisplayName() const override;
// ~END UOptimusComputeDataInterface overrides.
// UComputeDataInterface overrides.
virtual void GetShaderParameters(TCHAR const* UID, FShaderParametersMetadataBuilder& InOutBuilder, FShaderParametersMetadataAllocations& InOutAllocations) const override;
virtual void GetHLSL(FString& OutHLSL) const override;
virtual UComputeDataProvider* CreateDataProvider(TObjectPtr<UObject> InBinding, uint64 InInputMask, uint64 InOutputMask) const override;
// ~END UComputeDataInterface overrides.
};
/** Compute Framework Data Provider for MLDeformer data. */
UCLASS(BlueprintType, EditInlineNew, Category = ComputeFramework)
class LEGACYVERTEXDELTAMODEL_API ULegacyVertexDeltaModelDataProvider
: public UMLDeformerGraphDataProvider
{
GENERATED_BODY()
public:
// UComputeDataProvider overrides.
virtual FComputeDataProviderRenderProxy* GetRenderProxy() override;
// ~END UComputeDataProvider overrides.
};
namespace UE::LegacyVertexDeltaModel
{
/** Compute Framework Data Provider Proxy for MLDeformer data. */
class LEGACYVERTEXDELTAMODEL_API FLegacyVertexDeltaModelDataProviderProxy
: public UE::MLDeformer::FMLDeformerGraphDataProviderProxy
{
public:
FLegacyVertexDeltaModelDataProviderProxy(UMLDeformerComponent* DeformerComponent);
// FComputeDataProviderRenderProxy overrides.
virtual void GatherDispatchData(FDispatchSetup const& InDispatchSetup, FCollectedDispatchData& InOutDispatchData) override;
// ~END FComputeDataProviderRenderProxy overrides.
private:
FVector3f VertexDeltaScale = FVector3f(1.0f, 1.0f, 1.0f);
FVector3f VertexDeltaMean = FVector3f(0.0f, 0.0f, 0.0f);
};
} // namespace UE::LegacyVertexDeltaModel

20
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModel/Public/LegacyVertexDeltaModelModule.h
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@@ -1,20 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#pragma once
#include "CoreMinimal.h"
#include "Modules/ModuleManager.h"
LEGACYVERTEXDELTAMODEL_API DECLARE_LOG_CATEGORY_EXTERN(LogLegacyVertexDeltaModel, Log, All);
namespace UE::LegacyVertexDeltaModel
{
class LEGACYVERTEXDELTAMODEL_API FLegacyVertexDeltaModelModule
: public IModuleInterface
{
public:
// IModuleInterface overrides.
virtual void StartupModule() override;
// ~END IModuleInterface overrides.
};
} // namespace UE::LegacyVertexDeltaModel

31
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModel/Public/LegacyVertexDeltaModelVizSettings.h
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@@ -1,31 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#pragma once
#include "CoreMinimal.h"
#include "UObject/Object.h"
#include "MLDeformerVizSettings.h"
#include "LegacyVertexDeltaModelVizSettings.generated.h"
class UGeometryCache;
/**
* The vizualization settings specific to the the vertex delta model.
*/
UCLASS()
class LEGACYVERTEXDELTAMODEL_API ULegacyVertexDeltaModelVizSettings
: public UMLDeformerVizSettings
{
GENERATED_BODY()
public:
#if WITH_EDITORONLY_DATA
virtual bool HasTestGroundTruth() const override { return (GroundTruth.Get() != nullptr); }
UGeometryCache* GetTestGroundTruth() const { return GroundTruth; }
public:
/** The geometry cache that represents the ground truth of the test anim sequence. */
UPROPERTY(EditAnywhere, Category = "Test Assets")
TObjectPtr<UGeometryCache> GroundTruth = nullptr;
#endif // WITH_EDITORONLY_DATA
};

47
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModelEditor/LegacyVertexDeltaModelEditor.Build.cs
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@@ -1,47 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
using System.IO;
namespace UnrealBuildTool.Rules
{
public class LegacyVertexDeltaModelEditor : ModuleRules
{
public LegacyVertexDeltaModelEditor(ReadOnlyTargetRules Target) : base(Target)
{
PublicDependencyModuleNames.AddRange(
new string[]
{
"Core"
}
);
PrivateDependencyModuleNames.AddRange(
new string[]
{
"EditorFramework",
"UnrealEd",
"CoreUObject",
"Engine",
"Slate",
"SlateCore",
"EditorWidgets",
"EditorStyle",
"GeometryCache",
"MLDeformerFramework",
"MLDeformerFrameworkEditor",
"LegacyVertexDeltaModel",
"PropertyEditor",
"NeuralNetworkInference",
"ToolWidgets",
"ComputeFramework"
}
);
PrivateIncludePathModuleNames.AddRange(
new string[]
{
}
);
}
}
}

296
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModelEditor/Private/LegacyVertexDeltaEditorModel.cpp
View File

@@ -1,296 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#include "LegacyVertexDeltaEditorModel.h"
#include "LegacyVertexDeltaModel.h"
#include "LegacyVertexDeltaModelVizSettings.h"
#include "LegacyVertexDeltaTrainingModel.h"
#include "LegacyVertexDeltaEditorModelActor.h"
#include "MLDeformerEditorToolkit.h"
#include "MLDeformerEditorStyle.h"
#include "MLDeformerInputInfo.h"
#include "MLDeformerGeomCacheSampler.h"
#include "MLDeformerGeomCacheHelpers.h"
#include "GeometryCache.h"
#include "GeometryCacheComponent.h"
#include "Animation/DebugSkelMeshComponent.h"
#include "Rendering/SkeletalMeshModel.h"
#include "Rendering/SkeletalMeshLODModel.h"
#include "Engine/SkeletalMesh.h"
#define LOCTEXT_NAMESPACE "LegacyVertexDeltaEditorModel"
namespace UE::LegacyVertexDeltaModel
{
using namespace UE::MLDeformer;
FMLDeformerEditorModel* FLegacyVertexDeltaEditorModel::MakeInstance()
{
return new FLegacyVertexDeltaEditorModel();
}
void FLegacyVertexDeltaEditorModel::AddReferencedObjects(FReferenceCollector& Collector)
{
Collector.AddReferencedObject(EditorInputInfo);
}
FMLDeformerSampler* FLegacyVertexDeltaEditorModel::CreateSampler() const
{
FMLDeformerGeomCacheSampler* NewSampler = new FMLDeformerGeomCacheSampler();
NewSampler->OnGetGeometryCache().BindLambda([this] { return GetVertexDeltaModel()->GetGeometryCache(); });
return NewSampler;
}
void FLegacyVertexDeltaEditorModel::OnPostEditChangeProperty(FPropertyChangedEvent& PropertyChangedEvent)
{
const FProperty* Property = PropertyChangedEvent.Property;
if (Property == nullptr)
{
return;
}
HandleDefaultPropertyChanges(PropertyChangedEvent);
// When we change one of these properties below, restart animations etc.
if (Property->GetFName() == GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, GeometryCache) ||
Property->GetFName() == GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModelVizSettings, GroundTruth))
{
TriggerInputAssetChanged(true);
}
else
if (Property->GetFName() == GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, DeltaCutoffLength) ||
Property->GetFName() == GET_MEMBER_NAME_CHECKED(UMLDeformerModel, AlignmentTransform))
{
if (PropertyChangedEvent.ChangeType == EPropertyChangeType::ValueSet)
{
SetResamplingInputOutputsNeeded(true);
SampleDeltas();
}
}
}
void FLegacyVertexDeltaEditorModel::OnInputAssetsChanged()
{
// Update the skeletal mesh components of the training, test base, and ml deformed actor.
FMLDeformerEditorModel::OnInputAssetsChanged();
ULegacyVertexDeltaModelVizSettings* VizSettings = GetVertexDeltaModelVizSettings();
check(VizSettings);
const float TestAnimSpeed = VizSettings->GetAnimPlaySpeed();
UAnimSequence* TestAnimSequence = VizSettings->GetTestAnimSequence();
// Update the training geometry cache.
UGeometryCacheComponent* GeometryCacheComponent = FindVertexDeltaModelEditorActor(ActorID_Train_GroundTruth)->GetGeometryCacheComponent();
check(GeometryCacheComponent);
GeometryCacheComponent->SetGeometryCache(GetVertexDeltaModel()->GetGeometryCache());
GeometryCacheComponent->ResetAnimationTime();
GeometryCacheComponent->SetLooping(false);
GeometryCacheComponent->SetManualTick(true);
GeometryCacheComponent->SetPlaybackSpeed(TestAnimSpeed);
GeometryCacheComponent->Play();
// Update the test geometry cache (ground truth) component.
GeometryCacheComponent = FindVertexDeltaModelEditorActor(ActorID_Test_GroundTruth)->GetGeometryCacheComponent();
GeometryCacheComponent->SetGeometryCache(VizSettings->GetTestGroundTruth());
GeometryCacheComponent->ResetAnimationTime();
GeometryCacheComponent->SetLooping(true);
GeometryCacheComponent->SetManualTick(true);
GeometryCacheComponent->SetPlaybackSpeed(TestAnimSpeed);
GeometryCacheComponent->Play();
ULegacyVertexDeltaModel* VertexDeltaModel = GetVertexDeltaModel();
VertexDeltaModel->MeshMappings.Reset();
}
void FLegacyVertexDeltaEditorModel::CreateTrainingGroundTruthActor(UWorld* World)
{
UGeometryCache* GeomCache = GetVertexDeltaModel()->GetGeometryCache();
const FLinearColor LabelColor = FMLDeformerEditorStyle::Get().GetColor("MLDeformer.TargetMesh.LabelColor");
const FLinearColor WireframeColor = FMLDeformerEditorStyle::Get().GetColor("MLDeformer.TargetMesh.WireframeColor");
CreateGeomCacheActor(
World,
ActorID_Train_GroundTruth,
"Train GroundTruth",
GeomCache,
LabelColor,
WireframeColor,
LOCTEXT("TrainGroundTruthActorLabelText", "Target Mesh"),
true);
}
void FLegacyVertexDeltaEditorModel::CreateTestGroundTruthActor(UWorld* World)
{
UGeometryCache* GeomCache = GetVertexDeltaModelVizSettings()->GetTestGroundTruth();
const FLinearColor LabelColor = FMLDeformerEditorStyle::Get().GetColor("MLDeformer.GroundTruth.LabelColor");
const FLinearColor WireframeColor = FMLDeformerEditorStyle::Get().GetColor("MLDeformer.GroundTruth.WireframeColor");
CreateGeomCacheActor(
World,
ActorID_Test_GroundTruth,
"Test GroundTruth",
GeomCache,
LabelColor,
WireframeColor,
LOCTEXT("TestGroundTruthActorLabelText", "Ground Truth"),
false);
}
void FLegacyVertexDeltaEditorModel::CreateGeomCacheActor(UWorld* World, int32 ActorID, const FName& Name, UGeometryCache* GeomCache, FLinearColor LabelColor, FLinearColor WireframeColor, const FText& LabelText, bool bIsTrainingActor)
{
FActorSpawnParameters SpawnParams;
SpawnParams.Name = MakeUniqueObjectName(World, AActor::StaticClass(), Name);
AActor* Actor = World->SpawnActor<AActor>(SpawnParams);
Actor->SetFlags(RF_Transient);
// Create the Geometry Cache Component.
UGeometryCacheComponent* GeomCacheComponent = NewObject<UGeometryCacheComponent>(Actor);
GeomCacheComponent->SetGeometryCache(GeomCache);
GeomCacheComponent->RegisterComponent();
GeomCacheComponent->SetOverrideWireframeColor(true);
GeomCacheComponent->SetWireframeOverrideColor(WireframeColor);
GeomCacheComponent->MarkRenderStateDirty();
GeomCacheComponent->SetVisibility(false);
Actor->SetRootComponent(GeomCacheComponent);
// Create the editor actor.
FMLDeformerEditorActor::FConstructSettings Settings;
Settings.Actor = Actor;
Settings.TypeID = ActorID;
Settings.LabelColor = LabelColor;
Settings.LabelText = LabelText;
Settings.bIsTrainingActor = bIsTrainingActor;
FLegacyVertexDeltaEditorModelActor* EditorActor = static_cast<FLegacyVertexDeltaEditorModelActor*>(CreateEditorActor(Settings));
EditorActor->SetGeometryCacheComponent(GeomCacheComponent);
EditorActors.Add(EditorActor);
}
FMLDeformerEditorActor* FLegacyVertexDeltaEditorModel::CreateEditorActor(const FMLDeformerEditorActor::FConstructSettings& Settings) const
{
return new FLegacyVertexDeltaEditorModelActor(Settings);
}
FLegacyVertexDeltaEditorModelActor* FLegacyVertexDeltaEditorModel::FindVertexDeltaModelEditorActor(int32 TypeID) const
{
return static_cast<FLegacyVertexDeltaEditorModelActor*>(FindEditorActor(TypeID));
}
ULegacyVertexDeltaModelVizSettings* FLegacyVertexDeltaEditorModel::GetVertexDeltaModelVizSettings() const
{
return Cast<ULegacyVertexDeltaModelVizSettings>(GetVertexDeltaModel()->GetVizSettings());
}
double FLegacyVertexDeltaEditorModel::GetTrainingTimeAtFrame(int32 FrameNumber) const
{
const FLegacyVertexDeltaEditorModelActor* EditorActor = static_cast<FLegacyVertexDeltaEditorModelActor*>(GetTimelineEditorActor());
if (EditorActor && EditorActor->GetGeometryCacheComponent())
{
return EditorActor->GetGeometryCacheComponent()->GetTimeAtFrame(FrameNumber);
}
return 0.0;
}
int32 FLegacyVertexDeltaEditorModel::GetTrainingFrameAtTime(double TimeInSeconds) const
{
const FLegacyVertexDeltaEditorModelActor* EditorActor = static_cast<FLegacyVertexDeltaEditorModelActor*>(GetTimelineEditorActor());
if (EditorActor && EditorActor->GetGeometryCacheComponent())
{
return EditorActor->GetGeometryCacheComponent()->GetFrameAtTime(TimeInSeconds);
}
return 0;
}
int32 FLegacyVertexDeltaEditorModel::GetNumTrainingFrames() const
{
const UGeometryCache* GeometryCache = GetVertexDeltaModel()->GetGeometryCache();
if (GeometryCache == nullptr)
{
return 0;
}
const int32 StartFrame = GeometryCache->GetStartFrame();
const int32 EndFrame = GeometryCache->GetEndFrame();
return (EndFrame - StartFrame) + 1;
}
void FLegacyVertexDeltaEditorModel::UpdateIsReadyForTrainingState()
{
bIsReadyForTraining = false;
// Do some basic checks first, like if there is a skeletal mesh, ground truth, anim sequence, and if there are frames.
if (!IsEditorReadyForTrainingBasicChecks())
{
return;
}
// Now make sure the assets are compatible.
ULegacyVertexDeltaModel* VertexDeltaModel = GetVertexDeltaModel();
UGeometryCache* GeomCache = VertexDeltaModel->GetGeometryCache();
USkeletalMesh* SkeletalMesh = VertexDeltaModel->GetSkeletalMesh();
if (!GetGeomCacheErrorText(SkeletalMesh, GeomCache).IsEmpty())
{
return;
}
// Make sure every skeletal imported mesh has some geometry track.
const int32 NumGeomCacheTracks = GeomCache ? GeomCache->Tracks.Num() : 0;
int32 NumSkelMeshes = 0;
if (SkeletalMesh)
{
FSkeletalMeshModel* ImportedModel = SkeletalMesh->GetImportedModel();
if (ImportedModel)
{
NumSkelMeshes = ImportedModel->LODModels[0].ImportedMeshInfos.Num();
}
}
// Allow the special case where there is just one mesh and track.
if (NumGeomCacheTracks != 1 || NumSkelMeshes != 1)
{
if (!GetGeomCacheSampler()->GetFailedImportedMeshNames().IsEmpty())
{
return;
}
}
bIsReadyForTraining = true;
}
ETrainingResult FLegacyVertexDeltaEditorModel::Train()
{
return TrainModel<ULegacyVertexDeltaTrainingModel>(this);
}
void FLegacyVertexDeltaEditorModel::OnPreTraining()
{
// Make a backup of the normalization values, as they get overwritten when training.
// However, when we abort, we want to restore to the original values again.
// See OnTrainingAborted for when we restore the backup again.
VertexDeltaMeanBackup = GetVertexDeltaModel()->GetVertexDeltaMean();
VertexDeltaScaleBackup = GetVertexDeltaModel()->GetVertexDeltaScale();
}
void FLegacyVertexDeltaEditorModel::OnPostTraining(ETrainingResult TrainingResult, bool bUsePartiallyTrainedWhenAborted)
{
// Restore the vertex delta mean and scale, as we aborted, and they could have changed when training
// on a smaller subset of frames/samples. If we don't do this, the mesh will deform incorrectly.
if (TrainingResult == ETrainingResult::Aborted && !bUsePartiallyTrainedWhenAborted)
{
GetVertexDeltaModel()->VertexDeltaMean = VertexDeltaMeanBackup;
GetVertexDeltaModel()->VertexDeltaScale = VertexDeltaScaleBackup;
}
}
FString FLegacyVertexDeltaEditorModel::GetTrainedNetworkOnnxFile() const
{
return FString(FPaths::ProjectIntermediateDir() + TEXT("LegacyVertexDeltaModel/latest_net_G.onnx"));
}
FString FLegacyVertexDeltaEditorModel::GetDefaultDeformerGraphAssetPath() const
{
return FString(TEXT("/LegacyVertexDeltaModel/Deformers/DG_LegacyVertexDeltaModel.DG_LegacyVertexDeltaModel"));
}
FString FLegacyVertexDeltaEditorModel::GetHeatMapDeformerGraphPath() const
{
return FString(TEXT("/LegacyVertexDeltaModel/Deformers/DG_LegacyVertexDeltaModel_HeatMap.DG_LegacyVertexDeltaModel_HeatMap"));
}
} // namespace UE::LegacyVertexDeltaModel
#undef LOCTEXT_NAMESPACE

124
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModelEditor/Private/LegacyVertexDeltaEditorModelActor.cpp
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@@ -1,124 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#include "LegacyVertexDeltaEditorModelActor.h"
#include "GeometryCacheComponent.h"
#include "Animation/DebugSkelMeshComponent.h"
namespace UE::LegacyVertexDeltaModel
{
using namespace UE::MLDeformer;
FLegacyVertexDeltaEditorModelActor::FLegacyVertexDeltaEditorModelActor(const FConstructSettings& Settings)
: FMLDeformerEditorActor(Settings)
{
}
FLegacyVertexDeltaEditorModelActor::~FLegacyVertexDeltaEditorModelActor()
{
if (GeomCacheComponent)
{
Actor->RemoveOwnedComponent(GeomCacheComponent);
}
}
void FLegacyVertexDeltaEditorModelActor::SetVisibility(bool bIsVisible)
{
FMLDeformerEditorActor::SetVisibility(bIsVisible);
if (GeomCacheComponent && bIsVisible != GeomCacheComponent->IsVisible())
{
GeomCacheComponent->SetVisibility(bIsVisible, true);
}
}
bool FLegacyVertexDeltaEditorModelActor::IsVisible() const
{
if (SkeletalMeshComponent)
{
return SkeletalMeshComponent->IsVisible();
}
if (GeomCacheComponent)
{
return GeomCacheComponent->IsVisible();
}
return true;
}
void FLegacyVertexDeltaEditorModelActor::SetPlayPosition(float TimeInSeconds, bool bAutoPause)
{
if (SkeletalMeshComponent)
{
SkeletalMeshComponent->SetPosition(TimeInSeconds);
if (bAutoPause)
{
SkeletalMeshComponent->bPauseAnims = true;
}
}
if (GeomCacheComponent)
{
GeomCacheComponent->SetManualTick(true);
GeomCacheComponent->TickAtThisTime(TimeInSeconds, false, false, false);
}
}
float FLegacyVertexDeltaEditorModelActor::GetPlayPosition() const
{
if (SkeletalMeshComponent)
{
return SkeletalMeshComponent->GetPosition();
}
if (GeomCacheComponent)
{
return GeomCacheComponent->GetAnimationTime();
}
return 0.0f;
}
void FLegacyVertexDeltaEditorModelActor::SetPlaySpeed(float PlaySpeed)
{
if (SkeletalMeshComponent)
{
SkeletalMeshComponent->SetPlayRate(PlaySpeed);
}
if (GeomCacheComponent)
{
GeomCacheComponent->SetPlaybackSpeed(PlaySpeed);
}
}
void FLegacyVertexDeltaEditorModelActor::Pause(bool bPaused)
{
if (SkeletalMeshComponent)
{
SkeletalMeshComponent->bPauseAnims = bPaused;
}
if (GeomCacheComponent)
{
GeomCacheComponent->SetManualTick(bPaused);
}
}
FBox FLegacyVertexDeltaEditorModelActor::GetBoundingBox() const
{
if (SkeletalMeshComponent)
{
return SkeletalMeshComponent->Bounds.GetBox();
}
if (GeomCacheComponent)
{
return GeomCacheComponent->Bounds.GetBox();
}
FBox Box;
Box.Init();
return Box;
}
} // namespace UE::LegacyVertexDeltaModel

137
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModelEditor/Private/LegacyVertexDeltaModelDetails.cpp
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@@ -1,137 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#include "LegacyVertexDeltaModelDetails.h"
#include "LegacyVertexDeltaEditorModel.h"
#include "LegacyVertexDeltaModel.h"
#include "MLDeformerModule.h"
#include "MLDeformerAsset.h"
#include "MLDeformerModel.h"
#include "MLDeformerEditorModel.h"
#include "MLDeformerEditorModule.h"
#include "MLDeformerGeomCacheHelpers.h"
#include "NeuralNetwork.h"
#include "GeometryCache.h"
#include "GeometryCacheTrack.h"
#include "Animation/AnimSequence.h"
#include "Engine/SkeletalMesh.h"
#include "PropertyCustomizationHelpers.h"
#include "AssetRegistry/AssetData.h"
#include "Modules/ModuleManager.h"
#include "DetailLayoutBuilder.h"
#include "DetailCategoryBuilder.h"
#include "DetailWidgetRow.h"
#include "IDetailsView.h"
#include "IDetailGroup.h"
#include "Widgets/DeclarativeSyntaxSupport.h"
#include "Widgets/Layout/SBox.h"
#include "Widgets/Input/SButton.h"
#include "DetailLayoutBuilder.h"
#include "SWarningOrErrorBox.h"
#define LOCTEXT_NAMESPACE "LegacyVertexDeltaModelDetails"
namespace UE::LegacyVertexDeltaModel
{
using namespace UE::MLDeformer;
TSharedRef<IDetailCustomization> FLegacyVertexDeltaModelDetails::MakeInstance()
{
return MakeShareable(new FLegacyVertexDeltaModelDetails());
}
bool FLegacyVertexDeltaModelDetails::UpdateMemberPointers(const TArray<TWeakObjectPtr<UObject>>& Objects)
{
if (!FMLDeformerModelDetails::UpdateMemberPointers(Objects))
{
return false;
}
VertexModel = Cast<ULegacyVertexDeltaModel>(Model);
check(VertexModel);
VertexEditorModel = static_cast<FLegacyVertexDeltaEditorModel*>(EditorModel);
return (VertexModel != nullptr && VertexEditorModel != nullptr);
}
void FLegacyVertexDeltaModelDetails::CustomizeDetails(IDetailLayoutBuilder& DetailBuilder)
{
// Create all the detail categories and add the properties of the base class.
FMLDeformerModelDetails::CustomizeDetails(DetailBuilder);
// Training settings.
SettingsCategoryBuilder->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, NumHiddenLayers));
SettingsCategoryBuilder->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, NumNeuronsPerLayer));
SettingsCategoryBuilder->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, Epochs));
// Check whether shrinkage settings should be visible or not.
auto IsShrinkageVisible = [this]()
{
return (VertexModel->GetLossFunction() == ELegacyVertexDeltaModelLossFunction::Shrinkage) ? EVisibility::Visible : EVisibility::Collapsed;
};
// Advanced settings.
SettingsCategoryBuilder->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, BatchSize));
SettingsCategoryBuilder->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, LearningRate));
SettingsCategoryBuilder->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, ActivationFunction));
SettingsCategoryBuilder->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, LossFunction));
SettingsCategoryBuilder->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, ShrinkageSpeed))
.Visibility(TAttribute<EVisibility>::CreateLambda(IsShrinkageVisible));
SettingsCategoryBuilder->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, ShrinkageThreshold))
.Visibility(TAttribute<EVisibility>::CreateLambda(IsShrinkageVisible));
SettingsCategoryBuilder->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, MaxCacheSizeGB));
}
void FLegacyVertexDeltaModelDetails::AddAnimSequenceErrors()
{
const FText WarningText = GetGeomCacheAnimSequenceErrorText(VertexModel->GetGeometryCache(), Model->GetAnimSequence());
BaseMeshCategoryBuilder->AddCustomRow(FText::FromString("AnimSeqWarning"))
.Visibility(!WarningText.IsEmpty() ? EVisibility::Visible : EVisibility::Collapsed)
.WholeRowContent()
[
SNew(SBox)
.Padding(FMargin(0.0f, 4.0f))
[
SNew(SWarningOrErrorBox)
.MessageStyle(EMessageStyle::Warning)
.Message(WarningText)
]
];
}
void FLegacyVertexDeltaModelDetails::AddTargetMesh()
{
TargetMeshCategoryBuilder->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModel, GeometryCache));
const FText TargetMeshErrorText = GetGeomCacheErrorText(VertexModel->GetSkeletalMesh(), VertexModel->GetGeometryCache());
TargetMeshCategoryBuilder->AddCustomRow(FText::FromString("TargetMeshError"))
.Visibility(!TargetMeshErrorText.IsEmpty() ? EVisibility::Visible : EVisibility::Collapsed)
.WholeRowContent()
[
SNew(SBox)
.Padding(FMargin(0.0f, 4.0f))
[
SNew(SWarningOrErrorBox)
.MessageStyle(EMessageStyle::Error)
.Message(TargetMeshErrorText)
]
];
const FText ChangedErrorText = EditorModel->GetTargetAssetChangedErrorText();
TargetMeshCategoryBuilder->AddCustomRow(FText::FromString("TargetMeshChangedError"))
.Visibility(!ChangedErrorText.IsEmpty() ? EVisibility::Visible : EVisibility::Collapsed)
.WholeRowContent()
[
SNew(SBox)
.Padding(FMargin(0.0f, 4.0f))
[
SNew(SWarningOrErrorBox)
.MessageStyle(EMessageStyle::Error)
.Message(ChangedErrorText)
]
];
AddGeomCacheMeshMappingWarnings(TargetMeshCategoryBuilder, Model->GetSkeletalMesh(), VertexModel->GetGeometryCache());
}
} // namespace UE::LegacyVertexDeltaModel
#undef LOCTEXT_NAMESPACE

56
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModelEditor/Private/LegacyVertexDeltaModelEditorModule.cpp
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@@ -1,56 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#include "LegacyVertexDeltaModelEditorModule.h"
#include "MLDeformerEditorModule.h"
#include "LegacyVertexDeltaModelVizSettingsDetails.h"
#include "LegacyVertexDeltaModelDetails.h"
#include "LegacyVertexDeltaEditorModel.h"
#include "LegacyVertexDeltaModel.h"
#include "Modules/ModuleManager.h"
#include "EditorModeRegistry.h"
#define LOCTEXT_NAMESPACE "LegacyVertexDeltaModelEditorModule"
IMPLEMENT_MODULE(UE::LegacyVertexDeltaModel::FLegacyVertexDeltaModelEditorModule, LegacyVertexDeltaModelEditor)
namespace UE::LegacyVertexDeltaModel
{
using namespace UE::MLDeformer;
void FLegacyVertexDeltaModelEditorModule::StartupModule()
{
// Register object detail customizations.
FPropertyEditorModule& PropertyModule = FModuleManager::LoadModuleChecked<FPropertyEditorModule>("PropertyEditor");
PropertyModule.RegisterCustomClassLayout("LegacyVertexDeltaModelVizSettings", FOnGetDetailCustomizationInstance::CreateStatic(&FLegacyVertexDeltaModelVizSettingsDetails::MakeInstance));
PropertyModule.RegisterCustomClassLayout("LegacyVertexDeltaModel", FOnGetDetailCustomizationInstance::CreateStatic(&FLegacyVertexDeltaModelDetails::MakeInstance));
PropertyModule.NotifyCustomizationModuleChanged();
// Register our custom ML deformer model to the model registry in the ML Deformer Framework.
FMLDeformerEditorModule& EditorModule = FModuleManager::LoadModuleChecked<FMLDeformerEditorModule>("MLDeformerFrameworkEditor");
FMLDeformerEditorModelRegistry& ModelRegistry = EditorModule.GetModelRegistry();
ModelRegistry.RegisterEditorModel(ULegacyVertexDeltaModel::StaticClass(), FOnGetEditorModelInstance::CreateStatic(&FLegacyVertexDeltaEditorModel::MakeInstance), /*ModelPriority*/0);
}
void FLegacyVertexDeltaModelEditorModule::ShutdownModule()
{
// Unregister our ML Deformer model.
if (FModuleManager::Get().IsModuleLoaded(TEXT("MLDeformerFrameworkEditor")))
{
FMLDeformerEditorModule& EditorModule = FModuleManager::GetModuleChecked<FMLDeformerEditorModule>("MLDeformerFrameworkEditor");
FMLDeformerEditorModelRegistry& ModelRegistry = EditorModule.GetModelRegistry();
ModelRegistry.UnregisterEditorModel(ULegacyVertexDeltaModel::StaticClass());
}
// Unregister object detail customizations for this model.
if (FModuleManager::Get().IsModuleLoaded(TEXT("PropertyEditor")))
{
FPropertyEditorModule& PropertyModule = FModuleManager::GetModuleChecked<FPropertyEditorModule>(TEXT("PropertyEditor"));
PropertyModule.UnregisterCustomClassLayout(TEXT("LegacyVertexDeltaModelVizSettings"));
PropertyModule.UnregisterCustomClassLayout(TEXT("LegacyVertexDeltaModel"));
PropertyModule.NotifyCustomizationModuleChanged();
}
}
} // namespace UE::LegacyVertexDeltaModel
#undef LOCTEXT_NAMESPACE

90
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModelEditor/Private/LegacyVertexDeltaModelVizSettingsDetails.cpp
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@@ -1,90 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#include "LegacyVertexDeltaModelVizSettingsDetails.h"
#include "MLDeformerModule.h"
#include "MLDeformerModel.h"
#include "MLDeformerEditorModule.h"
#include "MLDeformerGeomCacheHelpers.h"
#include "LegacyVertexDeltaModel.h"
#include "LegacyVertexDeltaEditorModel.h"
#include "LegacyVertexDeltaModelVizSettings.h"
#include "DetailLayoutBuilder.h"
#include "DetailCategoryBuilder.h"
#include "DetailWidgetRow.h"
#include "IDetailsView.h"
#include "IDetailChildrenBuilder.h"
#include "IDetailGroup.h"
#include "Modules/ModuleManager.h"
#include "Layout/Margin.h"
#include "Widgets/Layout/SBorder.h"
#include "Widgets/Text/STextBlock.h"
#include "Widgets/Layout/SBox.h"
#include "PropertyCustomizationHelpers.h"
#include "AssetRegistry/AssetData.h"
#include "PropertyHandle.h"
#include "DetailLayoutBuilder.h"
#include "SWarningOrErrorBox.h"
#include "GeometryCache.h"
#include "Animation/AnimSequence.h"
#include "Animation/MeshDeformer.h"
#include "Engine/SkeletalMesh.h"
#define LOCTEXT_NAMESPACE "LegacyVertexDeltaModelVizSettingsDetails"
namespace UE::LegacyVertexDeltaModel
{
using namespace UE::MLDeformer;
TSharedRef<IDetailCustomization> FLegacyVertexDeltaModelVizSettingsDetails::MakeInstance()
{
return MakeShareable(new FLegacyVertexDeltaModelVizSettingsDetails());
}
bool FLegacyVertexDeltaModelVizSettingsDetails::UpdateMemberPointers(const TArray<TWeakObjectPtr<UObject>>& Objects)
{
if (!FMLDeformerVizSettingsDetails::UpdateMemberPointers(Objects))
{
return false;
}
VertexDeltaModel = Cast<ULegacyVertexDeltaModel>(Model);
VertexDeltaVizSettings = Cast<ULegacyVertexDeltaModelVizSettings>(VizSettings);
return (VertexDeltaModel != nullptr && VertexDeltaVizSettings != nullptr);
}
void FLegacyVertexDeltaModelVizSettingsDetails::AddGroundTruth()
{
TestAssetsCategory->AddProperty(GET_MEMBER_NAME_CHECKED(ULegacyVertexDeltaModelVizSettings, GroundTruth));
// Show an error when the test anim sequence duration doesn't match the one of the ground truth.
const FText AnimErrorText = GetGeomCacheAnimSequenceErrorText(VertexDeltaVizSettings->GetTestGroundTruth(), VizSettings->GetTestAnimSequence());
FDetailWidgetRow& GroundTruthAnimErrorRow = TestAssetsCategory->AddCustomRow(FText::FromString("GroundTruthAnimMismatchError"))
.Visibility(!AnimErrorText.IsEmpty() ? EVisibility::Visible : EVisibility::Collapsed)
.WholeRowContent()
[
SNew(SBox)
.Padding(FMargin(0.0f, 4.0f))
[
SNew(SWarningOrErrorBox)
.MessageStyle(EMessageStyle::Warning)
.Message(AnimErrorText)
]
];
const FText GeomErrorText = GetGeomCacheErrorText(Model->GetSkeletalMesh(), VertexDeltaVizSettings->GetTestGroundTruth());
FDetailWidgetRow& GroundTruthGeomErrorRow = TestAssetsCategory->AddCustomRow(FText::FromString("GroundTruthGeomMismatchError"))
.Visibility(!GeomErrorText.IsEmpty() ? EVisibility::Visible : EVisibility::Collapsed)
.WholeRowContent()
[
SNew(SBox)
.Padding(FMargin(0.0f, 4.0f))
[
SNew(SWarningOrErrorBox)
.MessageStyle(EMessageStyle::Warning)
.Message(GeomErrorText)
]
];
}
} //namespace UE::LegacyVertexDeltaModel
#undef LOCTEXT_NAMESPACE

117
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModelEditor/Private/LegacyVertexDeltaTrainingModel.cpp
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@@ -1,117 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#include "LegacyVertexDeltaTrainingModel.h"
#include "LegacyVertexDeltaModel.h"
#include "LegacyVertexDeltaEditorModel.h"
#include "MLDeformerEditorModel.h"
#include "Misc/ScopedSlowTask.h"
#include "Math/NumericLimits.h"
#define LOCTEXT_NAMESPACE "LegacyVertexDeltaTrainingModel"
ULegacyVertexDeltaModel* ULegacyVertexDeltaTrainingModel::GetVertexDeltaModel() const
{
return Cast<ULegacyVertexDeltaModel>(GetModel());
}
UE::LegacyVertexDeltaModel::FLegacyVertexDeltaEditorModel* ULegacyVertexDeltaTrainingModel::GetVertexDeltaEditorModel() const
{
return static_cast<UE::LegacyVertexDeltaModel::FLegacyVertexDeltaEditorModel*>(EditorModel);
}
void ULegacyVertexDeltaTrainingModel::UpdateVertexDeltaMeanAndScale(const TArray<float>& VertexDeltas, FVector& InOutMeanVertexDelta, FVector& InOutVertexDeltaScale, float& InOutCount)
{
// Calculate this frame's mean.
FVector MeanDelta = FVector::ZeroVector;
FVector MinDelta(TNumericLimits<float>::Max());
FVector MaxDelta(-TNumericLimits<float>::Max());
const int32 NumVertices = VertexDeltas.Num() / 3;
for (int32 VertexIndex = 0; VertexIndex < NumVertices; ++VertexIndex)
{
const int Offset = VertexIndex * 3;
const FVector Delta(VertexDeltas[Offset], VertexDeltas[Offset+1], VertexDeltas[Offset+2]);
MeanDelta += Delta;
MinDelta = MinDelta.ComponentMin(Delta);
MaxDelta = MaxDelta.ComponentMax(Delta);
}
const float ValidVertexCount = (float)NumVertices;
if (NumVertices > 0)
{
MeanDelta /= (float)NumVertices;
}
// Update global mean.
InOutCount += 1.0f;
FVector TempDiff = MeanDelta - (FVector)InOutMeanVertexDelta;
InOutMeanVertexDelta = InOutMeanVertexDelta + FVector(TempDiff / InOutCount);
// Update global scale.
TempDiff = MaxDelta - MinDelta;
InOutVertexDeltaScale = InOutVertexDeltaScale.ComponentMax(TempDiff.GetAbs());
}
bool ULegacyVertexDeltaTrainingModel::ComputeVertexDeltaStatistics(uint32 LODIndex)
{
using namespace UE::LegacyVertexDeltaModel;
FLegacyVertexDeltaEditorModel* VertexDeltaEditorModel = GetVertexDeltaEditorModel();
ULegacyVertexDeltaModel* VertexDeltaModel = VertexDeltaEditorModel->GetVertexDeltaModel();
if (!VertexDeltaEditorModel->GetResamplingInputOutputsNeeded())
{
return true;
}
FMLDeformerSampler* Sampler = VertexDeltaEditorModel->GetSampler();
Sampler->SetVertexDeltaSpace(EVertexDeltaSpace::PreSkinning);
// Show some dialog with progress.
const FText Title(LOCTEXT("PreprocessTrainingDataMessage", "Calculating data statistics"));
const uint32 AnimNumFrames = EditorModel->GetNumFramesForTraining();
FScopedSlowTask Task((float)AnimNumFrames, Title);
Task.MakeDialog(true);
// Get the base actor data.
FVector Mean = FVector::ZeroVector;
FVector Scale = FVector::OneVector;
float Count = 0.0f;
const int32 FrameCount = VertexDeltaEditorModel->GetNumFramesForTraining();
for (int32 FrameIndex = 0; FrameIndex < FrameCount; FrameIndex++)
{
// Calculate the deltas and update the mean and scale.
Sampler->Sample(FrameIndex);
UpdateVertexDeltaMeanAndScale(Sampler->GetVertexDeltas(), Mean, Scale, Count);
// Forward the progress bar and check if we want to cancel.
Task.EnterProgressFrame();
if (Task.ShouldCancel())
{
return false;
}
}
// Update the asset with calculated statistics.
VertexDeltaModel->VertexDeltaMean = Mean;
if (Count > 0.0f)
{
VertexDeltaModel->VertexDeltaScale = FVector::OneVector * Scale.GetMax();
VertexDeltaEditorModel->SetResamplingInputOutputsNeeded(true);
}
return true;
}
bool ULegacyVertexDeltaTrainingModel::ComputeDeltasStatistics()
{
const ULegacyVertexDeltaModel* VertexDeltaModel = GetVertexDeltaModel();
const float DeltaCutoffLength = VertexDeltaModel->GetDeltaCutoffLength();
if (ComputeVertexDeltaStatistics(0))
{
VertexDeltaMean = VertexDeltaModel->VertexDeltaMean;
VertexDeltaScale = VertexDeltaModel->VertexDeltaScale;
return true;
}
return false;
}
#undef LOCTEXT_NAMESPACE

69
Engine/Plugins/Experimental/MLDeformer/LegacyVertexDeltaModel/Source/LegacyVertexDeltaModelEditor/Public/LegacyVertexDeltaEditorModel.h
View File

@@ -1,69 +0,0 @@
// Copyright Epic Games, Inc. All Rights Reserved.
#pragma once
#include "CoreMinimal.h"
#include "MLDeformerEditorModel.h"
#include "MLDeformerGeomCacheSampler.h"
#include "LegacyVertexDeltaModel.h"
#include "MLDeformerEditorActor.h"
#include "UObject/GCObject.h"
class UMLDeformerAsset;
class USkeletalMesh;
class UGeometryCache;
class ULegacyVertexDeltaModel;
class ULegacyVertexDeltaModelVizSettings;
namespace UE::LegacyVertexDeltaModel
{
using namespace UE::MLDeformer;
class FLegacyVertexDeltaEditorModelActor;
class FLegacyVertexDeltaModelSampler;
class LEGACYVERTEXDELTAMODELEDITOR_API FLegacyVertexDeltaEditorModel
: public UE::MLDeformer::FMLDeformerEditorModel
{
public:
// We need to implement this static MakeInstance method.
static FMLDeformerEditorModel* MakeInstance();
// FGCObject overrides.
virtual void AddReferencedObjects(FReferenceCollector& Collector) override;
virtual FString GetReferencerName() const override { return TEXT("FLegacyVertexDeltaEditorModel"); }
// ~END FGCObject overrides.
// FMLDeformerEditorModel overrides.
virtual FMLDeformerEditorActor* CreateEditorActor(const FMLDeformerEditorActor::FConstructSettings& Settings) const override;
virtual FMLDeformerSampler* CreateSampler() const;
virtual void CreateTrainingGroundTruthActor(UWorld* World) override;
virtual void CreateTestGroundTruthActor(UWorld* World) override;
virtual void OnPreTraining() override;
virtual void OnPostTraining(ETrainingResult TrainingResult, bool bUsePartiallyTrainedWhenAborted) override;
virtual void OnInputAssetsChanged() override;
virtual int32 GetNumTrainingFrames() const override;
virtual double GetTrainingTimeAtFrame(int32 FrameNumber) const override;
virtual int32 GetTrainingFrameAtTime(double TimeInSeconds) const override;
virtual void UpdateIsReadyForTrainingState() override;
virtual ETrainingResult Train() override;
virtual FString GetDefaultDeformerGraphAssetPath() const override;
virtual FString GetHeatMapDeformerGraphPath() const override;
virtual FString GetTrainedNetworkOnnxFile() const override;
virtual void OnPostEditChangeProperty(FPropertyChangedEvent& PropertyChangedEvent) override;
// ~END FMLDeformerEditorModel overrides.
// Some helpers that cast to this model's variants of some classes.
ULegacyVertexDeltaModel* GetVertexDeltaModel() const { return Cast<ULegacyVertexDeltaModel>(Model); }
ULegacyVertexDeltaModelVizSettings* GetVertexDeltaModelVizSettings() const;
FLegacyVertexDeltaEditorModelActor* FindVertexDeltaModelEditorActor(int32 TypeID) const;
FMLDeformerGeomCacheSampler* GetGeomCacheSampler() const { return static_cast<FMLDeformerGeomCacheSampler*>(Sampler); }
protected:
void CreateGeomCacheActor(UWorld* World, int32 ActorID, const FName& Name, UGeometryCache* GeomCache, FLinearColor LabelColor, FLinearColor WireframeColor, const FText& LabelText, bool bIsTrainingActor);
protected:
FVector VertexDeltaMeanBackup = FVector::ZeroVector;
FVector VertexDeltaScaleBackup = FVector::OneVector;
};
} // namespace UE::LegacyVertexDeltaModel

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