Simplified GetDirectoryInfoCollection

This commit is contained in:
2022-08-14 10:42:28 -07:00
parent 0392de1920
commit b756859b61
12 changed files with 556 additions and 360 deletions

View File

@ -100,7 +100,7 @@ public class DlibDotNet
_Log.Information(propertyConfiguration.RootDirectory);
}
if (!configuration.SkipSearch.Value)
Search(propertyConfiguration, configuration.Reverse.Value, model, predictorModel, argZero, people);
Search(propertyConfiguration, configuration.Reverse.Value, model, predictorModel, argZero, people, isSilent);
if (_Exceptions.Count == 0 && _ArgZeroIsConfigurationRootDirectory)
{
long ticks = DateTime.Now.Ticks;
@ -305,7 +305,7 @@ public class DlibDotNet
throw new Exception("Input directory should be the source and not a resized directory!");
}
private void FullParallelForWork(PropertyLogic propertyLogic, string outputResolution, List<Tuple<string, DateTime>> sourceDirectoryChanges, List<FileHolder?> propertyFileHolderCollection, List<A_Property> propertyCollection, List<List<KeyValuePair<string, string>>> metadataCollections, List<Dictionary<string, int[]>> resizeKeyValuePairs, List<List<D_Face>> imageFaceCollections, string sourceDirectory, int index, Item item)
private void FullParallelForWork(PropertyLogic propertyLogic, string outputResolution, string bResultsFullGroupDirectory, string cResultsFullGroupDirectory, string dResultsFullGroupDirectory, string d2ResultsFullGroupDirectory, List<Tuple<string, DateTime>> sourceDirectoryChanges, List<FileHolder?> propertyFileHolderCollection, List<A_Property> propertyCollection, List<List<KeyValuePair<string, string>>> metadataCollections, List<Dictionary<string, int[]>> resizeKeyValuePairs, List<List<D_Face>> imageFaceCollections, string sourceDirectory, int index, Item item)
{
if (item.ImageFileHolder is null)
throw new NullReferenceException(nameof(item.ImageFileHolder));
@ -326,7 +326,13 @@ public class DlibDotNet
Dictionary<string, int[]> imageResizeKeyValuePairs;
List<Tuple<string, DateTime>> subFileTuples = new();
List<KeyValuePair<string, string>> metadataCollection;
if (item.Property is null)
if (item.Property is not null)
{
property = item.Property;
if ((item.Changed.HasValue && item.Changed.Value) || (item.Moved.HasValue && item.Moved.Value) || (item.Abandoned.HasValue && item.Abandoned.Value))
throw new NotImplementedException();
}
else
{
property = propertyLogic.GetProperty(item, subFileTuples, parseExceptions);
item.Update(property);
@ -336,34 +342,24 @@ public class DlibDotNet
sourceDirectoryChanges.Add(new Tuple<string, DateTime>(nameof(A_Property), (from l in subFileTuples select l.Item2).Max()));
}
}
else
{
property = item.Property;
if (item.Changed.HasValue && item.Changed.Value)
{
// lock (sourceDirectoryChanges)
// sourceDirectoryChanges.Add(new Tuple<string, DateTime>(nameof(A_Property), DateTime.Now));
throw new NotImplementedException();
}
}
(int metadataGroups, metadataCollection) = _Metadata.GetMetadataCollection(subFileTuples, parseExceptions, item);
(int metadataGroups, metadataCollection) = _Metadata.GetMetadataCollection(bResultsFullGroupDirectory, subFileTuples, parseExceptions, item);
if (_AppSettings.MaxDegreeOfParallelism.Value < 2)
ticks = LogDelta(ticks, nameof(B_Metadata.GetMetadataCollection));
FileHolder resizedFileHolder = new(Path.Combine(_Resize.AngleBracketCollection[0].Replace("<>", "()"), Path.GetFileName(item.ImageFileHolder.FullName)));
item.SetResizedFileHolder(resizedFileHolder);
imageResizeKeyValuePairs = _Resize.GetResizeKeyValuePairs(subFileTuples, parseExceptions, original, metadataCollection, property, item);
imageResizeKeyValuePairs = _Resize.GetResizeKeyValuePairs(cResultsFullGroupDirectory, subFileTuples, parseExceptions, original, metadataCollection, property, item);
if (_AppSettings.MaxDegreeOfParallelism.Value < 2)
ticks = LogDelta(ticks, nameof(C_Resize.GetResizeKeyValuePairs));
if (_Configuration.SaveResizedSubfiles.Value)
{
_Resize.SaveResizedSubfile(outputResolution, subFileTuples, item, original, property, imageResizeKeyValuePairs);
_Resize.SaveResizedSubfile(outputResolution, cResultsFullGroupDirectory, subFileTuples, item, original, property, imageResizeKeyValuePairs);
if (_AppSettings.MaxDegreeOfParallelism.Value < 2)
ticks = LogDelta(ticks, nameof(C_Resize.SaveResizedSubfile));
item.SetResizedFileHolder(FileHolder.Refresh(resizedFileHolder));
}
else if (outputResolution == _Configuration.OutputResolutions[0] && false)
{
byte[] bytes = _Resize.GetResizedBytes(outputResolution, subFileTuples, item, property, imageResizeKeyValuePairs);
byte[] bytes = _Resize.GetResizedBytes(outputResolution, cResultsFullGroupDirectory, subFileTuples, item, property, imageResizeKeyValuePairs);
if (_AppSettings.MaxDegreeOfParallelism.Value < 2)
ticks = LogDelta(ticks, nameof(C_Resize.GetResizedBytes));
string path = Path.Combine(resizedFileHolder.DirectoryName, resizedFileHolder.NameWithoutExtension);
@ -377,15 +373,15 @@ public class DlibDotNet
int outputResolutionWidth = outputResolutionCollection[0];
int outputResolutionHeight = outputResolutionCollection[1];
int outputResolutionOrientation = outputResolutionCollection[2];
faceCollection = _Faces.GetFaces(_Configuration.PropertyConfiguration, outputResolution, subFileTuples, parseExceptions, item, property, resizedFileHolder, outputResolutionWidth, outputResolutionHeight, outputResolutionOrientation);
faceCollection = _Faces.GetFaces(dResultsFullGroupDirectory, subFileTuples, parseExceptions, item, property, resizedFileHolder, outputResolutionWidth, outputResolutionHeight, outputResolutionOrientation);
if (_AppSettings.MaxDegreeOfParallelism.Value < 2)
ticks = LogDelta(ticks, nameof(D_Face.GetFaces));
_Faces.SaveFaces(_Configuration.PropertyConfiguration, subFileTuples, parseExceptions, item, faceCollection);
_Faces.SaveFaces(dResultsFullGroupDirectory, subFileTuples, parseExceptions, item, faceCollection);
if (_AppSettings.MaxDegreeOfParallelism.Value < 2)
ticks = LogDelta(ticks, nameof(D_Face.SaveFaces));
if (_Configuration.SaveFaceLandmarkForOutputResolutions.Contains(outputResolution))
{
_FaceLandmarks.SaveFaceLandmarkImages(subFileTuples, parseExceptions, item, faceCollection);
_FaceLandmarks.SaveFaceLandmarkImages(d2ResultsFullGroupDirectory, sourceDirectory, subFileTuples, parseExceptions, item, faceCollection);
if (_AppSettings.MaxDegreeOfParallelism.Value < 2)
ticks = LogDelta(ticks, nameof(D2_FaceLandmarks.SaveFaceLandmarkImages));
}
@ -401,7 +397,7 @@ public class DlibDotNet
}
}
private int FullParallelWork(long ticks, PropertyLogic propertyLogic, string outputResolution, List<Tuple<string, DateTime>> sourceDirectoryChanges, List<FileHolder?> propertyFileHolderCollection, List<A_Property> propertyCollection, List<List<KeyValuePair<string, string>>> metadataCollection, List<Dictionary<string, int[]>> resizeKeyValuePairs, List<List<D_Face>> faceCollections, int containersCount, Container container, Item[] filteredItems)
private int FullParallelWork(long ticks, PropertyLogic propertyLogic, string outputResolution, string bResultsFullGroupDirectory, string cResultsFullGroupDirectory, string dResultsFullGroupDirectory, string d2ResultsFullGroupDirectory, List<Tuple<string, DateTime>> sourceDirectoryChanges, List<FileHolder?> propertyFileHolderCollection, List<A_Property> propertyCollection, List<List<KeyValuePair<string, string>>> metadataCollection, List<Dictionary<string, int[]>> resizeKeyValuePairs, List<List<D_Face>> faceCollections, int containersCount, Container container, Item[] filteredItems)
{
int result = 0;
if (_Log is null)
@ -429,7 +425,7 @@ public class DlibDotNet
{
try
{
FullParallelForWork(propertyLogic, outputResolution, sourceDirectoryChanges, propertyFileHolderCollection, propertyCollection, metadataCollection, resizeKeyValuePairs, faceCollections, container.SourceDirectory, index: i, filteredItems[i]);
FullParallelForWork(propertyLogic, outputResolution, bResultsFullGroupDirectory, cResultsFullGroupDirectory, dResultsFullGroupDirectory, d2ResultsFullGroupDirectory, sourceDirectoryChanges, propertyFileHolderCollection, propertyCollection, metadataCollection, resizeKeyValuePairs, faceCollections, container.SourceDirectory, index: i, filteredItems[i]);
if (i == 0 || sourceDirectoryChanges.Any())
progressBar.Tick();
}
@ -442,6 +438,15 @@ public class DlibDotNet
}
});
}
#pragma warning disable
int[] ids = (from l in filteredItems where l.Property?.Id is not null select l.Property.Id.Value).ToArray();
#pragma warning restore
bool hasDuplicateId = ids.Length != ids.Distinct().Count();
if (hasDuplicateId)
{
if (hasDuplicateId)
{ }
}
return result;
}
@ -564,7 +569,7 @@ public class DlibDotNet
}
}
private void FullDoWork(Property.Models.Configuration configuration, Model? model, PredictorModel? predictorModel, string argZero, Dictionary<string, List<Person>> peopleCollection, PropertyLogic propertyLogic, List<Container> containers)
private void FullDoWork(Property.Models.Configuration configuration, Model? model, PredictorModel? predictorModel, string argZero, Dictionary<string, List<Person>> peopleCollection, PropertyLogic propertyLogic, List<Container> containers, bool isSilent)
{
if (_Log is null)
throw new NullReferenceException(nameof(_Log));
@ -573,6 +578,13 @@ public class DlibDotNet
int exceptionCount;
Item[] filteredItems;
long ticks = DateTime.Now.Ticks;
string aResultsFullGroupDirectory;
string bResultsFullGroupDirectory;
string cResultsFullGroupDirectory;
string dResultsFullGroupDirectory;
string eResultsFullGroupDirectory;
string zResultsFullGroupDirectory;
string d2ResultsFullGroupDirectory;
List<List<D_Face>> faceCollections = new();
List<A_Property> propertyCollection = new();
List<FileHolder?> propertyFileHolderCollection = new();
@ -585,6 +597,20 @@ public class DlibDotNet
{
_FileKeyValuePairs.Clear();
_FilePropertiesKeyValuePairs.Clear();
aResultsFullGroupDirectory = Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(
configuration, model, predictorModel, nameof(A_Property), outputResolution, includeResizeGroup: false, includeModel: false, includePredictorModel: false);
bResultsFullGroupDirectory = Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(
configuration, model, predictorModel, nameof(B_Metadata), outputResolution, includeResizeGroup: false, includeModel: false, includePredictorModel: false);
cResultsFullGroupDirectory = Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(
configuration, model, predictorModel, nameof(C_Resize), outputResolution, includeResizeGroup: true, includeModel: false, includePredictorModel: false);
d2ResultsFullGroupDirectory = Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(
configuration, model, predictorModel, nameof(D2_FaceLandmarks), outputResolution, includeResizeGroup: true, includeModel: true, includePredictorModel: true);
dResultsFullGroupDirectory = Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(
configuration, model, predictorModel, nameof(D_Face), outputResolution, includeResizeGroup: true, includeModel: true, includePredictorModel: true);
eResultsFullGroupDirectory = Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(
configuration, model, predictorModel, nameof(E_Distance), outputResolution, includeResizeGroup: true, includeModel: true, includePredictorModel: true);
zResultsFullGroupDirectory = Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(
configuration, model, predictorModel, $"Z_{nameof(Item)}", outputResolution, includeResizeGroup: true, includeModel: true, includePredictorModel: true);
foreach (Container container in containers)
{
if (!container.Items.Any())
@ -604,70 +630,32 @@ public class DlibDotNet
_Resize.AngleBracketCollection.Clear();
_Metadata.AngleBracketCollection.Clear();
propertyLogic.AngleBracketCollection.Clear();
_FaceLandmarks.AngleBracketCollection.Clear();
propertyLogic.AngleBracketCollection.AddRange(Property.Models.Stateless.IResult.GetDirectoryInfoCollection(configuration,
model,
predictorModel,
container.SourceDirectory,
nameof(A_Property),
outputResolution,
includeResizeGroup: false,
includeModel: false,
includePredictorModel: false,
contentDescription: string.Empty,
singletonDescription: "Properties for each image",
collectionDescription: string.Empty));
container.SourceDirectory,
aResultsFullGroupDirectory,
contentDescription: string.Empty,
singletonDescription: "Properties for each image",
collectionDescription: string.Empty));
_Metadata.AngleBracketCollection.AddRange(Property.Models.Stateless.IResult.GetDirectoryInfoCollection(configuration,
model,
predictorModel,
container.SourceDirectory,
nameof(B_Metadata),
outputResolution,
includeResizeGroup: false,
includeModel: false,
includePredictorModel: false,
contentDescription: string.Empty,
singletonDescription: "Metadata as key value pairs",
collectionDescription: string.Empty));
container.SourceDirectory,
bResultsFullGroupDirectory,
contentDescription: string.Empty,
singletonDescription: "Metadata as key value pairs",
collectionDescription: string.Empty));
_Resize.AngleBracketCollection.AddRange(Property.Models.Stateless.IResult.GetDirectoryInfoCollection(configuration,
model,
predictorModel,
container.SourceDirectory,
nameof(C_Resize),
outputResolution,
includeResizeGroup: true,
includeModel: false,
includePredictorModel: false,
contentDescription: "Resized image",
singletonDescription: "Resize dimensions for each resolution",
collectionDescription: string.Empty));
container.SourceDirectory,
cResultsFullGroupDirectory,
contentDescription: "Resized image",
singletonDescription: "Resize dimensions for each resolution",
collectionDescription: string.Empty));
if (_Configuration.LoadOrCreateThenSaveImageFacesResultsForOutputResolutions.Contains(outputResolution))
_Faces.AngleBracketCollection.AddRange(Property.Models.Stateless.IResult.GetDirectoryInfoCollection(configuration,
model,
predictorModel,
container.SourceDirectory,
nameof(D_Face),
outputResolution,
includeResizeGroup: true,
includeModel: true,
includePredictorModel: true,
contentDescription: "n png file(s) for each face found",
singletonDescription: string.Empty,
collectionDescription: "For each image a json file with all faces found"));
if (_Configuration.SaveFaceLandmarkForOutputResolutions.Contains(outputResolution))
_FaceLandmarks.AngleBracketCollection.AddRange(Property.Models.Stateless.IResult.GetDirectoryInfoCollection(configuration,
model,
predictorModel,
container.SourceDirectory,
nameof(D2_FaceLandmarks),
outputResolution,
includeResizeGroup: true,
includeModel: true,
includePredictorModel: true,
contentDescription: "n x 2 png file(s) for each face found",
singletonDescription: string.Empty,
collectionDescription: string.Empty));
exceptionCount = FullParallelWork(ticks, propertyLogic, outputResolution, sourceDirectoryChanges, propertyFileHolderCollection, propertyCollection, metadataCollection, resizeKeyValuePairs, faceCollections, containers.Count, container, filteredItems);
container.SourceDirectory,
dResultsFullGroupDirectory,
contentDescription: "n png file(s) for each face found",
singletonDescription: string.Empty,
collectionDescription: "For each image a json file with all faces found"));
exceptionCount = FullParallelWork(ticks, propertyLogic, outputResolution, bResultsFullGroupDirectory, cResultsFullGroupDirectory, dResultsFullGroupDirectory, d2ResultsFullGroupDirectory, sourceDirectoryChanges, propertyFileHolderCollection, propertyCollection, metadataCollection, resizeKeyValuePairs, faceCollections, containers.Count, container, filteredItems);
if (metadataCollection.Count != filteredItems.Length || propertyCollection.Count != filteredItems.Length || resizeKeyValuePairs.Count != filteredItems.Length || faceCollections.Count != filteredItems.Length)
throw new Exception("Counts don't match!");
if (exceptionCount != 0)
@ -680,21 +668,27 @@ public class DlibDotNet
{
if (outputResolution == _Configuration.OutputResolutions[0] || _Configuration.SaveShortcutsForOutputResolutions.Contains(outputResolution))
{
if (isSilent && container.SourceDirectory.EndsWith("Bohdi Ray 2016")) // 7#.1
break;
// if (isSilent && container.SourceDirectory.EndsWith("Halloween 2013")) // 12#.1
// break;
// if (isSilent && container.SourceDirectory.EndsWith("zzz =2014.4 Winter Tracy Pictures")) // 30#.2
// break;
// if (isSilent && container.SourceDirectory.EndsWith("Texas 2015")) //46#.4
// break;
for (int i = 0; i < faceCollections.Count; i++)
filteredItems[i].Faces.AddRange(from l in faceCollections[i] select l);
Item.AddToNamed(propertyLogic, filteredItems);
if (_Configuration.SaveShortcutsForOutputResolutions.Contains(outputResolution))
D_Face.SaveShortcuts(configuration, model, predictorModel, _Configuration.JuliePhares, ticks, peopleCollection, propertyLogic, outputResolution, filteredItems);
D_Face.SaveShortcuts(_Configuration.JuliePhares, dResultsFullGroupDirectory, ticks, peopleCollection, propertyLogic, filteredItems);
}
}
if (exceptionCount == 0 && _Configuration.LoadOrCreateThenSaveDistanceResultsForOutputResolutions.Contains(outputResolution))
_Distance.LoadOrCreateThenSaveDistanceResultsForOutputResolutions(configuration, model, predictorModel, container.SourceDirectory, outputResolution, sourceDirectoryChanges, filteredItems, faceCollections);
_Distance.LoadOrCreateThenSaveDistanceResultsForOutputResolutions(configuration, eResultsFullGroupDirectory, container.SourceDirectory, outputResolution, sourceDirectoryChanges, filteredItems, faceCollections);
if (_Resize.AngleBracketCollection.Any())
_ = Property.Models.Stateless.IPath.DeleteEmptyDirectories(_Resize.AngleBracketCollection[0].Replace("<>", "()"));
if (_Faces.AngleBracketCollection.Any())
_ = Property.Models.Stateless.IPath.DeleteEmptyDirectories(_Faces.AngleBracketCollection[0].Replace("<>", "()"));
if (_FaceLandmarks.AngleBracketCollection.Any())
_ = Property.Models.Stateless.IPath.DeleteEmptyDirectories(_FaceLandmarks.AngleBracketCollection[0].Replace("<>", "()"));
if (Directory.GetFiles(propertyRoot, "*.txt", SearchOption.TopDirectoryOnly).Any())
{
for (int y = 0; y < int.MaxValue; y++)
@ -711,22 +705,19 @@ public class DlibDotNet
propertyLogic.SaveAllCollection();
if (propertyLogic.NamedFaceInfoDeterministicHashCodeIndices.Any())
{
const int maxPer = 5;
const bool skipIsWrongYear = true;
string dFacesContentDirectory;
string eDistanceContentDirectory;
string eDistanceCollectionDirectory;
string zPropertyHolderSingletonDirectory;
dFacesContentDirectory = Path.Combine(dResultsFullGroupDirectory, "()");
eDistanceContentDirectory = Path.Combine(eResultsFullGroupDirectory, $"({ticks})");
zPropertyHolderSingletonDirectory = Path.Combine(zResultsFullGroupDirectory, "{}");
eDistanceCollectionDirectory = Path.Combine(eResultsFullGroupDirectory, $"[{ticks}]");
List<(DateTime, bool?, PersonBirthday, FaceRecognitionDotNet.FaceEncoding[])> collection;
dFacesContentDirectory = Path.Combine(Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(configuration, model, predictorModel, nameof(D_Face), outputResolution, includeResizeGroup: true, includeModel: true, includePredictorModel: true), "()");
eDistanceContentDirectory = Path.Combine(Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(configuration, model, predictorModel, nameof(E_Distance), outputResolution, includeResizeGroup: true, includeModel: true, includePredictorModel: true), $"({ticks})");
eDistanceCollectionDirectory = Path.Combine(Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(configuration, model, predictorModel, nameof(E_Distance), outputResolution, includeResizeGroup: true, includeModel: true, includePredictorModel: true), $"[{ticks}]");
zPropertyHolderSingletonDirectory = Path.Combine(Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(configuration, model, predictorModel, $"Z_{nameof(Item)}", outputResolution, includeResizeGroup: true, includeModel: true, includePredictorModel: true), "{}");
collection = E_Distance.GetThreeSigmaFaceEncodings(argZero, containers);
E_Distance.AddClosest(argZero, containers, collection, skipIsWrongYear, maxPer);
collection = E_Distance.ParallelWork(_AppSettings.MaxDegreeOfParallelism.Value, argZero, containers);
E_Distance.SavePropertyHolders(argZero, containers, zPropertyHolderSingletonDirectory);
E_Distance.SaveClosest(argZero, containers, eDistanceContentDirectory, dFacesContentDirectory);
E_Distance.SaveThreeSigmaFaceEncodings(collection, peopleCollection, eDistanceCollectionDirectory);
E_Distance.SaveClosest(argZero, containers, peopleCollection, eDistanceContentDirectory, dFacesContentDirectory);
}
if (!_Configuration.LoadOrCreateThenSaveImageFacesResultsForOutputResolutions.Any())
break;
@ -758,7 +749,7 @@ public class DlibDotNet
return result;
}
private void Search(Property.Models.Configuration configuration, bool reverse, Model? model, PredictorModel? predictorModel, string argZero, Person[] people)
private void Search(Property.Models.Configuration configuration, bool reverse, Model? model, PredictorModel? predictorModel, string argZero, Person[] people, bool isSilent)
{
List<Container> containers;
Dictionary<string, List<Person>> peopleCollection = A2_People.Convert(people);
@ -767,7 +758,7 @@ public class DlibDotNet
containers = Property.Models.Stateless.A_Property.Get(configuration, propertyLogic);
else
containers = Property.Models.Stateless.Container.GetContainers(configuration, propertyLogic);
FullDoWork(configuration, model, predictorModel, argZero, peopleCollection, propertyLogic, containers);
FullDoWork(configuration, model, predictorModel, argZero, peopleCollection, propertyLogic, containers, isSilent);
}
internal void RenameQueue(Property.Models.Configuration configuration, Model? model, PredictorModel? predictorModel) => _Rename.RenameQueue(configuration, model, predictorModel);

View File

@ -13,15 +13,12 @@ namespace View_by_Distance.Instance.Models;
internal class D2_FaceLandmarks
{
internal List<string> AngleBracketCollection { get; }
private readonly Serilog.ILogger? _Log;
private readonly Configuration _Configuration;
internal D2_FaceLandmarks(Configuration configuration)
{
_Configuration = configuration;
AngleBracketCollection = new List<string>();
_Log = Serilog.Log.ForContext<D2_FaceLandmarks>();
}
@ -107,8 +104,10 @@ internal class D2_FaceLandmarks
#pragma warning restore CA1416
internal void SaveFaceLandmarkImages(List<Tuple<string, DateTime>> subFileTuples, List<string> parseExceptions, Item item, List<D_Face> faceCollections)
internal void SaveFaceLandmarkImages(string d2ResultsFullGroupDirectory, string sourceDirectory, List<Tuple<string, DateTime>> subFileTuples, List<string> parseExceptions, Item item, List<D_Face> faceCollections)
{
if (_Configuration.PropertyConfiguration is null)
throw new NullReferenceException(nameof(_Configuration.PropertyConfiguration));
if (item.ImageFileHolder is null)
throw new NullReferenceException(nameof(item.ImageFileHolder));
if (item.ResizedFileHolder is null)
@ -122,7 +121,15 @@ internal class D2_FaceLandmarks
long ticks = DateTime.Now.Ticks;
List<string[]> imageFiles = new();
bool updateDateWhenMatches = false;
string facesDirectory = Path.Combine(AngleBracketCollection[0].Replace("<>", "()"), item.ImageFileHolder.NameWithoutExtension);
List<string> angleBracketCollection = new();
angleBracketCollection.AddRange(Property.Models.Stateless.IResult.GetDirectoryInfoCollection(
_Configuration.PropertyConfiguration,
sourceDirectory,
d2ResultsFullGroupDirectory,
contentDescription: "n x 2 png file(s) for each face found",
singletonDescription: string.Empty,
collectionDescription: string.Empty));
string facesDirectory = Path.Combine(angleBracketCollection[0].Replace("<>", "()"), item.ImageFileHolder.NameWithoutExtension);
string[] changesFrom = new string[] { nameof(A_Property), nameof(B_Metadata), nameof(C_Resize), nameof(D_Face) };
List<DateTime> dateTimes = (from l in subFileTuples where changesFrom.Contains(l.Item1) select l.Item2).ToList();
if (!Directory.Exists(facesDirectory))

View File

@ -255,7 +255,7 @@ public class D_Face : Shared.Models.Properties.IFace, IFace
{
List<D_Face> results = new();
if (_Configuration.PaddingLoops is null)
throw new Exception();
throw new NullReferenceException(nameof(_Configuration.PaddingLoops));
if (item.ImageFileHolder is null)
throw new NullReferenceException(nameof(item.ImageFileHolder));
if (_Configuration.NumberOfJitters is null)
@ -412,13 +412,17 @@ public class D_Face : Shared.Models.Properties.IFace, IFace
_Populated = populated;
}
internal List<D_Face> GetFaces(Property.Models.Configuration configuration, string outputResolution, List<Tuple<string, DateTime>> subFileTuples, List<string> parseExceptions, Item item, A_Property property, FileHolder resizedFileHolder, int outputResolutionWidth, int outputResolutionHeight, int outputResolutionOrientation)
internal List<D_Face> GetFaces(string dResultsFullGroupDirectory, List<Tuple<string, DateTime>> subFileTuples, List<string> parseExceptions, Item item, A_Property property, FileHolder resizedFileHolder, int outputResolutionWidth, int outputResolutionHeight, int outputResolutionOrientation)
{
List<D_Face>? results;
if (item.Property?.Id is null)
throw new NullReferenceException(nameof(item.Property.Id));
if (_Configuration.PropertiesChangedForFaces is null)
throw new Exception();
throw new NullReferenceException(nameof(_Configuration.PropertiesChangedForFaces));
if (item.ImageFileHolder is null)
throw new NullReferenceException(nameof(item.ImageFileHolder));
if (string.IsNullOrEmpty(dResultsFullGroupDirectory))
throw new NullReferenceException(nameof(dResultsFullGroupDirectory));
string json;
D_Face face;
bool checkForOutputResolutionChange = false;
@ -426,13 +430,30 @@ public class D_Face : Shared.Models.Properties.IFace, IFace
List<DateTime> dateTimes = (from l in subFileTuples where changesFrom.Contains(l.Item1) select l.Item2).ToList();
string facesDirectory = Path.Combine(AngleBracketCollection[0].Replace("<>", "()"), item.ImageFileHolder.NameWithoutExtension);
FileInfo fileInfo = new(Path.Combine(AngleBracketCollection[0].Replace("<>", "[]"), $"{item.ImageFileHolder.NameWithoutExtension}.json"));
if (!fileInfo.Exists)
string dCollectionFile = Path.Combine(dResultsFullGroupDirectory, "[]", "_ _ _", $"{item.Property.Id.Value}{item.ImageFileHolder.ExtensionLowered}.json");
if (fileInfo.Exists)
{
if (fileInfo.Directory?.Parent is null)
throw new Exception();
string parentCheck = Path.Combine(fileInfo.Directory.Parent.FullName, fileInfo.Name);
if (File.Exists(parentCheck))
File.Delete(parentCheck);
if (!File.Exists(dCollectionFile))
{
fileInfo.MoveTo(dCollectionFile);
fileInfo = new(dCollectionFile);
}
}
else
{
if (File.Exists(dCollectionFile))
fileInfo = new(dCollectionFile);
else
{
if (fileInfo.Directory?.Parent is null)
throw new Exception();
string parentCheck = Path.Combine(fileInfo.Directory.Parent.FullName, fileInfo.Name);
if (File.Exists(parentCheck))
{
File.Move(parentCheck, fileInfo.FullName);
fileInfo.Refresh();
}
}
}
if (!Directory.Exists(facesDirectory))
_ = Directory.CreateDirectory(facesDirectory);
@ -487,14 +508,16 @@ public class D_Face : Shared.Models.Properties.IFace, IFace
return results;
}
internal void SaveFaces(Property.Models.Configuration configuration, List<Tuple<string, DateTime>> subFileTuples, List<string> parseExceptions, Item item, List<D_Face> faceCollection)
internal void SaveFaces(string dResultsFullGroupDirectory, List<Tuple<string, DateTime>> subFileTuples, List<string> parseExceptions, Item item, List<D_Face> faceCollection)
{
if (_Configuration.OverrideForFaceImages is null)
throw new Exception();
throw new NullReferenceException(nameof(_Configuration.OverrideForFaceImages));
if (item.ImageFileHolder is null)
throw new NullReferenceException(nameof(item.ImageFileHolder));
if (item.ResizedFileHolder is null)
throw new NullReferenceException(nameof(item.ResizedFileHolder));
if (string.IsNullOrEmpty(dResultsFullGroupDirectory))
throw new NullReferenceException(nameof(dResultsFullGroupDirectory));
FileInfo fileInfo;
bool check = false;
string parentCheck;
@ -533,7 +556,7 @@ public class D_Face : Shared.Models.Properties.IFace, IFace
SaveFaces(faceCollection, item.ResizedFileHolder, imageFiles);
}
internal static void SaveShortcuts(Property.Models.Configuration configuration, Model? model, PredictorModel? predictorModel, string[] juliePhares, long ticks, Dictionary<string, List<Person>> peopleCollection, PropertyLogic propertyLogic, string outputResolution, Item[] filteredItems)
internal static void SaveShortcuts(string[] juliePhares, string dResultsFullGroupDirectory, long ticks, Dictionary<string, List<Person>> peopleCollection, PropertyLogic propertyLogic, Item[] filteredItems)
{
Person person;
string fileName;
@ -541,7 +564,7 @@ public class D_Face : Shared.Models.Properties.IFace, IFace
DateTime? minimumDateTime;
WindowsShortcut windowsShortcut;
const string pattern = @"[\\,\/,\:,\*,\?,\"",\<,\>,\|]";
string dFacesContentDirectory = Path.Combine(Property.Models.Stateless.IResult.GetResultsFullGroupDirectory(configuration, model, predictorModel, nameof(D_Face), outputResolution, includeResizeGroup: true, includeModel: true, includePredictorModel: true), $"({ticks})");
string dFacesContentDirectory = Path.Combine(dResultsFullGroupDirectory, $"({ticks})");
List<(Item, (string, Shared.Models.Properties.IFace?, (string, string, string, string))[])> collections = Item.GetCollection(propertyLogic, filteredItems, dFacesContentDirectory);
foreach ((Item item, (string personKey, Shared.Models.Properties.IFace? _, (string, string, string, string))[] collection) in collections)
{

View File

@ -59,7 +59,7 @@ internal class E_Distance
{
List<Tuple<Shared.Models.Properties.IFace, string>> results = new() { new(face, string.Empty) };
if (_Configuration.MaxItemsInDistanceCollection is null)
throw new Exception();
throw new NullReferenceException(nameof(_Configuration.MaxItemsInDistanceCollection));
for (int n = 0; n < faceCollections.Count; n++)
{
if (i == n)
@ -76,9 +76,9 @@ internal class E_Distance
{
List<double[]> results = new();
if (_Configuration.LocationConfidenceFactor is null)
throw new Exception();
throw new NullReferenceException(nameof(_Configuration.LocationConfidenceFactor));
if (_Configuration.DistanceFactor is null)
throw new Exception();
throw new NullReferenceException(nameof(_Configuration.DistanceFactor));
D_Face face;
int[] locationIndices;
for (int d = 0; d < faceDistances.Count; d++)
@ -97,7 +97,7 @@ internal class E_Distance
{
List<Tuple<Shared.Models.Properties.IFace, string>> results = new();
if (_Configuration.MaxItemsInDistanceCollection is null)
throw new Exception();
throw new NullReferenceException(nameof(_Configuration.MaxItemsInDistanceCollection));
int[] locationIndices;
for (int t = 0; t < indicesAndValues.Count; t++)
{
@ -128,7 +128,7 @@ internal class E_Distance
return result;
}
private void LoadOrCreateThenSaveDistanceResultsForOutputResolutionsLoop(Property.Models.Configuration configuration, List<List<D_Face>> faceCollections, int subFilesCount, int i, List<D_Face> faceCollection, List<int[]> locationIndicesCollection, List<Tuple<string, DateTime>> subFileTuples, List<FaceEncoding> faceEncodingCollection, List<FaceEncoding> faceEncodingCollections, string fileNameWithoutExtension, string jsonDirectory, string tvsDirectory, bool updateDateWhenMatches, DateTime? updateToWhenMatches)
private void LoadOrCreateThenSaveDistanceResultsForOutputResolutionsLoop(List<List<D_Face>> faceCollections, int subFilesCount, int i, List<D_Face> faceCollection, List<int[]> locationIndicesCollection, List<Tuple<string, DateTime>> subFileTuples, List<FaceEncoding> faceEncodingCollection, List<FaceEncoding> faceEncodingCollections, string fileNameWithoutExtension, string jsonDirectory, string tvsDirectory, bool updateDateWhenMatches, DateTime? updateToWhenMatches)
{
string text;
string json;
@ -171,7 +171,7 @@ internal class E_Distance
}
}
private void LoadOrCreateThenSaveDistanceResultsForOutputResolutions(Property.Models.Configuration configuration, Item[] filteredItems, List<List<D_Face>> faceCollections, List<string[]> directories, bool updateDateWhenMatches, DateTime? updateToWhenMatches)
private void LoadOrCreateThenSaveDistanceResultsForOutputResolutions(Item[] filteredItems, List<List<D_Face>> faceCollections, List<string[]> directories, bool updateDateWhenMatches, DateTime? updateToWhenMatches)
{
FileHolder? fileHolder;
List<int[]> locationIndicesCollection = new();
@ -188,16 +188,16 @@ internal class E_Distance
fileHolder = filteredItems[i].ImageFileHolder;
if (fileHolder is null)
continue;
LoadOrCreateThenSaveDistanceResultsForOutputResolutionsLoop(configuration, faceCollections, filteredItems.Length, i, faceCollections[i], locationIndicesCollection, subFileTuples, faceEncodingCollection, faceEncodingCollections[i], fileHolder.NameWithoutExtension, directories[i][0], directories[i][1], updateDateWhenMatches, updateToWhenMatches);
LoadOrCreateThenSaveDistanceResultsForOutputResolutionsLoop(faceCollections, filteredItems.Length, i, faceCollections[i], locationIndicesCollection, subFileTuples, faceEncodingCollection, faceEncodingCollections[i], fileHolder.NameWithoutExtension, directories[i][0], directories[i][1], updateDateWhenMatches, updateToWhenMatches);
}
}
internal void LoadOrCreateThenSaveDistanceResultsForOutputResolutions(Property.Models.Configuration configuration, Model? model, PredictorModel? predictorModel, string sourceDirectory, string outputResolution, List<Tuple<string, DateTime>> sourceDirectoryChanges, Item[] filteredItems, List<List<D_Face>> faceCollections)
internal void LoadOrCreateThenSaveDistanceResultsForOutputResolutions(Property.Models.Configuration configuration, string eResultsFullGroupDirectory, string sourceDirectory, string outputResolution, List<Tuple<string, DateTime>> sourceDirectoryChanges, Item[] filteredItems, List<List<D_Face>> faceCollections)
{
if (_Configuration.CheckJsonForDistanceResults is null)
throw new Exception();
throw new NullReferenceException(nameof(_Configuration.CheckJsonForDistanceResults));
if (_Configuration.PropertiesChangedForDistance is null)
throw new Exception();
throw new NullReferenceException(nameof(_Configuration.PropertiesChangedForDistance));
string json;
bool check = false;
string parentCheck;
@ -210,18 +210,13 @@ internal class E_Distance
System.IO.DirectoryInfo tvsDirectoryInfo;
string[] changesFrom = new string[] { nameof(A_Property), nameof(B_Metadata), nameof(C_Resize), nameof(D_Face) };
List<DateTime> dateTimes = (from l in sourceDirectoryChanges where changesFrom.Contains(l.Item1) select l.Item2).ToList();
List<string> directoryInfoCollection = Property.Models.Stateless.IResult.GetDirectoryInfoCollection(configuration,
model,
predictorModel,
sourceDirectory,
nameof(E_Distance),
outputResolution,
includeResizeGroup: true,
includeModel: true,
includePredictorModel: true,
contentDescription: ".tvs File",
singletonDescription: string.Empty,
collectionDescription: "n json file(s) for each face found (one to many)");
List<string> directoryInfoCollection = Property.Models.Stateless.IResult.GetDirectoryInfoCollection(
configuration,
sourceDirectory,
eResultsFullGroupDirectory,
contentDescription: ".tvs File",
singletonDescription: string.Empty,
collectionDescription: "n json file(s) for each face found (one to many)");
for (int i = 0; i < filteredItems.Length; i++)
{
fileHolder = filteredItems[i].ImageFileHolder;
@ -269,7 +264,7 @@ internal class E_Distance
}
}
if (check)
LoadOrCreateThenSaveDistanceResultsForOutputResolutions(configuration, filteredItems, faceCollections, directories, updateDateWhenMatches, updateToWhenMatches: dateTime);
LoadOrCreateThenSaveDistanceResultsForOutputResolutions(filteredItems, faceCollections, directories, updateDateWhenMatches, updateToWhenMatches: dateTime);
_ = Property.Models.Stateless.IPath.DeleteEmptyDirectories(directoryInfoCollection[0].Replace("<>", "()"));
}
@ -414,113 +409,177 @@ internal class E_Distance
return result;
}
internal static List<(DateTime, bool?, Shared.Models.PersonBirthday, FaceEncoding[])> GetThreeSigmaFaceEncodings(string argZero, List<Container> containers)
private static FaceEncoding? GetFaceEncoding(Shared.Models.Properties.IFace face)
{
List<(DateTime, bool?, Shared.Models.PersonBirthday, FaceEncoding[])> results = new();
double lcl;
double ucl;
double sum;
double average;
int lowestIndex;
double lowestSum;
const int zero = 0;
double standardDeviation;
FaceEncoding faceEncoding;
List<double> faceDistances;
List<FaceEncoding> faceEncodings;
Dictionary<string, List<(DateTime, bool?, Shared.Models.PersonBirthday, Shared.Models.Properties.IFace)>> keyValuePairs = Item.GetKeyValuePairs(argZero, containers);
foreach (KeyValuePair<string, List<(DateTime MinimumDateTime, bool? IsWrongYear, Shared.Models.PersonBirthday PersonBirthday, Shared.Models.Properties.IFace _)>> keyValuePair in keyValuePairs)
FaceEncoding? result;
if (!face.Populated)
result = null;
else
result = FaceRecognition.LoadFaceEncoding(face.FaceEncoding.RawEncoding);
return result;
}
private static (int index, double sum) GetIndexAndSum(int i, List<FaceEncoding> results)
{
List<double> faceDistances = FaceRecognition.FaceDistances(results, results[i]);
return new(i, faceDistances.Sum());
}
private static List<FaceEncoding> GetFaceEncodings(int maxDegreeOfParallelism, List<(DateTime MinimumDateTime, bool? IsWrongYear, Shared.Models.PersonBirthday PersonBirthday, Shared.Models.Properties.IFace Face)> collection)
{
List<FaceEncoding> results;
if (maxDegreeOfParallelism == 1)
{
lowestIndex = 0;
faceEncodings = new();
lowestSum = double.MaxValue;
foreach ((DateTime minimumDateTime, bool? isWrongYear, Shared.Models.PersonBirthday personBirthday, Shared.Models.Properties.IFace face) in keyValuePair.Value)
results = new();
FaceEncoding faceEncoding;
foreach ((DateTime _, bool? _, Shared.Models.PersonBirthday _, Shared.Models.Properties.IFace face) in collection)
{
if (!face.Populated)
continue;
faceEncoding = FaceRecognition.LoadFaceEncoding(face.FaceEncoding.RawEncoding);
faceEncodings.Add(faceEncoding);
results.Add(faceEncoding);
}
if (keyValuePair.Value.Count != faceEncodings.Count)
continue;
if (faceEncodings.Count < 2)
continue;
for (int i = 0; i < faceEncodings.Count; i++)
}
else
{
results = new();
ParallelOptions parallelOptions = new() { MaxDegreeOfParallelism = maxDegreeOfParallelism };
_ = Parallel.For(0, collection.Count, parallelOptions, i =>
{
faceDistances = FaceRecognition.FaceDistances(faceEncodings, faceEncodings[i]);
sum = faceDistances.Sum();
if (sum > lowestSum)
continue;
lowestIndex = i;
lowestSum = sum;
FaceEncoding? faceEncoding = GetFaceEncoding(collection[i].Face);
if (faceEncoding is not null)
{
lock (results)
results.Add(faceEncoding);
}
});
}
if (collection.Count == results.Count && results.Count > 1)
{
double sum;
int lowestIndex;
double lowestSum;
List<double> faceDistances;
if (maxDegreeOfParallelism == 1)
{
lowestIndex = 0;
lowestSum = double.MaxValue;
for (int i = 0; i < results.Count; i++)
{
faceDistances = FaceRecognition.FaceDistances(results, results[i]);
sum = faceDistances.Sum();
if (sum >= lowestSum)
continue;
lowestIndex = i;
lowestSum = sum;
}
}
faceDistances = FaceRecognition.FaceDistances(faceEncodings, faceEncodings[lowestIndex]);
else
{
List<(int Index, double Sum)> indicesAndSums = new();
ParallelOptions parallelOptions = new() { MaxDegreeOfParallelism = maxDegreeOfParallelism };
_ = Parallel.For(0, results.Count, parallelOptions, i =>
{
(int index, double sum) = GetIndexAndSum(i, results);
lock (indicesAndSums)
indicesAndSums.Add(new(index, sum));
});
(lowestIndex, lowestSum) = (from l in indicesAndSums orderby l.Sum select l).First();
}
faceDistances = FaceRecognition.FaceDistances(results, results[lowestIndex]);
sum = faceDistances.Sum();
if (sum != lowestSum)
continue;
average = faceDistances.Average();
standardDeviation = GetStandardDeviation(faceDistances, average);
lcl = average - (standardDeviation * 3);
ucl = average + (standardDeviation * 3);
for (int i = faceEncodings.Count - 1; i > -1; i--)
if (sum == lowestSum)
{
if (faceDistances[i] < lcl || faceDistances[i] > ucl)
faceEncodings.RemoveAt(i);
double average = faceDistances.Average();
double standardDeviation = GetStandardDeviation(faceDistances, average);
double lcl = average - (standardDeviation * 3);
double ucl = average + (standardDeviation * 3);
for (int i = results.Count - 1; i > -1; i--)
{
if (faceDistances[i] < lcl || faceDistances[i] > ucl)
results.RemoveAt(i);
}
}
}
return results;
}
private static List<(DateTime, bool?, Shared.Models.PersonBirthday, FaceEncoding[])> GetThreeSigmaFaceEncodings(int maxDegreeOfParallelism, Dictionary<string, List<(DateTime, bool?, Shared.Models.PersonBirthday, Shared.Models.Properties.IFace)>> keyValuePairs)
{
List<(DateTime, bool?, Shared.Models.PersonBirthday, FaceEncoding[])> results = new();
const int zero = 0;
List<FaceEncoding> faceEncodings;
foreach (KeyValuePair<string, List<(DateTime MinimumDateTime, bool? IsWrongYear, Shared.Models.PersonBirthday PersonBirthday, Shared.Models.Properties.IFace _)>> keyValuePair in keyValuePairs)
{
faceEncodings = GetFaceEncodings(maxDegreeOfParallelism, keyValuePair.Value);
results.Add(new(keyValuePair.Value[zero].MinimumDateTime, keyValuePair.Value[zero].IsWrongYear, keyValuePair.Value[zero].PersonBirthday, faceEncodings.ToArray()));
}
return results;
}
internal static void SaveThreeSigmaFaceEncodings(List<(DateTime, bool?, Shared.Models.PersonBirthday, FaceEncoding[])> collection, Dictionary<string, List<Shared.Models.Person>> peopleCollection, string eDistanceCollectionDirectory)
private static Closest? GetClosestParallelFor(float maxMinimum, DateTime minimumDateTime, bool? isWrongYear, Shared.Models.Properties.IFace face, FaceEncoding faceEncoding, (DateTime MinimumDateTime, bool? IsWrongYear, Shared.Models.PersonBirthday PersonBirthday, FaceEncoding[] FaceEncodings) tuple)
{
string json;
string checkFile;
string personKey;
string directory;
List<double[]> rawEncodings;
Shared.Models.Person person;
const string facePopulatedKey = "ThreeSigma";
const string pattern = @"[\\,\/,\:,\*,\?,\"",\<,\>,\|]";
foreach ((DateTime minimumDateTime, bool? isWrongYear, Shared.Models.PersonBirthday personBirthday, FaceEncoding[] faceEncodings) in collection)
Closest? result;
if (isWrongYear.HasValue && !isWrongYear.Value && minimumDateTime < tuple.PersonBirthday.Value)
result = null;
else
{
rawEncodings = new();
checkFile = string.Empty;
personKey = Shared.Models.Stateless.Methods.IPersonBirthday.GetFormatted(personBirthday);
directory = Item.GetDirectory(eDistanceCollectionDirectory, facePopulatedKey, minimumDateTime, isWrongYear, personBirthday, personKey);
person = peopleCollection[personKey][0];
checkFile = string.Concat(directory, " - ", Regex.Replace(Shared.Models.Stateless.Methods.IPersonName.GetFullName(person.Name), pattern, string.Empty), ".json");
if (string.IsNullOrEmpty(checkFile))
continue;
if (!Directory.Exists(directory))
_ = Directory.CreateDirectory(directory);
for (int i = 0; i < faceEncodings.Length; i++)
rawEncodings.Add(faceEncodings[i].GetRawEncoding());
json = JsonSerializer.Serialize(rawEncodings, new JsonSerializerOptions { WriteIndented = true });
_ = Property.Models.Stateless.IPath.WriteAllText(checkFile, json, updateDateWhenMatches: true, compareBeforeWrite: true);
List<double> faceDistances = FaceRecognition.FaceDistances(tuple.FaceEncodings, faceEncoding);
result = new(face.LocationIndex, tuple.MinimumDateTime, tuple.IsWrongYear, tuple.PersonBirthday, faceDistances);
if (result.Minimum > maxMinimum)
result = null;
}
return result;
}
public static void AddClosest(string argZero, List<Container> containers, List<(DateTime, bool?, Shared.Models.PersonBirthday, FaceEncoding[])> collection, bool skipIsWrongYear, int maxPer)
private static List<Closest> GetClosestCollection(int maxDegreeOfParallelism, List<(DateTime, bool?, Shared.Models.PersonBirthday, FaceEncoding[])> collection, float maxMinimum, DateTime itemMinimumDateTime, bool? itemIsWrongYear, Shared.Models.Properties.IFace face)
{
List<Closest> results;
FaceEncoding faceEncoding = FaceRecognition.LoadFaceEncoding(face.FaceEncoding.RawEncoding);
if (maxDegreeOfParallelism == 1)
{
results = new();
Closest closest;
List<double> faceDistances;
foreach ((DateTime minimumDateTime, bool? isWrongYear, Shared.Models.PersonBirthday personBirthday, FaceEncoding[] faceEncodings) in collection)
{
if (itemIsWrongYear.HasValue && !itemIsWrongYear.Value && itemMinimumDateTime < personBirthday.Value)
continue;
faceDistances = FaceRecognition.FaceDistances(faceEncodings, faceEncoding);
closest = new(face.LocationIndex, minimumDateTime, isWrongYear, personBirthday, faceDistances);
if (closest.Minimum > maxMinimum)
continue;
results.Add(closest);
}
}
else
{
results = new();
ParallelOptions parallelOptions = new() { MaxDegreeOfParallelism = maxDegreeOfParallelism };
_ = Parallel.For(0, collection.Count, parallelOptions, i =>
{
Closest? closest = GetClosestParallelFor(maxMinimum, itemMinimumDateTime, itemIsWrongYear, face, faceEncoding, collection[i]);
if (closest is not null)
{
lock (results)
results.Add(closest);
}
});
}
return results;
}
private static void AddClosest(int maxDegreeOfParallelism, string argZero, List<Container> containers, List<(DateTime, bool?, Shared.Models.PersonBirthday, FaceEncoding[])> collection, bool skipIsWrongYear, int maxPer, float maxMinimum)
{
string key;
double average;
double lowestAverage;
Closest closest;
bool? itemIsWrongYear;
bool? lowestIsWrongYear;
FaceEncoding faceEncoding;
List<double> faceDistances;
DateTime? itemMinimumDateTime;
DateTime? lowestMinimumDateTime;
List<Closest> closestCollection;
Shared.Models.Properties.IFace face;
Dictionary<string, int> results = new();
Shared.Models.PersonBirthday? lowestPersonBirthday;
foreach (Container container in containers)
{
lowestIsWrongYear = null;
lowestPersonBirthday = null;
lowestMinimumDateTime = null;
lowestAverage = double.MaxValue;
if (!container.Items.Any())
continue;
if (!container.SourceDirectory.StartsWith(argZero))
@ -539,37 +598,40 @@ internal class E_Distance
for (int i = 0; i < item.Faces.Count; i++)
{
face = item.Faces[i];
item.Closest.Add(new(face.LocationIndex, itemMinimumDateTime.Value, itemIsWrongYear, null, null));
closest = new(face.LocationIndex, itemMinimumDateTime.Value, itemIsWrongYear);
item.Closest.Add(closest);
if (!face.Populated)
continue;
faceEncoding = FaceRecognition.LoadFaceEncoding(face.FaceEncoding.RawEncoding);
foreach ((DateTime minimumDateTime, bool? isWrongYear, Shared.Models.PersonBirthday personBirthday, FaceEncoding[] faceEncodings) in collection)
{
if (itemIsWrongYear.HasValue && !itemIsWrongYear.Value && itemMinimumDateTime.Value < personBirthday.Value)
continue;
faceDistances = FaceRecognition.FaceDistances(faceEncodings, faceEncoding);
average = faceDistances.Average();
if (average > lowestAverage)
continue;
lowestAverage = average;
lowestIsWrongYear = isWrongYear;
lowestPersonBirthday = personBirthday;
lowestMinimumDateTime = minimumDateTime;
}
if (lowestPersonBirthday is null || lowestMinimumDateTime is null)
closestCollection = GetClosestCollection(maxDegreeOfParallelism, collection, maxMinimum, itemMinimumDateTime.Value, itemIsWrongYear, face);
if (!closestCollection.Any())
continue;
key = Item.GetKey(lowestMinimumDateTime.Value, lowestIsWrongYear, lowestPersonBirthday);
closest = Closest.Get(closestCollection);
if (closest.PersonBirthday is null)
continue;
key = Item.GetKey(closest.MinimumDateTime, closest.IsWrongYear, closest.PersonBirthday);
if (!results.ContainsKey(key))
results.Add(key, 0);
else if (results[key] > maxPer)
continue;
results[key] += 1;
item.Closest[0] = new(face.LocationIndex, lowestMinimumDateTime.Value, lowestIsWrongYear, lowestPersonBirthday, lowestAverage);
item.Closest[0] = closest;
}
}
}
}
internal static List<(DateTime, bool?, Shared.Models.PersonBirthday, FaceEncoding[])> ParallelWork(int maxDegreeOfParallelism, string argZero, List<Container> containers)
{
List<(DateTime, bool?, Shared.Models.PersonBirthday, FaceEncoding[])> results;
const int maxPer = 5;
const float maxMinimum = 0.50f;
const bool skipIsWrongYear = true;
Dictionary<string, List<(DateTime, bool?, Shared.Models.PersonBirthday, Shared.Models.Properties.IFace)>> keyValuePairs = Item.GetKeyValuePairs(argZero, containers);
results = GetThreeSigmaFaceEncodings(maxDegreeOfParallelism, keyValuePairs);
AddClosest(maxDegreeOfParallelism, argZero, containers, results, skipIsWrongYear, maxPer, maxMinimum);
return results;
}
public static void SavePropertyHolders(string argZero, List<Container> containers, string zPropertyHolderSingletonDirectory)
{
string json;
@ -599,7 +661,38 @@ internal class E_Distance
}
}
internal static void SaveClosest(string argZero, List<Container> containers, string eDistanceContentDirectory, string dFacesContentDirectory)
internal static void SaveThreeSigmaFaceEncodings(List<(DateTime, bool?, Shared.Models.PersonBirthday, FaceEncoding[])> collection, Dictionary<string, List<Shared.Models.Person>> peopleCollection, string eDistanceCollectionDirectory)
{
string json;
string checkFile;
string personKey;
string directory;
List<double[]> rawEncodings;
Shared.Models.Person person;
const string facePopulatedKey = "ThreeSigma";
const string pattern = @"[\\,\/,\:,\*,\?,\"",\<,\>,\|]";
foreach ((DateTime minimumDateTime, bool? isWrongYear, Shared.Models.PersonBirthday personBirthday, FaceEncoding[] faceEncodings) in collection)
{
rawEncodings = new();
checkFile = string.Empty;
personKey = Shared.Models.Stateless.Methods.IPersonBirthday.GetFormatted(personBirthday);
directory = Item.GetDirectory(eDistanceCollectionDirectory, facePopulatedKey, minimumDateTime, isWrongYear, personBirthday, personKey);
if (!peopleCollection.ContainsKey(personKey))
continue;
person = peopleCollection[personKey][0];
checkFile = string.Concat(directory, " - ", Regex.Replace(Shared.Models.Stateless.Methods.IPersonName.GetFullName(person.Name), pattern, string.Empty), ".json");
if (string.IsNullOrEmpty(checkFile))
continue;
if (!Directory.Exists(directory))
_ = Directory.CreateDirectory(directory);
for (int i = 0; i < faceEncodings.Length; i++)
rawEncodings.Add(faceEncodings[i].GetRawEncoding());
json = JsonSerializer.Serialize(rawEncodings, new JsonSerializerOptions { WriteIndented = true });
_ = Property.Models.Stateless.IPath.WriteAllText(checkFile, json, updateDateWhenMatches: true, compareBeforeWrite: true);
}
}
internal static void SaveClosest(string argZero, List<Container> containers, Dictionary<string, List<Shared.Models.Person>> peopleCollection, string eDistanceContentDirectory, string dFacesContentDirectory)
{
string copyFile;
string checkFile;
@ -608,7 +701,9 @@ internal class E_Distance
string? directoryName;
string facesDirectory;
string faceFullFileName;
const string facePopulatedKey = "Closet";
Shared.Models.Person person;
const string facePopulatedKey = "Closest";
const string pattern = @"[\\,\/,\:,\*,\?,\"",\<,\>,\|]";
foreach (Container container in containers)
{
if (!container.Items.Any())
@ -617,7 +712,7 @@ internal class E_Distance
continue;
foreach (Item item in container.Items)
{
if (item.ImageFileHolder is null || item.Property is null || item.ResizedFileHolder is null || item.Named.Any())
if (item.ImageFileHolder is null || item.Property?.Id is null || item.ResizedFileHolder is null || item.Named.Any())
continue;
if (!item.Closest.Any())
continue;
@ -630,9 +725,17 @@ internal class E_Distance
continue;
personKey = Shared.Models.Stateless.Methods.IPersonBirthday.GetFormatted(closest.PersonBirthday);
directory = Item.GetDirectory(eDistanceContentDirectory, facePopulatedKey, closest.MinimumDateTime, closest.IsWrongYear, closest.PersonBirthday, personKey);
checkFile = Path.Combine(directory, item.ImageFileHolder.Name);
if (!Directory.Exists(directory))
_ = Directory.CreateDirectory(directory);
// checkFile = Path.Combine(directory, item.ImageFileHolder.Name);
checkFile = Path.Combine(directory, $"{closest.FaceLocationIndex.Value} - {item.Property.Id.Value}{item.ImageFileHolder.ExtensionLowered}");
if (peopleCollection.ContainsKey(personKey))
{
person = peopleCollection[personKey][0];
directory = Path.Combine(directory, Regex.Replace(Shared.Models.Stateless.Methods.IPersonName.GetFullName(person.Name), pattern, string.Empty));
if (!Directory.Exists(directory))
_ = Directory.CreateDirectory(directory);
}
facesDirectory = string.Concat(dFacesContentDirectory, Path.Combine(directoryName, item.ImageFileHolder.NameWithoutExtension));
faceFullFileName = Path.Combine(facesDirectory, $"{closest.FaceLocationIndex.Value} - {item.ImageFileHolder.NameWithoutExtension}.png");
if (Directory.Exists(facesDirectory) && File.Exists(faceFullFileName))