From fd26cf45e0f74baf330c277fa74897321abad3d9 Mon Sep 17 00:00:00 2001 From: Simon Gruber Date: Tue, 14 Nov 2023 14:51:16 +0100 Subject: [PATCH 01/15] Added split processors --- Examples/Common/ScreenshotScanner.cs | 37 +++++++++-- .../AddBorderProcessor.cs | 19 ++++++ .../BinarizeProcessor.cs | 10 +++ .../CloneImageProcessor.cs | 10 +++ .../NegateCloneProcessor.cs | 19 ++++++ .../NormalizeProcessor.cs | 13 ++++ .../ResizeProcessor.cs | 28 ++++++++ .../ScreenshotProcessor.cs | 64 ------------------- .../SingleImageProcessor.cs | 17 +++++ .../Threshold/AutoThresholdProcessor.cs | 20 ++++++ .../Threshold/ThresholdAdaptiveProcessor.cs | 20 ++++++ .../Threshold/ThresholdProcessor.cs | 21 ++++++ 12 files changed, 207 insertions(+), 71 deletions(-) create mode 100644 Ocr/Ocr.Tesseract.Screenshots/AddBorderProcessor.cs create mode 100644 Ocr/Ocr.Tesseract.Screenshots/BinarizeProcessor.cs create mode 100644 Ocr/Ocr.Tesseract.Screenshots/CloneImageProcessor.cs create mode 100644 Ocr/Ocr.Tesseract.Screenshots/NegateCloneProcessor.cs create mode 100644 Ocr/Ocr.Tesseract.Screenshots/NormalizeProcessor.cs create mode 100644 Ocr/Ocr.Tesseract.Screenshots/ResizeProcessor.cs delete mode 100644 Ocr/Ocr.Tesseract.Screenshots/ScreenshotProcessor.cs create mode 100644 Ocr/Ocr.Tesseract.Screenshots/SingleImageProcessor.cs create mode 100644 Ocr/Ocr.Tesseract.Screenshots/Threshold/AutoThresholdProcessor.cs create mode 100644 Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdAdaptiveProcessor.cs create mode 100644 Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdProcessor.cs diff --git a/Examples/Common/ScreenshotScanner.cs b/Examples/Common/ScreenshotScanner.cs index cc61e7e..9a1e4a8 100644 --- a/Examples/Common/ScreenshotScanner.cs +++ b/Examples/Common/ScreenshotScanner.cs @@ -5,6 +5,7 @@ using Ocr.Tesseract.Configuration; using Ocr.Tesseract.Models; using Ocr.Tesseract.Screenshots; using Ocr.Tesseract.Screenshots.Configuration; +using Ocr.Tesseract.Screenshots.Threshold; using Process.Abstract.Configuration; using Process.Interface; using System.Text.RegularExpressions; @@ -69,15 +70,37 @@ namespace Common private IProcessor MakeProcessor() { - return new ProcessorChainConfiguration() - .Use(new ScreenshotProcessor(ImageProcessorConfiguration)) // Preprocess input data - .Use(new ProcessingEvent(OnProcessing)) // Scan - .Use(new TesseractProcessor(TesseractConfiguration)) // Scan - .Use(new ProcessingEvent(OnProcessed)) // Scan - .Use(new ConfidenceFilter(50)) // Process output data - .Use(new DuplicateFilter()) + var threshold = + new ThresholdAdaptiveProcessor(ImageProcessorConfiguration.ThresholdWidth, + ImageProcessorConfiguration.ThresholdHeight); + // var threshold = new AutoThresholdProcessor(AutoThresholdMethod.Kapur); + // var threshold = new AutoThresholdProcessor(AutoThresholdMethod.OTSU); + // var threshold = new AutoThresholdProcessor(AutoThresholdMethod.Triangle); + // var threshold = new ThresholdProcessor(60); + + var preprocessing = new ProcessorChainConfiguration() + .Use(new CloneImageProcessor()) + .Use(new ResizeProcessor(FilterType.Lanczos2Sharp, PixelInterpolateMethod.Mesh)) + .Use(new NormalizeProcessor()) + .Use(threshold) + .Use(new AddBorderProcessor(10)) + .Use(new BinarizeProcessor()) + .Complete(new NegateCloneProcessor()); + + var postprocessing = new ProcessorChainConfiguration() + .Use(new ConfidenceFilter(50)) .Use(new ToLowerProcessor()) + .Use(new DuplicateFilter()) .Complete(new RegexFilter(wordRegex)); + + var scan = new TesseractProcessor(TesseractConfiguration); + + return new ProcessorChainConfiguration() + .Use(preprocessing) + .Use(new ProcessingEvent(OnProcessing)) + .Use(scan) + .Use(new ProcessingEvent(OnProcessed)) + .Complete(postprocessing); } protected virtual void OnProcessing(IProcessor sender, ICollection inputs) diff --git a/Ocr/Ocr.Tesseract.Screenshots/AddBorderProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/AddBorderProcessor.cs new file mode 100644 index 0000000..7e81594 --- /dev/null +++ b/Ocr/Ocr.Tesseract.Screenshots/AddBorderProcessor.cs @@ -0,0 +1,19 @@ +using ImageMagick; +using Ocr.Tesseract.Extensions; + +namespace Ocr.Tesseract.Screenshots; + +public class AddBorderProcessor : SingleImageProcessor +{ + private readonly int _thickness; + + public AddBorderProcessor(int thickness) + { + _thickness = thickness; + } + + /// + protected override MagickImage Process(MagickImage image) => _thickness > 0 + ? image.AddBorder(_thickness, MagickColors.White) + : image; +} \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract.Screenshots/BinarizeProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/BinarizeProcessor.cs new file mode 100644 index 0000000..88b231e --- /dev/null +++ b/Ocr/Ocr.Tesseract.Screenshots/BinarizeProcessor.cs @@ -0,0 +1,10 @@ +using ImageMagick; +using Ocr.Tesseract.Extensions; + +namespace Ocr.Tesseract.Screenshots; + +public class BinarizeProcessor : SingleImageProcessor +{ + /// + protected override MagickImage Process(MagickImage image) => image.ToBinary(); +} \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract.Screenshots/CloneImageProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/CloneImageProcessor.cs new file mode 100644 index 0000000..4d418e4 --- /dev/null +++ b/Ocr/Ocr.Tesseract.Screenshots/CloneImageProcessor.cs @@ -0,0 +1,10 @@ +using ImageMagick; +using Ocr.Tesseract.Extensions; + +namespace Ocr.Tesseract.Screenshots; + +public class CloneImageProcessor : SingleImageProcessor +{ + /// + protected override MagickImage Process(MagickImage image) => image.CloneImage(); +} \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract.Screenshots/NegateCloneProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/NegateCloneProcessor.cs new file mode 100644 index 0000000..4367c5f --- /dev/null +++ b/Ocr/Ocr.Tesseract.Screenshots/NegateCloneProcessor.cs @@ -0,0 +1,19 @@ +using ImageMagick; +using Ocr.Tesseract.Extensions; +using Process.Abstract; +using System.Collections.Generic; + +namespace Ocr.Tesseract.Screenshots; + +public class NegateCloneProcessor : Processor +{ + /// + public override IEnumerable Process(IEnumerable inputs) + { + foreach (var input in inputs) + { + yield return input; + yield return input.CloneImage().NegateColors(); + } + } +} \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract.Screenshots/NormalizeProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/NormalizeProcessor.cs new file mode 100644 index 0000000..e95e9bf --- /dev/null +++ b/Ocr/Ocr.Tesseract.Screenshots/NormalizeProcessor.cs @@ -0,0 +1,13 @@ +using ImageMagick; +using Ocr.Tesseract.Extensions; + +namespace Ocr.Tesseract.Screenshots; + +public class NormalizeProcessor : SingleImageProcessor +{ + /// + protected override MagickImage Process(MagickImage image) => image + .NormalizeImage() + .RemoveAlpha(MagickColors.White) + .ToGrayscale(); +} \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract.Screenshots/ResizeProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/ResizeProcessor.cs new file mode 100644 index 0000000..37f2b03 --- /dev/null +++ b/Ocr/Ocr.Tesseract.Screenshots/ResizeProcessor.cs @@ -0,0 +1,28 @@ +using ImageMagick; +using Ocr.Tesseract.Extensions; + +namespace Ocr.Tesseract.Screenshots; + +public class ResizeProcessor : SingleImageProcessor +{ + private readonly FilterType _filterType; + private readonly PixelInterpolateMethod _interpolateMethod; + + public ResizeProcessor(FilterType filterType, PixelInterpolateMethod interpolateMethod) + { + _filterType = filterType; + _interpolateMethod = interpolateMethod; + } + + #region Overrides of Processor + + protected override MagickImage Process(MagickImage image) => image + .ResizeImage( + 2f, + _filterType, + _interpolateMethod + ) + .Resample(300, DensityUnit.PixelsPerInch); + + #endregion +} \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract.Screenshots/ScreenshotProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/ScreenshotProcessor.cs deleted file mode 100644 index 9667e1c..0000000 --- a/Ocr/Ocr.Tesseract.Screenshots/ScreenshotProcessor.cs +++ /dev/null @@ -1,64 +0,0 @@ -using ImageMagick; -using Ocr.Tesseract.Extensions; -using Ocr.Tesseract.Screenshots.Configuration; -using System.Collections.Generic; -using System.Linq; - -namespace Ocr.Tesseract.Screenshots; - -/// -public class ScreenshotProcessor : ImageProcessor -{ - /// - public ScreenshotProcessor(ScreenshotProcessorConfiguration configuration) - : base(configuration) - { - } - - /// - public override IEnumerable Process(MagickImage image) - { - var tImage = image.CloneImage(); - - if (Configuration.EnableResizing) - { - tImage = tImage - .ResizeImage( - 2f, - FilterType.Lanczos2Sharp, - PixelInterpolateMethod.Mesh - ) - .Resample(300, DensityUnit.PixelsPerInch); - - yield return tImage.CloneImage(); - } - - if (Configuration.EnableThresholding) - { - tImage = tImage - .NormalizeImage() - .RemoveAlpha(MagickColors.White) - .ToGrayscale() - .ThresholdAdaptive(Configuration.ThresholdWidth, Configuration.ThresholdHeight) - .ToBinary(); - } - - if (Configuration.Border > 0) - { - tImage = tImage.AddBorder(Configuration.Border, MagickColors.White); - } - - yield return tImage; - yield return tImage.CloneImage().NegateColors(); - } - - #region Overrides of Processor - - /// - public override IEnumerable Process(IEnumerable inputs) - { - return inputs.SelectMany(Process); - } - - #endregion -} diff --git a/Ocr/Ocr.Tesseract.Screenshots/SingleImageProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/SingleImageProcessor.cs new file mode 100644 index 0000000..0022b10 --- /dev/null +++ b/Ocr/Ocr.Tesseract.Screenshots/SingleImageProcessor.cs @@ -0,0 +1,17 @@ +using ImageMagick; +using Process.Abstract; +using System.Collections.Generic; +using System.Linq; + +namespace Ocr.Tesseract.Screenshots; + +public abstract class SingleImageProcessor : Processor +{ + /// + public override IEnumerable Process( + IEnumerable inputs + ) => inputs.Select(Process); + + + protected abstract MagickImage Process(MagickImage image); +} \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract.Screenshots/Threshold/AutoThresholdProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/Threshold/AutoThresholdProcessor.cs new file mode 100644 index 0000000..3a987d0 --- /dev/null +++ b/Ocr/Ocr.Tesseract.Screenshots/Threshold/AutoThresholdProcessor.cs @@ -0,0 +1,20 @@ +using ImageMagick; + +namespace Ocr.Tesseract.Screenshots.Threshold; + +public class AutoThresholdProcessor : SingleImageProcessor +{ + private readonly AutoThresholdMethod _method; + + public AutoThresholdProcessor(AutoThresholdMethod method) + { + _method = method; + } + + /// + protected override MagickImage Process(MagickImage image) + { + image.AutoThreshold(_method); + return image; + } +} \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdAdaptiveProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdAdaptiveProcessor.cs new file mode 100644 index 0000000..309a397 --- /dev/null +++ b/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdAdaptiveProcessor.cs @@ -0,0 +1,20 @@ +using ImageMagick; +using Ocr.Tesseract.Extensions; + +namespace Ocr.Tesseract.Screenshots.Threshold; + +public class ThresholdAdaptiveProcessor : SingleImageProcessor +{ + private readonly int _width; + private readonly int _height; + + public ThresholdAdaptiveProcessor(int width, int height) + { + _width = width; + _height = height; + } + + /// + protected override MagickImage Process(MagickImage image) => image + .ThresholdAdaptive(_width, _height); +} \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdProcessor.cs new file mode 100644 index 0000000..ccd0e28 --- /dev/null +++ b/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdProcessor.cs @@ -0,0 +1,21 @@ +using ImageMagick; + +namespace Ocr.Tesseract.Screenshots.Threshold; + +public class ThresholdProcessor : SingleImageProcessor +{ + private readonly Percentage _percentage; + + + public ThresholdProcessor(int percentage) + { + _percentage = new Percentage(percentage); + } + + /// + protected override MagickImage Process(MagickImage image) + { + image.Threshold(_percentage); + return image; + } +} \ No newline at end of file -- 2.52.0 From d8008e4f057eafd52e1089d9ed1ab2e6288b23fb Mon Sep 17 00:00:00 2001 From: Simon Gruber Date: Mon, 20 Nov 2023 07:43:12 +0100 Subject: [PATCH 02/15] a --- Examples/CLI/CLI.csproj | 25 ++- Examples/CLI/EvaluationProcessor.cs | 101 ++++++++++ Examples/CLI/Program.cs | 104 ++++++++-- ...ocessing_screentypes_controlgroup_005.json | 13 ++ .../editor_startpage_project-exist_001.json | 80 ++++++++ .../CLI/img/editor_windows_position_006.json | 76 +++++++ Examples/CLI/img/historian_assistent_001.json | 57 ++++++ .../img/zrs_MetadataEditor_variables_001.json | 56 ++++++ .../img/zrs_REPORTS_EfficencyClass_009.json | 68 +++++++ .../CLI/img/zrs_ZAMS_3rd-connector_014.json | 38 ++++ .../img/zrs_ZAMS_filter-alarmgroup_001.json | 22 +++ Examples/Common/ScreenshotScanner.cs | 77 +------- Examples/Examples.sln | 6 + Examples/GUI/ViewModels/ImageViewModel.cs | 106 ++++++++-- Examples/GUI/Views/ImageView.xaml | 6 +- Examples/GUI/Views/ImageView.xaml.cs | 6 +- Examples/ReportGenerator/Program.cs | 185 ++++++++++++++++++ .../Properties/launchSettings.json | 9 + .../ReportGenerator/ReportGenerator.csproj | 10 + Examples/ReportGenerator/ScannedResultInfo.cs | 45 +++++ Examples/ReportGenerator/TagFileInfo.cs | 31 +++ .../Threshold/AutoThresholdProcessor.cs | 7 + .../Threshold/ThresholdAdaptiveProcessor.cs | 33 ++-- .../Threshold/ThresholdProcessor.cs | 31 +-- Ocr/Ocr.Tesseract/Models/ScanResult.cs | 2 + 25 files changed, 1063 insertions(+), 131 deletions(-) create mode 100644 Examples/CLI/EvaluationProcessor.cs create mode 100644 Examples/CLI/img/command-processing_screentypes_controlgroup_005.json create mode 100644 Examples/CLI/img/editor_startpage_project-exist_001.json create mode 100644 Examples/CLI/img/editor_windows_position_006.json create mode 100644 Examples/CLI/img/historian_assistent_001.json create mode 100644 Examples/CLI/img/zrs_MetadataEditor_variables_001.json create mode 100644 Examples/CLI/img/zrs_REPORTS_EfficencyClass_009.json create mode 100644 Examples/CLI/img/zrs_ZAMS_3rd-connector_014.json create mode 100644 Examples/CLI/img/zrs_ZAMS_filter-alarmgroup_001.json create mode 100644 Examples/ReportGenerator/Program.cs create mode 100644 Examples/ReportGenerator/Properties/launchSettings.json create mode 100644 Examples/ReportGenerator/ReportGenerator.csproj create mode 100644 Examples/ReportGenerator/ScannedResultInfo.cs create mode 100644 Examples/ReportGenerator/TagFileInfo.cs diff --git a/Examples/CLI/CLI.csproj b/Examples/CLI/CLI.csproj index 290a58c..435ee8f 100644 --- a/Examples/CLI/CLI.csproj +++ b/Examples/CLI/CLI.csproj @@ -8,32 +8,55 @@ - + + Always + Always + + Always + Always + + Always + Always + + Always + Always + + Always + Always + + Always + Always + + Always + Always + + Always + Always diff --git a/Examples/CLI/EvaluationProcessor.cs b/Examples/CLI/EvaluationProcessor.cs new file mode 100644 index 0000000..c00c568 --- /dev/null +++ b/Examples/CLI/EvaluationProcessor.cs @@ -0,0 +1,101 @@ +using ImageMagick; +using Ocr.Tesseract; +using Ocr.Tesseract.Configuration; +using Ocr.Tesseract.Extensions; +using Ocr.Tesseract.Models; +using Ocr.Tesseract.Screenshots; +using Ocr.Tesseract.Screenshots.Configuration; +using Process.Abstract.Configuration; +using Process.Interface; +using System.Text.Json; +using System.Text.RegularExpressions; + +internal class EvaluationProcessor +{ + /// + /// expression for extracting whole words from scan results + /// + private static Regex WordRegex = new( + @"[\w'\-]{2,}", + RegexOptions.Compiled | RegexOptions.Multiline | RegexOptions.IgnoreCase + ); + + private static ITesseractConfiguration TesseractConfig = new TesseractScreenshotConfiguration() + { + DataPath = "tessdata", + Languages = new[] { "eng", "deu" } + }; + + private ScreenshotProcessorConfiguration ProcessorConfig = new ScreenshotProcessorConfiguration + { + Border = 0, + EnableResizing = false, + EnableThresholding = false, + FilterConnectedComponents = false, + ThresholdHeight = 0, + ThresholdWidth = 0 + }; + + private static readonly TesseractProcessor tesseractProcessor = new(TesseractConfig); + + private static readonly IProcessorChain postProcessor = + new ProcessorChainConfiguration() + .Use(new ConfidenceFilter(50)) + .Use(new ToLowerProcessor()) + .Use(new DuplicateFilter()) + .Complete(new RegexFilter(WordRegex)); + + private readonly IProcessor _thresholdProcessor; + + public string OutputFolder { get; init; } = "results"; + + public EvaluationProcessor(IProcessor thresholdProcessor) + { + _thresholdProcessor = thresholdProcessor; + } + + /// + public Task Process(MagickImage image) => Task.Run(async () => + { + Directory.CreateDirectory(OutputFolder); + + var processor = MakeProcessor(); + var results = processor.Process(new[] { image }).Select(r => r.Word); + + var name = Path.GetFileNameWithoutExtension(image.FileName); + await using var file = File.OpenWrite(Path.Combine(OutputFolder, $"{name}.{_thresholdProcessor}.json")); + await JsonSerializer.SerializeAsync(file, results); + }); + + private IProcessorChain MakeProcessor() + { + var preprocessing = new ProcessorChainConfiguration() + .Use(new CloneImageProcessor()) + .Use(new ResizeProcessor(FilterType.Lanczos2Sharp, PixelInterpolateMethod.Mesh)) + .Use(new NormalizeProcessor()) + .Use(_thresholdProcessor) + .Use(new AddBorderProcessor(10)) + .Use(new BinarizeProcessor()) + .Use(new NegateCloneProcessor()) + .Complete(OnPreprocessed); + + return new ProcessorChainConfiguration() + .Use(preprocessing) + .Use(tesseractProcessor) + .Complete(postProcessor); + } + + private IEnumerable OnPreprocessed(IEnumerable images) + { + var tImages = images.ToArray(); + + for (var i = 0; i < tImages.Length; i++) + { + var image = tImages[i].CloneImage(); + var name = Path.GetFileName(image.FileName); + image.Write(Path.Combine(OutputFolder, $"{_thresholdProcessor}.{i:D2}.{name}")); + } + + return tImages; + } +} diff --git a/Examples/CLI/Program.cs b/Examples/CLI/Program.cs index 5030ecb..9ff55a3 100644 --- a/Examples/CLI/Program.cs +++ b/Examples/CLI/Program.cs @@ -1,16 +1,98 @@ -using Common; -using Common.Extensions; +using Common.Extensions; using ImageMagick; +using Ocr.Tesseract.Screenshots.Threshold; +using System.Diagnostics.CodeAnalysis; +using System.Text; -var scanner = new ScreenshotScanner(); +namespace CLI; -Console.WriteLine($"# Scanning: {string.Join(',', args)}..."); -scanner.Process(GetImages(args)); +public class Program +{ + private readonly IDictionary _statusMap = new Dictionary() + { + { TaskStatus.RanToCompletion, "DONE" }, + { TaskStatus.Faulted, "FAULT" }, + { TaskStatus.Canceled, "CANCL" }, + { TaskStatus.Created, "WAIT" }, + { TaskStatus.WaitingToRun, "WAIT" }, + { TaskStatus.WaitingForActivation, "WAIT" }, + { TaskStatus.Running, "RUN" }, + { TaskStatus.WaitingForChildrenToComplete, "RUN" }, + }; -Console.WriteLine($"# Results ({scanner.Lookup.Keys.Count}):"); -Console.WriteLine(string.Join(' ', scanner.Lookup.Keys)); + public Task Run(string[] args) + { + var scans = ( + from processor in MakeThresholdVariations() + from path in ExpandPaths(args) + select (Key: path, Task: processor.Process(new MagickImage(path))) + ).ToArray(); -static IEnumerable GetImages(IEnumerable paths) => paths - .SelectMany(p => p.ExpandPath()) - .Select(p => new MagickImage(p)) - .ToArray(); + var waitTask = Task.WhenAll(scans.Select(i => i.Task)); + + while (!waitTask.Wait(TimeSpan.FromSeconds(1))) + { + var sb = new StringBuilder(scans.Length * 30); + + foreach (var info in scans) + { + sb.AppendLine($"{_statusMap[info.Task.Status],-5}: {info.Key}"); + + if (info.Task.Exception is not null) + { + sb.AppendLine($"> EX: {info.Task.Exception?.Message}"); + } + } + + sb.AppendLine(); + + Console.Clear(); + Console.Write(sb.ToString()); + } + + return waitTask; + } + + [SuppressMessage("ReSharper", "ArrangeObjectCreationWhenTypeNotEvident")] + private static IEnumerable MakeThresholdVariations() + { + yield return new(new ThresholdAdaptiveProcessor(17)); + yield return new(new ThresholdAdaptiveProcessor(5)); + yield return new(new ThresholdAdaptiveProcessor(10)); + yield return new(new ThresholdAdaptiveProcessor(15)); + yield return new(new ThresholdProcessor(20)); + yield return new(new ThresholdProcessor(40)); + yield return new(new ThresholdProcessor(60)); + yield return new(new ThresholdProcessor(80)); + yield return new(new AutoThresholdProcessor(AutoThresholdMethod.Kapur)); + yield return new(new AutoThresholdProcessor(AutoThresholdMethod.OTSU)); + yield return new(new AutoThresholdProcessor(AutoThresholdMethod.Triangle)); + } + + private static IEnumerable ExpandPaths(params string[] paths) => + paths.SelectMany(p => p.ExpandPath()); + + #region Main + + public static int Main(string[] args) + { + Console.WriteLine("Starting up"); + + try + { + new Program() + .Run(args) + .Wait(); + + Console.WriteLine("Completed"); + return 0; + } + catch (Exception e) + { + Console.WriteLine(e.Message); + return 1; + } + } + + #endregion +} diff --git a/Examples/CLI/img/command-processing_screentypes_controlgroup_005.json b/Examples/CLI/img/command-processing_screentypes_controlgroup_005.json new file mode 100644 index 0000000..e1d2a0b --- /dev/null +++ b/Examples/CLI/img/command-processing_screentypes_controlgroup_005.json @@ -0,0 +1,13 @@ +{ + "words": [ + "interlockings", + "active", + "interlocking", + "text", + "typ", + "static", + "id", + "10034", + "no" + ] +} \ No newline at end of file diff --git a/Examples/CLI/img/editor_startpage_project-exist_001.json b/Examples/CLI/img/editor_startpage_project-exist_001.json new file mode 100644 index 0000000..e114c9d --- /dev/null +++ b/Examples/CLI/img/editor_startpage_project-exist_001.json @@ -0,0 +1,80 @@ +{ + "words": [ + "connection", + "create", + "driver", + "variable", + "visualization", + "frame", + "screen", + "execution", + "function", + "first", + "steps", + "welcome", + "to", + "the", + "engineering", + "studio", + "we", + "want", + "make", + "your", + "in", + "easy", + "this", + "end", + "are", + "introducing", + "you", + "basic", + "for", + "configuring", + "a", + "project", + "following", + "chapters", + "how", + "work", + "and", + "what", + "need", + "projects", + "can", + "incorporate", + "data", + "points", + "into", + "is", + "tool", + "control", + "of", + "processes", + "generally", + "do", + "not", + "anything", + "because", + "properties", + "dialogs", + "setting", + "parameters", + "them", + "if", + "rproject", + "has", + "been", + "configured", + "compile", + "it", + "start", + "service", + "engine", + "then", + "see", + "front", + "application", + "back", + "next" + ] +} \ No newline at end of file diff --git a/Examples/CLI/img/editor_windows_position_006.json b/Examples/CLI/img/editor_windows_position_006.json new file mode 100644 index 0000000..8b48ae5 --- /dev/null +++ b/Examples/CLI/img/editor_windows_position_006.json @@ -0,0 +1,76 @@ +{ + "words": [ + "zenon", + "energy", + "edition", + "file", + "edit", + "screens", + "options", + "window", + "help", + "100", + "activatestartupscreen", + "properties", + "cross", + "reference", + "list", + "report", + "start", + "variables", + "functions", + "language", + "historian", + "recipes", + "time", + "control", + "windows", + "CE", + "filter", + "text", + "total", + "filtered", + "select", + "project", + "tree", + "network", + "topology", + "welcome", + "to", + "the", + "property", + "shows", + "you", + "brief", + "information", + "each", + "propery", + "what", + "is", + "needed", + "for", + "its", + "standard", + "value", + "from", + "other", + "depended", + "on", + "etc", + "a", + "link", + "online", + "also", + "provided", + "and", + "name", + "VBA", + "VSTA", + "displayed", + "output", + "load", + "DOKU", + "ready", + "elemente" + ] +} \ No newline at end of file diff --git a/Examples/CLI/img/historian_assistent_001.json b/Examples/CLI/img/historian_assistent_001.json new file mode 100644 index 0000000..6f56274 --- /dev/null +++ b/Examples/CLI/img/historian_assistent_001.json @@ -0,0 +1,57 @@ +{ + "words": [ + "start", + "page", + "create", + "archive", + "archives", + "serve", + "for", + "the", + "recording", + "of", + "process", + "values", + "over", + "a", + "longer", + "period", + "time", + "recorded", + "data", + "can", + "be", + "summarized", + "in", + "aggregated", + "sum", + "average", + "value", + "minimum", + "and", + "maximum", + "certain", + "used", + "extended", + "trend", + "this", + "assistant", + "should", + "help", + "you", + "with", + "basic", + "engineering", + "an", + "if", + "want", + "to", + "teditor", + "without", + "press", + "cancel", + "now", + "back", + "next" + ] +} \ No newline at end of file diff --git a/Examples/CLI/img/zrs_MetadataEditor_variables_001.json b/Examples/CLI/img/zrs_MetadataEditor_variables_001.json new file mode 100644 index 0000000..c3b48c0 --- /dev/null +++ b/Examples/CLI/img/zrs_MetadataEditor_variables_001.json @@ -0,0 +1,56 @@ +{ + "words": [ + "metadata", + "editor", + "file", + "edit", + "help", + "equipment", + "modeling", + "event", + "classes", + "groups", + "users", + "project", + "variables", + "archives", + "efficiency", + "class", + "models", + "reference", + "curves", + "name", + "visual", + "description", + "apply", + "clear", + "glass", + "bottle", + "line", + "WS", + "Cur", + "State", + "depalletizer", + "unpacker", + "washer", + "filler", + "pasteurizer", + "labeler", + "conveyor", + "grate", + "inspector", + "operation", + "packer", + "connected", + "to", + "reporting", + "on", + "testenv", + "local", + "total", + "filtered", + "selected", + "changed", + "ready" + ] +} \ No newline at end of file diff --git a/Examples/CLI/img/zrs_REPORTS_EfficencyClass_009.json b/Examples/CLI/img/zrs_REPORTS_EfficencyClass_009.json new file mode 100644 index 0000000..fd3205b --- /dev/null +++ b/Examples/CLI/img/zrs_REPORTS_EfficencyClass_009.json @@ -0,0 +1,68 @@ +{ + "words": [ + "new", + "report", + "theme", + "efficiency", + "class", + "analysis", + "this", + "contains", + "templates", + "that", + "allow", + "based", + "on", + "models", + "the", + "data", + "can", + "be", + "processed", + "archives", + "equipment", + "groups", + "or", + "formulas", + "template", + "formula", + "reports", + "perform", + "for", + "period", + "1", + "historic", + "is", + "normalised", + "to", + "a", + "defined", + "in", + "model", + "cen", + "shown", + "an", + "diagram", + "and", + "tables", + "preview", + "from", + "costs", + "hour", + "name", + "lower", + "limit", + "higher", + "EUR", + "value", + "current", + "zenon", + "analyzer", + "www", + "copadata", + "com", + "ok", + "cancel", + "page" + ] +} \ No newline at end of file diff --git a/Examples/CLI/img/zrs_ZAMS_3rd-connector_014.json b/Examples/CLI/img/zrs_ZAMS_3rd-connector_014.json new file mode 100644 index 0000000..b6abb34 --- /dev/null +++ b/Examples/CLI/img/zrs_ZAMS_3rd-connector_014.json @@ -0,0 +1,38 @@ +{ + "words": [ + "metadata", + "datasource", + "variables", + "project", + "glass", + "bottle", + "line", + "identification", + "visualname", + "description", + "cycle", + "time", + "dd", + "hh", + "mm", + "ss", + "assigned", + "equipment", + "groups", + "plant", + "media", + "total", + "previous", + "next", + "ok", + "cancel", + "new", + "archive", + "for", + "the", + "3rd", + "party", + "database", + "connector" + ] +} \ No newline at end of file diff --git a/Examples/CLI/img/zrs_ZAMS_filter-alarmgroup_001.json b/Examples/CLI/img/zrs_ZAMS_filter-alarmgroup_001.json new file mode 100644 index 0000000..f85c365 --- /dev/null +++ b/Examples/CLI/img/zrs_ZAMS_filter-alarmgroup_001.json @@ -0,0 +1,22 @@ +{ + "words": [ + "alarm", + "group", + "prefilter", + "static", + "enable", + "alarm", + "group", + "prefiltering", + "machine", + "alarm", + "emergency", + "stop", + "external", + "failure", + "eqauipment", + "select", + "all", + "deselect" + ] +} \ No newline at end of file diff --git a/Examples/Common/ScreenshotScanner.cs b/Examples/Common/ScreenshotScanner.cs index 9a1e4a8..242c7fa 100644 --- a/Examples/Common/ScreenshotScanner.cs +++ b/Examples/Common/ScreenshotScanner.cs @@ -1,14 +1,7 @@ using ImageMagick; using Lookup.Memory; -using Ocr.Tesseract; -using Ocr.Tesseract.Configuration; using Ocr.Tesseract.Models; -using Ocr.Tesseract.Screenshots; -using Ocr.Tesseract.Screenshots.Configuration; -using Ocr.Tesseract.Screenshots.Threshold; -using Process.Abstract.Configuration; using Process.Interface; -using System.Text.RegularExpressions; namespace Common { @@ -18,15 +11,10 @@ namespace Common /// public class ScreenshotScanner { - private readonly IProcessor _processor; - /// - /// expression for extracting whole words from scan results + /// The screenshot processor /// - private static readonly Regex wordRegex = new( - @"[\w'\-]{2,}", - RegexOptions.Compiled | RegexOptions.Multiline | RegexOptions.IgnoreCase - ); + protected IProcessor Processor { get; } /// /// Data storage @@ -34,25 +22,12 @@ namespace Common public Lookup.Interface.ILookup Lookup { get; } = new MemoryLookup(); - /// - /// Configuration of the - /// - public ScreenshotProcessorConfiguration ImageProcessorConfiguration { get; } - - public ITesseractConfiguration TesseractConfiguration { get; } - /// /// Constructor /// - public ScreenshotScanner( - ScreenshotProcessorConfiguration imageProcessorConfig, - ITesseractConfiguration tesseractConfig - ) + public ScreenshotScanner(IProcessor processor) { - ImageProcessorConfiguration = imageProcessorConfig; - TesseractConfiguration = tesseractConfig; - - _processor = MakeProcessor(); + Processor = processor; } /// @@ -62,53 +37,15 @@ namespace Common /// The s to process public void Process(IEnumerable images) { - foreach (var kv in _processor.Process(images)) + foreach (var kv in Processor.Process(images)) { Lookup.Add(kv.Word, kv.Image); } } - private IProcessor MakeProcessor() - { - var threshold = - new ThresholdAdaptiveProcessor(ImageProcessorConfiguration.ThresholdWidth, - ImageProcessorConfiguration.ThresholdHeight); - // var threshold = new AutoThresholdProcessor(AutoThresholdMethod.Kapur); - // var threshold = new AutoThresholdProcessor(AutoThresholdMethod.OTSU); - // var threshold = new AutoThresholdProcessor(AutoThresholdMethod.Triangle); - // var threshold = new ThresholdProcessor(60); - - var preprocessing = new ProcessorChainConfiguration() - .Use(new CloneImageProcessor()) - .Use(new ResizeProcessor(FilterType.Lanczos2Sharp, PixelInterpolateMethod.Mesh)) - .Use(new NormalizeProcessor()) - .Use(threshold) - .Use(new AddBorderProcessor(10)) - .Use(new BinarizeProcessor()) - .Complete(new NegateCloneProcessor()); - - var postprocessing = new ProcessorChainConfiguration() - .Use(new ConfidenceFilter(50)) - .Use(new ToLowerProcessor()) - .Use(new DuplicateFilter()) - .Complete(new RegexFilter(wordRegex)); - - var scan = new TesseractProcessor(TesseractConfiguration); - - return new ProcessorChainConfiguration() - .Use(preprocessing) - .Use(new ProcessingEvent(OnProcessing)) - .Use(scan) - .Use(new ProcessingEvent(OnProcessed)) - .Complete(postprocessing); - } - - protected virtual void OnProcessing(IProcessor sender, ICollection inputs) - { - } - - protected virtual void OnProcessed(IProcessor sender, ICollection inputs) + public virtual void Clear() { + Lookup.Clear(); } } } diff --git a/Examples/Examples.sln b/Examples/Examples.sln index 5c26060..60f4d5d 100644 --- a/Examples/Examples.sln +++ b/Examples/Examples.sln @@ -35,6 +35,8 @@ Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Ocr.Tesseract", "..\Ocr\Ocr EndProject Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Ocr.Tesseract.Screenshots", "..\Ocr\Ocr.Tesseract.Screenshots\Ocr.Tesseract.Screenshots.csproj", "{251F9AC9-3765-498C-83FD-DB3539A19CB3}" EndProject +Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "ReportGenerator", "ReportGenerator\ReportGenerator.csproj", "{729CB7AA-AB0D-4C39-AA17-7435E61FA0A6}" +EndProject Global GlobalSection(SolutionConfigurationPlatforms) = preSolution Debug|Any CPU = Debug|Any CPU @@ -89,6 +91,10 @@ Global {251F9AC9-3765-498C-83FD-DB3539A19CB3}.Debug|Any CPU.Build.0 = Debug|Any CPU {251F9AC9-3765-498C-83FD-DB3539A19CB3}.Release|Any CPU.ActiveCfg = Release|Any CPU {251F9AC9-3765-498C-83FD-DB3539A19CB3}.Release|Any CPU.Build.0 = Release|Any CPU + {729CB7AA-AB0D-4C39-AA17-7435E61FA0A6}.Debug|Any CPU.ActiveCfg = Debug|Any CPU + {729CB7AA-AB0D-4C39-AA17-7435E61FA0A6}.Debug|Any CPU.Build.0 = Debug|Any CPU + {729CB7AA-AB0D-4C39-AA17-7435E61FA0A6}.Release|Any CPU.ActiveCfg = Release|Any CPU + {729CB7AA-AB0D-4C39-AA17-7435E61FA0A6}.Release|Any CPU.Build.0 = Release|Any CPU EndGlobalSection GlobalSection(SolutionProperties) = preSolution HideSolutionNode = FALSE diff --git a/Examples/GUI/ViewModels/ImageViewModel.cs b/Examples/GUI/ViewModels/ImageViewModel.cs index c995d54..50f7cdb 100644 --- a/Examples/GUI/ViewModels/ImageViewModel.cs +++ b/Examples/GUI/ViewModels/ImageViewModel.cs @@ -2,9 +2,13 @@ using GUI.Model; using ImageMagick; using Microsoft.Win32; +using Ocr.Tesseract; using Ocr.Tesseract.Configuration; using Ocr.Tesseract.Models; +using Ocr.Tesseract.Screenshots; using Ocr.Tesseract.Screenshots.Configuration; +using Ocr.Tesseract.Screenshots.Threshold; +using Process.Abstract.Configuration; using Process.Interface; using Serilog; using System; @@ -14,33 +18,91 @@ using System.ComponentModel; using System.IO; using System.Linq; using System.Runtime.CompilerServices; +using System.Text.RegularExpressions; using System.Threading.Tasks; using System.Windows; using System.Windows.Input; namespace GUI.ViewModels; -internal class ImageViewModel : ScreenshotScanner, INotifyPropertyChanged +internal class ImageViewModel : INotifyPropertyChanged { - private static ITesseractConfiguration CreateTesseractConfiguration() => - new TesseractScreenshotConfiguration() + /// + /// The internally used + /// + public ScreenshotScanner Scanner { get; private set; } + + /// + /// Tesseract engine configuration + /// + public static readonly ITesseractConfiguration TesseractConfig = + new TesseractScreenshotConfiguration { DataPath = "tessdata", Languages = new[] { "eng", "deu" } }; - public ImageViewModel() : base(new(), CreateTesseractConfiguration()) + public ScreenshotProcessorConfiguration ProcessorConfig { get; } = new(); + + /// + /// expression for extracting whole words from scan results + /// + public static readonly Regex WordRegex = new( + @"[\w'\-]{2,}", + RegexOptions.Compiled | RegexOptions.Multiline | RegexOptions.IgnoreCase + ); + + public ImageViewModel() { - ImageProcessorConfiguration.PropertyChanged += (sender, args) => Task.Run(UpdateImage); + Scanner = new ScreenshotScanner(MakeProcessor()); + ProcessorConfig.PropertyChanged += (sender, args) => Task.Run(UpdateImage); OpenFileCommand = new Command(OpenFile); SaveEditedImageCommand = new Command(SaveEditedImage); } + public ImageViewModel(MagickImage image) : this() + { + Image = image; + } + + private IProcessorChain MakeProcessor() + { + var threshold = + new ThresholdAdaptiveProcessor( + ProcessorConfig.ThresholdWidth, + ProcessorConfig.ThresholdHeight + ); + + var preprocessing = new ProcessorChainConfiguration() + .Use(new CloneImageProcessor()) + .Use(new ResizeProcessor(FilterType.Lanczos2Sharp, PixelInterpolateMethod.Mesh)) + .Use(new NormalizeProcessor()) + .Use(threshold) + .Use(new AddBorderProcessor(ProcessorConfig.Border)) + .Use(new BinarizeProcessor()) + .Complete(new NegateCloneProcessor()); + + var postprocessing = new ProcessorChainConfiguration() + .Use(new ConfidenceFilter(50)) + .Use(new ToLowerProcessor()) + .Use(new DuplicateFilter()) + .Complete(new RegexFilter(WordRegex)); + + var scan = new TesseractProcessor(TesseractConfig); + + return new ProcessorChainConfiguration() + .Use(preprocessing) + .Use(new ProcessingEvent(OnProcessing)) + .Use(scan) + .Use(new ProcessingEvent(OnProcessed)) + .Complete(postprocessing); + } + #region Overrides of Scanner /// - protected override void OnProcessing(IProcessor sender, ICollection inputs) + protected void OnProcessing(IProcessor sender, ICollection inputs) { Application.Current.Dispatcher.Invoke(() => { @@ -52,30 +114,28 @@ internal class ImageViewModel : ScreenshotScanner, INotifyPropertyChanged } /// - protected override void OnProcessed(IProcessor sender, ICollection inputs) + protected void OnProcessed(IProcessor sender, ICollection inputs) { ScannedText = $"[{inputs.Count} words] " + string.Join(' ', inputs); } - #endregion - - public ImageViewModel(MagickImage image) : this() - { - Image = image; - } - - private void Clear() + /// + public void Clear() { + Scanner.Clear(); Application.Current.Dispatcher.Invoke(() => { ScannedText = string.Empty; Words.Clear(); - Lookup.Clear(); Edited.Clear(); } ); } + #endregion + + #region File Handling + private void OpenFile() { var dialog = new OpenFileDialog() @@ -105,10 +165,14 @@ internal class ImageViewModel : ScreenshotScanner, INotifyPropertyChanged ); } + #endregion + + #region Updating data + private void UpdateConfidence() { - Confidence = Lookup.Keys.Any() - ? Lookup.Keys.Sum(key => key.Confidence) / Lookup.Keys.Count + Confidence = Scanner.Lookup.Keys.Any() + ? Scanner.Lookup.Keys.Sum(key => key.Confidence) / Scanner.Lookup.Keys.Count : 0; } @@ -121,7 +185,7 @@ internal class ImageViewModel : ScreenshotScanner, INotifyPropertyChanged Clear(); if (Image != null) { - Process(new[] { Image }); + Scanner.Process(new[] { Image }); } UpdateWords(); @@ -135,13 +199,15 @@ internal class ImageViewModel : ScreenshotScanner, INotifyPropertyChanged { Application.Current.Dispatcher.Invoke(() => { - foreach (var word in Lookup.Keys) + foreach (var word in Scanner.Lookup.Keys) { Words.Add(word); } }); } + #endregion + #region Properties private float _confidence; diff --git a/Examples/GUI/Views/ImageView.xaml b/Examples/GUI/Views/ImageView.xaml index ff55d1f..e9dd67e 100644 --- a/Examples/GUI/Views/ImageView.xaml +++ b/Examples/GUI/Views/ImageView.xaml @@ -160,7 +160,7 @@ + IsChecked="{Binding ProcessorConfig.EnableThresholding}" /> + IsChecked="{Binding ProcessorConfig.EnableResizing}" /> @@ -235,7 +235,7 @@ + IsChecked="{Binding ProcessorConfig.FilterConnectedComponents}" /> \ No newline at end of file diff --git a/Examples/GUI/Views/ImageView.xaml.cs b/Examples/GUI/Views/ImageView.xaml.cs index 5ebd7e0..a69f868 100644 --- a/Examples/GUI/Views/ImageView.xaml.cs +++ b/Examples/GUI/Views/ImageView.xaml.cs @@ -29,20 +29,20 @@ namespace GUI.Views private void SldThreshold1_OnDragCompleted(object sender, DragCompletedEventArgs args) { var vm = ViewModel; - vm.ImageProcessorConfiguration.ThresholdWidth = (int)Math.Round(((Slider)sender).Value); + vm.ProcessorConfig.ThresholdWidth = (int)Math.Round(((Slider)sender).Value); } private void SldThreshold2_OnDragCompleted(object sender, DragCompletedEventArgs args) { var vm = ViewModel; - vm.ImageProcessorConfiguration.ThresholdHeight = (int)Math.Round(((Slider)sender).Value); + vm.ProcessorConfig.ThresholdHeight = (int)Math.Round(((Slider)sender).Value); } private void SldBorder_OnDragCompleted(object sender, DragCompletedEventArgs e) { var vm = ViewModel; - vm.ImageProcessorConfiguration.Border = (int)Math.Round(((Slider)sender).Value); + vm.ProcessorConfig.Border = (int)Math.Round(((Slider)sender).Value); } } } diff --git a/Examples/ReportGenerator/Program.cs b/Examples/ReportGenerator/Program.cs new file mode 100644 index 0000000..1fd2ccb --- /dev/null +++ b/Examples/ReportGenerator/Program.cs @@ -0,0 +1,185 @@ +namespace ReportGenerator; + +internal struct CharacterErrorInfo +{ + public string TaggedWord { get; } + public string? ScannedWord { get; set; } = null; + public double CharacterError { get; set; } = double.PositiveInfinity; + + public CharacterErrorInfo(string taggedWord) => TaggedWord = taggedWord; +} + +internal struct WordErrorInfo +{ + public double WordError { get; set; } = double.PositiveInfinity; + + public ICollection Words { get; } = new List(); + + public double CharacterErrorAvg => Words.Average(i => i.CharacterError); + + public WordErrorInfo() + { + } +} + +internal struct ScanTable +{ + public string ImageName { get; set; } + + public ICollection Scans { get; set; } +} + +internal struct ScanTableRow +{ + public string ScannerName { get; set; } + + public ICollection ScannedWords { get; set; } +} + +internal static class Program +{ + internal static void Main(string[] args) + { + var errorInfos = new List<(ScannedResultInfo scan, WordErrorInfo error)>(); + + var tagFileInfos = GetTagFileInfos(args[0]); + var scanFileInfos = GetScanFileInfos(args[1]).ToLookup(i => i.ImageName); + + Directory.CreateDirectory("reports"); + + foreach (var tagFileInfo in tagFileInfos) + { + var taggedWords = tagFileInfo.GetWords(); + + foreach (var scanFileInfo in scanFileInfos[tagFileInfo.ImageName]) + { + var scannedWords = scanFileInfo.GetWords(); + if (!scannedWords.Any()) + { + continue; + } + + // Calculate WER by comparing all tagged with all scanned words + var wordErrorInfo = new WordErrorInfo + { + WordError = CalculateWer(taggedWords, scannedWords), + }; + + // Calculate CER for each tagged word + foreach (var taggedWord in taggedWords) + { + var characterErrorInfo = new CharacterErrorInfo(taggedWord); + + foreach (var scannedWord in scannedWords) + { + // Calculates the levenshtein distance to every word and returns the most similar combination + var err = CalculateCer(taggedWord, scannedWord); + + if (err < characterErrorInfo.CharacterError) + { + characterErrorInfo.ScannedWord = scannedWord; + characterErrorInfo.CharacterError = err; + + if (err == 0) + { + break; + } + } + } + + wordErrorInfo.Words.Add(characterErrorInfo); + } + + errorInfos.Add((scanFileInfo, wordErrorInfo)); + } + } + + // Somewhat off based on the amount of expected words + // If a processor did scan nothing at all this value can be very low + var bestCharErrorProcessor = errorInfos + .GroupBy(e => e.scan.ProcessorName, e => e.error) + .Select(g => (g.Key, g.Average(i => i.CharacterErrorAvg))) + .OrderBy(g => g.Item2) + .ToArray(); + + // Same here but with less impact + var bestWordErrorProcessor = errorInfos + .GroupBy(e => e.scan.ProcessorName, e => e.error) + .Select(g => (g.Key, g.Average(i => i.WordError))) + .OrderBy(g => g.Item2) + .ToArray(); + } + + static double CalculateCer(string s1, string s2) + { + if (string.IsNullOrEmpty(s1) || string.IsNullOrEmpty(s2)) + { + return 0; + } + + var distance = new int[s1.Length + 1, s2.Length + 1]; + + for (var i = 0; i <= s1.Length; i++) + { + distance[i, 0] = i; + } + + for (var j = 0; j <= s2.Length; j++) + { + distance[0, j] = j; + } + + for (var i = 1; i <= s1.Length; i++) + { + for (var j = 1; j <= s2.Length; j++) + { + var cost = s2[j - 1] == s1[i - 1] ? 0 : 1; + + var c1 = Math.Min(distance[i - 1, j] + 1, distance[i, j - 1] + 1); + var c2 = distance[i - 1, j - 1] + cost; + distance[i, j] = Math.Min(c1, c2); + } + } + + return distance[s1.Length, s2.Length]; + } + + static double CalculateWer(ICollection expected, ICollection actual) + { + // Amount of words that need to be substituted to match the original + int substitutions = expected + .Zip( + actual, + (e, a) => string.Equals(e, a) ? 0 : 1 + ) + .Sum(); + + // Amount of words dropped from the original + int deletions = expected.Except(actual).Count(); + + // Amount of extra words added compared to the original + int insertions = actual.Except(expected).Count(); + + return (substitutions + deletions + insertions) / (double)expected.Count; + } + + private static IEnumerable GetTagFileInfos(string dir) + { + if (!Directory.Exists(dir)) + { + throw new ArgumentException($"Invalid tagged data directory '{dir}'"); + } + + return Directory.EnumerateFiles(dir, "*.json").Select(TagFileInfo.FromPath); + } + + private static IEnumerable GetScanFileInfos(string dir) + { + if (!Directory.Exists(dir)) + { + throw new ArgumentException($"Invalid scan results directory '{dir}'"); + } + + return Directory.EnumerateFiles(dir, "*.json").Select(ScannedResultInfo.FromPath); + } +} diff --git a/Examples/ReportGenerator/Properties/launchSettings.json b/Examples/ReportGenerator/Properties/launchSettings.json new file mode 100644 index 0000000..3a8fbfb --- /dev/null +++ b/Examples/ReportGenerator/Properties/launchSettings.json @@ -0,0 +1,9 @@ +{ + "profiles": { + "ReportGenerator": { + "commandName": "Project", + "commandLineArgs": "\"img\" \"results\"", + "workingDirectory": "D:\\git\\BA\\Examples\\CLI\\bin\\Debug\\net6.0" + } + } +} \ No newline at end of file diff --git a/Examples/ReportGenerator/ReportGenerator.csproj b/Examples/ReportGenerator/ReportGenerator.csproj new file mode 100644 index 0000000..74abf5c --- /dev/null +++ b/Examples/ReportGenerator/ReportGenerator.csproj @@ -0,0 +1,10 @@ + + + + Exe + net6.0 + enable + enable + + + diff --git a/Examples/ReportGenerator/ScannedResultInfo.cs b/Examples/ReportGenerator/ScannedResultInfo.cs new file mode 100644 index 0000000..f83aa9b --- /dev/null +++ b/Examples/ReportGenerator/ScannedResultInfo.cs @@ -0,0 +1,45 @@ +using System.Text.Json; +using System.Text.RegularExpressions; + +namespace ReportGenerator; + +internal struct ScannedResultInfo +{ + public string Path { get; private init; } + + private static readonly Regex parseRegex = new( + @"(?'image'.+)\.(?'processor'.+)\..+", + RegexOptions.Compiled | RegexOptions.CultureInvariant | RegexOptions.IgnoreCase + ); + + public string ProcessorName { get; set; } + + public string ImageName { get; set; } + + public ICollection GetWords() + { + using var file = File.OpenRead(Path); + return JsonDocument + .Parse(file) + .RootElement + .EnumerateArray() + .Select(e => + e.GetProperty("Text").GetString() ?? throw new Exception("Cannot parse null words")) + .ToArray(); + } + + public static ScannedResultInfo FromPath(string path) + { + var match = parseRegex.Match(System.IO.Path.GetFileName(path)); + return new ScannedResultInfo + { + Path = path, + ProcessorName = match.Groups["processor"].Value, + ImageName = match.Groups["image"].Value + }; + } + + + /// + public override string ToString() => ImageName; +} diff --git a/Examples/ReportGenerator/TagFileInfo.cs b/Examples/ReportGenerator/TagFileInfo.cs new file mode 100644 index 0000000..14a1d1b --- /dev/null +++ b/Examples/ReportGenerator/TagFileInfo.cs @@ -0,0 +1,31 @@ +using System.Text.Json; + +namespace ReportGenerator; + +internal struct TagFileInfo +{ + public string Path { get; private init; } + + public string ImageName { get; set; } + + public ICollection GetWords() + { + using var file = File.OpenRead(Path); + return JsonDocument + .Parse(file) + .RootElement + .GetProperty("words") + .EnumerateArray() + .Select(w => w.GetString() ?? throw new Exception("Cannot parse null words")) + .ToArray(); + } + + public static TagFileInfo FromPath(string path) => new() + { + Path = path, + ImageName = System.IO.Path.GetFileNameWithoutExtension(path), + }; + + /// + public override string ToString() => ImageName; +} diff --git a/Ocr/Ocr.Tesseract.Screenshots/Threshold/AutoThresholdProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/Threshold/AutoThresholdProcessor.cs index 3a987d0..5578b9c 100644 --- a/Ocr/Ocr.Tesseract.Screenshots/Threshold/AutoThresholdProcessor.cs +++ b/Ocr/Ocr.Tesseract.Screenshots/Threshold/AutoThresholdProcessor.cs @@ -17,4 +17,11 @@ public class AutoThresholdProcessor : SingleImageProcessor image.AutoThreshold(_method); return image; } + + #region Overrides of Object + + /// + public override string ToString() => $"{nameof(AutoThresholdProcessor)}({_method})"; + + #endregion } \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdAdaptiveProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdAdaptiveProcessor.cs index 309a397..5f4a6c9 100644 --- a/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdAdaptiveProcessor.cs +++ b/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdAdaptiveProcessor.cs @@ -5,16 +5,27 @@ namespace Ocr.Tesseract.Screenshots.Threshold; public class ThresholdAdaptiveProcessor : SingleImageProcessor { - private readonly int _width; - private readonly int _height; + private readonly int _width; + private readonly int _height; - public ThresholdAdaptiveProcessor(int width, int height) - { - _width = width; - _height = height; - } + public ThresholdAdaptiveProcessor(int size) : this(size, size) + { + } - /// - protected override MagickImage Process(MagickImage image) => image - .ThresholdAdaptive(_width, _height); -} \ No newline at end of file + public ThresholdAdaptiveProcessor(int width, int height) + { + _width = width; + _height = height; + } + + /// + protected override MagickImage Process(MagickImage image) => image + .ThresholdAdaptive(_width, _height); + + #region Overrides of Object + + /// + public override string ToString() => $"{nameof(ThresholdAdaptiveProcessor)}({_width:D2}_{_height:D2})"; + + #endregion +} diff --git a/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdProcessor.cs b/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdProcessor.cs index ccd0e28..bd4947b 100644 --- a/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdProcessor.cs +++ b/Ocr/Ocr.Tesseract.Screenshots/Threshold/ThresholdProcessor.cs @@ -4,18 +4,25 @@ namespace Ocr.Tesseract.Screenshots.Threshold; public class ThresholdProcessor : SingleImageProcessor { - private readonly Percentage _percentage; + private readonly Percentage _percentage; - public ThresholdProcessor(int percentage) - { - _percentage = new Percentage(percentage); - } + public ThresholdProcessor(int percentage) + { + _percentage = new Percentage(percentage); + } - /// - protected override MagickImage Process(MagickImage image) - { - image.Threshold(_percentage); - return image; - } -} \ No newline at end of file + /// + protected override MagickImage Process(MagickImage image) + { + image.Threshold(_percentage); + return image; + } + + #region Overrides of Object + + /// + public override string ToString() => $"{nameof(ThresholdProcessor)}({_percentage})"; + + #endregion +} diff --git a/Ocr/Ocr.Tesseract/Models/ScanResult.cs b/Ocr/Ocr.Tesseract/Models/ScanResult.cs index 57225e6..fc1e73a 100644 --- a/Ocr/Ocr.Tesseract/Models/ScanResult.cs +++ b/Ocr/Ocr.Tesseract/Models/ScanResult.cs @@ -1,4 +1,5 @@ using ImageMagick; +using System.Text.Json.Serialization; namespace Ocr.Tesseract.Models; @@ -26,6 +27,7 @@ public struct ScanResult /// /// Value referenced by /// + [JsonIgnore] public MagickImage Image { get; set; } -- 2.52.0 From 9ac01e6b1216b45f2cb1b2b9b9a9a6089526f9a7 Mon Sep 17 00:00:00 2001 From: Simon Gruber Date: Mon, 20 Nov 2023 14:26:00 +0100 Subject: [PATCH 03/15] checkpoint --- .../ReportGenerator/Models/CharacterStats.cs | 61 ++++++ Examples/ReportGenerator/Models/ImageStats.cs | 52 ++++++ .../ReportGenerator/Models/ProcessorStat.cs | 85 +++++++++ .../{ => Models}/ScannedResultInfo.cs | 2 +- Examples/ReportGenerator/Models/TableInfo.cs | 49 +++++ .../ReportGenerator/Models/TagFileInfo.cs | 31 ++++ Examples/ReportGenerator/Program.cs | 173 +++--------------- .../ReportGenerator/ReportGenerator.csproj | 4 + Examples/ReportGenerator/TagFileInfo.cs | 31 ---- 9 files changed, 312 insertions(+), 176 deletions(-) create mode 100644 Examples/ReportGenerator/Models/CharacterStats.cs create mode 100644 Examples/ReportGenerator/Models/ImageStats.cs create mode 100644 Examples/ReportGenerator/Models/ProcessorStat.cs rename Examples/ReportGenerator/{ => Models}/ScannedResultInfo.cs (96%) create mode 100644 Examples/ReportGenerator/Models/TableInfo.cs create mode 100644 Examples/ReportGenerator/Models/TagFileInfo.cs delete mode 100644 Examples/ReportGenerator/TagFileInfo.cs diff --git a/Examples/ReportGenerator/Models/CharacterStats.cs b/Examples/ReportGenerator/Models/CharacterStats.cs new file mode 100644 index 0000000..c2a10f4 --- /dev/null +++ b/Examples/ReportGenerator/Models/CharacterStats.cs @@ -0,0 +1,61 @@ +namespace ReportGenerator.Models; + +internal readonly struct CharacterStats +{ + public string Reference { get; } + + public string Value { get; } + + public double CharacterError { get; } + + public CharacterStats(string reference) + { + Reference = reference; + Value = string.Empty; + CharacterError = double.PositiveInfinity; + } + + public CharacterStats(string reference, string value) + { + Value = value; + Reference = reference; + + CharacterError = CalculateCer(reference, value); + } + + private static double CalculateCer(string s1, string s2) + { + var distance = new int[s1.Length + 1, s2.Length + 1]; + + for (var i = 0; i <= s1.Length; i++) + { + distance[i, 0] = i; + } + + for (var j = 0; j <= s2.Length; j++) + { + distance[0, j] = j; + } + + for (var i = 1; i <= s1.Length; i++) + { + for (var j = 1; j <= s2.Length; j++) + { + var cost = s2[j - 1] == s1[i - 1] ? 0 : 1; + + var c1 = Math.Min(distance[i - 1, j] + 1, distance[i, j - 1] + 1); + var c2 = distance[i - 1, j - 1] + cost; + distance[i, j] = Math.Min(c1, c2); + } + } + + return distance[s1.Length, s2.Length]; + } + + /// + public override string ToString() + { + var value = string.IsNullOrEmpty(Value) ? "`null`" : Value; + return $"{value} ({CharacterError})"; + } +} \ No newline at end of file diff --git a/Examples/ReportGenerator/Models/ImageStats.cs b/Examples/ReportGenerator/Models/ImageStats.cs new file mode 100644 index 0000000..2195731 --- /dev/null +++ b/Examples/ReportGenerator/Models/ImageStats.cs @@ -0,0 +1,52 @@ +namespace ReportGenerator.Models; + +internal readonly struct ImageStats +{ + public string ImageName { get; } = string.Empty; + + public ICollection Reference { get; } = Array.Empty(); + public ICollection Stats { get; } = Array.Empty(); + + public ImageStats( + string imageName, + ICollection taggedWords, + IEnumerable scanResult + ) + { + Reference = taggedWords; + ImageName = imageName; + Stats = scanResult + .Select(t => new ProcessorStat(t.ProcessorName, taggedWords, t.GetWords())) + .ToArray(); + } + + + public IEnumerable> ToTable() + { + // Title + yield return Stats.Select(s => s.ProcessorName).Prepend("Reference"); + + // Spacer + yield return Stats.Select(s => "---").Prepend("---"); + + // Content + foreach (var reference in Reference) + { + yield return Stats.SelectMany(s => s.ToRow(reference)).Prepend(reference); + } + + // Spacer + yield return Stats.Select(s => "---").Prepend("---"); + + // Summaries + yield return Stats + .Select(s => s.CharacterStats.Average(s => s.CharacterError).ToString("F2")) + .Prepend("CER (avg)"); + yield return Stats + .Select(s => s.CharacterStats.Sum(s => s.CharacterError).ToString("F2")) + .Prepend("CER (sum)"); + yield return Stats + .Select(s => s.WordError.ToString("F2")) + .Prepend("WER"); + } +} diff --git a/Examples/ReportGenerator/Models/ProcessorStat.cs b/Examples/ReportGenerator/Models/ProcessorStat.cs new file mode 100644 index 0000000..be81390 --- /dev/null +++ b/Examples/ReportGenerator/Models/ProcessorStat.cs @@ -0,0 +1,85 @@ +namespace ReportGenerator.Models; + +internal readonly struct ProcessorStat +{ + public string ProcessorName { get; } = string.Empty; + public ICollection CharacterStats { get; } = Array.Empty(); + public double WordError { get; } = double.PositiveInfinity; + + public ProcessorStat( + string processorName, + ICollection reference, + ICollection values + ) + { + ProcessorName = processorName; + + WordError = CalculateWer( + reference, + values + ); + + CharacterStats = GetCharacterStat( + reference, + values + ).ToArray(); + } + + public IEnumerable ToRow(string word) => CharacterStats + .Where(s => string.Equals(s.Reference, word)) + .Select(s => s.ToString()); + + /// + /// Finds the smallest possible CER by calculating the levenshtein + /// distance to every word and returning the most similar combination + /// + /// + private static IEnumerable GetCharacterStat( + IEnumerable reference, + ICollection values + ) + { + foreach (var refValue in reference) + { + CharacterStats result = new CharacterStats(refValue); + + foreach (var value in values) + { + var stat = new CharacterStats(refValue, value); + if (stat.CharacterError > result.CharacterError) + { + continue; + } + + result = stat; + + if (stat.CharacterError == 0) + { + break; + } + } + + yield return result; + } + } + + static double CalculateWer(ICollection expected, ICollection actual) + { + // Amount of words that need to be substituted to match the original + int substitutions = expected + .Zip( + actual, + (e, a) => string.Equals(e, a) ? 0 : 1 + ) + .Sum(); + + // todo this isn't correct i think + // Amount of words dropped from the original + int deletions = expected.Except(actual).Count(); + + // Amount of extra words added compared to the original + int insertions = actual.Except(expected).Count(); + + return (substitutions + deletions + insertions) / (double)expected.Count; + } +} diff --git a/Examples/ReportGenerator/ScannedResultInfo.cs b/Examples/ReportGenerator/Models/ScannedResultInfo.cs similarity index 96% rename from Examples/ReportGenerator/ScannedResultInfo.cs rename to Examples/ReportGenerator/Models/ScannedResultInfo.cs index f83aa9b..63f7e28 100644 --- a/Examples/ReportGenerator/ScannedResultInfo.cs +++ b/Examples/ReportGenerator/Models/ScannedResultInfo.cs @@ -1,7 +1,7 @@ using System.Text.Json; using System.Text.RegularExpressions; -namespace ReportGenerator; +namespace ReportGenerator.Models; internal struct ScannedResultInfo { diff --git a/Examples/ReportGenerator/Models/TableInfo.cs b/Examples/ReportGenerator/Models/TableInfo.cs new file mode 100644 index 0000000..9758f81 --- /dev/null +++ b/Examples/ReportGenerator/Models/TableInfo.cs @@ -0,0 +1,49 @@ +namespace ReportGenerator.Models; + +internal readonly struct TableInfo +{ + public IEnumerable> Rows { get; } = Enumerable.Empty>(); + + public string Title { get; init; } = string.Empty; + + public string RowStart { get; init; } = string.Empty; + public string RowEnd { get; init; } = string.Empty; + + public string ColumnStart { get; init; } = string.Empty; + public string ColumnEnd { get; init; } = string.Empty; + + public TableInfo(IEnumerable> rows) + { + Rows = rows; + } + + #region Overrides of ValueType + + /// + public override string ToString() + { + string result = string.Empty; + + // Title + result += Title; + + // Body + foreach (var row in Rows) + { + result += RowStart; + + foreach (var column in row) + { + result += ColumnStart; + result += column; + result += ColumnEnd; + } + + result += RowEnd; + } + + return result; + } + + #endregion +} \ No newline at end of file diff --git a/Examples/ReportGenerator/Models/TagFileInfo.cs b/Examples/ReportGenerator/Models/TagFileInfo.cs new file mode 100644 index 0000000..390842f --- /dev/null +++ b/Examples/ReportGenerator/Models/TagFileInfo.cs @@ -0,0 +1,31 @@ +using System.Text.Json; + +namespace ReportGenerator.Models; + +internal struct TagFileInfo +{ + public string Path { get; private init; } + + public string ImageName { get; set; } + + public ICollection GetWords() + { + using var file = File.OpenRead(Path); + return JsonDocument + .Parse(file) + .RootElement + .GetProperty("words") + .EnumerateArray() + .Select(w => w.GetString() ?? throw new Exception("Cannot parse null words")) + .ToArray(); + } + + public static TagFileInfo FromPath(string path) => new() + { + Path = path, + ImageName = System.IO.Path.GetFileNameWithoutExtension(path), + }; + + /// + public override string ToString() => ImageName; +} diff --git a/Examples/ReportGenerator/Program.cs b/Examples/ReportGenerator/Program.cs index 1fd2ccb..1c9782b 100644 --- a/Examples/ReportGenerator/Program.cs +++ b/Examples/ReportGenerator/Program.cs @@ -1,167 +1,52 @@ -namespace ReportGenerator; +using ReportGenerator.Models; -internal struct CharacterErrorInfo -{ - public string TaggedWord { get; } - public string? ScannedWord { get; set; } = null; - public double CharacterError { get; set; } = double.PositiveInfinity; - - public CharacterErrorInfo(string taggedWord) => TaggedWord = taggedWord; -} - -internal struct WordErrorInfo -{ - public double WordError { get; set; } = double.PositiveInfinity; - - public ICollection Words { get; } = new List(); - - public double CharacterErrorAvg => Words.Average(i => i.CharacterError); - - public WordErrorInfo() - { - } -} - -internal struct ScanTable -{ - public string ImageName { get; set; } - - public ICollection Scans { get; set; } -} - -internal struct ScanTableRow -{ - public string ScannerName { get; set; } - - public ICollection ScannedWords { get; set; } -} +namespace ReportGenerator; internal static class Program { internal static void Main(string[] args) { - var errorInfos = new List<(ScannedResultInfo scan, WordErrorInfo error)>(); - var tagFileInfos = GetTagFileInfos(args[0]); - var scanFileInfos = GetScanFileInfos(args[1]).ToLookup(i => i.ImageName); + var scanFileInfos = GetScanFileInfos(args[1]); Directory.CreateDirectory("reports"); - foreach (var tagFileInfo in tagFileInfos) - { - var taggedWords = tagFileInfo.GetWords(); + var stats = Scan(tagFileInfos, scanFileInfos); - foreach (var scanFileInfo in scanFileInfos[tagFileInfo.ImageName]) + foreach (var stat in stats) + { + var tableFields = stat.ToTable(); + var tableInfo = new TableInfo(tableFields) { - var scannedWords = scanFileInfo.GetWords(); - if (!scannedWords.Any()) - { - continue; - } + Title = stat.ImageName + Environment.NewLine, + RowStart = " | ", + RowEnd = Environment.NewLine, + ColumnEnd = " | " + }; - // Calculate WER by comparing all tagged with all scanned words - var wordErrorInfo = new WordErrorInfo - { - WordError = CalculateWer(taggedWords, scannedWords), - }; + var tableStr = tableInfo.ToString(); - // Calculate CER for each tagged word - foreach (var taggedWord in taggedWords) - { - var characterErrorInfo = new CharacterErrorInfo(taggedWord); - - foreach (var scannedWord in scannedWords) - { - // Calculates the levenshtein distance to every word and returns the most similar combination - var err = CalculateCer(taggedWord, scannedWord); - - if (err < characterErrorInfo.CharacterError) - { - characterErrorInfo.ScannedWord = scannedWord; - characterErrorInfo.CharacterError = err; - - if (err == 0) - { - break; - } - } - } - - wordErrorInfo.Words.Add(characterErrorInfo); - } - - errorInfos.Add((scanFileInfo, wordErrorInfo)); - } + Console.WriteLine(); + Console.WriteLine(); + Console.WriteLine(tableStr); + Console.WriteLine(); + Console.WriteLine(); } - - // Somewhat off based on the amount of expected words - // If a processor did scan nothing at all this value can be very low - var bestCharErrorProcessor = errorInfos - .GroupBy(e => e.scan.ProcessorName, e => e.error) - .Select(g => (g.Key, g.Average(i => i.CharacterErrorAvg))) - .OrderBy(g => g.Item2) - .ToArray(); - - // Same here but with less impact - var bestWordErrorProcessor = errorInfos - .GroupBy(e => e.scan.ProcessorName, e => e.error) - .Select(g => (g.Key, g.Average(i => i.WordError))) - .OrderBy(g => g.Item2) - .ToArray(); } - static double CalculateCer(string s1, string s2) + private static IEnumerable Scan( + IEnumerable tagFileInfos, + IEnumerable scanFileInfos + ) { - if (string.IsNullOrEmpty(s1) || string.IsNullOrEmpty(s2)) - { - return 0; - } - - var distance = new int[s1.Length + 1, s2.Length + 1]; - - for (var i = 0; i <= s1.Length; i++) - { - distance[i, 0] = i; - } - - for (var j = 0; j <= s2.Length; j++) - { - distance[0, j] = j; - } - - for (var i = 1; i <= s1.Length; i++) - { - for (var j = 1; j <= s2.Length; j++) - { - var cost = s2[j - 1] == s1[i - 1] ? 0 : 1; - - var c1 = Math.Min(distance[i - 1, j] + 1, distance[i, j - 1] + 1); - var c2 = distance[i - 1, j - 1] + cost; - distance[i, j] = Math.Min(c1, c2); - } - } - - return distance[s1.Length, s2.Length]; + var scanFileLookup = scanFileInfos.ToLookup(i => i.ImageName); + return tagFileInfos.Select(i => new ImageStats( + i.ImageName, + i.GetWords(), + scanFileLookup[i.ImageName] + )); } - static double CalculateWer(ICollection expected, ICollection actual) - { - // Amount of words that need to be substituted to match the original - int substitutions = expected - .Zip( - actual, - (e, a) => string.Equals(e, a) ? 0 : 1 - ) - .Sum(); - - // Amount of words dropped from the original - int deletions = expected.Except(actual).Count(); - - // Amount of extra words added compared to the original - int insertions = actual.Except(expected).Count(); - - return (substitutions + deletions + insertions) / (double)expected.Count; - } private static IEnumerable GetTagFileInfos(string dir) { diff --git a/Examples/ReportGenerator/ReportGenerator.csproj b/Examples/ReportGenerator/ReportGenerator.csproj index 74abf5c..8c735f6 100644 --- a/Examples/ReportGenerator/ReportGenerator.csproj +++ b/Examples/ReportGenerator/ReportGenerator.csproj @@ -7,4 +7,8 @@ enable + + + + diff --git a/Examples/ReportGenerator/TagFileInfo.cs b/Examples/ReportGenerator/TagFileInfo.cs deleted file mode 100644 index 14a1d1b..0000000 --- a/Examples/ReportGenerator/TagFileInfo.cs +++ /dev/null @@ -1,31 +0,0 @@ -using System.Text.Json; - -namespace ReportGenerator; - -internal struct TagFileInfo -{ - public string Path { get; private init; } - - public string ImageName { get; set; } - - public ICollection GetWords() - { - using var file = File.OpenRead(Path); - return JsonDocument - .Parse(file) - .RootElement - .GetProperty("words") - .EnumerateArray() - .Select(w => w.GetString() ?? throw new Exception("Cannot parse null words")) - .ToArray(); - } - - public static TagFileInfo FromPath(string path) => new() - { - Path = path, - ImageName = System.IO.Path.GetFileNameWithoutExtension(path), - }; - - /// - public override string ToString() => ImageName; -} -- 2.52.0 From e58fbc2d0636da9a97fabd17f3a0ece4d9462ba9 Mon Sep 17 00:00:00 2001 From: Simon Gruber Date: Mon, 20 Nov 2023 14:50:23 +0100 Subject: [PATCH 04/15] checkpoint alternate table layout --- Examples/ReportGenerator/Models/ImageStats.cs | 26 ++++++------------- .../ReportGenerator/Models/ProcessorStat.cs | 19 +++++++++----- Examples/ReportGenerator/Program.cs | 2 +- 3 files changed, 21 insertions(+), 26 deletions(-) diff --git a/Examples/ReportGenerator/Models/ImageStats.cs b/Examples/ReportGenerator/Models/ImageStats.cs index 2195731..709c6c4 100644 --- a/Examples/ReportGenerator/Models/ImageStats.cs +++ b/Examples/ReportGenerator/Models/ImageStats.cs @@ -24,29 +24,19 @@ internal readonly struct ImageStats public IEnumerable> ToTable() { // Title - yield return Stats.Select(s => s.ProcessorName).Prepend("Reference"); + yield return Reference + .Prepend("Processor") + .Append("WER") + .Append("CER (avg)") + .Append("CER (sum)"); // Spacer - yield return Stats.Select(s => "---").Prepend("---"); + yield return Enumerable.Range(0, Reference.Count + 4).Select(_ => "---"); // Content - foreach (var reference in Reference) + foreach (var stat in Stats) { - yield return Stats.SelectMany(s => s.ToRow(reference)).Prepend(reference); + yield return stat.ToRow(); } - - // Spacer - yield return Stats.Select(s => "---").Prepend("---"); - - // Summaries - yield return Stats - .Select(s => s.CharacterStats.Average(s => s.CharacterError).ToString("F2")) - .Prepend("CER (avg)"); - yield return Stats - .Select(s => s.CharacterStats.Sum(s => s.CharacterError).ToString("F2")) - .Prepend("CER (sum)"); - yield return Stats - .Select(s => s.WordError.ToString("F2")) - .Prepend("WER"); } } diff --git a/Examples/ReportGenerator/Models/ProcessorStat.cs b/Examples/ReportGenerator/Models/ProcessorStat.cs index be81390..c3807f4 100644 --- a/Examples/ReportGenerator/Models/ProcessorStat.cs +++ b/Examples/ReportGenerator/Models/ProcessorStat.cs @@ -25,9 +25,12 @@ internal readonly struct ProcessorStat ).ToArray(); } - public IEnumerable ToRow(string word) => CharacterStats - .Where(s => string.Equals(s.Reference, word)) - .Select(s => s.ToString()); + public IEnumerable ToRow() => CharacterStats + .Select(s => s.ToString()) + .Append(WordError.ToString("F2")) + .Append(CharacterStats.Average(s => s.CharacterError).ToString("F2")) + .Append(CharacterStats.Sum(s => s.CharacterError).ToString("F2")) + .Prepend(ProcessorName); /// /// Finds the smallest possible CER by calculating the levenshtein @@ -65,12 +68,14 @@ internal readonly struct ProcessorStat static double CalculateWer(ICollection expected, ICollection actual) { + if (!actual.Any()) + { + return double.PositiveInfinity; + } + // Amount of words that need to be substituted to match the original int substitutions = expected - .Zip( - actual, - (e, a) => string.Equals(e, a) ? 0 : 1 - ) + .Zip(actual, (e, a) => string.Equals(e, a) ? 0 : 1) .Sum(); // todo this isn't correct i think diff --git a/Examples/ReportGenerator/Program.cs b/Examples/ReportGenerator/Program.cs index 1c9782b..4cdcafb 100644 --- a/Examples/ReportGenerator/Program.cs +++ b/Examples/ReportGenerator/Program.cs @@ -42,7 +42,7 @@ internal static class Program var scanFileLookup = scanFileInfos.ToLookup(i => i.ImageName); return tagFileInfos.Select(i => new ImageStats( i.ImageName, - i.GetWords(), + i.GetWords().OrderBy(w => w).ToArray(), scanFileLookup[i.ImageName] )); } -- 2.52.0 From ea51f37f81b222658c584983b30acf1a314c50a9 Mon Sep 17 00:00:00 2001 From: Simon Gruber Date: Wed, 22 Nov 2023 06:37:00 +0100 Subject: [PATCH 05/15] Checkpoint --- Examples/CLI/EvaluationProcessor.cs | 24 ++- Examples/CLI/Properties/launchSettings.json | 2 +- Examples/CLI/StopwatchProcessor.cs | 32 ++++ Examples/Common/Common.csproj | 1 - Examples/Common/Distance/Calculator.cs | 77 ++++++++ Examples/Common/Distance/DistanceComparer.cs | 36 ++++ Examples/Common/Distance/IDistanceComparer.cs | 27 +++ .../Extensions/StringBuilderExtensions.cs | 15 ++ .../Common/Extensions/StringExtensions.cs | 26 ++- .../ReportGenerator/Models/CharacterStats.cs | 61 ------- Examples/ReportGenerator/Models/ImageStats.cs | 39 ++-- .../ReportGenerator/Models/ProcessorStat.cs | 140 +++++++------- .../{ScannedResultInfo.cs => ScanFileInfo.cs} | 22 ++- Examples/ReportGenerator/Models/TableInfo.cs | 49 ----- Examples/ReportGenerator/Program.cs | 55 +++--- .../ReportGenerator/ReportGenerator.csproj | 4 + .../ReportGenerator/Table/ReportGenerator.cs | 171 ++++++++++++++++++ 17 files changed, 511 insertions(+), 270 deletions(-) create mode 100644 Examples/CLI/StopwatchProcessor.cs create mode 100644 Examples/Common/Distance/Calculator.cs create mode 100644 Examples/Common/Distance/DistanceComparer.cs create mode 100644 Examples/Common/Distance/IDistanceComparer.cs create mode 100644 Examples/Common/Extensions/StringBuilderExtensions.cs delete mode 100644 Examples/ReportGenerator/Models/CharacterStats.cs rename Examples/ReportGenerator/Models/{ScannedResultInfo.cs => ScanFileInfo.cs} (64%) delete mode 100644 Examples/ReportGenerator/Models/TableInfo.cs create mode 100644 Examples/ReportGenerator/Table/ReportGenerator.cs diff --git a/Examples/CLI/EvaluationProcessor.cs b/Examples/CLI/EvaluationProcessor.cs index c00c568..2284583 100644 --- a/Examples/CLI/EvaluationProcessor.cs +++ b/Examples/CLI/EvaluationProcessor.cs @@ -45,13 +45,13 @@ internal class EvaluationProcessor .Use(new DuplicateFilter()) .Complete(new RegexFilter(WordRegex)); - private readonly IProcessor _thresholdProcessor; + private readonly StopwatchProcessor _thresholdProcessor; public string OutputFolder { get; init; } = "results"; public EvaluationProcessor(IProcessor thresholdProcessor) { - _thresholdProcessor = thresholdProcessor; + _thresholdProcessor = new StopwatchProcessor(thresholdProcessor); } /// @@ -59,12 +59,21 @@ internal class EvaluationProcessor { Directory.CreateDirectory(OutputFolder); - var processor = MakeProcessor(); - var results = processor.Process(new[] { image }).Select(r => r.Word); + var words = MakeProcessor() + .Process(new[] { image }) + .Select(r => r.Word) + .ToArray(); + + var result = new + { + Words = words.ToArray(), + Elapsed = _thresholdProcessor.Elapsed?.TotalMilliseconds, + }; var name = Path.GetFileNameWithoutExtension(image.FileName); - await using var file = File.OpenWrite(Path.Combine(OutputFolder, $"{name}.{_thresholdProcessor}.json")); - await JsonSerializer.SerializeAsync(file, results); + var path = Path.Combine(OutputFolder, $"{name}.{_thresholdProcessor}.json"); + await using var file = File.OpenWrite(path); + await JsonSerializer.SerializeAsync(file, result); }); private IProcessorChain MakeProcessor() @@ -93,7 +102,8 @@ internal class EvaluationProcessor { var image = tImages[i].CloneImage(); var name = Path.GetFileName(image.FileName); - image.Write(Path.Combine(OutputFolder, $"{_thresholdProcessor}.{i:D2}.{name}")); + var path = Path.Combine(OutputFolder, $"{_thresholdProcessor}.{i:D2}.{name}"); + image.Write(path); } return tImages; diff --git a/Examples/CLI/Properties/launchSettings.json b/Examples/CLI/Properties/launchSettings.json index b77cd1f..c348a1d 100644 --- a/Examples/CLI/Properties/launchSettings.json +++ b/Examples/CLI/Properties/launchSettings.json @@ -6,7 +6,7 @@ }, "Test all img": { "commandName": "Project", - "commandLineArgs": "\"img/*\"" + "commandLineArgs": "\"img/*.png\"" }, "Test single img": { "commandName": "Project", diff --git a/Examples/CLI/StopwatchProcessor.cs b/Examples/CLI/StopwatchProcessor.cs new file mode 100644 index 0000000..eec305d --- /dev/null +++ b/Examples/CLI/StopwatchProcessor.cs @@ -0,0 +1,32 @@ +using Process.Abstract; +using Process.Interface; +using System.Diagnostics; + +public class StopwatchProcessor : Processor +{ + private readonly IProcessor _processor; + + /// + /// Execution time of the last processing action + /// + public TimeSpan? Elapsed { get; private set; } + + public StopwatchProcessor(IProcessor processor) + { + _processor = processor; + } + + + public override IEnumerable Process(IEnumerable inputs) + { + var stopWatch = Stopwatch.StartNew(); + var results = _processor.Process(inputs); + stopWatch.Stop(); + Elapsed = stopWatch.Elapsed; + return results; + } + + + /// + public override string? ToString() => _processor.ToString(); +} diff --git a/Examples/Common/Common.csproj b/Examples/Common/Common.csproj index 1888fc0..d77d2a4 100644 --- a/Examples/Common/Common.csproj +++ b/Examples/Common/Common.csproj @@ -12,7 +12,6 @@ - diff --git a/Examples/Common/Distance/Calculator.cs b/Examples/Common/Distance/Calculator.cs new file mode 100644 index 0000000..4cad211 --- /dev/null +++ b/Examples/Common/Distance/Calculator.cs @@ -0,0 +1,77 @@ +using System.Collections; + +namespace Common.Distance; + +public static class Calculator +{ + /// + /// Calculates the levenshtein distance between + /// + /// + /// + /// + /// + public static double GetDistance(T reference, T? hypothesis) + where T : IEnumerable + { + // Setup + var refArr = reference.Cast().ToArray(); + var hypArr = hypothesis?.Cast().ToArray() ?? Array.Empty(); + + if (!hypArr.Any()) + { + return refArr.Length; + // return double.PositiveInfinity; // Adjust penalty for empty scans + } + + if (Equals(refArr, hypArr)) + { + return 0; + } + + var distance = new int[refArr.Length + 1, hypArr.Length + 1]; + + // Fill matrix + for (var x = 0; x <= refArr.Length; x++) + { + // Reference on X axis + distance[x, 0] = x; + } + + for (var y = 0; y <= hypArr.Length; y++) + { + // Hypothesis on Y axis + distance[0, y] = y; + } + + // Calculate distance + for (var x = 0; x < refArr.Length; x++) + { + for (var y = 0; y < hypArr.Length; y++) + { + // BL Cost depends on whether the two elements are equal + var cost = Equals(refArr[x], hypArr[y]) ? 0 : 1; + + // Apply distance mask + var c1 = distance[x, y] + cost; // Bottom left + + var c2 = distance[x, y + 1] + 1; // Top left + var c3 = distance[x + 1, y] + 1; // Bottom right + + distance[x + 1, y + 1] = Min(c1, c2, c3); // Top right + } + } + + return distance[refArr.Length, hypArr.Length]; + } + + private static T Min(params T[] values) + { + if (!values.Any()) + { + throw new ArgumentException("Array cannot be empty", nameof(values)); + } + + return values.Min()!; + } +} \ No newline at end of file diff --git a/Examples/Common/Distance/DistanceComparer.cs b/Examples/Common/Distance/DistanceComparer.cs new file mode 100644 index 0000000..3925a34 --- /dev/null +++ b/Examples/Common/Distance/DistanceComparer.cs @@ -0,0 +1,36 @@ +using ReportGenerator.Models; +using System.Collections; + +namespace Common.Distance; + +public readonly struct DistanceComparer : IDistanceComparer + where T : IEnumerable +{ + /// + public T Reference { get; } + + /// + public T? Hypothesis { get; } + + /// + public double Distance { get; } + + public DistanceComparer(T reference) : this(reference, default) + { + } + + public DistanceComparer(T reference, T? hypothesis) + { + Reference = reference; + Hypothesis = hypothesis; + Distance = Calculator.GetDistance(Reference, Hypothesis); + } + + /// + public override string ToString() => Hypothesis switch + { + null => "`null`", + var hyp when Equals(hyp, Reference) => Hypothesis.ToString() ?? string.Empty, + _ => $"{Hypothesis}" + }; +} diff --git a/Examples/Common/Distance/IDistanceComparer.cs b/Examples/Common/Distance/IDistanceComparer.cs new file mode 100644 index 0000000..931387d --- /dev/null +++ b/Examples/Common/Distance/IDistanceComparer.cs @@ -0,0 +1,27 @@ +using System.Collections; + +namespace ReportGenerator.Models; + +public interface IDistanceComparer +{ + /// + /// The calculated distance between + /// and + /// + /// + public double Distance { get; } +} + +public interface IDistanceComparer : IDistanceComparer + where T : IEnumerable +{ + /// + /// The comparison reference, meaning the "known to be correct" value + /// + public T Reference { get; } + + /// + /// The value hypothesis, whose correctness is checked against + /// + public T? Hypothesis { get; } +} \ No newline at end of file diff --git a/Examples/Common/Extensions/StringBuilderExtensions.cs b/Examples/Common/Extensions/StringBuilderExtensions.cs new file mode 100644 index 0000000..d6ea196 --- /dev/null +++ b/Examples/Common/Extensions/StringBuilderExtensions.cs @@ -0,0 +1,15 @@ +using System.Text; + +namespace Common.Extensions; + +public static class StringBuilderExtensions +{ + public static StringBuilder AppendHeading(this StringBuilder sb, int level, string text) => sb + .Append(new string('#', level)) + .Append(' ') + .AppendParagraph(text); + + public static StringBuilder AppendParagraph(this StringBuilder sb, string text) => sb + .AppendLine(text) + .AppendLine(); +} \ No newline at end of file diff --git a/Examples/Common/Extensions/StringExtensions.cs b/Examples/Common/Extensions/StringExtensions.cs index 24b4875..0bf115d 100644 --- a/Examples/Common/Extensions/StringExtensions.cs +++ b/Examples/Common/Extensions/StringExtensions.cs @@ -1,14 +1,10 @@ -using System.Text.RegularExpressions; - -namespace Common.Extensions; +namespace Common.Extensions; /// /// Extensions for the string object type /// public static class StringExtensions { - private static readonly Regex patternRegex = new Regex(@"^\*$"); - /// /// Determines whether this string contains the specified string. Not case sensitive. /// @@ -24,18 +20,20 @@ public static class StringExtensions /// /// /// - public static ICollection ExpandPath(this string self) + public static IEnumerable ExpandPath(this string self) { - string pattern = Path.GetFileName(self); - if (patternRegex.IsMatch(pattern)) + var parts = self.Split(Path.DirectorySeparatorChar); + + var fileName = parts.Last(); + if (fileName.Contains('*') || fileName.Contains('?')) { - return Directory.GetFiles( - self.Substring(0, self.Length - pattern.Length), - pattern, - SearchOption.TopDirectoryOnly - ); + // Path contains file pattern + + var path = Path.Combine(parts.SkipLast(1).ToArray()); + return Directory.EnumerateFiles(path, fileName); } + // Path contains no pattern return new[] { self }; } -} \ No newline at end of file +} diff --git a/Examples/ReportGenerator/Models/CharacterStats.cs b/Examples/ReportGenerator/Models/CharacterStats.cs deleted file mode 100644 index c2a10f4..0000000 --- a/Examples/ReportGenerator/Models/CharacterStats.cs +++ /dev/null @@ -1,61 +0,0 @@ -namespace ReportGenerator.Models; - -internal readonly struct CharacterStats -{ - public string Reference { get; } - - public string Value { get; } - - public double CharacterError { get; } - - public CharacterStats(string reference) - { - Reference = reference; - Value = string.Empty; - CharacterError = double.PositiveInfinity; - } - - public CharacterStats(string reference, string value) - { - Value = value; - Reference = reference; - - CharacterError = CalculateCer(reference, value); - } - - private static double CalculateCer(string s1, string s2) - { - var distance = new int[s1.Length + 1, s2.Length + 1]; - - for (var i = 0; i <= s1.Length; i++) - { - distance[i, 0] = i; - } - - for (var j = 0; j <= s2.Length; j++) - { - distance[0, j] = j; - } - - for (var i = 1; i <= s1.Length; i++) - { - for (var j = 1; j <= s2.Length; j++) - { - var cost = s2[j - 1] == s1[i - 1] ? 0 : 1; - - var c1 = Math.Min(distance[i - 1, j] + 1, distance[i, j - 1] + 1); - var c2 = distance[i - 1, j - 1] + cost; - distance[i, j] = Math.Min(c1, c2); - } - } - - return distance[s1.Length, s2.Length]; - } - - /// - public override string ToString() - { - var value = string.IsNullOrEmpty(Value) ? "`null`" : Value; - return $"{value} ({CharacterError})"; - } -} \ No newline at end of file diff --git a/Examples/ReportGenerator/Models/ImageStats.cs b/Examples/ReportGenerator/Models/ImageStats.cs index 709c6c4..cc53e86 100644 --- a/Examples/ReportGenerator/Models/ImageStats.cs +++ b/Examples/ReportGenerator/Models/ImageStats.cs @@ -1,42 +1,27 @@ namespace ReportGenerator.Models; -internal readonly struct ImageStats +public readonly struct ImageStats { - public string ImageName { get; } = string.Empty; + public string ImageName { get; } - public ICollection Reference { get; } = Array.Empty(); - public ICollection Stats { get; } = Array.Empty(); + public ICollection Reference { get; } + + public ICollection Processors { get; } public ImageStats( string imageName, ICollection taggedWords, - IEnumerable scanResult + IEnumerable scanResult ) { Reference = taggedWords; ImageName = imageName; - Stats = scanResult - .Select(t => new ProcessorStat(t.ProcessorName, taggedWords, t.GetWords())) + Processors = scanResult + .Select(t => + { + var (elapsed, words) = t.GetData(); + return new ProcessorStat(t.ProcessorName, elapsed, taggedWords, words); + }) .ToArray(); } - - - public IEnumerable> ToTable() - { - // Title - yield return Reference - .Prepend("Processor") - .Append("WER") - .Append("CER (avg)") - .Append("CER (sum)"); - - // Spacer - yield return Enumerable.Range(0, Reference.Count + 4).Select(_ => "---"); - - // Content - foreach (var stat in Stats) - { - yield return stat.ToRow(); - } - } } diff --git a/Examples/ReportGenerator/Models/ProcessorStat.cs b/Examples/ReportGenerator/Models/ProcessorStat.cs index c3807f4..09742df 100644 --- a/Examples/ReportGenerator/Models/ProcessorStat.cs +++ b/Examples/ReportGenerator/Models/ProcessorStat.cs @@ -1,90 +1,82 @@ -namespace ReportGenerator.Models; +using Common.Distance; -internal readonly struct ProcessorStat +namespace ReportGenerator.Models; + +public readonly struct ProcessorStat : IDistanceComparer> { - public string ProcessorName { get; } = string.Empty; - public ICollection CharacterStats { get; } = Array.Empty(); - public double WordError { get; } = double.PositiveInfinity; - - public ProcessorStat( - string processorName, - ICollection reference, - ICollection values - ) - { - ProcessorName = processorName; - - WordError = CalculateWer( - reference, - values - ); - - CharacterStats = GetCharacterStat( - reference, - values - ).ToArray(); - } - - public IEnumerable ToRow() => CharacterStats - .Select(s => s.ToString()) - .Append(WordError.ToString("F2")) - .Append(CharacterStats.Average(s => s.CharacterError).ToString("F2")) - .Append(CharacterStats.Sum(s => s.CharacterError).ToString("F2")) - .Prepend(ProcessorName); + /// + /// The name of the processor + /// + public string Name { get; } /// - /// Finds the smallest possible CER by calculating the levenshtein - /// distance to every word and returning the most similar combination + /// The total milliseconds it took the processor to process the data /// - /// - private static IEnumerable GetCharacterStat( - IEnumerable reference, - ICollection values + public double ProcessingTime { get; } + + /// + public IEnumerable Reference { get; } + + /// + public IEnumerable? Hypothesis { get; } + + /// + public double Distance { get; } + + /// + /// Information about the processed values + /// + public ICollection> Words { get; } + + public ProcessorStat( + string name, + double processingTime, + ICollection reference, + ICollection hypothesis ) { - foreach (var refValue in reference) + Name = name; + ProcessingTime = processingTime; + + Reference = reference; + Hypothesis = hypothesis; + + Distance = Calculator.GetDistance( + reference.OrderBy(s => s).ToArray(), + hypothesis.OrderBy(s => s).ToArray() + ) / reference.Count; + + Words = reference.Select(r => GetDistanceInfo(r, hypothesis)).ToArray(); + } + + /// + /// Compares the with all given + /// and determines the with the lowest error + /// + private static IDistanceComparer GetDistanceInfo( + string reference, IEnumerable values + ) + { + var result = new DistanceComparer(reference); + + // Determine character stat with lowest error + foreach (var value in values) { - CharacterStats result = new CharacterStats(refValue); - - foreach (var value in values) + var stat = new DistanceComparer(reference, value); + if (stat.Distance > result.Distance) { - var stat = new CharacterStats(refValue, value); - if (stat.CharacterError > result.CharacterError) - { - continue; - } - - result = stat; - - if (stat.CharacterError == 0) - { - break; - } + continue; } - yield return result; - } - } + result = stat; - static double CalculateWer(ICollection expected, ICollection actual) - { - if (!actual.Any()) - { - return double.PositiveInfinity; + if (stat.Distance == 0) + { + // We cannot go lower than zero, break + return result; + } } - // Amount of words that need to be substituted to match the original - int substitutions = expected - .Zip(actual, (e, a) => string.Equals(e, a) ? 0 : 1) - .Sum(); - - // todo this isn't correct i think - // Amount of words dropped from the original - int deletions = expected.Except(actual).Count(); - - // Amount of extra words added compared to the original - int insertions = actual.Except(expected).Count(); - - return (substitutions + deletions + insertions) / (double)expected.Count; + return result; } } diff --git a/Examples/ReportGenerator/Models/ScannedResultInfo.cs b/Examples/ReportGenerator/Models/ScanFileInfo.cs similarity index 64% rename from Examples/ReportGenerator/Models/ScannedResultInfo.cs rename to Examples/ReportGenerator/Models/ScanFileInfo.cs index 63f7e28..45fd4ca 100644 --- a/Examples/ReportGenerator/Models/ScannedResultInfo.cs +++ b/Examples/ReportGenerator/Models/ScanFileInfo.cs @@ -3,7 +3,7 @@ using System.Text.RegularExpressions; namespace ReportGenerator.Models; -internal struct ScannedResultInfo +public struct ScanFileInfo { public string Path { get; private init; } @@ -16,22 +16,26 @@ internal struct ScannedResultInfo public string ImageName { get; set; } - public ICollection GetWords() + public (double Elapsed, ICollection Words) GetData() { using var file = File.OpenRead(Path); - return JsonDocument - .Parse(file) - .RootElement + var root = JsonDocument.Parse(file).RootElement; + + var words = root + .GetProperty("Words") .EnumerateArray() - .Select(e => - e.GetProperty("Text").GetString() ?? throw new Exception("Cannot parse null words")) + .Select(e => e.GetProperty("Text").GetString() ?? string.Empty) .ToArray(); + + var elapsed = root.GetProperty("Elapsed").GetDouble(); + + return (elapsed, words); } - public static ScannedResultInfo FromPath(string path) + public static ScanFileInfo FromPath(string path) { var match = parseRegex.Match(System.IO.Path.GetFileName(path)); - return new ScannedResultInfo + return new ScanFileInfo { Path = path, ProcessorName = match.Groups["processor"].Value, diff --git a/Examples/ReportGenerator/Models/TableInfo.cs b/Examples/ReportGenerator/Models/TableInfo.cs deleted file mode 100644 index 9758f81..0000000 --- a/Examples/ReportGenerator/Models/TableInfo.cs +++ /dev/null @@ -1,49 +0,0 @@ -namespace ReportGenerator.Models; - -internal readonly struct TableInfo -{ - public IEnumerable> Rows { get; } = Enumerable.Empty>(); - - public string Title { get; init; } = string.Empty; - - public string RowStart { get; init; } = string.Empty; - public string RowEnd { get; init; } = string.Empty; - - public string ColumnStart { get; init; } = string.Empty; - public string ColumnEnd { get; init; } = string.Empty; - - public TableInfo(IEnumerable> rows) - { - Rows = rows; - } - - #region Overrides of ValueType - - /// - public override string ToString() - { - string result = string.Empty; - - // Title - result += Title; - - // Body - foreach (var row in Rows) - { - result += RowStart; - - foreach (var column in row) - { - result += ColumnStart; - result += column; - result += ColumnEnd; - } - - result += RowEnd; - } - - return result; - } - - #endregion -} \ No newline at end of file diff --git a/Examples/ReportGenerator/Program.cs b/Examples/ReportGenerator/Program.cs index 4cdcafb..cacbfe4 100644 --- a/Examples/ReportGenerator/Program.cs +++ b/Examples/ReportGenerator/Program.cs @@ -1,4 +1,5 @@ using ReportGenerator.Models; +using System.Text; namespace ReportGenerator; @@ -6,45 +7,45 @@ internal static class Program { internal static void Main(string[] args) { + // Retrieve data + + Console.WriteLine("Getting data"); var tagFileInfos = GetTagFileInfos(args[0]); var scanFileInfos = GetScanFileInfos(args[1]); - Directory.CreateDirectory("reports"); + // Parse - var stats = Scan(tagFileInfos, scanFileInfos); + Console.WriteLine("Evaluating"); + var scans = Scan(tagFileInfos, scanFileInfos); + var report = Table.ReportGenerator + .FromData(scans) + .WithTitle("OCR Report") + .WithBestOf("Best of") + .WithFullStatistic("Statistic") + .ToString(); - foreach (var stat in stats) - { - var tableFields = stat.ToTable(); - var tableInfo = new TableInfo(tableFields) - { - Title = stat.ImageName + Environment.NewLine, - RowStart = " | ", - RowEnd = Environment.NewLine, - ColumnEnd = " | " - }; + // Generate output file - var tableStr = tableInfo.ToString(); + Console.WriteLine("Generating report"); + File.WriteAllText("Report.md", report, Encoding.UTF8); - Console.WriteLine(); - Console.WriteLine(); - Console.WriteLine(tableStr); - Console.WriteLine(); - Console.WriteLine(); - } + Console.WriteLine("Completed"); } private static IEnumerable Scan( IEnumerable tagFileInfos, - IEnumerable scanFileInfos + IEnumerable scanFileInfos ) { var scanFileLookup = scanFileInfos.ToLookup(i => i.ImageName); - return tagFileInfos.Select(i => new ImageStats( - i.ImageName, - i.GetWords().OrderBy(w => w).ToArray(), - scanFileLookup[i.ImageName] - )); + foreach (var i in tagFileInfos) + { + yield return new ImageStats( + i.ImageName, + i.GetWords().Distinct().OrderBy(w => w).ToArray(), + scanFileLookup[i.ImageName] + ); + } } @@ -58,13 +59,13 @@ internal static class Program return Directory.EnumerateFiles(dir, "*.json").Select(TagFileInfo.FromPath); } - private static IEnumerable GetScanFileInfos(string dir) + private static IEnumerable GetScanFileInfos(string dir) { if (!Directory.Exists(dir)) { throw new ArgumentException($"Invalid scan results directory '{dir}'"); } - return Directory.EnumerateFiles(dir, "*.json").Select(ScannedResultInfo.FromPath); + return Directory.EnumerateFiles(dir, "*.json").Select(ScanFileInfo.FromPath); } } diff --git a/Examples/ReportGenerator/ReportGenerator.csproj b/Examples/ReportGenerator/ReportGenerator.csproj index 8c735f6..e8ab4a9 100644 --- a/Examples/ReportGenerator/ReportGenerator.csproj +++ b/Examples/ReportGenerator/ReportGenerator.csproj @@ -11,4 +11,8 @@ + + + + diff --git a/Examples/ReportGenerator/Table/ReportGenerator.cs b/Examples/ReportGenerator/Table/ReportGenerator.cs new file mode 100644 index 0000000..0895f7f --- /dev/null +++ b/Examples/ReportGenerator/Table/ReportGenerator.cs @@ -0,0 +1,171 @@ +using Common.Extensions; +using ReportGenerator.Models; +using System.Text; + +namespace ReportGenerator.Table +{ + public class ReportGenerator + { + private ICollection Images { get; } + + private readonly StringBuilder _sb = new(); + + private ReportGenerator(IEnumerable stats) => Images = stats.ToArray(); + + /// + public override string ToString() => _sb.ToString(); + + #region Fluent definition + + public ReportGenerator WithTitle(string text) + { + _sb.AppendHeading(1, text); + return this; + } + + public ReportGenerator WithFullStatistic(string title) + { + _sb.AppendHeading(2, title); + + foreach (var stat in Images) + { + _sb.AppendHeading(3, stat.ImageName); + _sb.AppendParagraph(HtmlImage(Path.Combine("img", stat.ImageName), 350, 350)); + + AppendRow(stat + .Reference + .Prepend("Image") + .Prepend("CER (avg)") + .Prepend("WER") + .Prepend("Elapsed") + .Prepend("Processor") + ); + + AppendRowSeparator(stat.Reference.Count + 5); + + var processors = stat.Processors + .OrderBy(s => s.Distance) + .ThenBy(s => s.ProcessingTime); + + foreach (var processor in processors) + { + var imgPath = Path.Combine("results", $"{processor.Name}.00.{stat.ImageName}.png"); + + AppendRow(processor.Words + .Select(s => s.ToString() ?? string.Empty) + .Prepend(HtmlImage(imgPath, 150, 150)) + .Prepend(processor.Words.Average(s => s.Distance).ToString("F2")) + .Prepend($"{processor.Distance * 100:F1}%") + .Prepend($"{processor.ProcessingTime * 1000:F1}ms") + .Prepend(processor.Name) + ); + } + + _sb.AppendLine(); + _sb.AppendParagraph( + $"*Comparison data generated based on {stat.Reference.Count} tagged words.*" + ); + } + + return this; + } + + + public ReportGenerator WithBestOf(string title, int context = 5) + { + _sb.AppendHeading(2, title); + + var lookup = Images + .SelectMany(s => s.Processors) + .ToLookup(p => p.Name); + + // Compare time across all images + var byTime = lookup + .Select(g => (Name: g.Key, Value: g.Average(p => p.ProcessingTime) * 1000)) + .OrderBy(g => g.Value); + + // Compare WER across all images + var byWer = lookup + .Select(g => (Name: g.Key, Value: g.Average(p => p.Distance) * 100)) + .OrderBy(g => g.Value); + + // Compare CER across all images + var byCer = lookup + .Select(g => (Name: g.Key, Value: g.Average(p => p.Words.Average(w => w.Distance)))) + .OrderBy(g => g.Value); + + // Print + AppendComparison(3, "Time", byTime, " ms"); + AppendComparison(3, "WER", byWer, " %"); + AppendComparison(3, "CER", byCer, " changes"); + + return this; + + void AppendComparison( + int level, + string tableTitle, + IEnumerable<(string, double)> values, + string valueUnit = "" + ) + { + var tValues = values.ToArray(); + var tContext = Math.Min(tValues.Length / 2, context); + + _sb.AppendHeading(level, tableTitle); + + AppendRow(new[] { "Processor", "Average" }); + AppendRowSeparator(2); + AppendRows(tValues.Take(tContext).Select(v => new[] + { + v.Item1, + v.Item2.ToString("F2") + valueUnit + })); + AppendRowSeparator(2, "..."); + AppendRows(tValues.TakeLast(tContext).Select(v => new[] + { + v.Item1, + v.Item2.ToString("F2") + valueUnit + })); + } + } + + #endregion + + #region Helpers + + private void AppendRow(IEnumerable row) + { + const string separator = " | "; + _sb.AppendLine(separator + string.Join(" | ", row) + separator); + } + + private void AppendRows(IEnumerable> rows) + { + foreach (var row in rows) + { + AppendRow(row); + } + } + + private static string HtmlImage(string path, int maxWidth, int maxHeight) + { + if (!path.EndsWith(".png")) + { + path += ".png"; + } + + return $""; + } + + private void AppendRowSeparator(int columns, string content = "---") => + AppendRow(Enumerable.Range(0, columns).Select(_ => content)); + + #endregion + + #region Factory Methods + + public static ReportGenerator FromData(IEnumerable stats) => new(stats); + + #endregion + } +} -- 2.52.0 From beb194c10651cfa887244d1aa1d5b9faed93b16f Mon Sep 17 00:00:00 2001 From: Simon Gruber Date: Wed, 22 Nov 2023 06:51:08 +0100 Subject: [PATCH 06/15] adjusted namespaces and made separate data dir --- Examples/CLI/Properties/launchSettings.json | 3 +- Examples/Common/ScreenshotScanner.cs | 75 ++++---- Examples/GUI/App.xaml.cs | 33 ++-- Examples/GUI/Controls/ImageControl.xaml.cs | 71 ++++--- Examples/GUI/Converters/ImageConverter.cs | 75 ++++---- Examples/GUI/ViewModels/LogViewModel.cs | 19 +- Examples/GUI/Views/ImageView.xaml.cs | 75 ++++---- Examples/GUI/Views/LogView.xaml.cs | 21 +-- Examples/ReportGenerator/Program.cs | 14 +- .../Properties/launchSettings.json | 2 +- Examples/ReportGenerator/ReportGenerator.cs | 174 ++++++++++++++++++ .../ReportGenerator/ReportGenerator.csproj | 2 +- .../ReportGenerator/Table/ReportGenerator.cs | 171 ----------------- ...ocessing_screentypes_controlgroup_005.json | 0 ...rocessing_screentypes_controlgroup_005.png | Bin .../editor_startpage_project-exist_001.json | 0 .../editor_startpage_project-exist_001.png | Bin .../img/editor_windows_position_006.json | 0 .../img/editor_windows_position_006.png | Bin .../img/historian_assistent_001.json | 0 .../img/historian_assistent_001.png | Bin 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Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(20%).json create mode 100644 Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(40%).json create mode 100644 Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(60%).json create mode 100644 Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(80%).json diff --git a/Examples/CLI/Properties/launchSettings.json b/Examples/CLI/Properties/launchSettings.json index c348a1d..7c6aa06 100644 --- a/Examples/CLI/Properties/launchSettings.json +++ b/Examples/CLI/Properties/launchSettings.json @@ -6,7 +6,8 @@ }, "Test all img": { "commandName": "Project", - "commandLineArgs": "\"img/*.png\"" + "commandLineArgs": "\"img/*.png\"", + "workingDirectory": "D:\\git\\BA\\Examples\\testdata" }, "Test single img": { "commandName": "Project", diff --git a/Examples/Common/ScreenshotScanner.cs b/Examples/Common/ScreenshotScanner.cs index 242c7fa..cb05d27 100644 --- a/Examples/Common/ScreenshotScanner.cs +++ b/Examples/Common/ScreenshotScanner.cs @@ -3,49 +3,48 @@ using Lookup.Memory; using Ocr.Tesseract.Models; using Process.Interface; -namespace Common +namespace Common; + +/// +/// Scanner class, scanning s for s +/// via optical character recognition. Optimized for digital Screenshots. +/// +public class ScreenshotScanner { /// - /// Scanner class, scanning s for s - /// via optical character recognition. Optimized for digital Screenshots. + /// The screenshot processor /// - public class ScreenshotScanner + protected IProcessor Processor { get; } + + /// + /// Data storage + /// + public Lookup.Interface.ILookup Lookup { get; } = + new MemoryLookup(); + + /// + /// Constructor + /// + public ScreenshotScanner(IProcessor processor) { - /// - /// The screenshot processor - /// - protected IProcessor Processor { get; } + Processor = processor; + } - /// - /// Data storage - /// - public Lookup.Interface.ILookup Lookup { get; } = - new MemoryLookup(); - - /// - /// Constructor - /// - public ScreenshotScanner(IProcessor processor) + /// + /// Process the provided and add the results to + /// the + /// + /// The s to process + public void Process(IEnumerable images) + { + foreach (var kv in Processor.Process(images)) { - Processor = processor; - } - - /// - /// Process the provided and add the results to - /// the - /// - /// The s to process - public void Process(IEnumerable images) - { - foreach (var kv in Processor.Process(images)) - { - Lookup.Add(kv.Word, kv.Image); - } - } - - public virtual void Clear() - { - Lookup.Clear(); + Lookup.Add(kv.Word, kv.Image); } } -} + + public virtual void Clear() + { + Lookup.Clear(); + } +} \ No newline at end of file diff --git a/Examples/GUI/App.xaml.cs b/Examples/GUI/App.xaml.cs index 0cee080..1957540 100644 --- a/Examples/GUI/App.xaml.cs +++ b/Examples/GUI/App.xaml.cs @@ -3,25 +3,24 @@ using GUI.Views; using Serilog; using System.Windows; -namespace GUI +namespace GUI; + +/// +/// Interaction logic for App.xaml +/// +public partial class App : Application { - /// - /// Interaction logic for App.xaml - /// - public partial class App : Application + /// + protected override void OnStartup(StartupEventArgs e) { - /// - protected override void OnStartup(StartupEventArgs e) - { - base.OnStartup(e); + base.OnStartup(e); - var loggingCollection = new LoggingCollection(100); - Log.Logger = new LoggerConfiguration() - .WriteTo.Sink(loggingCollection) - .CreateLogger(); + var loggingCollection = new LoggingCollection(100); + Log.Logger = new LoggerConfiguration() + .WriteTo.Sink(loggingCollection) + .CreateLogger(); - new LogView(loggingCollection).Show(); - new ImageView().Show(); - } + new LogView(loggingCollection).Show(); + new ImageView().Show(); } -} +} \ No newline at end of file diff --git a/Examples/GUI/Controls/ImageControl.xaml.cs b/Examples/GUI/Controls/ImageControl.xaml.cs index 215e1e6..7e375d6 100644 --- a/Examples/GUI/Controls/ImageControl.xaml.cs +++ b/Examples/GUI/Controls/ImageControl.xaml.cs @@ -2,44 +2,43 @@ using System.Windows; using System.Windows.Controls; -namespace GUI.Controls +namespace GUI.Controls; + +/// +/// Interaction logic for ImageControl.xaml +/// +public partial class ImageControl : UserControl { + /// + public static readonly DependencyProperty ImageProperty = DependencyProperty.Register( + nameof(Image), typeof(MagickImage), typeof(ImageControl), new PropertyMetadata(default(MagickImage))); + /// - /// Interaction logic for ImageControl.xaml + /// The displayed in this /// - public partial class ImageControl : UserControl + public MagickImage Image { - /// - public static readonly DependencyProperty ImageProperty = DependencyProperty.Register( - nameof(Image), typeof(MagickImage), typeof(ImageControl), new PropertyMetadata(default(MagickImage))); - - /// - /// The displayed in this - /// - public MagickImage Image - { - get => (MagickImage)GetValue(ImageProperty); - set => SetValue(ImageProperty, value); - } - - /// - public static readonly DependencyProperty ImageNameProperty = DependencyProperty.Register( - nameof(ImageName), typeof(object), typeof(ImageControl), - new PropertyMetadata(default(object))); - - /// - /// The name of the loaded image - /// - public object ImageName - { - get => (object)GetValue(ImageNameProperty); - set => SetValue(ImageNameProperty, value); - } - - /// - public ImageControl() - { - InitializeComponent(); - } + get => (MagickImage)GetValue(ImageProperty); + set => SetValue(ImageProperty, value); } -} + + /// + public static readonly DependencyProperty ImageNameProperty = DependencyProperty.Register( + nameof(ImageName), typeof(object), typeof(ImageControl), + new PropertyMetadata(default(object))); + + /// + /// The name of the loaded image + /// + public object ImageName + { + get => (object)GetValue(ImageNameProperty); + set => SetValue(ImageNameProperty, value); + } + + /// + public ImageControl() + { + InitializeComponent(); + } +} \ No newline at end of file diff --git a/Examples/GUI/Converters/ImageConverter.cs b/Examples/GUI/Converters/ImageConverter.cs index 353f23a..bc07c41 100644 --- a/Examples/GUI/Converters/ImageConverter.cs +++ b/Examples/GUI/Converters/ImageConverter.cs @@ -6,49 +6,48 @@ using System.IO; using System.Windows.Data; using System.Windows.Media.Imaging; -namespace GUI.Converters +namespace GUI.Converters; + +internal class ImageConverter : IValueConverter { - internal class ImageConverter : IValueConverter + #region Implementation of IValueConverter + + /// + public object Convert(object value, Type targetType, object parameter, CultureInfo culture) { - #region Implementation of IValueConverter - - /// - public object Convert(object value, Type targetType, object parameter, CultureInfo culture) + if (value is not MagickImage image) { - if (value is not MagickImage image) - { - return Binding.DoNothing; - } - - try - { - using var stream = new MemoryStream(); - - // Save image to stream - image.Write(stream, MagickFormat.Png); - - // Build Bitmap from stream - var imageSource = new BitmapImage(); - imageSource.BeginInit(); - imageSource.StreamSource = stream; - imageSource.CacheOption = BitmapCacheOption.OnLoad; - imageSource.EndInit(); - - return imageSource; - } - catch (Exception e) - { - Log.Error($"{e.Message}"); - return Binding.DoNothing; - } + return Binding.DoNothing; } - /// - public object ConvertBack(object value, Type targetType, object parameter, CultureInfo culture) + try { - throw new NotImplementedException(); - } + using var stream = new MemoryStream(); - #endregion + // Save image to stream + image.Write(stream, MagickFormat.Png); + + // Build Bitmap from stream + var imageSource = new BitmapImage(); + imageSource.BeginInit(); + imageSource.StreamSource = stream; + imageSource.CacheOption = BitmapCacheOption.OnLoad; + imageSource.EndInit(); + + return imageSource; + } + catch (Exception e) + { + Log.Error($"{e.Message}"); + return Binding.DoNothing; + } } -} + + /// + public object ConvertBack(object value, Type targetType, object parameter, CultureInfo culture) + { + throw new NotImplementedException(); + } + + #endregion +} \ No newline at end of file diff --git a/Examples/GUI/ViewModels/LogViewModel.cs b/Examples/GUI/ViewModels/LogViewModel.cs index 8795d1b..cc86b88 100644 --- a/Examples/GUI/ViewModels/LogViewModel.cs +++ b/Examples/GUI/ViewModels/LogViewModel.cs @@ -1,12 +1,11 @@ -namespace GUI.ViewModels -{ - public class LogViewModel - { - public LoggingCollection LoggingCollection { get; } +namespace GUI.ViewModels; - public LogViewModel(LoggingCollection loggingCollection) - { - LoggingCollection = loggingCollection; - } +public class LogViewModel +{ + public LoggingCollection LoggingCollection { get; } + + public LogViewModel(LoggingCollection loggingCollection) + { + LoggingCollection = loggingCollection; } -} +} \ No newline at end of file diff --git a/Examples/GUI/Views/ImageView.xaml.cs b/Examples/GUI/Views/ImageView.xaml.cs index a69f868..a6554fe 100644 --- a/Examples/GUI/Views/ImageView.xaml.cs +++ b/Examples/GUI/Views/ImageView.xaml.cs @@ -5,44 +5,43 @@ using System.Windows; using System.Windows.Controls; using System.Windows.Controls.Primitives; -namespace GUI.Views +namespace GUI.Views; + +/// +/// Interaction logic for MainWindow.xaml +/// +public partial class ImageView : Window { - /// - /// Interaction logic for MainWindow.xaml - /// - public partial class ImageView : Window + private ImageViewModel ViewModel => (ImageViewModel)DataContext; + + public ImageView() { - private ImageViewModel ViewModel => (ImageViewModel)DataContext; - - public ImageView() - { - DataContext = new ImageViewModel(); - InitializeComponent(); - } - - public ImageView(MagickImage image) - { - DataContext = new ImageViewModel(image); - InitializeComponent(); - } - - private void SldThreshold1_OnDragCompleted(object sender, DragCompletedEventArgs args) - { - var vm = ViewModel; - vm.ProcessorConfig.ThresholdWidth = (int)Math.Round(((Slider)sender).Value); - } - - private void SldThreshold2_OnDragCompleted(object sender, DragCompletedEventArgs args) - { - var vm = ViewModel; - vm.ProcessorConfig.ThresholdHeight = (int)Math.Round(((Slider)sender).Value); - } - - - private void SldBorder_OnDragCompleted(object sender, DragCompletedEventArgs e) - { - var vm = ViewModel; - vm.ProcessorConfig.Border = (int)Math.Round(((Slider)sender).Value); - } + DataContext = new ImageViewModel(); + InitializeComponent(); } -} + + public ImageView(MagickImage image) + { + DataContext = new ImageViewModel(image); + InitializeComponent(); + } + + private void SldThreshold1_OnDragCompleted(object sender, DragCompletedEventArgs args) + { + var vm = ViewModel; + vm.ProcessorConfig.ThresholdWidth = (int)Math.Round(((Slider)sender).Value); + } + + private void SldThreshold2_OnDragCompleted(object sender, DragCompletedEventArgs args) + { + var vm = ViewModel; + vm.ProcessorConfig.ThresholdHeight = (int)Math.Round(((Slider)sender).Value); + } + + + private void SldBorder_OnDragCompleted(object sender, DragCompletedEventArgs e) + { + var vm = ViewModel; + vm.ProcessorConfig.Border = (int)Math.Round(((Slider)sender).Value); + } +} \ No newline at end of file diff --git a/Examples/GUI/Views/LogView.xaml.cs b/Examples/GUI/Views/LogView.xaml.cs index 88660b5..0769f21 100644 --- a/Examples/GUI/Views/LogView.xaml.cs +++ b/Examples/GUI/Views/LogView.xaml.cs @@ -1,17 +1,16 @@ using GUI.ViewModels; using System.Windows; -namespace GUI.Views +namespace GUI.Views; + +/// +/// Interaction logic for LogView.xaml +/// +public partial class LogView : Window { - /// - /// Interaction logic for LogView.xaml - /// - public partial class LogView : Window + public LogView(LoggingCollection loggingCollection) { - public LogView(LoggingCollection loggingCollection) - { - InitializeComponent(); - DataContext = new LogViewModel(loggingCollection); - } + InitializeComponent(); + DataContext = new LogViewModel(loggingCollection); } -} +} \ No newline at end of file diff --git a/Examples/ReportGenerator/Program.cs b/Examples/ReportGenerator/Program.cs index cacbfe4..8666ecb 100644 --- a/Examples/ReportGenerator/Program.cs +++ b/Examples/ReportGenerator/Program.cs @@ -1,5 +1,4 @@ using ReportGenerator.Models; -using System.Text; namespace ReportGenerator; @@ -15,19 +14,15 @@ internal static class Program // Parse - Console.WriteLine("Evaluating"); + Console.WriteLine("Generating report"); var scans = Scan(tagFileInfos, scanFileInfos); - var report = Table.ReportGenerator + var report = ReportGenerator .FromData(scans) .WithTitle("OCR Report") .WithBestOf("Best of") - .WithFullStatistic("Statistic") - .ToString(); + .WithFullStatistic("Statistic"); - // Generate output file - - Console.WriteLine("Generating report"); - File.WriteAllText("Report.md", report, Encoding.UTF8); + report.ToFile("Report.md"); Console.WriteLine("Completed"); } @@ -48,7 +43,6 @@ internal static class Program } } - private static IEnumerable GetTagFileInfos(string dir) { if (!Directory.Exists(dir)) diff --git a/Examples/ReportGenerator/Properties/launchSettings.json b/Examples/ReportGenerator/Properties/launchSettings.json index 3a8fbfb..6748334 100644 --- a/Examples/ReportGenerator/Properties/launchSettings.json +++ b/Examples/ReportGenerator/Properties/launchSettings.json @@ -3,7 +3,7 @@ "ReportGenerator": { "commandName": "Project", "commandLineArgs": "\"img\" \"results\"", - "workingDirectory": "D:\\git\\BA\\Examples\\CLI\\bin\\Debug\\net6.0" + "workingDirectory": "D:\\git\\BA\\Examples\\testdata" } } } \ No newline at end of file diff --git a/Examples/ReportGenerator/ReportGenerator.cs b/Examples/ReportGenerator/ReportGenerator.cs new file mode 100644 index 0000000..ba8d6e6 --- /dev/null +++ b/Examples/ReportGenerator/ReportGenerator.cs @@ -0,0 +1,174 @@ +using Common.Extensions; +using ReportGenerator.Models; +using System.Text; + +namespace ReportGenerator; + +public class ReportGenerator +{ + private ICollection Images { get; } + + private readonly StringBuilder _sb = new(); + + private ReportGenerator(IEnumerable stats) => Images = stats.ToArray(); + + public void ToFile(string path) => + File.WriteAllText(path, ToString(), Encoding.UTF8); + + /// + public override string ToString() => + _sb.ToString(); + + #region Fluent definition + + public ReportGenerator WithTitle(string text) + { + _sb.AppendHeading(1, text); + return this; + } + + public ReportGenerator WithFullStatistic(string title) + { + _sb.AppendHeading(2, title); + + foreach (var stat in Images) + { + _sb.AppendHeading(3, stat.ImageName); + _sb.AppendParagraph(HtmlImage(Path.Combine("img", stat.ImageName), 350, 350)); + + AppendRow(stat + .Reference + .Prepend("Image") + .Prepend("CER (avg)") + .Prepend("WER") + .Prepend("Elapsed") + .Prepend("Processor") + ); + + AppendRowSeparator(stat.Reference.Count + 5); + + var processors = stat.Processors + .OrderBy(s => s.Distance) + .ThenBy(s => s.ProcessingTime); + + foreach (var processor in processors) + { + var imgPath = Path.Combine("results", $"{processor.Name}.00.{stat.ImageName}.png"); + + AppendRow(processor.Words + .Select(s => s.ToString() ?? string.Empty) + .Prepend(HtmlImage(imgPath, 150, 150)) + .Prepend(processor.Words.Average(s => s.Distance).ToString("F2")) + .Prepend($"{processor.Distance * 100:F1}%") + .Prepend($"{processor.ProcessingTime * 1000:F1}ms") + .Prepend(processor.Name) + ); + } + + _sb.AppendLine(); + _sb.AppendParagraph( + $"*Comparison data generated based on {stat.Reference.Count} tagged words.*" + ); + } + + return this; + } + + + public ReportGenerator WithBestOf(string title, int context = 5) + { + _sb.AppendHeading(2, title); + + var lookup = Images + .SelectMany(s => s.Processors) + .ToLookup(p => p.Name); + + // Compare time across all images + var byTime = lookup + .Select(g => (Name: g.Key, Value: g.Average(p => p.ProcessingTime) * 1000)) + .OrderBy(g => g.Value); + + // Compare WER across all images + var byWer = lookup + .Select(g => (Name: g.Key, Value: g.Average(p => p.Distance) * 100)) + .OrderBy(g => g.Value); + + // Compare CER across all images + var byCer = lookup + .Select(g => (Name: g.Key, Value: g.Average(p => p.Words.Average(w => w.Distance)))) + .OrderBy(g => g.Value); + + // Print + AppendComparison(3, "Time", byTime, " ms"); + AppendComparison(3, "WER", byWer, " %"); + AppendComparison(3, "CER", byCer, " changes"); + + return this; + + void AppendComparison( + int level, + string tableTitle, + IEnumerable<(string, double)> values, + string valueUnit = "" + ) + { + var tValues = values.ToArray(); + var tContext = Math.Min(tValues.Length / 2, context); + + _sb.AppendHeading(level, tableTitle); + + AppendRow(new[] { "Processor", "Average" }); + AppendRowSeparator(2); + AppendRows(tValues.Take(tContext).Select(v => new[] + { + v.Item1, + v.Item2.ToString("F2") + valueUnit + })); + AppendRowSeparator(2, "..."); + AppendRows(tValues.TakeLast(tContext).Select(v => new[] + { + v.Item1, + v.Item2.ToString("F2") + valueUnit + })); + } + } + + #endregion + + #region Helpers + + private void AppendRow(IEnumerable row) + { + const string separator = " | "; + _sb.AppendLine(separator + string.Join(" | ", row) + separator); + } + + private void AppendRows(IEnumerable> rows) + { + foreach (var row in rows) + { + AppendRow(row); + } + } + + private static string HtmlImage(string path, int maxWidth, int maxHeight) + { + if (!path.EndsWith(".png")) + { + path += ".png"; + } + + return $""; + } + + private void AppendRowSeparator(int columns, string content = "---") => + AppendRow(Enumerable.Range(0, columns).Select(_ => content)); + + #endregion + + #region Factory Methods + + public static ReportGenerator FromData(IEnumerable stats) => new(stats); + + #endregion +} \ No newline at end of file diff --git a/Examples/ReportGenerator/ReportGenerator.csproj b/Examples/ReportGenerator/ReportGenerator.csproj index e8ab4a9..71dbcf4 100644 --- a/Examples/ReportGenerator/ReportGenerator.csproj +++ b/Examples/ReportGenerator/ReportGenerator.csproj @@ -1,4 +1,4 @@ - + Exe diff --git a/Examples/ReportGenerator/Table/ReportGenerator.cs b/Examples/ReportGenerator/Table/ReportGenerator.cs deleted file mode 100644 index 0895f7f..0000000 --- a/Examples/ReportGenerator/Table/ReportGenerator.cs +++ /dev/null @@ -1,171 +0,0 @@ -using Common.Extensions; -using ReportGenerator.Models; -using System.Text; - -namespace ReportGenerator.Table -{ - public class ReportGenerator - { - private ICollection Images { get; } - - private readonly StringBuilder _sb = new(); - - private ReportGenerator(IEnumerable stats) => Images = stats.ToArray(); - - /// - public override string ToString() => _sb.ToString(); - - #region Fluent definition - - public ReportGenerator WithTitle(string text) - { - _sb.AppendHeading(1, text); - return this; - } - - public ReportGenerator WithFullStatistic(string title) - { - _sb.AppendHeading(2, title); - - foreach (var stat in Images) - { - _sb.AppendHeading(3, stat.ImageName); - _sb.AppendParagraph(HtmlImage(Path.Combine("img", stat.ImageName), 350, 350)); - - AppendRow(stat - .Reference - .Prepend("Image") - .Prepend("CER (avg)") - .Prepend("WER") - .Prepend("Elapsed") - .Prepend("Processor") - ); - - AppendRowSeparator(stat.Reference.Count + 5); - - var processors = stat.Processors - .OrderBy(s => s.Distance) - .ThenBy(s => s.ProcessingTime); - - foreach (var processor in processors) - { - var imgPath = Path.Combine("results", $"{processor.Name}.00.{stat.ImageName}.png"); - - AppendRow(processor.Words - .Select(s => s.ToString() ?? string.Empty) - .Prepend(HtmlImage(imgPath, 150, 150)) - .Prepend(processor.Words.Average(s => s.Distance).ToString("F2")) - .Prepend($"{processor.Distance * 100:F1}%") - .Prepend($"{processor.ProcessingTime * 1000:F1}ms") - .Prepend(processor.Name) - ); - } - - _sb.AppendLine(); - _sb.AppendParagraph( - $"*Comparison data generated based on {stat.Reference.Count} tagged words.*" - ); - } - - return this; - } - - - public ReportGenerator WithBestOf(string title, int context = 5) - { - _sb.AppendHeading(2, title); - - var lookup = Images - .SelectMany(s => s.Processors) - .ToLookup(p => p.Name); - - // Compare time across all images - var byTime = lookup - .Select(g => (Name: g.Key, Value: g.Average(p => p.ProcessingTime) * 1000)) - .OrderBy(g => g.Value); - - // Compare WER across all images - var byWer = lookup - .Select(g => (Name: g.Key, Value: g.Average(p => p.Distance) * 100)) - .OrderBy(g => g.Value); - - // Compare CER across all images - var byCer = lookup - .Select(g => (Name: g.Key, Value: g.Average(p => p.Words.Average(w => w.Distance)))) - .OrderBy(g => g.Value); - - // Print - AppendComparison(3, "Time", byTime, " ms"); - AppendComparison(3, "WER", byWer, " %"); - AppendComparison(3, "CER", byCer, " changes"); - - return this; - - void AppendComparison( - int level, - string tableTitle, - IEnumerable<(string, double)> values, - string valueUnit = "" - ) - { - var tValues = values.ToArray(); - var tContext = Math.Min(tValues.Length / 2, context); - - _sb.AppendHeading(level, tableTitle); - - AppendRow(new[] { "Processor", "Average" }); - AppendRowSeparator(2); - AppendRows(tValues.Take(tContext).Select(v => new[] - { - v.Item1, - v.Item2.ToString("F2") + valueUnit - })); - AppendRowSeparator(2, "..."); - AppendRows(tValues.TakeLast(tContext).Select(v => new[] - { - v.Item1, - v.Item2.ToString("F2") + valueUnit - })); - } - } - - #endregion - - #region Helpers - - private void AppendRow(IEnumerable row) - { - const string separator = " | "; - _sb.AppendLine(separator + string.Join(" | ", row) + separator); - } - - private void AppendRows(IEnumerable> rows) - { - foreach (var row in rows) - { - AppendRow(row); - } - } - - private static string HtmlImage(string path, int maxWidth, int maxHeight) - { - if (!path.EndsWith(".png")) - { - path += ".png"; - } - - return $""; - } - - private void AppendRowSeparator(int columns, string content = "---") => - AppendRow(Enumerable.Range(0, columns).Select(_ => content)); - - #endregion - - #region Factory Methods - - public static ReportGenerator FromData(IEnumerable stats) => new(stats); - - #endregion - } -} diff --git a/Examples/CLI/img/command-processing_screentypes_controlgroup_005.json b/Examples/testdata/img/command-processing_screentypes_controlgroup_005.json similarity index 100% rename from Examples/CLI/img/command-processing_screentypes_controlgroup_005.json rename to Examples/testdata/img/command-processing_screentypes_controlgroup_005.json diff --git a/Examples/CLI/img/command-processing_screentypes_controlgroup_005.png b/Examples/testdata/img/command-processing_screentypes_controlgroup_005.png similarity index 100% rename from Examples/CLI/img/command-processing_screentypes_controlgroup_005.png rename to Examples/testdata/img/command-processing_screentypes_controlgroup_005.png diff --git a/Examples/CLI/img/editor_startpage_project-exist_001.json b/Examples/testdata/img/editor_startpage_project-exist_001.json similarity index 100% rename from Examples/CLI/img/editor_startpage_project-exist_001.json rename to Examples/testdata/img/editor_startpage_project-exist_001.json diff --git a/Examples/CLI/img/editor_startpage_project-exist_001.png b/Examples/testdata/img/editor_startpage_project-exist_001.png similarity index 100% rename from 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b/Examples/testdata/img/historian_assistent_001.png similarity index 100% rename from Examples/CLI/img/historian_assistent_001.png rename to Examples/testdata/img/historian_assistent_001.png diff --git a/Examples/CLI/img/zrs_MetadataEditor_variables_001.json b/Examples/testdata/img/zrs_MetadataEditor_variables_001.json similarity index 100% rename from Examples/CLI/img/zrs_MetadataEditor_variables_001.json rename to Examples/testdata/img/zrs_MetadataEditor_variables_001.json diff --git a/Examples/CLI/img/zrs_MetadataEditor_variables_001.png b/Examples/testdata/img/zrs_MetadataEditor_variables_001.png similarity index 100% rename from Examples/CLI/img/zrs_MetadataEditor_variables_001.png rename to Examples/testdata/img/zrs_MetadataEditor_variables_001.png diff --git a/Examples/CLI/img/zrs_REPORTS_EfficencyClass_009.json b/Examples/testdata/img/zrs_REPORTS_EfficencyClass_009.json similarity index 100% rename from Examples/CLI/img/zrs_REPORTS_EfficencyClass_009.json rename to 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\ No newline at end of file diff --git a/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdAdaptiveProcessor(10_10).json b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdAdaptiveProcessor(10_10).json new file mode 100644 index 0000000..2db1e8c --- /dev/null +++ b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdAdaptiveProcessor(10_10).json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdAdaptiveProcessor(15_15).json b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdAdaptiveProcessor(15_15).json new file mode 100644 index 0000000..5690d7e --- /dev/null +++ b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdAdaptiveProcessor(15_15).json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdAdaptiveProcessor(17_17).json b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdAdaptiveProcessor(17_17).json new file mode 100644 index 0000000..1da8494 --- /dev/null +++ b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdAdaptiveProcessor(17_17).json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(20%).json b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(20%).json new file mode 100644 index 0000000..e08ab7e --- /dev/null +++ b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(20%).json @@ -0,0 +1 @@ +{"Words":[{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"F","Confidence":99.57371}],"Text":"failure","Confidence":96.76282},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"S","Confidence":99.57439}],"Text":"select","Confidence":96.74053},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"D","Confidence":99.54407}],"Text":"deselect","Confidence":96.7273},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.57413}],"Text":"enable","Confidence":96.71141},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"M","Confidence":99.573006}],"Text":"machine","Confidence":96.56441},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"a","Confidence":99.56032}],"Text":"all","Confidence":95.64545},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"A","Confidence":99.562}],"Text":"alam","Confidence":94.65381},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.493416}],"Text":"equipment","Confidence":94.24663},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.53413}],"Text":"emergency","Confidence":94.226326},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"A","Confidence":99.0088}],"Text":"alarm","Confidence":93.0616},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.004944}],"Text":"extemal","Confidence":90.045074},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"g","Confidence":99.236084}],"Text":"group","Confidence":77.90283},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"p","Confidence":98.96832}],"Text":"prefilter","Confidence":77.17769},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"p","Confidence":99.00207}],"Text":"prefitter","Confidence":77.01905},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"S","Confidence":99.57437}],"Text":"stop","Confidence":75.10744},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"\u2018","Confidence":99.560585}],"Text":"static","Confidence":51.821575}],"Elapsed":0.001} \ No newline at end of file diff --git a/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(40%).json b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(40%).json new file mode 100644 index 0000000..777d5ae --- /dev/null +++ b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(40%).json @@ -0,0 +1 @@ +{"Words":[{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"a","Confidence":99.572426}],"Text":"alarm","Confidence":96.90668},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"F","Confidence":99.57264}],"Text":"failure","Confidence":96.85653},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"S","Confidence":99.52846}],"Text":"select","Confidence":96.69923},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"M","Confidence":99.57208}],"Text":"machine","Confidence":96.69788},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.511505}],"Text":"equipment","Confidence":96.58053},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.57319}],"Text":"enable","Confidence":96.56943},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.56918}],"Text":"emergency","Confidence":96.24466},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"S","Confidence":99.451866}],"Text":"stop","Confidence":96.16308},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"a","Confidence":99.57326}],"Text":"all","Confidence":96.15704},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"g","Confidence":99.56476}],"Text":"group","Confidence":93.22553},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"D","Confidence":99.03767}],"Text":"deselect","Confidence":89.300064},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"(","Confidence":98.93157}],"Text":"static","Confidence":88.02493},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.00612}],"Text":"extemal","Confidence":87.6174},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"p","Confidence":99.03948}],"Text":"prefilter","Confidence":86.95435},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"p","Confidence":99.03906}],"Text":"prefiltering","Confidence":74.22876}],"Elapsed":0.0017} \ No newline at end of file diff --git a/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(60%).json b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(60%).json new file mode 100644 index 0000000..908df10 --- /dev/null +++ b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(60%).json @@ -0,0 +1 @@ +{"Words":[{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"M","Confidence":99.57004}],"Text":"machine","Confidence":96.99028},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"F","Confidence":99.5709}],"Text":"failure","Confidence":96.91032},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"a","Confidence":99.55351}],"Text":"alarm","Confidence":96.768105},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"(","Confidence":99.57308}],"Text":"static","Confidence":96.63376},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"S","Confidence":99.57486}],"Text":"stop","Confidence":96.367645},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.568695}],"Text":"emergency","Confidence":96.35407},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.43123}],"Text":"enable","Confidence":96.0186},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.57351}],"Text":"equipment","Confidence":95.81029},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"g","Confidence":99.52649}],"Text":"group","Confidence":93.26256},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"p","Confidence":99.04332}],"Text":"prefilter","Confidence":91.54512},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.040665}],"Text":"extemal","Confidence":91.00691},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"p","Confidence":99.04291}],"Text":"prefiltering","Confidence":85.79764},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"A","Confidence":99.19944}],"Text":"alam","Confidence":77.65372},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"a","Confidence":93.04476}],"Text":"aa","Confidence":51.313354}],"Elapsed":0.0008} \ No newline at end of file diff --git a/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(80%).json b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(80%).json new file mode 100644 index 0000000..c7f2e0e --- /dev/null +++ b/Examples/testdata/results/zrs_ZAMS_filter-alarmgroup_001.ThresholdProcessor(80%).json @@ -0,0 +1 @@ +{"Words":[{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"S","Confidence":99.57466}],"Text":"stop","Confidence":96.82079},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"M","Confidence":99.570885}],"Text":"machine","Confidence":96.62642},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"(","Confidence":99.564415}],"Text":"static","Confidence":96.18922},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.55516}],"Text":"enable","Confidence":96.142944},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.57104}],"Text":"emergency","Confidence":95.93231},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"g","Confidence":99.54862}],"Text":"group","Confidence":93.29843},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"F","Confidence":99.56583}],"Text":"failure","Confidence":91.41257},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"E","Confidence":98.73339}],"Text":"extemal","Confidence":91.03442},{"IsFromDictionary":false,"Numeric":false,"Choices":[{"Text":"p","Confidence":98.93255}],"Text":"prefiker","Confidence":90.80151},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"A","Confidence":99.574066}],"Text":"alam","Confidence":88.4137},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"E","Confidence":99.55528}],"Text":"equipment","Confidence":88.12442},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"A","Confidence":99.01994}],"Text":"aan","Confidence":71.68101},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"N","Confidence":95.50314}],"Text":"nam","Confidence":68.52199},{"IsFromDictionary":true,"Numeric":false,"Choices":[{"Text":"a","Confidence":99.54954}],"Text":"alarm","Confidence":66.16649}],"Elapsed":0.0012} \ No newline at end of file diff --git a/Lookup/Lookup.Database/LookupDbContext.cs b/Lookup/Lookup.Database/LookupDbContext.cs index 0c28a23..1f57bfa 100644 --- a/Lookup/Lookup.Database/LookupDbContext.cs +++ b/Lookup/Lookup.Database/LookupDbContext.cs @@ -2,31 +2,30 @@ using Lookup.Interface; using Microsoft.EntityFrameworkCore; -namespace Lookup.Database +namespace Lookup.Database; + +///

    +/// Basic +/// +/// +/// +public class LookupDbContext : DbContext + where TKey : class, IKeyEntity + where TValue : class, IRelated, IValueEntity { /// - /// Basic + /// Stored instances /// - /// - /// - public class LookupDbContext : DbContext - where TKey : class, IKeyEntity - where TValue : class, IRelated, IValueEntity + public virtual DbSet> Keys { get; set; } = null!; + + /// + /// Stored instances + /// + public virtual DbSet> Values { get; set; } = null!; + + /// + protected override void OnModelCreating(ModelBuilder modelBuilder) { - /// - /// Stored instances - /// - public virtual DbSet> Keys { get; set; } = null!; - - /// - /// Stored instances - /// - public virtual DbSet> Values { get; set; } = null!; - - /// - protected override void OnModelCreating(ModelBuilder modelBuilder) - { - modelBuilder.ApplyConfiguration(new LookupConfiguration()); - } + modelBuilder.ApplyConfiguration(new LookupConfiguration()); } -} +} \ No newline at end of file diff --git a/Lookup/Lookup.File/FileLookup.cs b/Lookup/Lookup.File/FileLookup.cs index bb21633..5054f8d 100644 --- a/Lookup/Lookup.File/FileLookup.cs +++ b/Lookup/Lookup.File/FileLookup.cs @@ -1,40 +1,39 @@ using Lookup.Memory; -namespace Lookup.IO +namespace Lookup.IO; + +/// +/// +/// implementation, which stores data in s. +/// Supports writing the stored data to a file. +/// +/// Type of the key referencing the s +/// Type of the stored values, referenced by +public class FileLookup : MemoryLookup { - /// - /// - /// implementation, which stores data in s. - /// Supports writing the stored data to a file. - /// - /// Type of the key referencing the s - /// Type of the stored values, referenced by - public class FileLookup : MemoryLookup + public string Path { get; set; } + + public FileLookup(string path) { - public string Path { get; set; } + Path = path; + } - public FileLookup(string path) + public void Save() + { + using var writer = new StreamWriter(System.IO.File.Create(Path)); + foreach (var kv in this) { - Path = path; - } - - public void Save() - { - using var writer = new StreamWriter(System.IO.File.Create(Path)); - foreach (var kv in this) - { - writer.WriteLine($"{kv.Key};{string.Join(',', kv.Value)}"); - } - } - - public new void Clear() - { - base.Clear(); - - if (System.IO.File.Exists(Path)) - { - System.IO.File.Delete(Path); - } + writer.WriteLine($"{kv.Key};{string.Join(',', kv.Value)}"); } } -} + + public new void Clear() + { + base.Clear(); + + if (System.IO.File.Exists(Path)) + { + System.IO.File.Delete(Path); + } + } +} \ No newline at end of file diff --git a/Lookup/Lookup.Interface/ILookup.cs b/Lookup/Lookup.Interface/ILookup.cs index ef246d1..2f8e9b3 100644 --- a/Lookup/Lookup.Interface/ILookup.cs +++ b/Lookup/Lookup.Interface/ILookup.cs @@ -1,72 +1,71 @@ using System; using System.Collections.Generic; -namespace Lookup.Interface +namespace Lookup.Interface; + +/// +/// Common interface for s, +/// storing data as key-value pairs +/// +public interface ILookup +{ +} + +/// +/// Common interface for s, +/// storing data as - pairs +/// +/// Type of the key referencing the s +/// Type of the stored values, referenced by +public interface ILookup + : ILookup, + IDictionary>, + IDisposable { /// - /// Common interface for s, - /// storing data as key-value pairs + /// Adds a key to the /// - public interface ILookup - { - } + /// + /// The to add + /// + /// + /// The new + /// to store s in + /// + ICollection Add(TKey key); /// - /// Common interface for s, - /// storing data as - pairs + /// Adds a to an existing collection + /// referenced by in the /// - /// Type of the key referencing the s - /// Type of the stored values, referenced by - public interface ILookup - : ILookup, - IDictionary>, - IDisposable - { - /// - /// Adds a key to the - /// - /// - /// The to add - /// - /// - /// The new - /// to store s in - /// - ICollection Add(TKey key); + public void Add(TKey key, TValue value); - /// - /// Adds a to an existing collection - /// referenced by in the - /// - public void Add(TKey key, TValue value); + /// + /// Adds multiple s to + /// an existing + /// referenced by in + /// the + /// + public void AddRange(TKey key, IEnumerable values); - /// - /// Adds multiple s to - /// an existing - /// referenced by in - /// the - /// - public void AddRange(TKey key, IEnumerable values); + /// + /// Removes a from + /// an existing + /// referenced by in + /// the + /// + public bool Remove(TKey key, TValue value); - /// - /// Removes a from - /// an existing - /// referenced by in - /// the - /// - public bool Remove(TKey key, TValue value); - - /// - /// Gets an existing referenced by - /// or creates it, if it does not already exist - /// - /// - /// The to add - /// - /// - /// The to - /// store s in - /// - public ICollection GetOrAdd(TKey key); - } -} + /// + /// Gets an existing referenced by + /// or creates it, if it does not already exist + /// + /// + /// The to add + /// + /// + /// The to + /// store s in + /// + public ICollection GetOrAdd(TKey key); +} \ No newline at end of file diff --git a/Lookup/Lookup.Memory/MemoryLookup.cs b/Lookup/Lookup.Memory/MemoryLookup.cs index 9c2ce9b..49c8f27 100644 --- a/Lookup/Lookup.Memory/MemoryLookup.cs +++ b/Lookup/Lookup.Memory/MemoryLookup.cs @@ -2,89 +2,88 @@ using System.Collections.Generic; using System.Runtime.Serialization; -namespace Lookup.Memory +namespace Lookup.Memory; + +/// +/// +/// implementation, storing data in s +/// +/// Type of the key referencing the s +/// Type of the stored values, referenced by +public class MemoryLookup : Abstract.Lookup + where TKey : notnull { - /// - /// - /// implementation, storing data in s - /// - /// Type of the key referencing the s - /// Type of the stored values, referenced by - public class MemoryLookup : Abstract.Lookup - where TKey : notnull + #region Constructors + + /// + public MemoryLookup() { - #region Constructors - - /// - public MemoryLookup() - { - } - - /// - public MemoryLookup(IDictionary> dictionary) : base(dictionary) - { - } - - /// - public MemoryLookup( - IDictionary> dictionary, IEqualityComparer? comparer - ) : base(dictionary, comparer) - { - } - - /// - public MemoryLookup( - IEnumerable>> collection - ) : base(collection) - { - } - - /// - public MemoryLookup( - IEnumerable>> collection, - IEqualityComparer? comparer - ) : base(collection, comparer) - { - } - - /// - public MemoryLookup(IEqualityComparer? comparer) : base(comparer) - { - } - - /// - public MemoryLookup(int capacity) : base(capacity) - { - } - - /// - public MemoryLookup(int capacity, IEqualityComparer? comparer) : base(capacity, comparer) - { - } - - /// - public MemoryLookup(SerializationInfo info, StreamingContext context) : base(info, context) - { - } - - #endregion - - #region Overrides of Lookup> - - /// - public override ICollection Add(TKey key) - { - base.Add(key, new List()); - return this[key]; - } - - /// - public ICollection Add(TKey key, int collectionCapacity) - { - base.Add(key, new List(collectionCapacity)); - return this[key]; - } - - #endregion } -} + + /// + public MemoryLookup(IDictionary> dictionary) : base(dictionary) + { + } + + /// + public MemoryLookup( + IDictionary> dictionary, IEqualityComparer? comparer + ) : base(dictionary, comparer) + { + } + + /// + public MemoryLookup( + IEnumerable>> collection + ) : base(collection) + { + } + + /// + public MemoryLookup( + IEnumerable>> collection, + IEqualityComparer? comparer + ) : base(collection, comparer) + { + } + + /// + public MemoryLookup(IEqualityComparer? comparer) : base(comparer) + { + } + + /// + public MemoryLookup(int capacity) : base(capacity) + { + } + + /// + public MemoryLookup(int capacity, IEqualityComparer? comparer) : base(capacity, comparer) + { + } + + /// + public MemoryLookup(SerializationInfo info, StreamingContext context) : base(info, context) + { + } + + #endregion + + #region Overrides of Lookup> + + /// + public override ICollection Add(TKey key) + { + base.Add(key, new List()); + return this[key]; + } + + /// + public ICollection Add(TKey key, int collectionCapacity) + { + base.Add(key, new List(collectionCapacity)); + return this[key]; + } + + #endregion +} \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract/Extensions/PageExtensions.cs b/Ocr/Ocr.Tesseract/Extensions/PageExtensions.cs index 90e6d52..cb61535 100644 --- a/Ocr/Ocr.Tesseract/Extensions/PageExtensions.cs +++ b/Ocr/Ocr.Tesseract/Extensions/PageExtensions.cs @@ -2,44 +2,43 @@ using System.Collections.Generic; using Tesseract; -namespace Ocr.Tesseract.Extensions +namespace Ocr.Tesseract.Extensions; + +/// +/// Extensions for the type +/// +public static class PageExtensions { + + /// - /// Extensions for the type + /// Retrieves the s in the given /// - public static class PageExtensions + /// The to extract words from + /// The extracted s in the given + public static IEnumerable GetWords(this Page page) { + using var iterator = page.GetIterator(); + iterator.Begin(); - - /// - /// Retrieves the s in the given - /// - /// The to extract words from - /// The extracted s in the given - public static IEnumerable GetWords(this Page page) + do { - using var iterator = page.GetIterator(); - iterator.Begin(); - do { do { do { - do + var word = Word.Parse(iterator); + if (string.IsNullOrEmpty(word.Text)) { - var word = Word.Parse(iterator); - if (string.IsNullOrEmpty(word.Text)) - { - continue; - } + continue; + } - yield return word; - } while (iterator.Next(PageIteratorLevel.TextLine, PageIteratorLevel.Word)); - } while (iterator.Next(PageIteratorLevel.Para, PageIteratorLevel.TextLine)); - } while (iterator.Next(PageIteratorLevel.Block, PageIteratorLevel.Para)); - } while (iterator.Next(PageIteratorLevel.Block)); - } + yield return word; + } while (iterator.Next(PageIteratorLevel.TextLine, PageIteratorLevel.Word)); + } while (iterator.Next(PageIteratorLevel.Para, PageIteratorLevel.TextLine)); + } while (iterator.Next(PageIteratorLevel.Block, PageIteratorLevel.Para)); + } while (iterator.Next(PageIteratorLevel.Block)); } } \ No newline at end of file diff --git a/Ocr/Ocr.Tesseract/TesseractProcessor.cs b/Ocr/Ocr.Tesseract/TesseractProcessor.cs index cf25305..bbed37e 100644 --- a/Ocr/Ocr.Tesseract/TesseractProcessor.cs +++ b/Ocr/Ocr.Tesseract/TesseractProcessor.cs @@ -7,61 +7,60 @@ using System.Collections.Generic; using System.Linq; using Tesseract; -namespace Ocr.Tesseract +namespace Ocr.Tesseract; + +/// +/// Scans s for s +/// and maps the results to a +/// +public class TesseractProcessor : Processor { - /// - /// Scans s for s - /// and maps the results to a - /// - public class TesseractProcessor : Processor + /// + public ITesseractConfiguration Configuration { get; } + + /// + public TesseractProcessor(ITesseractConfiguration config) { - /// - public ITesseractConfiguration Configuration { get; } + Configuration = config; + } - /// - public TesseractProcessor(ITesseractConfiguration config) - { - Configuration = config; - } - - /// - /// Scans the provided for s - /// - /// The to scan - /// - /// A list of s found - /// in the provided - /// - private IEnumerable Scan(MagickImage image) - { - // Convert image - using var pix = PixConverter.ToPix(image.ToBitmapWithDensity()); - using var engine = new TesseractEngine( - Configuration.DataPath, - string.Join('+', Configuration.Languages), - EngineMode.Default, - Enumerable.Empty(), - Configuration.Variables, - false - ) - { - DefaultPageSegMode = PageSegMode.AutoOsd - }; - - // Scan - return engine - .Process(pix) - .GetWords() - .ToArray(); - } - - /// - public override IEnumerable Process( - IEnumerable inputs + /// + /// Scans the provided for s + /// + /// The to scan + /// + /// A list of s found + /// in the provided + /// + private IEnumerable Scan(MagickImage image) + { + // Convert image + using var pix = PixConverter.ToPix(image.ToBitmapWithDensity()); + using var engine = new TesseractEngine( + Configuration.DataPath, + string.Join('+', Configuration.Languages), + EngineMode.Default, + Enumerable.Empty(), + Configuration.Variables, + false ) { - return inputs - .SelectMany(Scan, (input, word) => new ScanResult(word, input)); - } + DefaultPageSegMode = PageSegMode.AutoOsd + }; + + // Scan + return engine + .Process(pix) + .GetWords() + .ToArray(); } -} + + /// + public override IEnumerable Process( + IEnumerable inputs + ) + { + return inputs + .SelectMany(Scan, (input, word) => new ScanResult(word, input)); + } +} \ No newline at end of file -- 2.52.0 From 8ada606fa6b3a00d3e4fca37ff2a04adc1a7447c Mon Sep 17 00:00:00 2001 From: Simon Gruber Date: Wed, 22 Nov 2023 07:46:10 +0100 Subject: [PATCH 07/15] a --- Examples/CLI/Monitor/CliTaskMonitor.cs | 46 ++++++++++++++ Examples/CLI/Monitor/ITaskMonitor.cs | 6 ++ Examples/CLI/Monitor/TaskMonitor.cs | 39 ++++++++++++ .../{ => Processor}/EvaluationProcessor.cs | 45 ++++++------- .../CLI/{ => 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| 2 +- ...001.ThresholdAdaptiveProcessor(10_10).json | 2 +- ...001.ThresholdAdaptiveProcessor(15_15).json | 2 +- ...001.ThresholdAdaptiveProcessor(17_17).json | 2 +- 141 files changed, 158 insertions(+), 139 deletions(-) create mode 100644 Examples/CLI/Monitor/CliTaskMonitor.cs create mode 100644 Examples/CLI/Monitor/ITaskMonitor.cs create mode 100644 Examples/CLI/Monitor/TaskMonitor.cs rename Examples/CLI/{ => Processor}/EvaluationProcessor.cs (78%) rename Examples/CLI/{ => Processor}/StopwatchProcessor.cs (93%) create mode 100644 Examples/Examples.sln.DotSettings delete mode 100644 Examples/GUI/img/command-processing_screentypes_controlgroup_005.png delete mode 100644 Examples/GUI/img/editor_startpage_project-exist_001.png delete mode 100644 Examples/GUI/img/editor_windows_position_006.png delete mode 100644 Examples/GUI/img/historian_assistent_001.png delete mode 100644 Examples/GUI/img/zrs_MetadataEditor_variables_001.png delete mode 100644 Examples/GUI/img/zrs_REPORTS_EfficencyClass_009.png delete mode 100644 Examples/GUI/img/zrs_ZAMS_3rd-connector_014.png delete mode 100644 Examples/GUI/img/zrs_ZAMS_filter-alarmgroup_001.png create mode 100644 Examples/testdata/img-untagged/driver_BQLSX00_connections_002.png create mode 100644 Examples/testdata/img-untagged/driver_SEL_Options_002.png create mode 100644 Examples/testdata/img-untagged/driver_archdrv_variablendefinition_001.png create mode 100644 Examples/testdata/img-untagged/driver_brpvi_offlineimport_004.png create mode 100644 Examples/testdata/img-untagged/driver_simotion_online_import_001.png create mode 100644 Examples/testdata/img-untagged/editor_multimonitor_example_007.png create mode 100644 Examples/testdata/img-untagged/etm_gantt_runtime_001.png create mode 100644 Examples/testdata/img-untagged/report_example_data-time_001.png create mode 100644 Examples/testdata/img-untagged/reporting-server_report-assistant_007.png create mode 100644 Examples/testdata/img-untagged/runtime_function_create_002.png create mode 100644 Examples/testdata/img-untagged/straton_runtime_configuration_001.png create mode 100644 Examples/testdata/img-untagged/worldview_zoom_steps_001.png create mode 100644 Examples/testdata/img-untagged/zrs_REPORTS_extended-analysis_017.png create mode 100644 Examples/testdata/img-untagged/zrs_ZAMS_OLEDB-server_001.png create mode 100644 Examples/testdata/img-untagged/zrs_ZAMS_scatter_002.png create mode 100644 Examples/testdata/img-untagged/zrs_ZAMS_windrose_002.png diff --git a/Examples/CLI/Monitor/CliTaskMonitor.cs b/Examples/CLI/Monitor/CliTaskMonitor.cs new file mode 100644 index 0000000..200167a --- /dev/null +++ b/Examples/CLI/Monitor/CliTaskMonitor.cs @@ -0,0 +1,46 @@ +using System.Text; + +namespace CLI.Monitor; + +public class CliTaskMonitor : TaskMonitor +{ + /// + public CliTaskMonitor(IEnumerable<(string? Name, Task Task)> tasks) : base(tasks) { } + + /// + public CliTaskMonitor(IEnumerable tasks) : base(tasks) { } + + #region Overrides of TaskMonitor + + /// + protected override void OnUpdate(ICollection<(string? Name, Task Task)> tasks) + { + var sb = new StringBuilder(tasks.Count * 30); + + foreach (var (name, task) in tasks) + { + sb.Append($"{StatusMap[task.Status],-5}"); + + if (name is not null) + { + sb.Append(": ") + .Append(name); + } + + sb.AppendLine(); + + if (task.Exception is not null) + { + sb.Append("> EX: ") + .AppendLine(task.Exception.Message); + } + } + + sb.AppendLine(); + + Console.Clear(); + Console.Write(sb.ToString()); + } + + #endregion +} \ No newline at end of file diff --git a/Examples/CLI/Monitor/ITaskMonitor.cs b/Examples/CLI/Monitor/ITaskMonitor.cs new file mode 100644 index 0000000..565d925 --- /dev/null +++ b/Examples/CLI/Monitor/ITaskMonitor.cs @@ -0,0 +1,6 @@ +namespace CLI.Monitor; + +public interface ITaskMonitor +{ + Task Run(); +} \ No newline at end of file diff --git a/Examples/CLI/Monitor/TaskMonitor.cs b/Examples/CLI/Monitor/TaskMonitor.cs new file mode 100644 index 0000000..bc110bd --- /dev/null +++ b/Examples/CLI/Monitor/TaskMonitor.cs @@ -0,0 +1,39 @@ +namespace CLI.Monitor; + +public abstract class TaskMonitor : ITaskMonitor +{ + protected static IReadOnlyDictionary StatusMap { get; } = + new Dictionary + { + { TaskStatus.RanToCompletion, "DONE" }, + { TaskStatus.Faulted, "FAULT" }, + { TaskStatus.Canceled, "CANCL" }, + { TaskStatus.Created, "WAIT" }, + { TaskStatus.WaitingToRun, "WAIT" }, + { TaskStatus.WaitingForActivation, "WAIT" }, + { TaskStatus.Running, "RUN" }, + { TaskStatus.WaitingForChildrenToComplete, "RUN" }, + }; + + private readonly ICollection<(string? Name, Task Task)> _tasks; + + protected TaskMonitor(IEnumerable<(string? Name, Task Task)> tasks) => _tasks = tasks.ToArray(); + + protected TaskMonitor(IEnumerable tasks) : + this(tasks.Select(t => (t.Id.ToString(), t))!) + { } + + public Task Run() + { + var waitTask = Task.WhenAll(_tasks.Select(i => i.Task)); + + while (!waitTask.Wait(TimeSpan.FromSeconds(1))) + { + OnUpdate(_tasks); + } + + return waitTask; + } + + protected abstract void OnUpdate(ICollection<(string? Name, Task Task)> tasks); +} \ No newline at end of file diff --git a/Examples/CLI/EvaluationProcessor.cs b/Examples/CLI/Processor/EvaluationProcessor.cs similarity index 78% rename from Examples/CLI/EvaluationProcessor.cs rename to Examples/CLI/Processor/EvaluationProcessor.cs index 2284583..90b0ae2 100644 --- a/Examples/CLI/EvaluationProcessor.cs +++ b/Examples/CLI/Processor/EvaluationProcessor.cs @@ -10,49 +10,50 @@ using Process.Interface; using System.Text.Json; using System.Text.RegularExpressions; +namespace CLI.Processor; + internal class EvaluationProcessor { + #region Configuration + /// /// expression for extracting whole words from scan results /// - private static Regex WordRegex = new( + private static readonly Regex wordRegex = new( @"[\w'\-]{2,}", RegexOptions.Compiled | RegexOptions.Multiline | RegexOptions.IgnoreCase ); - private static ITesseractConfiguration TesseractConfig = new TesseractScreenshotConfiguration() - { - DataPath = "tessdata", - Languages = new[] { "eng", "deu" } - }; + private static readonly ITesseractConfiguration tesseractConfig = + new TesseractScreenshotConfiguration + { + DataPath = "tessdata", + Languages = new[] { "eng", "deu" } + }; - private ScreenshotProcessorConfiguration ProcessorConfig = new ScreenshotProcessorConfiguration - { - Border = 0, - EnableResizing = false, - EnableThresholding = false, - FilterConnectedComponents = false, - ThresholdHeight = 0, - ThresholdWidth = 0 - }; + #endregion - private static readonly TesseractProcessor tesseractProcessor = new(TesseractConfig); + #region Processors private static readonly IProcessorChain postProcessor = new ProcessorChainConfiguration() .Use(new ConfidenceFilter(50)) .Use(new ToLowerProcessor()) .Use(new DuplicateFilter()) - .Complete(new RegexFilter(WordRegex)); + .Complete(new RegexFilter(wordRegex)); + + private static readonly TesseractProcessor tesseractProcessor = new(tesseractConfig); private readonly StopwatchProcessor _thresholdProcessor; + #endregion + + public string OutputFolder { get; init; } = "results"; - public EvaluationProcessor(IProcessor thresholdProcessor) - { - _thresholdProcessor = new StopwatchProcessor(thresholdProcessor); - } + public EvaluationProcessor( + IProcessor thresholdProcessor + ) => _thresholdProcessor = new StopwatchProcessor(thresholdProcessor); /// public Task Process(MagickImage image) => Task.Run(async () => @@ -108,4 +109,4 @@ internal class EvaluationProcessor return tImages; } -} +} \ No newline at end of file diff --git a/Examples/CLI/StopwatchProcessor.cs b/Examples/CLI/Processor/StopwatchProcessor.cs similarity index 93% rename from Examples/CLI/StopwatchProcessor.cs rename to Examples/CLI/Processor/StopwatchProcessor.cs index eec305d..d9f0e65 100644 --- a/Examples/CLI/StopwatchProcessor.cs +++ b/Examples/CLI/Processor/StopwatchProcessor.cs @@ -2,6 +2,8 @@ using Process.Interface; using System.Diagnostics; +namespace CLI.Processor; + public class StopwatchProcessor : Processor { private readonly IProcessor _processor; @@ -11,11 +13,7 @@ public class StopwatchProcessor : Processor /// public TimeSpan? Elapsed { get; private set; } - public StopwatchProcessor(IProcessor processor) - { - _processor = processor; - } - + public StopwatchProcessor(IProcessor processor) => _processor = processor; public override IEnumerable Process(IEnumerable inputs) { @@ -26,7 +24,6 @@ public class StopwatchProcessor : Processor return results; } - /// public override string? ToString() => _processor.ToString(); } diff --git a/Examples/CLI/Program.cs b/Examples/CLI/Program.cs index 9ff55a3..39e0059 100644 --- a/Examples/CLI/Program.cs +++ b/Examples/CLI/Program.cs @@ -1,25 +1,14 @@ -using Common.Extensions; +using CLI.Monitor; +using CLI.Processor; +using Common.Extensions; using ImageMagick; using Ocr.Tesseract.Screenshots.Threshold; using System.Diagnostics.CodeAnalysis; -using System.Text; namespace CLI; public class Program { - private readonly IDictionary _statusMap = new Dictionary() - { - { TaskStatus.RanToCompletion, "DONE" }, - { TaskStatus.Faulted, "FAULT" }, - { TaskStatus.Canceled, "CANCL" }, - { TaskStatus.Created, "WAIT" }, - { TaskStatus.WaitingToRun, "WAIT" }, - { TaskStatus.WaitingForActivation, "WAIT" }, - { TaskStatus.Running, "RUN" }, - { TaskStatus.WaitingForChildrenToComplete, "RUN" }, - }; - public Task Run(string[] args) { var scans = ( @@ -28,42 +17,22 @@ public class Program select (Key: path, Task: processor.Process(new MagickImage(path))) ).ToArray(); - var waitTask = Task.WhenAll(scans.Select(i => i.Task)); - - while (!waitTask.Wait(TimeSpan.FromSeconds(1))) - { - var sb = new StringBuilder(scans.Length * 30); - - foreach (var info in scans) - { - sb.AppendLine($"{_statusMap[info.Task.Status],-5}: {info.Key}"); - - if (info.Task.Exception is not null) - { - sb.AppendLine($"> EX: {info.Task.Exception?.Message}"); - } - } - - sb.AppendLine(); - - Console.Clear(); - Console.Write(sb.ToString()); - } - - return waitTask; + return new CliTaskMonitor(scans).Run(); } [SuppressMessage("ReSharper", "ArrangeObjectCreationWhenTypeNotEvident")] private static IEnumerable MakeThresholdVariations() { - yield return new(new ThresholdAdaptiveProcessor(17)); - yield return new(new ThresholdAdaptiveProcessor(5)); - yield return new(new ThresholdAdaptiveProcessor(10)); - yield return new(new ThresholdAdaptiveProcessor(15)); - yield return new(new ThresholdProcessor(20)); - yield return new(new ThresholdProcessor(40)); - yield return new(new ThresholdProcessor(60)); - yield return new(new ThresholdProcessor(80)); + for (int i = 0; i <= 24; i += 2) + { + yield return new(new ThresholdAdaptiveProcessor(i)); + } + + for (int i = 0; i <= 100; i += 10) + { + yield return new(new ThresholdProcessor(i)); + } + yield return new(new AutoThresholdProcessor(AutoThresholdMethod.Kapur)); yield return new(new AutoThresholdProcessor(AutoThresholdMethod.OTSU)); yield return new(new AutoThresholdProcessor(AutoThresholdMethod.Triangle)); diff --git a/Examples/Common/Common.csproj b/Examples/Common/Common.csproj index d77d2a4..51b37a5 100644 --- a/Examples/Common/Common.csproj +++ b/Examples/Common/Common.csproj @@ -17,16 +17,4 @@ - - - PreserveNewest - - - PreserveNewest - - - PreserveNewest - - - diff --git a/Examples/Common/Distance/DistanceComparer.cs b/Examples/Common/Distance/DistanceComparer.cs index 3925a34..c7fc6f3 100644 --- a/Examples/Common/Distance/DistanceComparer.cs +++ b/Examples/Common/Distance/DistanceComparer.cs @@ -1,5 +1,4 @@ -using ReportGenerator.Models; -using System.Collections; +using System.Collections; namespace Common.Distance; diff --git a/Examples/Common/Distance/IDistanceComparer.cs b/Examples/Common/Distance/IDistanceComparer.cs index 931387d..ba38ac0 100644 --- a/Examples/Common/Distance/IDistanceComparer.cs +++ b/Examples/Common/Distance/IDistanceComparer.cs @@ -1,6 +1,6 @@ using System.Collections; -namespace ReportGenerator.Models; +namespace Common.Distance; public interface IDistanceComparer { diff --git a/Examples/Examples.sln.DotSettings b/Examples/Examples.sln.DotSettings new file mode 100644 index 0000000..44a75de --- /dev/null +++ b/Examples/Examples.sln.DotSettings @@ -0,0 +1,2 @@ + + True \ No newline at end of file diff --git a/Examples/GUI/GUI.csproj b/Examples/GUI/GUI.csproj index 5b420d2..9d7d3e7 100644 --- a/Examples/GUI/GUI.csproj +++ b/Examples/GUI/GUI.csproj @@ -15,31 +15,4 @@ - - - Always - - - Always - - - 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b/Examples/testdata/results/ThresholdProcessor(40%).01.command-processing_screentypes_controlgroup_005.png index 613414eabf1aef8df21e6eb9a92fedbb97cd38e9..8cef5635f34243a2ca6a9285121aee906c1792b3 100644 GIT binary patch delta 40 ucmeC+>)@LZz|N-1ckZL*tc~I6Y=UN1#^zQA2HFM&KvFaB-?_=>*(?G7qYVN8 delta 40 vcmeC+>)@LZz|LwYm@gQcyfHkTP0-ZJ#L~*ZMBBi?%D^C8a Date: Wed, 22 Nov 2023 15:23:23 +0100 Subject: [PATCH 08/15] Added document generation --- Examples/CLI/Monitor/CompactCliTaskMonitor.cs | 42 + Examples/CLI/Monitor/ITaskMonitor.cs | 6 +- Examples/CLI/Monitor/TaskMonitor.cs | 43 +- Examples/CLI/Processor/EvaluationProcessor.cs | 2 - Examples/CLI/Program.cs | 5 +- .../Abstract/DocumentGeneratorBase.cs | 39 + .../Abstract/FileSerializableBase.cs | 13 + .../Abstract/StringSerializableBase.cs | 12 + .../Generator/Abstract/TableGeneratorBase.cs | 58 ++ .../Generator/HtmlDocumentGenerator.cs | 45 + .../Generator/Generator/HtmlTableGenerator.cs | 46 + .../Generator/MarkdownDocumentGenerator.cs | 30 + .../Generator/MarkdownTableGenerator.cs | 22 + .../ReportGenerator/Generator/HtmlTools.cs | 58 ++ .../Generator/Interface/IBounds.cs | 12 + .../Generator/Interface/IDocumentGenerator.cs | 14 + .../Generator/Interface/IFileSerializable.cs | 10 + .../Interface/IStringSerializable.cs | 6 + .../Generator/Interface/ITableGenerator.cs | 14 + .../ReportGenerator/Generator/Model/Bounds.cs | 44 + Examples/ReportGenerator/Program.cs | 12 +- Examples/ReportGenerator/ReportGenerator.cs | 167 ++-- .../ReportGenerator/ReportGenerator.csproj | 2 +- .../img/driver_BQLSX00_connections_002.json | 35 + .../driver_BQLSX00_connections_002.png | Bin .../testdata/img/driver_SEL_Options_002.json | 13 + .../driver_SEL_Options_002.png | Bin ...river_archdrv_variablendefinition_001.json | 23 + ...driver_archdrv_variablendefinition_001.png | Bin .../img/driver_brpvi_offlineimport_004.json | 19 + .../driver_brpvi_offlineimport_004.png | Bin .../driver_simotion_online_import_001.json | 23 + 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Examples/testdata/results/zrs_ZAMS_windrose_002.ThresholdProcessor(90%).json diff --git a/Examples/CLI/Monitor/CompactCliTaskMonitor.cs b/Examples/CLI/Monitor/CompactCliTaskMonitor.cs new file mode 100644 index 0000000..30b730a --- /dev/null +++ b/Examples/CLI/Monitor/CompactCliTaskMonitor.cs @@ -0,0 +1,42 @@ +using System.Text; + +namespace CLI.Monitor; + +public class CompactCliTaskMonitor : TaskMonitor +{ + /// + public CompactCliTaskMonitor(IEnumerable<(string? Name, Task Task)> tasks) : base(tasks) { } + + /// + public CompactCliTaskMonitor(IEnumerable tasks) : base(tasks) { } + + #region Overrides of TaskMonitor + + /// + protected override void OnUpdate(ICollection<(string? Name, Task Task)> tasks) + { + int completed = 0; + int total = tasks.Count; + + var sb = new StringBuilder(total * 30); + + foreach (var (_, task) in tasks) + { + var status = task.Status; + + if (status > TaskStatus.WaitingForChildrenToComplete) + { + completed++; + } + + sb.Append(task.Exception is not null ? 'X' : StatusMap[status].First()); + } + + sb.AppendLine($" ({completed}/{total - 1})"); + + Console.Clear(); + Console.Write(sb.ToString()); + } + + #endregion +} diff --git a/Examples/CLI/Monitor/ITaskMonitor.cs b/Examples/CLI/Monitor/ITaskMonitor.cs index 565d925..86a64ed 100644 --- a/Examples/CLI/Monitor/ITaskMonitor.cs +++ b/Examples/CLI/Monitor/ITaskMonitor.cs @@ -2,5 +2,7 @@ public interface ITaskMonitor { - Task Run(); -} \ No newline at end of file + TimeSpan Interval { get; init; } + + Task Run(); +} diff --git a/Examples/CLI/Monitor/TaskMonitor.cs b/Examples/CLI/Monitor/TaskMonitor.cs index bc110bd..8229a2e 100644 --- a/Examples/CLI/Monitor/TaskMonitor.cs +++ b/Examples/CLI/Monitor/TaskMonitor.cs @@ -2,9 +2,14 @@ public abstract class TaskMonitor : ITaskMonitor { - protected static IReadOnlyDictionary StatusMap { get; } = - new Dictionary - { + /// + public TimeSpan Interval { get; init; } = TimeSpan.FromSeconds(1); + + private readonly ICollection<(string? Name, Task Task)> _tasks; + + protected static IReadOnlyDictionary StatusMap { get; } = + new Dictionary + { { TaskStatus.RanToCompletion, "DONE" }, { TaskStatus.Faulted, "FAULT" }, { TaskStatus.Canceled, "CANCL" }, @@ -13,27 +18,25 @@ public abstract class TaskMonitor : ITaskMonitor { TaskStatus.WaitingForActivation, "WAIT" }, { TaskStatus.Running, "RUN" }, { TaskStatus.WaitingForChildrenToComplete, "RUN" }, - }; + }; - private readonly ICollection<(string? Name, Task Task)> _tasks; + protected TaskMonitor(IEnumerable<(string? Name, Task Task)> tasks) => _tasks = tasks.ToArray(); - protected TaskMonitor(IEnumerable<(string? Name, Task Task)> tasks) => _tasks = tasks.ToArray(); + protected TaskMonitor(IEnumerable tasks) : + this(tasks.Select(t => (t.Id.ToString(), t))!) + { } - protected TaskMonitor(IEnumerable tasks) : - this(tasks.Select(t => (t.Id.ToString(), t))!) - { } + public Task Run() + { + var waitTask = Task.WhenAll(_tasks.Select(i => i.Task)); - public Task Run() + while (!waitTask.Wait(Interval)) { - var waitTask = Task.WhenAll(_tasks.Select(i => i.Task)); - - while (!waitTask.Wait(TimeSpan.FromSeconds(1))) - { - OnUpdate(_tasks); - } - - return waitTask; + OnUpdate(_tasks); } - protected abstract void OnUpdate(ICollection<(string? Name, Task Task)> tasks); -} \ No newline at end of file + return waitTask; + } + + protected abstract void OnUpdate(ICollection<(string? Name, Task Task)> tasks); +} diff --git a/Examples/CLI/Processor/EvaluationProcessor.cs b/Examples/CLI/Processor/EvaluationProcessor.cs index 90b0ae2..be21bf7 100644 --- a/Examples/CLI/Processor/EvaluationProcessor.cs +++ b/Examples/CLI/Processor/EvaluationProcessor.cs @@ -58,8 +58,6 @@ internal class EvaluationProcessor /// public Task Process(MagickImage image) => Task.Run(async () => { - Directory.CreateDirectory(OutputFolder); - var words = MakeProcessor() .Process(new[] { image }) .Select(r => r.Word) diff --git a/Examples/CLI/Program.cs b/Examples/CLI/Program.cs index 39e0059..92f23b8 100644 --- a/Examples/CLI/Program.cs +++ b/Examples/CLI/Program.cs @@ -11,13 +11,16 @@ public class Program { public Task Run(string[] args) { + Directory.Delete("results", true); + Directory.CreateDirectory("results"); + var scans = ( from processor in MakeThresholdVariations() from path in ExpandPaths(args) select (Key: path, Task: processor.Process(new MagickImage(path))) ).ToArray(); - return new CliTaskMonitor(scans).Run(); + return new CompactCliTaskMonitor(scans) { Interval = TimeSpan.FromMilliseconds(500) }.Run(); } [SuppressMessage("ReSharper", "ArrangeObjectCreationWhenTypeNotEvident")] diff --git a/Examples/ReportGenerator/Generator/Abstract/DocumentGeneratorBase.cs b/Examples/ReportGenerator/Generator/Abstract/DocumentGeneratorBase.cs new file mode 100644 index 0000000..ddeb039 --- /dev/null +++ b/Examples/ReportGenerator/Generator/Abstract/DocumentGeneratorBase.cs @@ -0,0 +1,39 @@ +using ReportGenerator.Generator.Interface; + +namespace ReportGenerator.Generator.Abstract; + +public abstract class DocumentGeneratorBase : FileSerializableBase, IDocumentGenerator +{ + /// + public abstract IDocumentGenerator AppendHeading(int level, string text); + + /// + public virtual IDocumentGenerator Append(string? text = default) + { + StringBuilder.Append(text); + return this; + } + + /// + public virtual IDocumentGenerator AppendLine(string? text = default) + { + StringBuilder.AppendLine(text); + return this; + } + + /// + public abstract IDocumentGenerator AppendParagraph(string? text = default); + + /// + public IDocumentGenerator AppendTable(int columns, Action table) + { + var builder = AppendTable(columns); + table(builder); + return AppendLine(builder.ToString()); + } + + protected abstract ITableGenerator AppendTable(int columns); + + /// + public abstract string FormatImage(string path, IBounds? bounds = default); +} diff --git a/Examples/ReportGenerator/Generator/Abstract/FileSerializableBase.cs b/Examples/ReportGenerator/Generator/Abstract/FileSerializableBase.cs new file mode 100644 index 0000000..7524eb8 --- /dev/null +++ b/Examples/ReportGenerator/Generator/Abstract/FileSerializableBase.cs @@ -0,0 +1,13 @@ +using System.Text; +using ReportGenerator.Generator.Interface; + +namespace ReportGenerator.Generator.Abstract; + +public abstract class FileSerializableBase : StringSerializableBase, IFileSerializable +{ + public abstract string FileExtension { get; } + + /// + public void ToFile(string path, Encoding? encoding = default) => + File.WriteAllText($"{path}.{FileExtension}", ToString(), encoding ?? Encoding.UTF8); +} \ No newline at end of file diff --git a/Examples/ReportGenerator/Generator/Abstract/StringSerializableBase.cs b/Examples/ReportGenerator/Generator/Abstract/StringSerializableBase.cs new file mode 100644 index 0000000..4ea26bc --- /dev/null +++ b/Examples/ReportGenerator/Generator/Abstract/StringSerializableBase.cs @@ -0,0 +1,12 @@ +using ReportGenerator.Generator.Interface; +using System.Text; + +namespace ReportGenerator.Generator.Abstract; + +public abstract class StringSerializableBase : IStringSerializable +{ + protected StringBuilder StringBuilder { get; } = new(); + + /// + public override string ToString() => StringBuilder.ToString(); +} diff --git a/Examples/ReportGenerator/Generator/Abstract/TableGeneratorBase.cs b/Examples/ReportGenerator/Generator/Abstract/TableGeneratorBase.cs new file mode 100644 index 0000000..e829f86 --- /dev/null +++ b/Examples/ReportGenerator/Generator/Abstract/TableGeneratorBase.cs @@ -0,0 +1,58 @@ +using ReportGenerator.Generator.Interface; + +namespace ReportGenerator.Generator.Abstract; + +public abstract class TableGeneratorBase : StringSerializableBase, ITableGenerator +{ + /// + public int Columns { get; } + + protected TableGeneratorBase(int columns) + { + Columns = columns; + } + + #region Header + + /// + public virtual ITableGenerator AppendHeader(string content) => + AppendHeader(Enumerable.Range(0, Columns).Select(_ => content)); + + /// + public abstract ITableGenerator AppendHeader(IEnumerable row); + + /// + public virtual ITableGenerator AppendHeader(IEnumerable> rows) + { + foreach (var row in rows) + { + AppendHeader(row); + } + + return this; + } + + #endregion + + #region Row + + /// + public virtual ITableGenerator AppendRow(string content) => + AppendRow(Enumerable.Range(0, Columns).Select(_ => content)); + + /// + public abstract ITableGenerator AppendRow(IEnumerable row); + + /// + public virtual ITableGenerator AppendRows(IEnumerable> rows) + { + foreach (var row in rows) + { + AppendRow(row); + } + + return this; + } + + #endregion +} diff --git a/Examples/ReportGenerator/Generator/Generator/HtmlDocumentGenerator.cs b/Examples/ReportGenerator/Generator/Generator/HtmlDocumentGenerator.cs new file mode 100644 index 0000000..a848d7a --- /dev/null +++ b/Examples/ReportGenerator/Generator/Generator/HtmlDocumentGenerator.cs @@ -0,0 +1,45 @@ +using ReportGenerator.Generator.Abstract; +using ReportGenerator.Generator.Interface; + +namespace ReportGenerator.Generator.Generator; + +public class HtmlDocumentGenerator : DocumentGeneratorBase +{ + /// + public override string FileExtension => "html"; + + /// + public override IDocumentGenerator AppendParagraph(string? text = default) => + AppendLine($"

    {text}

    "); + + /// + protected override ITableGenerator AppendTable(int columns) => + new HtmlTableGenerator(columns); + + /// + public override IDocumentGenerator AppendHeading(int level, string text) => + AppendLine($"{text}"); + + /// + public override string FormatImage(string path, IBounds? bounds = default) => + HtmlTools.FormatImage(path, bounds); + + #region Overrides of StringSerializableBase + + /// + public override string ToString() => + HtmlTools.Wrap("html", GetHead() + HtmlTools.Wrap("body", base.ToString())); + + #endregion + + private static string GetHead() => + HtmlTools.Wrap( + "head", + $"{GetStyle()}" + ); + + private static string GetStyle() => + HtmlTools.Wrap("style", + "html,body{width:100%;height:100%;overflow:scroll;} td,th{border:1px solid #777;padding:.5rem;text-align:center}table{border-collapse:collapse}tbody tr:nth-child(odd){background:#eee}caption{font-size:.8rem}" + ); +} diff --git a/Examples/ReportGenerator/Generator/Generator/HtmlTableGenerator.cs b/Examples/ReportGenerator/Generator/Generator/HtmlTableGenerator.cs new file mode 100644 index 0000000..dcb6723 --- /dev/null +++ b/Examples/ReportGenerator/Generator/Generator/HtmlTableGenerator.cs @@ -0,0 +1,46 @@ +using ReportGenerator.Generator.Abstract; +using ReportGenerator.Generator.Interface; + +namespace ReportGenerator.Generator.Generator; + +internal class HtmlTableGenerator : TableGeneratorBase +{ + public (string start, string end) RowFormat { get; init; } = ("", ""); + public (string start, string end) HeaderFormat { get; init; } = ("", ""); + public (string start, string end) ColumnFormat { get; init; } = ("", ""); + + /// + public HtmlTableGenerator(int columns) : base(columns) { } + + #region Overrides of TableGeneratorBase + + /// + public override ITableGenerator AppendHeader(IEnumerable row) => AppendRow(row, RowFormat, HeaderFormat); + + #endregion + + /// + public override ITableGenerator AppendRow(IEnumerable row) => AppendRow(row, RowFormat, ColumnFormat); + + private ITableGenerator AppendRow( + IEnumerable row, + (string, string) rowFormat, + (string, string) columnFormat + ) + { + var (rowStart, rowEnd) = rowFormat; + var (colStart, colEnd) = columnFormat; + + StringBuilder + .Append(rowStart) + .Append(colStart) + .AppendLine(string.Join(colEnd + colStart, row)) + .Append(colEnd) + .Append(rowEnd); + + return this; + } + + /// + public override string ToString() => "" + base.ToString() + "
    "; +} diff --git a/Examples/ReportGenerator/Generator/Generator/MarkdownDocumentGenerator.cs b/Examples/ReportGenerator/Generator/Generator/MarkdownDocumentGenerator.cs new file mode 100644 index 0000000..8fa6dba --- /dev/null +++ b/Examples/ReportGenerator/Generator/Generator/MarkdownDocumentGenerator.cs @@ -0,0 +1,30 @@ +using ReportGenerator.Generator.Abstract; +using ReportGenerator.Generator.Interface; + +namespace ReportGenerator.Generator.Generator; + +public class MarkdownDocumentGenerator : DocumentGeneratorBase +{ + /// + public override string FileExtension => "md"; + + /// + public override IDocumentGenerator AppendHeading(int level, string text) => + AppendParagraph(new string('#', level) + ' ' + text); + + /// + protected override ITableGenerator AppendTable(int columns) => + new MarkdownTableGenerator(columns); + + /// + public override IDocumentGenerator AppendParagraph(string? text = default) + { + AppendLine(text); + AppendLine(); + return this; + } + + /// + public override string FormatImage(string path, IBounds? bounds = default) => + HtmlTools.FormatImage(path, bounds); +} diff --git a/Examples/ReportGenerator/Generator/Generator/MarkdownTableGenerator.cs b/Examples/ReportGenerator/Generator/Generator/MarkdownTableGenerator.cs new file mode 100644 index 0000000..7ece9fd --- /dev/null +++ b/Examples/ReportGenerator/Generator/Generator/MarkdownTableGenerator.cs @@ -0,0 +1,22 @@ +using ReportGenerator.Generator.Abstract; +using ReportGenerator.Generator.Interface; + +namespace ReportGenerator.Generator.Generator; + +internal class MarkdownTableGenerator : TableGeneratorBase +{ + public string ColumnSeparator { get; init; } = " | "; + + /// + internal MarkdownTableGenerator(int columns) : base(columns) { } + + /// + public override ITableGenerator AppendHeader(IEnumerable row) => AppendRow(row).AppendRow("---"); + + /// + public override ITableGenerator AppendRow(IEnumerable row) + { + StringBuilder.AppendLine(ColumnSeparator + string.Join(" | ", row) + ColumnSeparator); + return this; + } +} diff --git a/Examples/ReportGenerator/Generator/HtmlTools.cs b/Examples/ReportGenerator/Generator/HtmlTools.cs new file mode 100644 index 0000000..b7bf1f8 --- /dev/null +++ b/Examples/ReportGenerator/Generator/HtmlTools.cs @@ -0,0 +1,58 @@ +using ReportGenerator.Generator.Interface; + +namespace ReportGenerator.Generator; + +internal static class HtmlTools +{ + public static string Wrap(string tag, string content) => $"<{tag}>{content}"; + + public static string FormatImage(string path, IBounds? bounds = default) + { + var style = bounds is null + ? string.Empty + : GetCssStyle(bounds); + + path += path.EndsWith(".png") ? string.Empty : ".png"; + + return $""; + } + + private static string GetCssStyle(IBounds bounds) + { + var style = string.Empty; + + // Width + if (bounds.Width.HasValue) + { + style += $"width:{bounds.Width}{bounds.Unit};"; + } + + if (bounds.MinWidth.HasValue) + { + style += $"min-width:{bounds.MinWidth}{bounds.Unit};"; + } + + if (bounds.MaxWidth.HasValue) + { + style += $"max-width:{bounds.MaxWidth}{bounds.Unit};"; + } + + // Height + if (bounds.Height.HasValue) + { + style += $"height:{bounds.Height}{bounds.Unit};"; + } + + if (bounds.MinHeight.HasValue) + { + style += $"min-height:{bounds.MinHeight}{bounds.Unit};"; + } + + if (bounds.MaxHeight.HasValue) + { + style += $"max-height:{bounds.MaxHeight}{bounds.Unit};"; + } + + return style; + } +} diff --git a/Examples/ReportGenerator/Generator/Interface/IBounds.cs b/Examples/ReportGenerator/Generator/Interface/IBounds.cs new file mode 100644 index 0000000..e4a8680 --- /dev/null +++ b/Examples/ReportGenerator/Generator/Interface/IBounds.cs @@ -0,0 +1,12 @@ +namespace ReportGenerator.Generator.Interface; + +public interface IBounds +{ + public string Unit { get; } + public int? MinWidth { get; } + public int? MinHeight { get; } + public int? MaxWidth { get; } + public int? MaxHeight { get; } + public int? Width { get; } + public int? Height { get; } +} \ No newline at end of file diff --git a/Examples/ReportGenerator/Generator/Interface/IDocumentGenerator.cs b/Examples/ReportGenerator/Generator/Interface/IDocumentGenerator.cs new file mode 100644 index 0000000..27d9407 --- /dev/null +++ b/Examples/ReportGenerator/Generator/Interface/IDocumentGenerator.cs @@ -0,0 +1,14 @@ +namespace ReportGenerator.Generator.Interface; + +public interface IDocumentGenerator : IFileSerializable +{ + IDocumentGenerator Append(string? text = default); + IDocumentGenerator AppendLine(string? text = default); + IDocumentGenerator AppendParagraph(string? text = default); + + IDocumentGenerator AppendHeading(int level, string text); + + IDocumentGenerator AppendTable(int columns, Action table); + + string FormatImage(string path, IBounds? bounds = default); +} \ No newline at end of file diff --git a/Examples/ReportGenerator/Generator/Interface/IFileSerializable.cs b/Examples/ReportGenerator/Generator/Interface/IFileSerializable.cs new file mode 100644 index 0000000..b48d08b --- /dev/null +++ b/Examples/ReportGenerator/Generator/Interface/IFileSerializable.cs @@ -0,0 +1,10 @@ +using System.Text; + +namespace ReportGenerator.Generator.Interface; + +public interface IFileSerializable : IStringSerializable +{ + public string FileExtension { get; } + + void ToFile(string path, Encoding? encoding = default); +} diff --git a/Examples/ReportGenerator/Generator/Interface/IStringSerializable.cs b/Examples/ReportGenerator/Generator/Interface/IStringSerializable.cs new file mode 100644 index 0000000..f9dac7e --- /dev/null +++ b/Examples/ReportGenerator/Generator/Interface/IStringSerializable.cs @@ -0,0 +1,6 @@ +namespace ReportGenerator.Generator.Interface; + +public interface IStringSerializable +{ + string ToString(); +} diff --git a/Examples/ReportGenerator/Generator/Interface/ITableGenerator.cs b/Examples/ReportGenerator/Generator/Interface/ITableGenerator.cs new file mode 100644 index 0000000..6c58e1a --- /dev/null +++ b/Examples/ReportGenerator/Generator/Interface/ITableGenerator.cs @@ -0,0 +1,14 @@ +namespace ReportGenerator.Generator.Interface; + +public interface ITableGenerator : IStringSerializable +{ + int Columns { get; } + + ITableGenerator AppendHeader(string content); + ITableGenerator AppendHeader(IEnumerable row); + ITableGenerator AppendHeader(IEnumerable> rows); + + ITableGenerator AppendRow(string content); + ITableGenerator AppendRow(IEnumerable row); + ITableGenerator AppendRows(IEnumerable> rows); +} \ No newline at end of file diff --git a/Examples/ReportGenerator/Generator/Model/Bounds.cs b/Examples/ReportGenerator/Generator/Model/Bounds.cs new file mode 100644 index 0000000..d94f6df --- /dev/null +++ b/Examples/ReportGenerator/Generator/Model/Bounds.cs @@ -0,0 +1,44 @@ +using ReportGenerator.Generator.Interface; + +namespace ReportGenerator.Generator.Model; + +public struct Bounds : IBounds +{ + /// + public string Unit => "px"; + + /// + public int? MinWidth { get; set; } = null; + + /// + public int? MinHeight { get; set; } = null; + + /// + public int? MaxWidth { get; set; } = null; + + /// + public int? MaxHeight { get; set; } = null; + + /// + public int? Width { get; set; } = null; + + /// + public int? Height { get; set; } = null; + + public Bounds() { } + + public Bounds(int? size) + { + Width = size; + Height = size; + } + + public Bounds(int? min, int? max, int? size = null) : this(size) + { + MinWidth = min; + MinHeight = min; + + MaxWidth = max; + MaxHeight = max; + } +} \ No newline at end of file diff --git a/Examples/ReportGenerator/Program.cs b/Examples/ReportGenerator/Program.cs index 8666ecb..cf4c492 100644 --- a/Examples/ReportGenerator/Program.cs +++ b/Examples/ReportGenerator/Program.cs @@ -1,4 +1,5 @@ -using ReportGenerator.Models; +using ReportGenerator.Generator.Generator; +using ReportGenerator.Models; namespace ReportGenerator; @@ -16,13 +17,12 @@ internal static class Program Console.WriteLine("Generating report"); var scans = Scan(tagFileInfos, scanFileInfos); - var report = ReportGenerator - .FromData(scans) + + new ReportGenerator(scans, new HtmlDocumentGenerator()) .WithTitle("OCR Report") .WithBestOf("Best of") - .WithFullStatistic("Statistic"); - - report.ToFile("Report.md"); + .WithFullStatistic("Statistic") + .ToFile("report"); Console.WriteLine("Completed"); } diff --git a/Examples/ReportGenerator/ReportGenerator.cs b/Examples/ReportGenerator/ReportGenerator.cs index ba8d6e6..0edcdae 100644 --- a/Examples/ReportGenerator/ReportGenerator.cs +++ b/Examples/ReportGenerator/ReportGenerator.cs @@ -1,74 +1,77 @@ -using Common.Extensions; +using ReportGenerator.Generator.Abstract; +using ReportGenerator.Generator.Interface; +using ReportGenerator.Generator.Model; using ReportGenerator.Models; -using System.Text; namespace ReportGenerator; -public class ReportGenerator +public class ReportGenerator : FileSerializableBase { + private IDocumentGenerator Document { get; } private ICollection Images { get; } - private readonly StringBuilder _sb = new(); - - private ReportGenerator(IEnumerable stats) => Images = stats.ToArray(); - - public void ToFile(string path) => - File.WriteAllText(path, ToString(), Encoding.UTF8); + public ReportGenerator(IEnumerable stats, IDocumentGenerator document) + { + Images = stats.ToArray(); + Document = document; + } /// - public override string ToString() => - _sb.ToString(); + public override string ToString() => Document.ToString(); #region Fluent definition public ReportGenerator WithTitle(string text) { - _sb.AppendHeading(1, text); + Document.AppendHeading(1, text); return this; } public ReportGenerator WithFullStatistic(string title) { - _sb.AppendHeading(2, title); + Document.AppendHeading(2, title); foreach (var stat in Images) { - _sb.AppendHeading(3, stat.ImageName); - _sb.AppendParagraph(HtmlImage(Path.Combine("img", stat.ImageName), 350, 350)); + Document + .AppendHeading(3, stat.ImageName) + .AppendParagraph( + Document.FormatImage(Path.Combine("img", stat.ImageName), new Bounds(0, 350)) + ) + .AppendTable( + stat.Reference.Count + 5, + table => + { + table.AppendHeader(stat + .Reference + .Prepend("Image") + .Prepend("CER (avg)") + .Prepend("WER") + .Prepend("Elapsed") + .Prepend("Processor") + ); - AppendRow(stat - .Reference - .Prepend("Image") - .Prepend("CER (avg)") - .Prepend("WER") - .Prepend("Elapsed") - .Prepend("Processor") - ); + var processors = stat.Processors + .OrderBy(s => s.Distance) + .ThenBy(s => s.ProcessingTime); - AppendRowSeparator(stat.Reference.Count + 5); + foreach (var processor in processors) + { + var imgPath = Path.Combine("results", $"{processor.Name}.00.{stat.ImageName}.png"); - var processors = stat.Processors - .OrderBy(s => s.Distance) - .ThenBy(s => s.ProcessingTime); - - foreach (var processor in processors) - { - var imgPath = Path.Combine("results", $"{processor.Name}.00.{stat.ImageName}.png"); - - AppendRow(processor.Words - .Select(s => s.ToString() ?? string.Empty) - .Prepend(HtmlImage(imgPath, 150, 150)) - .Prepend(processor.Words.Average(s => s.Distance).ToString("F2")) - .Prepend($"{processor.Distance * 100:F1}%") - .Prepend($"{processor.ProcessingTime * 1000:F1}ms") - .Prepend(processor.Name) + table.AppendRow(processor.Words + .Select(s => s.ToString() ?? string.Empty) + .Prepend(Document.FormatImage(imgPath, new Bounds(0, 150))) + .Prepend(processor.Words.Average(s => s.Distance).ToString("F2")) + .Prepend($"{processor.Distance * 100:F1}%") + .Prepend($"{processor.ProcessingTime * 1000:F1}ms") + .Prepend(processor.Name) + ); + } + }) + .AppendParagraph( + $"*Comparison data generated based on {stat.Reference.Count} tagged words.*" ); - } - - _sb.AppendLine(); - _sb.AppendParagraph( - $"*Comparison data generated based on {stat.Reference.Count} tagged words.*" - ); } return this; @@ -77,7 +80,7 @@ public class ReportGenerator public ReportGenerator WithBestOf(string title, int context = 5) { - _sb.AppendHeading(2, title); + Document.AppendHeading(2, title); var lookup = Images .SelectMany(s => s.Processors) @@ -107,7 +110,7 @@ public class ReportGenerator void AppendComparison( int level, - string tableTitle, + string title, IEnumerable<(string, double)> values, string valueUnit = "" ) @@ -115,60 +118,32 @@ public class ReportGenerator var tValues = values.ToArray(); var tContext = Math.Min(tValues.Length / 2, context); - _sb.AppendHeading(level, tableTitle); - - AppendRow(new[] { "Processor", "Average" }); - AppendRowSeparator(2); - AppendRows(tValues.Take(tContext).Select(v => new[] - { - v.Item1, - v.Item2.ToString("F2") + valueUnit - })); - AppendRowSeparator(2, "..."); - AppendRows(tValues.TakeLast(tContext).Select(v => new[] - { - v.Item1, - v.Item2.ToString("F2") + valueUnit - })); + Document + .AppendHeading(level, title) + .AppendTable(2, table => table + .AppendHeader(new[] { "Processor", "Average" }) + .AppendRows(tValues + .Take(tContext).Select(v => new[] + { + v.Item1, + v.Item2.ToString("F2") + valueUnit + })) + .AppendRow("...") + .AppendRows(tValues.TakeLast(tContext).Select(v => new[] + { + v.Item1, + v.Item2.ToString("F2") + valueUnit + })) + ); } } #endregion - #region Helpers + #region Overrides of FileSerializableBase - private void AppendRow(IEnumerable row) - { - const string separator = " | "; - _sb.AppendLine(separator + string.Join(" | ", row) + separator); - } - - private void AppendRows(IEnumerable> rows) - { - foreach (var row in rows) - { - AppendRow(row); - } - } - - private static string HtmlImage(string path, int maxWidth, int maxHeight) - { - if (!path.EndsWith(".png")) - { - path += ".png"; - } - - return $""; - } - - private void AppendRowSeparator(int columns, string content = "---") => - AppendRow(Enumerable.Range(0, columns).Select(_ => content)); + /// + public override string FileExtension => Document.FileExtension; #endregion - - #region Factory Methods - - public static ReportGenerator FromData(IEnumerable stats) => new(stats); - - #endregion -} \ No newline at end of file +} diff --git a/Examples/ReportGenerator/ReportGenerator.csproj b/Examples/ReportGenerator/ReportGenerator.csproj index 71dbcf4..e8ab4a9 100644 --- a/Examples/ReportGenerator/ReportGenerator.csproj +++ b/Examples/ReportGenerator/ReportGenerator.csproj @@ -1,4 +1,4 @@ - + Exe diff --git a/Examples/testdata/img/driver_BQLSX00_connections_002.json b/Examples/testdata/img/driver_BQLSX00_connections_002.json new file mode 100644 index 0000000..ac4cc9e --- /dev/null +++ b/Examples/testdata/img/driver_BQLSX00_connections_002.json @@ -0,0 +1,35 @@ +{ + "words": [ + "S7-300", + "datenbausteinkonfiguration", + "einstellungen", + "ok", + "abbrechen", + "name", + "seriell", + "ohne", + "id", + "datenbaustein", + "0", + "offset", + "frei", + "archiv kennung", + "SO", + "produkt ID", + "spaltenorientiert", + "seriell", + "schreibstatus", + "ok", + "abbrechen", + "datensatz", + "wert", + "datentyp", + "stelle", + "1", + "doppelwort", + "neuer", + "wert", + "löschen", + "neue" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/driver_BQLSX00_connections_002.png b/Examples/testdata/img/driver_BQLSX00_connections_002.png similarity index 100% rename from Examples/testdata/img-untagged/driver_BQLSX00_connections_002.png rename to Examples/testdata/img/driver_BQLSX00_connections_002.png diff --git a/Examples/testdata/img/driver_SEL_Options_002.json b/Examples/testdata/img/driver_SEL_Options_002.json new file mode 100644 index 0000000..78aaf3f --- /dev/null +++ b/Examples/testdata/img/driver_SEL_Options_002.json @@ -0,0 +1,13 @@ +{ + "words": [ + "SEL", + "enter", + "an", + "integer", + "between", + "100", + "and", + "180000", + "ok" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/driver_SEL_Options_002.png b/Examples/testdata/img/driver_SEL_Options_002.png similarity index 100% rename from Examples/testdata/img-untagged/driver_SEL_Options_002.png rename to Examples/testdata/img/driver_SEL_Options_002.png diff --git a/Examples/testdata/img/driver_archdrv_variablendefinition_001.json b/Examples/testdata/img/driver_archdrv_variablendefinition_001.json new file mode 100644 index 0000000..e12bee1 --- /dev/null +++ b/Examples/testdata/img/driver_archdrv_variablendefinition_001.json @@ -0,0 +1,23 @@ +{ + "words": [ + "variablendefinition", + "selektieren", + "sie", + "das", + "gewünschte", + "objekt", + "verlassen", + "hilfe", + "neu", + "konfiguration", + "archive", + "float", + "treibervariable", + "bit", + "byt", + "wort", + "doppelwort", + "float", + "string" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/driver_archdrv_variablendefinition_001.png b/Examples/testdata/img/driver_archdrv_variablendefinition_001.png similarity index 100% rename from Examples/testdata/img-untagged/driver_archdrv_variablendefinition_001.png rename to Examples/testdata/img/driver_archdrv_variablendefinition_001.png diff --git a/Examples/testdata/img/driver_brpvi_offlineimport_004.json b/Examples/testdata/img/driver_brpvi_offlineimport_004.json new file mode 100644 index 0000000..bf5f995 --- /dev/null +++ b/Examples/testdata/img/driver_brpvi_offlineimport_004.json @@ -0,0 +1,19 @@ +{ + "words": [ + "new", + "opc", + "tag", + "declaration", + "a", + "new", + "tag", + "file", + "filename", + "newOpcTag.opct", + "description", + "back", + "finish", + "cancel", + "help" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/driver_brpvi_offlineimport_004.png b/Examples/testdata/img/driver_brpvi_offlineimport_004.png similarity index 100% rename from Examples/testdata/img-untagged/driver_brpvi_offlineimport_004.png rename to Examples/testdata/img/driver_brpvi_offlineimport_004.png diff --git a/Examples/testdata/img/driver_simotion_online_import_001.json b/Examples/testdata/img/driver_simotion_online_import_001.json new file mode 100644 index 0000000..471e1dc --- /dev/null +++ b/Examples/testdata/img/driver_simotion_online_import_001.json @@ -0,0 +1,23 @@ +{ + "words": [ + "select", + "a", + "connection", + "connections", + "(1)", + "D445", + "filter", + "all", + "variables", + "only", + "new", + "existing", + "variable", + "import", + "set", + "resources", + "label", + "ok", + "cancel" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/driver_simotion_online_import_001.png b/Examples/testdata/img/driver_simotion_online_import_001.png similarity index 100% rename from Examples/testdata/img-untagged/driver_simotion_online_import_001.png rename to Examples/testdata/img/driver_simotion_online_import_001.png diff --git a/Examples/testdata/img/editor_multimonitor_example_007.json b/Examples/testdata/img/editor_multimonitor_example_007.json new file mode 100644 index 0000000..06fa9d8 --- /dev/null +++ b/Examples/testdata/img/editor_multimonitor_example_007.json @@ -0,0 +1,33 @@ +{ + "words": [ + "define", + "physical", + "monitor", + "name", + "MM", + "001", + "position", + "alternative", + "for", + "undedactable", + "M", + "000", + "top", + "left", + "right", + "bottom", + "0", + "1920", + "3840", + "1080", + "options", + "display", + "in", + "the", + "online", + "menu", + "ok", + "cancel", + "help" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/editor_multimonitor_example_007.png b/Examples/testdata/img/editor_multimonitor_example_007.png similarity index 100% rename from Examples/testdata/img-untagged/editor_multimonitor_example_007.png rename to Examples/testdata/img/editor_multimonitor_example_007.png diff --git a/Examples/testdata/img/etm_gantt_runtime_001.json b/Examples/testdata/img/etm_gantt_runtime_001.json new file mode 100644 index 0000000..1c125f2 --- /dev/null +++ b/Examples/testdata/img/etm_gantt_runtime_001.json @@ -0,0 +1,38 @@ +{ + "words": [ + "filter", + "profiles", + "savve", + "import", + "trend", + "WIZ10", + "curve", + "name", + "WIZ_VAR_10", + "WIZ_VAR_11", + "WIZ_VAR_12", + "filter", + "text", + "export", + "delete", + "play", + "stop", + "continue", + "refresh", + "zoom", + "rezoom", + "cursor", + "on", + "off", + "copy", + "to", + "clipboard", + "diagram", + "settings", + "print", + "axis", + "active", + "color", + "title" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/etm_gantt_runtime_001.png b/Examples/testdata/img/etm_gantt_runtime_001.png similarity index 100% rename from Examples/testdata/img-untagged/etm_gantt_runtime_001.png rename to Examples/testdata/img/etm_gantt_runtime_001.png diff --git a/Examples/testdata/img/report_example_data-time_001.json b/Examples/testdata/img/report_example_data-time_001.json new file mode 100644 index 0000000..32cd561 --- /dev/null +++ b/Examples/testdata/img/report_example_data-time_001.json @@ -0,0 +1,23 @@ +{ + "words": [ + "function", + "wizard", + "settings", + "syntax", + "alarm", + "archive", + "archiveex", + "archivexr", + "archivem", + "archivemr", + "archivemsp", + "archivemspr", + "archiver", + "archivesp", + "parameter", + "options", + "ok", + "cancel", + "help" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/report_example_data-time_001.png b/Examples/testdata/img/report_example_data-time_001.png similarity index 100% rename from Examples/testdata/img-untagged/report_example_data-time_001.png rename to Examples/testdata/img/report_example_data-time_001.png diff --git a/Examples/testdata/img/reporting-server_report-assistant_007.json b/Examples/testdata/img/reporting-server_report-assistant_007.json new file mode 100644 index 0000000..2958d87 --- /dev/null +++ b/Examples/testdata/img/reporting-server_report-assistant_007.json @@ -0,0 +1,52 @@ +{ + "words": [ + "reportassistant", + "data", + "report", + "rdl", + "tools", + "data", + "projects", + "ZAD_CIP", + "ZAD_GBL", + "OEEFactor", + "OEEFactor", + "batchhistory", + "DPA", + "single", + "alarms", + "most", + "frequent", + "equipment", + "related", + "group", + "consumption", + "relative", + "per", + "medium", + "group", + "abs", + "development", + "costs", + "absolute", + "ZAD_MAIN", + "filter", + "equipmentfilter", + "datetimefilter", + "string", + "variables", + "integer", + "report1", + "filter()", + "equipmentfilter", + "element", + "properties", + "model", + "mnestinglevel", + "misc", + "name", + "parameterlist", + "collection", + "type" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/reporting-server_report-assistant_007.png b/Examples/testdata/img/reporting-server_report-assistant_007.png similarity index 100% rename from Examples/testdata/img-untagged/reporting-server_report-assistant_007.png rename to Examples/testdata/img/reporting-server_report-assistant_007.png diff --git a/Examples/testdata/img/runtime_function_create_002.json b/Examples/testdata/img/runtime_function_create_002.json new file mode 100644 index 0000000..fa9cc61 --- /dev/null +++ b/Examples/testdata/img/runtime_function_create_002.json @@ -0,0 +1,32 @@ +{ + "words": [ + "service", + "engine", + "profiles", + "action", + "open", + "administration", + "dialog", + "in", + "the", + "service", + "engine", + "load", + "profile", + "default", + "last", + "freely", + "defined", + "name", + "name", + "from", + "variable", + "linked", + "no", + "save", + "profile", + "ok", + "cancel", + "help" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/runtime_function_create_002.png b/Examples/testdata/img/runtime_function_create_002.png similarity index 100% rename from Examples/testdata/img-untagged/runtime_function_create_002.png rename to Examples/testdata/img/runtime_function_create_002.png diff --git a/Examples/testdata/img/straton_runtime_configuration_001.json b/Examples/testdata/img/straton_runtime_configuration_001.json new file mode 100644 index 0000000..cd80cc4 --- /dev/null +++ b/Examples/testdata/img/straton_runtime_configuration_001.json @@ -0,0 +1,60 @@ +{ + "words": [ + "general", + "redundancy", + "advanced", + "settings", + "communication", + "standard", + "port", + "event", + "1200", + "9000", + "startup", + "no", + "start", + "open", + "this", + "box", + "cold", + "start", + "load", + "retain", + "variables", + "hot", + "restart", + "stepping", + "mode", + "delay", + "s", + "0", + "retain", + "data", + "storing", + "path", + "for", + "retain", + "data", + "users", + "public", + "documents", + "zenon_projects", + "700", + "test", + "rt", + "files", + "store", + "variables", + "by", + "name", + "cyclically", + "data", + "real", + "time", + "priority", + "ok", + "cancel", + "apply", + "help" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/straton_runtime_configuration_001.png b/Examples/testdata/img/straton_runtime_configuration_001.png similarity index 100% rename from Examples/testdata/img-untagged/straton_runtime_configuration_001.png rename to Examples/testdata/img/straton_runtime_configuration_001.png diff --git a/Examples/testdata/img/worldview_zoom_steps_001.json b/Examples/testdata/img/worldview_zoom_steps_001.json new file mode 100644 index 0000000..9fbb930 --- /dev/null +++ b/Examples/testdata/img/worldview_zoom_steps_001.json @@ -0,0 +1,20 @@ +{ + "words": [ + "zoom", + "steps", + "existing", + "zoom", + "steps", + "step", + "to", + "%", + "0", + "100", + "new", + "edit", + "delete", + "ok", + "cancel", + "help" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/worldview_zoom_steps_001.png b/Examples/testdata/img/worldview_zoom_steps_001.png similarity index 100% rename from Examples/testdata/img-untagged/worldview_zoom_steps_001.png rename to Examples/testdata/img/worldview_zoom_steps_001.png diff --git a/Examples/testdata/img/zrs_REPORTS_extended-analysis_017.json b/Examples/testdata/img/zrs_REPORTS_extended-analysis_017.json new file mode 100644 index 0000000..f9bf6e6 --- /dev/null +++ b/Examples/testdata/img/zrs_REPORTS_extended-analysis_017.json @@ -0,0 +1,131 @@ +{ + "words": [ + "new", + "report", + "theme", + "extended", + "historian", + "analysis", + "the", + "report", + "templates", + "of", + "this", + "theme", + "perform", + "aggregated", + "and", + "historian", + "analysis", + "and", + "associate", + "the", + "historian", + "data", + "with", + "price", + "values", + "production", + "counters", + "standard", + "values", + "and", + "the", + "equipment", + "modeling", + "there", + "are", + "two", + "types", + "of", + "report", + "templates", + "of", + "this", + "theme", + "those", + "that", + "create", + "aggregated", + "trend", + "data", + "and", + "thos", + "that", + "create", + "distribution", + "data", + "report", + "template", + "relative", + "historian", + "aggregation", + "with", + "equipment", + "group", + "and", + "variable", + "selection", + "reports", + "based", + "on", + "this", + "template", + "calcculate", + "for", + "1", + "period", + "variable", + "filtering", + "is", + "based", + "on", + "equipment", + "groups", + "the", + "data", + "is", + "shown", + "in", + "charts", + "and", + "tables", + "preview", + "new", + "report", + "relative", + "historian", + "aggregation", + "with", + "equipment", + "group", + "and", + "variable", + "selection", + "from", + "filler", + "labeller", + "packer", + "ZAD_GBL", + "ENERGY", + "MACHINE", + "CYCLIC", + "DATA", + "PM", + "kwh", + "variable", + "name", + "absolute", + "consumption", + "relative", + "consumption", + "zenon", + "analyzer", + "www", + "copadata", + "com", + "page", + "ok", + "cancel" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/zrs_REPORTS_extended-analysis_017.png b/Examples/testdata/img/zrs_REPORTS_extended-analysis_017.png similarity index 100% rename from Examples/testdata/img-untagged/zrs_REPORTS_extended-analysis_017.png rename to Examples/testdata/img/zrs_REPORTS_extended-analysis_017.png diff --git a/Examples/testdata/img/zrs_ZAMS_OLEDB-server_001.json b/Examples/testdata/img/zrs_ZAMS_OLEDB-server_001.json new file mode 100644 index 0000000..d4350ed --- /dev/null +++ b/Examples/testdata/img/zrs_ZAMS_OLEDB-server_001.json @@ -0,0 +1,79 @@ +{ + "words": [ + "provider", + "options", + "microsoft", + "ole", + "db", + "provider", + "for", + "adbc", + "drivers", + "select", + "a", + "page", + "general", + "script", + "help", + "provider", + "options", + "enable", + "name", + "dynamic", + "parameter", + "nested", + "queries", + "level", + "zero", + "only", + "allow", + "inprocess", + "non", + "transacted", + "updates", + "index", + "ad", + "access", + "path", + "disallow", + "adhoc", + "access", + "supports", + "like", + "operator", + "linked", + "server", + "using", + "this", + "provider", + "my", + "sql", + "server", + "these", + "options", + "are", + "applied", + "to", + "all", + "linked", + "servers", + "that", + "use", + "this", + "provider", + "ready", + "ok", + "cancel", + "view", + "connection", + "properties", + "connection", + "server", + "CDSBG036", + "ZA2", + "haraldr", + "cd", + "ok", + "cancel" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/zrs_ZAMS_OLEDB-server_001.png b/Examples/testdata/img/zrs_ZAMS_OLEDB-server_001.png similarity index 100% rename from Examples/testdata/img-untagged/zrs_ZAMS_OLEDB-server_001.png rename to Examples/testdata/img/zrs_ZAMS_OLEDB-server_001.png diff --git a/Examples/testdata/img/zrs_ZAMS_scatter_002.json b/Examples/testdata/img/zrs_ZAMS_scatter_002.json new file mode 100644 index 0000000..6fffba1 --- /dev/null +++ b/Examples/testdata/img/zrs_ZAMS_scatter_002.json @@ -0,0 +1,18 @@ +{ + "words": [ + "scatter", + "plot", + "meanings", + "horizontal", + "indicator", + "mea", + "horizontalindicator", + "vertical", + "indicator", + "meaning", + "verticalindicator", + "configure", + "scatter", + "plot" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/zrs_ZAMS_scatter_002.png b/Examples/testdata/img/zrs_ZAMS_scatter_002.png similarity index 100% rename from Examples/testdata/img-untagged/zrs_ZAMS_scatter_002.png rename to Examples/testdata/img/zrs_ZAMS_scatter_002.png diff --git a/Examples/testdata/img/zrs_ZAMS_windrose_002.json b/Examples/testdata/img/zrs_ZAMS_windrose_002.json new file mode 100644 index 0000000..8c845f7 --- /dev/null +++ b/Examples/testdata/img/zrs_ZAMS_windrose_002.json @@ -0,0 +1,31 @@ +{ + "words": [ + "wind", + "rose", + "configuration", + "report", + "meaning", + "for", + "wind", + "direction", + "granularity", + "directions", + "16", + "N", + "NNE", + "NE", + "ENE", + "E", + "angular", + "measurement", + "degree", + "validation", + "results", + "validate", + "ok", + "cancel", + "configuration", + "indicator", + "variable" + ] +} \ No newline at end of file diff --git a/Examples/testdata/img-untagged/zrs_ZAMS_windrose_002.png b/Examples/testdata/img/zrs_ZAMS_windrose_002.png similarity index 100% rename from Examples/testdata/img-untagged/zrs_ZAMS_windrose_002.png rename to Examples/testdata/img/zrs_ZAMS_windrose_002.png diff --git a/Examples/testdata/make_json_stubs.sh b/Examples/testdata/make_json_stubs.sh new file mode 100644 index 0000000..7c7aaf1 --- /dev/null +++ b/Examples/testdata/make_json_stubs.sh @@ -0,0 +1,5 @@ +#!/bin/sh + +# useful for tagging: https://www.htmlstrip.com/string-text-to-json-list-to-json-converter + +for i in *.png; do echo "{\n \"words\": [\n \"\"\n ]\n}" > "${i/.png/.json}"; done \ No newline at end of file diff --git a/Examples/testdata/report.html b/Examples/testdata/report.html new file mode 100644 index 0000000..0a101b1 --- /dev/null +++ b/Examples/testdata/report.html @@ -0,0 +1,814 @@ +

    OCR Report

    +

    Best of

    +

    Time

    +
    ProcessorAverage +
    ThresholdAdaptiveProcessor(08_08)0,40 ms +
    ThresholdAdaptiveProcessor(10_10)0,42 ms +
    ThresholdAdaptiveProcessor(16_16)0,45 ms +
    ThresholdAdaptiveProcessor(14_14)0,47 ms +
    ThresholdAdaptiveProcessor(12_12)0,48 ms +
    ...... +
    ThresholdAdaptiveProcessor(24_24)1,42 ms +
    ThresholdProcessor(40%)1,44 ms +
    ThresholdProcessor(80%)1,59 ms +
    ThresholdProcessor(100%)2,79 ms +
    ThresholdProcessor(50%)46,05 ms +
    +

    WER

    +
    ProcessorAverage +
    ThresholdProcessor(40%)46,27 % +
    ThresholdProcessor(30%)47,08 % +
    AutoThresholdProcessor(OTSU)48,99 % +
    ThresholdProcessor(50%)50,19 % +
    ThresholdProcessor(70%)50,19 % +
    ...... +
    ThresholdProcessor(0%)92,25 % +
    ThresholdAdaptiveProcessor(04_04)94,55 % +
    ThresholdAdaptiveProcessor(02_02)98,80 % +
    ThresholdAdaptiveProcessor(00_00)99,50 % +
    ThresholdProcessor(100%)100,00 % +
    +

    CER

    +
    ProcessorAverage +
    ThresholdProcessor(40%)1,45 changes +
    ThresholdProcessor(30%)1,69 changes +
    ThresholdProcessor(50%)1,77 changes +
    ThresholdProcessor(70%)1,94 changes +
    AutoThresholdProcessor(OTSU)1,97 changes +
    ...... +
    ThresholdProcessor(0%)4,97 changes +
    AutoThresholdProcessor(Triangle)4,97 changes +
    ThresholdAdaptiveProcessor(02_02)5,47 changes +
    ThresholdAdaptiveProcessor(00_00)5,87 changes +
    ThresholdProcessor(100%)6,02 changes +
    +

    Statistic

    +

    command-processing_screentypes_controlgroup_005

    +

    +
    ProcessorElapsedWERCER (avg)Image10034activeidinterlockinginterlockingsnostatictexttyp +
    AutoThresholdProcessor(OTSU)0,8ms0,0%0,0010034activeidinterlockinginterlockingsnostatictexttyp +
    ThresholdProcessor(40%)0,8ms0,0%0,0010034activeidinterlockinginterlockingsnostatictexttyp +
    ThresholdProcessor(30%)0,9ms0,0%0,0010034activeidinterlockinginterlockingsnostatictexttyp +
    ThresholdProcessor(70%)1,0ms0,0%0,0010034activeidinterlockinginterlockingsnostatictexttyp +
    ThresholdProcessor(50%)1,1ms0,0%0,0010034activeidinterlockinginterlockingsnostatictexttyp +
    ThresholdProcessor(60%)1,2ms0,0%0,0010034activeidinterlockinginterlockingsnostatictexttyp +
    ThresholdProcessor(80%)0,8ms11,1%0,2210034activeidinterlockinginterlockingsidstatictexttyp +
    AutoThresholdProcessor(Kapur)0,9ms11,1%0,2210034activeidinterlockinginterlockingsidstatictexttyp +
    ThresholdAdaptiveProcessor(18_18)0,6ms22,2%0,8910034activeidinterlockinginterlockingsnoidtextid +
    ThresholdProcessor(10%)1,0ms33,3%0,1110034activeidinterlockinginterlackingsnostatictexttyp +
    ThresholdProcessor(0%)1,9ms33,3%0,1110034activeidinterlockinginterlackingsnostatictexttyp +
    ThresholdProcessor(20%)2,1ms33,3%0,1110034activeidinterlockinginterlackingsnostatictexttyp +
    ThresholdAdaptiveProcessor(24_24)0,4ms44,4%1,67noactivenointerlockinginterlockingsnoactivetextno +
    ThresholdAdaptiveProcessor(22_22)0,7ms44,4%1,67eeactiveeeinterlockinginterlockingsnoactivetextee +
    ThresholdAdaptiveProcessor(20_20)0,5ms55,6%1,89textactive`null`interlockinginterlockings`null`texttexttext +
    ThresholdAdaptiveProcessor(16_16)0,6ms66,7%2,00textactive`null`interlockinginterlocking`null`activetexttext +
    ThresholdAdaptiveProcessor(12_12)0,4ms77,8%3,00nononointerlockinginterlockingnononono +
    ThresholdAdaptiveProcessor(04_04)0,4ms88,9%2,78texttext`null`interlockings'interlockings'`null`texttexttext +
    ThresholdAdaptiveProcessor(14_14)0,4ms88,9%3,22`null``null``null`interlockinginterlocking`null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms88,9%4,67`null`static`null`staticstatic`null`static`null``null` +
    ThresholdAdaptiveProcessor(10_10)0,6ms88,9%5,22nonononononononono +
    ThresholdAdaptiveProcessor(06_06)0,4ms100,0%3,44`null``null``null`interlockings'interlockings'`null``null``null``null` +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%5,89`null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(08_08)0,5ms100,0%5,89`null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(90%)1,2ms100,0%5,89`null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)3,0ms100,0%5,89`null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)3,1ms100,0%5,89`null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 9 tagged words.*

    +

    driver_archdrv_variablendefinition_001

    +

    +
    ProcessorElapsedWERCER (avg)Imagearchivebitbytdasdoppelwortfloatgewünschtehilfekonfigurationneuobjektselektierensiestringtreibervariablevariablendefinitionverlassenwort +
    ThresholdProcessor(50%)1,2ms22,2%1,28hilfebitbytedasdoppelwortfloatgewünschtehilfekonfigurationbiobjektselektierensiestringtreibervariableverlassenverlassenwort +
    ThresholdProcessor(30%)1,4ms22,2%1,28hilfebitbytedasdoppelwortfloatgewünschtehilfekonfigurationdasobjektselektierensiestringtreibervariableverlassenverlassenwort +
    ThresholdProcessor(40%)1,4ms22,2%1,28hilfebitbytedasdoppelwortfloatgewünschtehilfekonfigurationdasobjektselektierensiestringtreibervariableverlassenverlassenwort +
    AutoThresholdProcessor(OTSU)0,8ms27,8%1,28hilfebitbytedasdoppelwortfloatgewünschtehilfekonfigurationxlobjektselektierensiestringtreibervariableverlassenverlassenwort +
    ThresholdProcessor(60%)0,9ms27,8%1,33hilfebitbytedasdoppelwortfloatgewunschtehilfekonfigurationdasobjektselektierensiestringtreibervariableverlassenverlassenwort +
    ThresholdAdaptiveProcessor(24_24)0,5ms38,9%1,00siebitbytedasdoppelwortfloatgewünschtesiekonfigurationwiobjektselektierensiestringtreibervariableyariablendefiiverlassenwort +
    ThresholdAdaptiveProcessor(16_16)0,4ms44,4%1,00archivebitbytedasdoppelwortfloatgewünschtesiekonfigurationffbitselektierensiestringtreibervariablevariablendefinitionarchivewort +
    ThresholdAdaptiveProcessor(14_14)0,4ms50,0%1,50archivebitbytedasdoppelwortfloatgewünschteiewortenbitselektierensiestringtreibervariablevariablendefinitionenwort +
    ThresholdProcessor(70%)1,3ms55,6%2,72hilfebitbitortdoppelwortfloatverlassenhilfekonfigurationortortverlassenbitstringtreibervariableverlassenverlassenort +
    ThresholdProcessor(20%)4,0ms55,6%3,28archivesiedasdasobjektfloatgewunschtehilfefloatdasobjektselektierensiesieverlassenverlassenverlassenfloat +
    AutoThresholdProcessor(Triangle)0,8ms61,1%3,28stringbitbytenewdoppelwortfloatnewbytekonfigurationnewbitstringbitstringtreibervariablekonfigurationnewwort +
    ThresholdProcessor(80%)1,1ms61,1%3,39stringbitbitbldoppelwortfloatwortblkonfigurationblbitstringbitstringtreibervariablekonfigurationblwort +
    ThresholdAdaptiveProcessor(18_18)0,5ms66,7%4,00stringbitbitbitdoppelwortfloatwortbitfloatbitbitstringbitstringtreibervariabletreibervariablestringwort +
    ThresholdAdaptiveProcessor(22_22)0,5ms66,7%4,00stringbitbytebitdoppelwortfloatbytebytefloatbitbitstringbitstringtreibervariabletreibervariablestringwort +
    ThresholdAdaptiveProcessor(20_20)0,6ms66,7%2,72archivebitbyteetdoppelwortfloatetbytewortetetstringbitstringtreibervariablevariablendefinitionarchivewort +
    ThresholdAdaptiveProcessor(08_08)0,4ms72,2%4,17archivesiedasdasfloatfloatgewünschtesiefloatdassieelektierensiesieelektierenelektierenelektierenfloat +
    ThresholdProcessor(90%)1,4ms77,8%3,28stingbitbytebitdoppelwortfloatwortbytefloatbitbitstingbitstingtreibervariableyariablendefinitionstingwort +
    ThresholdProcessor(10%)1,0ms88,9%5,72archive`null``null``null`floatfloatarchivefloatfloat`null`floatfloat`null`floatarchivearchivearchivefloat +
    ThresholdAdaptiveProcessor(04_04)0,4ms100,0%7,50`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%6,50`null``null``null``null``null``null``null``null``null``null``null``null``null``null`yariablendefinitionyariablendefinition`null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%7,50`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(10_10)0,5ms100,0%7,50`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(12_12)0,5ms100,0%5,78aisaisyoaiselyoessenelaiselessenessenaiswgessenessenessenwg +
    ThresholdAdaptiveProcessor(06_06)0,7ms100,0%7,50`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,8ms100,0%7,50`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)0,9ms100,0%7,50`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Kapur)1,2ms100,0%6,61ayigyomyomyomyomyomgqyomayigyomyomayigyomayigayigayigayigyom +
    +

    *Comparison data generated based on 18 tagged words.*

    +

    driver_BQLSX00_connections_002

    +

    +
    ProcessorElapsedWERCER (avg)Image01abbrechenarchiv kennungdatenbausteindatenbausteinkonfigurationdatensatzdatentypdoppelworteinstellungenfreiidlöschennameneueneueroffsetohneokprodukt IDS7-300schreibstatusseriellSOspaltenorientiertstellewert +
    ThresholdProcessor(20%)1,5ms70,4%3,37`null``null`techenkennungdaterbaustaindaterbaustaindatensatzdatensatzwerteinstellungenfreiidtechennamenameneveroffsetohnesofreifreidatensatzstelesodatensatzstelewert +
    ThresholdProcessor(40%)1,7ms70,4%3,70`null``null`archivkennungdatenbausteindatenbausteindatensatzdatentypwertkennungnameidarchivnamenamenameoffsetohnesoproduktnamedatensatzwertsodatenbausteinnamewert +
    ThresholdProcessor(30%)0,9ms74,1%3,56501dabbrechenkennungdatenbausteindatenbausteindatenbausteinseneilooppetwortkennungsoidabbrechennamenamenameoffsetohnesoso50screbstetusseriesodatenbausteinseriewert +
    ThresholdProcessor(0%)0,8ms77,8%3,26`null``null`abbrechenkennungdaterbaustandatenbausteinkonfigurationsenasenawertstelehetidsenanameneueneuerhetohnesoproduktsenasenaserielsoserielstelewert +
    ThresholdProcessor(10%)0,9ms85,2%3,15`null``null`kchenkennungdatersatzdatenbausteinkonfigurationdatersatzstetewertstetefreiidkchennameneueneveroffsetintltl57-300schrebstetusnevertlstetestetewert +
    ThresholdProcessor(50%)1086,4ms85,2%4,93`null``null`stelefreidatentypdatentypdatentypdatentypdoppelwortstelefrei`null`stelestelestelestelefreistele`null`stelestelefreistele`null`datentypstelewert +
    ThresholdAdaptiveProcessor(20_20)0,4ms96,3%6,15`null``null`werekawertwertwertwertwertwerewerekawerekawerewerewertwerekakakawertwerekawertwerewert +
    ThresholdAdaptiveProcessor(18_18)0,6ms96,3%6,07`null``null`neverneverwertwertwertwertwertneverflflneverneverneverneverflflflwertflwertwertflneverflwert +
    AutoThresholdProcessor(Kapur)1,0ms96,3%6,11`null``null`bseubseubseubseuwertwertwertbseubseu`null`bseubseubseubseubseubseu`null`bseubseubseuwert`null`wertbseuwert +
    ThresholdProcessor(80%)1,8ms96,3%6,52`null``null`wertwertwertwertwertwertwertwertwert`null`wertwertwertwertwertwert`null`wertwertwertwert`null`wertwertwert +
    ThresholdProcessor(70%)2,0ms96,3%6,52`null``null`namenamenamenamenamenamenamenamename`null`namenamenamenamenamename`null`namenamenamename`null`namenamename +
    ThresholdAdaptiveProcessor(08_08)0,4ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(10_10)0,4ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(12_12)0,4ms100,0%6,63`null``null`enenenenenenenenenenenenenenenenenenenenenenenenen +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(14_14)0,5ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(22_22)0,5ms100,0%6,07`null``null`steletestelesteletetestelesteletetetetetetetetetetetestelesteletestelestelete +
    ThresholdProcessor(90%)0,6ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(24_24)0,7ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)0,8ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(OTSU)1,0ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(06_06)1,0ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(16_16)1,2ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(60%)1,7ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(04_04)2,1ms100,0%7,67`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 27 tagged words.*

    +

    driver_brpvi_offlineimport_004

    +

    +
    ProcessorElapsedWERCER (avg)ImageabackcanceldeclarationdescriptionfilefilenamefinishhelpnewnewOpcTag.opctopctag +
    ThresholdProcessor(50%)0,7ms23,1%0,92`null`backcanceldeclarationdescriptionfilefilenamefinishhelpnewnewopctag +
    ThresholdProcessor(60%)0,9ms30,8%1,38`null`backcanceldeclarationdescriptionfilefilenamefilefilenewinewopopctag +
    ThresholdProcessor(70%)0,8ms38,5%1,69`null`backanewdeclarationdescriptionfilefilenamefilefilenewdeclarationopctag +
    ThresholdProcessor(40%)1,4ms38,5%1,15`null`backcanceldeclarationcescriptiorfilefileramefinishhelpnewnewopctag +
    AutoThresholdProcessor(OTSU)0,8ms46,2%1,31`null`backanewdeclarationdescriptionfilefilenamefishfilenewnewopcopctag +
    ThresholdProcessor(30%)0,8ms53,8%1,62`null`backcanceldeclarationdeclarationfilefilefinishhelpnewscescrigücropctag +
    AutoThresholdProcessor(Kapur)1,0ms53,8%1,69`null`taganewdeclarationdescriptionfilefilenamefilefilenewnewopcopctag +
    ThresholdAdaptiveProcessor(16_16)0,4ms69,2%2,62`null`taganewdeclarationdeclarationfilefilefilefilenewdeclarationopctag +
    ThresholdAdaptiveProcessor(10_10)0,5ms69,2%2,69`null`taganewdescriptiondescriptionfilefilefilefileanewopcopctag +
    ThresholdAdaptiveProcessor(14_14)0,5ms76,9%3,85`null`taganewanewfilefilefilefileldanewopcopctag +
    ThresholdProcessor(80%)0,8ms76,9%3,62`null`taganewtogtogfilefilefilenewnewnewopctag +
    ThresholdAdaptiveProcessor(12_12)0,3ms84,6%3,15`null`tadanewdescriptiondescriptionficficfictadanewopcopctad +
    ThresholdAdaptiveProcessor(08_08)0,4ms84,6%4,54`null`taganewtagtagtagtaganewtaganewopcopctag +
    ThresholdProcessor(90%)1,0ms84,6%4,08`null`opcanewfilefilefilefilefilefileanewopcopcopc +
    ThresholdAdaptiveProcessor(20_20)0,6ms92,3%4,08`null`tagsesesefilefilefileseseopcopctag +
    ThresholdAdaptiveProcessor(06_06)1,0ms92,3%4,23`null`taganewfleopgflefleflefleanewopgopgtag +
    ThresholdAdaptiveProcessor(04_04)0,4ms100,0%4,38cacaanewcatiletiletileanewtileanewcacaca +
    ThresholdAdaptiveProcessor(24_24)0,4ms100,0%5,54`null`cscscscscscscscscscscscs +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%6,00`null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%5,31`null`eeeeeeeeeeeeeeeeeeeeeeee +
    ThresholdAdaptiveProcessor(22_22)0,5ms100,0%5,38`null`ioioioioioioioioioioioio +
    AutoThresholdProcessor(Triangle)0,8ms100,0%6,00`null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(18_18)0,8ms100,0%6,00`null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(10%)0,8ms100,0%6,00`null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(20%)0,8ms100,0%3,38`null`falfalzeclarationzeclarationfalfalfalfalmewzeclarationopctay +
    ThresholdProcessor(0%)0,9ms100,0%5,31`null`eseseseseseseseseseseses +
    ThresholdProcessor(100%)1,1ms100,0%6,00`null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 13 tagged words.*

    +

    driver_SEL_Options_002

    +

    +
    ProcessorElapsedWERCER (avg)Image100180000anandbetweenenterintegerokSEL +
    ThresholdAdaptiveProcessor(12_12)0,3ms22,2%0,56100180000anandbetweenenterintegeran100 +
    ThresholdAdaptiveProcessor(16_16)0,4ms22,2%0,56100180000anandbetweenenterintegeranan +
    ThresholdAdaptiveProcessor(10_10)0,5ms22,2%0,56100180000anandbetweenenterintegeranand +
    ThresholdAdaptiveProcessor(14_14)0,5ms22,2%0,56100180000anandbetweenenterintegeranan +
    ThresholdProcessor(60%)0,7ms22,2%0,56100180000anandbetweenenterintegeran100 +
    AutoThresholdProcessor(OTSU)0,8ms22,2%0,56100180000anandbetweenenterintegeran100 +
    ThresholdProcessor(70%)0,9ms22,2%0,56100180000anandbetweenenterintegeranand +
    ThresholdProcessor(80%)1,2ms22,2%0,56100180000anandbetweenenterintegeranan +
    ThresholdProcessor(90%)2,0ms22,2%0,56100180000anandbetweenenterintegeranan +
    ThresholdAdaptiveProcessor(08_08)0,3ms33,3%0,56100180000anandbetweenenterintegeranan +
    ThresholdAdaptiveProcessor(20_20)0,5ms33,3%0,56100180000anandbetweenenterintegeranfin +
    ThresholdAdaptiveProcessor(22_22)0,6ms33,3%0,56100180000anandbetweenenterintegerayay +
    AutoThresholdProcessor(Kapur)0,8ms33,3%0,56100180000anandbetweenenterintegereqeq +
    ThresholdProcessor(30%)0,8ms33,3%0,56100180000anandbetweenenterintegereqeq +
    ThresholdProcessor(40%)0,8ms33,3%0,56100180000anandbetweenenterintegerinin +
    ThresholdProcessor(50%)0,9ms33,3%0,56100180000anandbetweenenterintegeran100 +
    ThresholdProcessor(20%)2,1ms33,3%0,56100180000anandbetweenenterintegereaea +
    ThresholdProcessor(10%)2,8ms55,6%0,67190180000anandbetweenenterintegeran190 +
    ThresholdAdaptiveProcessor(06_06)0,4ms77,8%1,89`null`1180000`null``null`betweenintegerinteger`null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms88,9%2,67100100aneaneaneaneane`null`ane +
    ThresholdAdaptiveProcessor(04_04)1,1ms88,9%2,89`null`300001`null``null`betweenbetweenbetween`null``null` +
    ThresholdAdaptiveProcessor(24_24)0,4ms100,0%4,22`null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%4,22`null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(18_18)0,6ms100,0%4,22`null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%4,22`null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)1,1ms100,0%4,22`null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)1,8ms100,0%4,22`null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 9 tagged words.*

    +

    driver_simotion_online_import_001

    +

    +
    ProcessorElapsedWERCER (avg)Image(1)aallcancelconnectionconnectionsD445existingfilterimportlabelnewokonlyresourcesselectsetvariablevariables +
    ThresholdProcessor(50%)0,7ms26,3%0,5811`null`alllabelconnectionconnectionsd426existingfilterimportlabelnew11onlyresourcesselectsetvariablevariables +
    ThresholdAdaptiveProcessor(20_20)0,4ms31,6%0,95ei`null`alllabelconnectionconnectionseiexistingeiimportlabelneweionlyresourcesselectsetvariablevariables +
    ThresholdProcessor(60%)0,8ms31,6%0,63all`null`alllabelconnectionconnectionsd445existingfilterimportlabelnew`null`ovonlyresourcesselectsetvariablevariables +
    ThresholdProcessor(80%)0,9ms31,6%0,63ok`null`oklabelconnectionconnectionsd445existingfiterimportlabelnewokonlyresourcesselectsetvariablevariables +
    ThresholdProcessor(70%)1,0ms36,8%0,42ox`null`allcanceconnectionconnectionsd445existingfitterimportlabelnewoxonlyresourcesselectsetvariablevariables +
    AutoThresholdProcessor(OTSU)1,1ms36,8%0,58all`null`alllabelconnectionconnectionsd445existingfitterimportlabelnew`null`onlyresourcesselectsetvariablevariables +
    ThresholdAdaptiveProcessor(12_12)0,5ms42,1%0,95alalallabelconnectionconnectionsd445existingalimportlabelnewalonlyresourcesselectnewvariablevariables +
    ThresholdAdaptiveProcessor(14_14)0,4ms47,4%1,11new`null`onlylabelconnectionconnectionsd445existingimportimportlabelnew`null`onlyresourcesselectnewvariablesvariables +
    ThresholdProcessor(40%)1,5ms47,4%0,89et`null`allcancelconnectienconnectionsetexistingfitterimportlabelnewetallresourcesselectetvariablesvariables +
    ThresholdAdaptiveProcessor(08_08)0,3ms57,9%1,58tew`null`onlylabelconnectionconnectiononlyexistingtewimportlabelnew`null`onlyvariablesselecttewvariablevariables +
    AutoThresholdProcessor(Kapur)1,0ms57,9%1,00ck`null`ckcancelconnecticnconnectionsckexistingfitterimportlabelnewcknewresourcesselectetvariablesvariables +
    ThresholdAdaptiveProcessor(10_10)0,4ms63,2%0,95ooalallabelconnectionconnectionsd445existingalimportlabelnewooonlyresourcesselectnewvariablesvariables +
    ThresholdAdaptiveProcessor(24_24)0,4ms63,2%1,84mm`null`allallconnectionconnectionsd445existingallmmallnewmmoniyvariablesselectnewvariablesvariables +
    ThresholdProcessor(30%)1,0ms63,2%1,58all`null`alllabelcennecticncennecticnallistingfilterimportlabelsetokallresourcesselectsetyanablesyanables +
    ThresholdAdaptiveProcessor(22_22)0,4ms84,2%3,74`null``null``null`d445connectionconnectionsd445selectselectselectd445`null``null`d445selectselectselectd445select +
    ThresholdAdaptiveProcessor(16_16)0,6ms84,2%3,74445`null`445445connectionconnections445selectselectselect445445`null`445selectselect445445select +
    ThresholdAdaptiveProcessor(18_18)0,4ms89,5%3,95`null``null``null`selectconnectionconnection`null`selectselectselectselect`null``null``null`selectselectselectselectselect +
    AutoThresholdProcessor(Triangle)0,8ms89,5%3,79`null``null``null`0445connectionconnection0445selectselectselect0445`null``null`0445selectselectselect0445select +
    ThresholdProcessor(90%)0,9ms89,5%3,74-c`null`-c-cconnectionconnectiond445selectselectselect-c-c-c-cselectselect-c-cselect +
    ThresholdAdaptiveProcessor(04_04)0,3ms94,7%4,58`null``null``null``null`connectionconnection`null`connection`null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(06_06)0,4ms94,7%4,58`null``null``null``null`connectionconnection`null`connection`null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%5,63`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%5,63`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)1,0ms100,0%5,63`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(10%)1,2ms100,0%5,63`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(20%)1,3ms100,0%5,63`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)22,4ms100,0%5,63`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 19 tagged words.*

    +

    editor_multimonitor_example_007

    +

    +
    ProcessorElapsedWERCER (avg)Image0000001108019203840alternativebottomcanceldefinedisplayforhelpinleftMmenuMMmonitornameokonlineoptionsphysicalpositionrightthetopundedactable +
    ThresholdProcessor(70%)0,8ms27,6%0,52`null`1080m_o1108019203840alternativebottomnamedefinedisplayforhelpinleft`null`menuinmonitornameforonlineoptionsphysicalpositionrightthetopundedactable +
    ThresholdProcessor(80%)1,8ms31,0%0,62`null`m_00ee108019203840alternativebottomnamedefinedisplayforeeinleft`null`menueemonitornameeeonlineoptionsphysicalpositionrightthetopundedactable +
    AutoThresholdProcessor(OTSU)0,9ms34,5%0,62`null`1080m_o1108019203840alternativebottomnamedefinedisplayforleftinleft`null`menuinmonitornameforonlineoptionsphysicalpositionrightthetopundedactable +
    ThresholdProcessor(60%)0,8ms37,9%0,69`null`1030for103019203340alternativebottomnamedefinedisplayformenuinleft`null`menuinmonitornameforonlineoptionsphysicalpositionrightthetopundedactable +
    ThresholdProcessor(40%)1,5ms41,4%1,17`null`toptopnamenamenamealternativebottomnameonlinedisplayfortopinleft`null`menuinmonitornametoponlineoptionsphysicalpositionrightthetopundedactable +
    ThresholdProcessor(50%)0,6ms55,2%1,62`null`m_00m_00m_00m_00m_00alternativebottommenuonlinedisplayfortopinmenu`null`menuinmonitortheforonlineoptionsdisplaypositioninthetopundedactable +
    ThresholdAdaptiveProcessor(24_24)0,4ms62,1%1,83`null`forformerumerumerualternativemonitormenudefinedisplayformeruinmeru`null`menuinmonitoronineforonineoptionsphysicaloptionsintheforundedactable +
    ThresholdAdaptiveProcessor(12_12)0,5ms62,1%2,07`null`forforforforforonlinemonitorindefinedisplayformenuinmenu`null`menuinmonitortheforonlineonlinephysicalpositionintheforundedactable +
    ThresholdProcessor(30%)0,9ms62,1%1,90`null`tontontiontiontiononlinebottomcancelonlinetionforhelpinleft`null`menuinmonitortheokonlineoptianscanceltionnightthetonundedactable +
    ThresholdAdaptiveProcessor(08_08)0,4ms69,0%2,41`null`cacacacacaonlinemonitorcadefinedisplaygotheinmenu`null`menucamonitorcacaonlineoptionsphysicaloptionsgothegodefine +
    ThresholdAdaptiveProcessor(18_18)0,5ms72,4%2,45`null`monmonmonmonmonnamemonnamedefinehelpforhelpmonhelp`null`mon`null`monnamemondefineoptionsphysicalpositionmonmonmonundedactable +
    ThresholdAdaptiveProcessor(22_22)1,8ms75,9%2,76`null`okokhelphelphelpdefinemonitorcanceldefinehelpokhelpokhelp`null`helpokmonitorhelpokdefinepositionphysicalpositionhelphelpokphysical +
    ThresholdAdaptiveProcessor(16_16)0,5ms79,3%2,86`null`forforforforfordefinemonitorfordefinedefineforfor`null`for`null`for`null`monitorforfordefinepositionphysicalpositionforforforundedactable +
    AutoThresholdProcessor(Triangle)0,9ms79,3%2,83`null`letletletletletlettopmatteronlineletforletmalet`null`menumapositionmamaonlineoptipositionpositionrichtthetoplet +
    ThresholdAdaptiveProcessor(20_20)0,6ms82,8%2,90`null`tostostostostosdefinetoscanceldefinetostostosmmtos`null`mmmmmonitormmtosdefinetosphysicalpositiontostostosphysical +
    ThresholdAdaptiveProcessor(14_14)1,9ms82,8%3,03`null`forforforforfordefinemonitorfordefinephysicalforfor`null`for`null`for`null`monitorforfordefinedefinephysicalmonitorforforforundedactable +
    ThresholdAdaptiveProcessor(10_10)0,4ms89,7%3,48`null``null``null``null``null``null`definemonitordefinedefinedefine`null``null``null`define`null`define`null`monitor`null``null`definedefinephysicalmonitor`null``null``null`define +
    ThresholdProcessor(90%)0,9ms93,1%3,83`null``null``null`menumenumenumenuoptionsmenumenumenu`null`menu`null`menu`null`menu`null`menumenu`null`optionsoptionsoptionsoptionsmenu`null``null`menu +
    ThresholdAdaptiveProcessor(06_06)1,0ms96,6%3,93`null`lealealealealeadefinedefineleadefinedefinelealea`null`lea`null`lea`null`definelea`null`definedefinedefinedefinelealealeadefine +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%4,83`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%4,83`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(04_04)0,5ms100,0%3,97`null``null``null``null``null``null`detinedetinedetinedetinedetine`null``null``null``null``null`detine`null`detine`null``null`detinedetinedetinedetine`null``null``null`detine +
    ThresholdProcessor(10%)0,8ms100,0%4,83`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Kapur)1,0ms100,0%4,48`null`cocococo43cococococococococo`null`cococococococococococococo +
    ThresholdProcessor(20%)1,9ms100,0%4,83`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)2,7ms100,0%4,83`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)22,4ms100,0%4,83`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 29 tagged words.*

    +

    editor_startpage_project-exist_001

    +

    +
    ProcessorElapsedWERCER (avg)Imageaandanythingapplicationarebackbasicbecausebeencanchapterscompileconfiguredconfiguringconnectioncontrolcreatedatadialogsdodrivereasyendengineengineeringexecutionfirstfollowingforframefrontfunctiongenerallyhashowifinincorporateintointroducingisitmakeneednextnotofparameterspointsprocessesprojectprojectspropertiesrprojectscreenseeservicesettingstartstepsstudiothethemthenthistotoolvariablevisualizationwantwewelcomewhatworkyouyour +
    ThresholdProcessor(40%)1,5ms13,2%0,18`null`andanythingapplicationaredatabasicbecausebeencanchapterscompileconfiguredconfiguringconnectioncontrolcreatedatadialogsdodrivereasyendengineengineeringexecutionfirstfollowingforframefrontfunctiongenerallyhashowifinincorporateintointroducingisitmakeneedneednotofparameterspointsprocessesprojectprojectsproperbesprojectscreenseeservicesettingstartstepsstudiothethemthenthistotoolvariablevisualizationwantwebecausewhatworkyouyour +
    AutoThresholdProcessor(OTSU)0,9ms15,8%0,17`null`andanythingapplicationareeasybasicbecausebeencanchapterscompileconfiguredconfiguringconnectioncontrolcreatedatadialogsdodrivereasyendengineengineeringexecutionfirstfollowingforframefrontfunctiongenerallyhashowifinincorporateintointroducingisitmakeneednotnotofparameterspointsprocessesprojectprojectspropertesprojectscreenseeservicesettingstartstepsstudiothethemthenthistotoolvariablevisualizationwantwelowhatworkyouyour +
    ThresholdProcessor(50%)0,8ms19,7%0,22`null`andanythingapplicationarebastcbastcbecausebeencanchapterscompileconfiguredconfiguringconnectioncontrolcreatedatadialogsdodrivereasyendengineengineeringexecutionfirstfollowingforframefrontfunctiongenerallyhashowitinincorporateintointroducingtsitmakeneednotnotofparameterspointsprocessesprojectprojectsproperbesprojectscreenseeservicesettingstartstepsstudiothethemthenthistotoolvariablevisualizationwantwelowhatworkyouyour +
    ThresholdProcessor(30%)0,9ms19,7%0,26`null`andanythingapplicationareeasybasicbecausebeencanchapterscompileconfiguredconfiguringconnectioncontrolcreatedatadialogsdodrivereasyendengineengineeringexecutionfirstfollowingforframefrontexecutiongenerallyhashowifinincorporateintointroducingijitmakeneedneednotofparameterspointsprocessesprojectprojectspropertiesprojectseeseeservicesettingstartstepsstudiothethemthenthistotoolframevisualizationwantwewelcomewhatworkyouyour +
    AutoThresholdProcessor(Kapur)1,0ms21,1%0,28`null`andanythingapplicationareeasybasicbecausebeencanchapterscompleconfiguredconfiguringconnectioncontrolcreatedatadialogsdodrivereasyendengineengineeringexecutionfirstfollowingforframefrontconnectiongenerallyhashowifinincorporateintointroducing'sitmakeneedneednotofparameterspointsprocessesprojectprojectspropertiesprojectseeseeservicesettingstartstepsstudiothethemthenthistotoolframevisualizationwantwewelcomewhatworkyouyour +
    ThresholdProcessor(60%)0,8ms27,6%0,32`null`andanythingapplicationarecybasicbecausebeencanchapterscompileconfiguredconfiguitngconnectioncontrolcreatedatadialogsdodrivereasyendengineengineeringexecutionfirstfollowingforframefrontfunctiongenerallyhashowininincorporateintointroducing1sitınakeneedneednotofparameterspointsprocessesprojectprojectspropectprojectscreenseeservicesettingstartstepsstudiothethemthenthistotovariablevisualizationwantweenginewhatworkyouyour +
    ThresholdAdaptiveProcessor(22_22)0,5ms30,3%0,21`null`andanythingapplicationarerandbasicbecausebeencanchapterscompileconfiguredconfiguringfunctioncontrolcreatedatadialogsdodrivereasyendengineengineeringexecutionfistfollowingforframefrontfunctiongenerallyhashowifinincorporateintointroducingisismakeneednenotofparameterspointsprocessesprojectprojectspropertiesprojectseeseeservicesettingstartstepsstudiothethemthenthistotoolvariablevisualizationwantwewelcomewhatworkyouyour +
    ThresholdProcessor(20%)1,0ms31,6%0,86`null`andengineapplicationareeasybasiceasybeencanchapterscompileconfiguredconfiguringconnectiontoolcreatedataistodrivereasyendengineengineeringexecutionfirstfollowingforframefrontconnectioneasyhashowifinincorporateintoiniroducingisitmakeneedneeditofchapterspointsprojectsprojectprojectsprojectsprojectseeseeserviceenginestartstepsstudiothethenthenthistotoolarevisualizationwantwewelcomewhatworkyouyour +
    ThresholdAdaptiveProcessor(18_18)0,5ms32,9%0,51`null`andanythingapplicationweeasyeasybecausebeencanchapterscontroconfiguredconfiguringexecutioncontrocreatedatadialogsdodrivereasyendengineengineeringexecutionfirstfollowingforfrstfrontexecutiongenerallyhashowifinincorporateintoineeringisftmakeneednotnotofparameterspointsprocessesprojectprojectspropertiesprojectscreenseeservicesettingstartstepsstudiothethemthenistotoolvariablevisualizationwantwewelcomewhatworkyouyour +
    ThresholdAdaptiveProcessor(20_20)0,6ms32,9%0,30`null`andanythingapplicationarebackbasicbecausebeencanchapterscompteconfiguredconfiguringcontrolcontrolcreatedataiododrivereasyendengineengineeringexecutionfirstfollowingforcreatefrontexecutiongenerallyhashowifinincorporateintointroducingisiomakeneednextnotofparameterspointsprocessesprojectprojectspropertiesprojectscreenseeservicesettingstatstepsstudiothethemthenthistotoolvariablevisualizationwantwewelcomewhatworkyouyour +
    ThresholdAdaptiveProcessor(12_12)0,5ms34,2%0,49`null`andanythingfunctionareatabasicbecausebeencanchaptersapplconfiguredconfiguringfunctioncontrolcreatedatadtalogsdodrivereasyendengineengineeringexecutionfirstfollowingforcreatefrontfunctiongenerallyhashowifinincorporateintointroducingititmakeneednotnotofparameterspointsprocessesprojectprojectspropertiesprojectseeseeservicesettingstartstepsstudiothethemthenthistotoolcreatevisualizationwantwewelcomewantworkyouyour +
    ThresholdAdaptiveProcessor(14_14)0,4ms35,5%0,57`null`andanythingvisualizationarebandbasicbecausebeencanchaptersineconfiguredconfiguringfunctioncontrocreatedataintodorivereasyendengineengineeringexecutionfirstfollowingforarefontfunctiongenerallyhashowifinincorporateintointroducingksifmakeneednotnotofparameterspointsprocessesprojectprojectspropertiesprojectscreenseeservicesettingstudstepsstudiothethemthemthistotoolarevisualizationwantwewelcomewhatworkyouyour +
    ThresholdAdaptiveProcessor(10_10)0,4ms36,8%0,45`null`andanythingappliaredatabasicbecausebeencancreatecompleconfiguredconfiguringfunctioncontrocreatedatadialogsdoframeeasyendengineengineeringexecutionfirstfollowingforframefrontfunctiongenerallyhashowifinincorporateintointroducingisitmakeneednextnotofparameterspointsprocessesprojectprojectspropertiesprojectbeenseeservicesettingstartstepsstudiothethemthenthistotoolvariablevisualizationwantwemewhatworkyouyour +
    ThresholdAdaptiveProcessor(16_16)0,4ms36,8%0,51aeandanythingapplicationareaebasicbecausebeencanchapterscreateconfiguredconfiguringconnectiontoolcreatedatadialogsdodrivereasyendengineengineeringexecutionfirstfollowingforaefrontfunctioneasyhashowifinincorporateintointroducingisitmakeneedneedunatofparameterspointsprojetsprojectprojectspropertiesprojectbeenseeservicesettingstartstepsstudiothethemthenthistotoolcreatevisualizationwantwewelcomewhatworkyouyour +
    ThresholdProcessor(10%)0,9ms36,8%1,16`null`andthisapplicationarebeenbasiceasybeencanchapterstoolconfiguredconfiguringapplicationtoolcreatedatainkotoareeasyendengineengineeringapplicationfirstfollowingforarefrontinkoeasyhashowifinincorporateinkointroducingisismakeneedneedhowofchapterspointsprocessesprojectprojectsprocessesprojectseeseeserviceservicestartstepsstudiothethenthenthistotoolarevisualizationwantwewelcomewhatworkyouyour +
    ThresholdAdaptiveProcessor(24_24)1,9ms38,2%0,66aaandanythingvisualizationareastbasicbecausebeenenchaptersengineconfiguredconfiguringconnectioncontrolcreateaadialogsdodrivereasyendengineengineeringexecutionfirstfollowingforframefrontfunctiongeneraltyhasfoifincreateintheintroducingififmakeneednotnotofparametersfrontprocessesprojectprojectspropertiesprojectseeseeenginesettingaststepsstudiothethemthenthistotootvariablevisualizationwantwewelcomewhatworkyouyour +
    ThresholdProcessor(70%)1,0ms46,1%0,51`null`andanythingapplicationarebackbasicbecausedeencanchaptersconiplecont-quredconfguungconnectioncontrolcreatedatadialogsdodrivereasyendengineengineeringexecutionfirstfollawingforframefrontfunctiongenerallyhashowitinincorperateinteintroducingtsitareneednextentofchapterspointsprocessesprojectproyectspropericsprojectscreenseeservicesettingstartstepsstudiothethenthentstotoolvariablevisualizationentwebecausewhatworkyouyour +
    ThresholdAdaptiveProcessor(06_06)1,0ms50,0%0,89`null`andsettingapplicationarewantbasicbecauseseecancreatecorpconfiguringconfiguringgonnectioncontrolcreatedatadialogsioiehasendendiweengineeringexecutionisfollowingforcreatefrontexecutiongenerallyhasioieinincorporateintointroducingisiemakeneedneneofparameterspointsprocessesprojectprojectspropertiesprojectseeseeservicesettingwantstepsstudiothethemthenthistotorcreatevisualizationwantwecoewhatworkyouyour +
    ThresholdAdaptiveProcessor(08_08)0,4ms61,8%1,64`null`endthisvisualizationaredatabasiccreateneedcanchapterscolconfiguringconfiguringgonnectioncolcreatedatadatatoaredataendendengineeringexezutionforfollowingforcreateforgonnectiongreatehowhowininincorporateintointroducingininmakeneedneedforforchapterspointsprojedisprojectprojectprojedisprojectcreateweserviceservicewantstepsstudiothethethethistocolcreatevisualizationwantwewewhatworkyouyour +
    AutoThresholdProcessor(Triangle)1,0ms80,3%3,13`null`andtentfiatmalemaleeasyeasyhewantwhatmaleyourengineeringenginecsingtentmalemalemaletoendereasyandenderengineeringstudiofirstwantformaletenttentenderheheininmaleinenginecsingininmalehetentforhestepstentendertenttenttenttentstepshestudiotenttentstepsstudiothethethethetotomalestudiowantwewelcomewhatworkyouryour +
    ThresholdProcessor(80%)1,8ms81,6%2,82caandatefunctionatebackbackateatecaateappleconnectionconnectionconnectiontalcreateatetalctdriverateandihedriverexecutionfirstwiezurframeframefunctionwalltalateiheihecreateatestudsihectatenextnextctctframestudscreatectcreatecreateapplescreenateihestudsstudsstepsstudsthethethethetetalvariablevisualizationwallwiewiewhatzuratezur +
    ThresholdProcessor(90%)1,1ms82,9%3,37`null`backfunctionvisualizationframebackbackframenextbackstepscreateconnectionconnectionconnectionfunctioncreatebackdriver`null`driverbacknextdriverdriverexecutionfirstfunctionfirstframeframefunctionframeback`null``null``null`createfirstfunction`null``null`framenextnextnext`null`framedrivercreatedrivercreatecreatedriverscreenstepsdriverstepsstepsstepssteps`null`framestepssteps`null`stepsvariablevisualizationnext`null`framenextback`null`next +
    ThresholdAdaptiveProcessor(04_04)0,4ms88,2%3,14`null`endconhguringmiatyouthegataigeleligmiatyouigconhguringconhguringconhguringmiatyougatagatamiatyoutoigelendendengineeringmiatyouforconhguringforrowrowmiatyoueligrowigigincorporatetomtrodvcngigigtheendelofofbasicstepsigprojectprojectprojectprojectprojecteleligigtoeltothethethethetotogatamiatyouendigeltheforyouyou +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%4,68`null`ongongcivatongongcivatcivatongcivatcivatcivatongongcivatongcivatcivatcivat`null`civatongongongongcivatcivatongongcivatongcivatcivatongong`null`ongcivatongong`null``null`ongongcivatongongcivatongcivatcivatcivatcivatcivatcivatongcivatongcivatcivatcivatongongongong`null`ongcivatcivatong`null`ongcivatongongong +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%5,25aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa +
    ThresholdProcessor(0%)0,8ms100,0%5,63`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%5,63`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 76 tagged words.*

    +

    editor_windows_position_006

    +

    +
    ProcessorElapsedWERCER (avg)Image100aactivatestartupscreenalsoandbriefCEcontrolcrossdependeddisplayedDOKUeachediteditionelementeenergyetcfilefilterfilteredforfromfunctionshelphistorianinformationisitslanguagelinklistloadnameneedednetworkononlineoptionsotheroutputprojectpropertiespropertyproperyprovidedreadyrecipesreferencereportscreensselectshowsstandardstarttextthetimetotopologytotaltreevaluevariablesVBAVSTAwelcomewhatwindowwindowsyouzenon +
    ThresholdProcessor(20%)1,0ms55,6%1,64ooiafitteredalsoandbriefoocerscersdependeddisplayedcerseachediteditionselectenergyetcfiefiefitteredforfromoptionshelpfitteredinformationistslanguagelinklinkoonameneadedcersononlineoptionsotherotherprojectpropertiespropertypropertyprovidedreadyrepltreereplcersselectshowsstandardsrcersthefietooptionstotreevaluevalueoocerswelcomewhatwindowwindowyouzenon +
    ThresholdProcessor(30%)0,9ms58,3%1,38ke`null`screensalsoandbriefkecortocrowedependeddisplayedfraneachediteditionselectenergyetcfilefilefileforfromoptionshelpfraninformationisitelanguagelinklinkloadnameneededhetwarkononlineoptionsotherstatprojectpropertiespropertypropertyprovidedreplracpesfranreportscreensselectshowsstandardstatkethetmetotopologystattreevalueracpeskefranwewhatwindowwindowyouzenon +
    ThresholdProcessor(10%)0,9ms59,7%1,861s`null`filteredalsoandbrief_ywindowproneededfilteredadseachediteditionselectenergyatefeefilteredfilteredforfromoptionshelpstanedition1sitsvaluelinklinkadsnameneededreportononlingoptionsotherotherprojectpropertypropertypropertypromdedreadyrepcfeereportscreensselectshowsstandardstanfeetheihetooptionsstantreevaluebriefadsadswelcomewhatwindowwindowyouzenon +
    AutoThresholdProcessor(Kapur)1,0ms59,7%1,3100k`null`filteredalsoandbriefooooproydependeddisplayedbateachediteditionselectenergyetcflefilteredfilteredforfromfunctonshelpfilteredinformationisitslanguagelinklinkloadnameneededhetwarkononlineoptionsotherstatprosectpropertiespropertypropertyprovidedreereereereportscreensselectshowsstandardstatbatthetmetotopologygrotalreevaluebriefbatbatweicomewhatwindowswindowsyouzenon +
    ThresholdProcessor(40%)1,5ms62,5%1,76fiearfiltereditoancbriefswcotcotdependeddependedfieeacheditediteteeteetefilefilefilteredforfromfurcbonshelpitoinformationisitolanguagefieisloadnameneedednetworkonfieitootherotherprojectpropertiespropertypropertyprovectreplreplscreens'report'screensselectshowsstandardareditthetimetotapatogytotaltreevaluefilefiefiewelcomewhatwindowwindowsyouzenon +
    ThresholdAdaptiveProcessor(18_18)0,5ms70,8%2,68vbaiaisthealsoandbettcothorfromdependeddependedvbaeachwhatothordependedonlinetciteiteistheforfromonlinehelpistheothorisisnamenkisoadnameneededothorononlineothorothorothorprojectpropertypropertypropertyneededeachonlineneededreportshowshelpshowsstandardwhatbettheitetoothortothethevaluevaluevbavbaonlinewhatandshowsyouon +
    ThresholdAdaptiveProcessor(20_20)0,6ms76,4%2,82oneiainformationaseandietsonethowsneededieoneeachieononeonetsieieneededfrfrthowshelpinformationinformationistsvalueoneisloadnameneededthorononethowsthoroneprojectpropertiespropertypropertyneededloadiereportreportonereportthowsstandardwhattetheietothortothetevaluevalueoneoneonewhatandthowsyouon +
    ThresholdProcessor(0%)0,8ms83,3%2,99fafascreenstesanconeffaonefprojadedadedonefsachieeditienarlıneenergyateiheiheihefaprojscreenshelpsianopticaieiheaneiheihefaateadedreportonarlıneopticatheopticaprojpropertypropertyproperyprojreacyihescreensreportscreenssachsomsansantestheihetoprojtotesvaluearlınefaonefwelcomewhatvercowvercowsomzenon +
    ThresholdProcessor(50%)0,8ms90,3%3,61we`null`properyaseasewewetotalookwelcomeproperyweaseioioselectproperywewefrproperyfrfrwelcomehelptotalookioioandtheookioloadumewewelcomeweandtheookweookprojectproperyproperyproperyproperyloadwelcomeselect'report'selectselectweandthefrweweumeiototaltotalweueasewewewelcomeweiowelcomeookwe +
    ThresholdAdaptiveProcessor(12_12)0,5ms91,7%3,83rmxvatreermxrmxbetvatreecrosstreemanagerrmxvabetbetbetrmxbettreebettreermxrmxcrosshelptreermxvarmxmanagerrmxbetvarmxtreebetvatreecrosstreeoutputprojectpropertypropertypropertypropertyrmxtreetreebettreebetcrossmanagerbetbettreetreevapropertybettreevamanagerrmxrmxhelpbetrmxcrossrmxbet +
    ThresholdProcessor(60%)0,8ms93,1%4,07`null``null`prajectloadloadload`null`windowloadwindowloadloadloadloadwindowprajectpropertyhelphelploadloadloadloadgutauthelploadload`null``null`mansgerloadloadloadloadloadload`null`loadloadhelpgutautprojectpropertypropertypropertypropertyloadhelpprajectpropertyprajectprajectloadloadgutauthelphelpload`null`loadloadloadhelppraject`null`loadloadloadwindowwindowloadwindow +
    ThresholdAdaptiveProcessor(10_10)0,4ms94,4%3,82li`null`dienenliomdtreelitreeomddienendienenlilaklidienendienenenergylilidienendienenliomdnipiniohedienennipiniolilimanigerlililoadomdsexeomdlililiheomdprojectprojectprojectprojectprojéctloadsexedienenomdtreesexeomdmanigersexesexehetreeliloadloadtreelimanigerliliomdhelililidienen +
    AutoThresholdProcessor(OTSU)0,9ms94,4%4,08`null``null`marsgerleadleadlead`null`window'dokuleadleadleadleadleadwindowleadleadleadhelpleadlead`null`leadwindowhelpwindowwindow`null``null`leadleadleadleadleadleadlead`null`lead'dokuhelp'dokuprojectpropertypropertypropertyprojectleadhelpprojectpropertyleadlead'dokuleadleadleadhelplead`null`propertyleadleadhelpmarsger`null`leadwindowleadwindowwindow'dokulead +
    AutoThresholdProcessor(Triangle)1,0ms95,8%4,29nm`null`'report'nmnmnmnmtotalooknmprajectnmnmnmookprojectnmnmnmtotalloadooknmnmnmtotalnmnmnmloadnmloadloadnmnmooknmnmookookookprojectprojectprojectprojectprojectload'report'project'report'nmprojectooktotaltotalnmnmnmnmtotaltotalnmnmtotalnmnmloadloadnmnmooknm +
    ThresholdProcessor(70%)1,0ms95,8%4,14mor`null`reportsgermorsger`null`mormorreportsgersgersgersgermorreportsgermornelpsgersgermormormornelpsgerreport`null`morloadloadloadloadnelpnelpreportmorloadmorsgernelpprojectprojectprojectprojectprojectloadnelpreportreportsgersgersgersgersgernelpsgersgermorloadloadsgernelpsgermorsgerloadloadmormormormor +
    ThresholdProcessor(90%)1,1ms95,8%4,42`null``null`reportloadloadprojece`null`reportloadreportloadloadloadreportreportreportreport`null`loadloadprojeceloadloadreportloadreportreport`null``null`loadloadloadloadloadreportreport`null`loadreportreportreportprojectprojeceprojectprojeceprojeceloadreportreportreportreportreportloadloadreportreport`null`load`null`reportloadprojeceloadprojece`null`loadreportloadloadreportloadreport +
    ThresholdAdaptiveProcessor(02_02)0,5ms97,2%4,18auaupropertiesauaueeaureportaureportlidauaueeeereporteeeeeeeeeeauaupropertieseereportpropertiesauauaulidlidlidaueereportaulidpropertieseeaupropertiespropertiespropertiespropertiespropertiesaureportreportreporteereportauauaueeeeeeaureportaueeaupropertiesauaureportaulidlidaureport +
    ThresholdAdaptiveProcessor(06_06)1,0ms97,2%4,61vw`null`editionvwvwvwvweditionvwreferenceditionvwvweditioneditionreferencenergyvwvwvwreferencvwvweditionvweditioneditionvwvwenergyvwvwvwvwreferencvwvwenergyeditionvwvwvwreferencenergyenergyvwenergyreferencreferencreferencreferencenergyvwenergyvwvwvwvwvwenergyvwvwvwvwvwvwenergyvwvwvwvwvw +
    ThresholdAdaptiveProcessor(04_04)0,4ms98,6%4,89`null``null`maneger`null``null`project`null`manegerprojectmanegerproject`null``null``null`projectprojectmaneger`null``null`manegermaneger`null``null`maneger`null`projectproject`null``null`maneger`null``null``null``null`manegermaneger`null`manegerprojectmanegerprojectprojectprojectprojectprojectproject`null`manegerprojectprojectprojectproject`null`maneger`null``null``null``null``null`project`null``null`manegermaneger`null``null`project`null`manegermaneger`null``null` +
    ThresholdAdaptiveProcessor(08_08)0,4ms98,6%4,25iiaumanageauauiiiimanageiimanegemanageiiauiiiimanagemanegeeeiiiimanegeiiiimanageeeiimanageiiiimanageiiiiaumanageeeeeiimanageiieeauprojectprojectprojectprojectprojectaueemanegeprojecteeprojectiimanageaueeeeiiiimanageaueeaumanageiiiieeaumanagemanageauee +
    ThresholdAdaptiveProcessor(14_14)0,4ms100,0%4,83svx`null`ginoginoindgino`null`ginoginoindindginoginoginoginoginoindsvxginoginoindsvxginoginoginoginoginoindindginoginoginoindginoindginoindginoginoginoginoginoginoginoginoindindginoginoginoginosvxsvxindsvxsvxsvxgino`null`ginoginoginoginoginosvxginoginoginoginoginosvxgino +
    ThresholdAdaptiveProcessor(16_16)0,4ms100,0%4,398x`null`croswlsnnre8xcroscrosnnwls8xcy8xnnnnnn8xwlswlsre8xcroscroswlsnnnn8xwlsnnnnwlsdokunnnnnnnnnncrosredokurecrosrererererererecroswlscrosnnre8xrere8xwlsdokurewlswls8x8xwlswlsnnwlsdokunn +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%5,71`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(22_22)0,5ms100,0%4,2404auavedaauauenughothotenavedaugauhotenenenenpueererhothotunghothothotugugugenhothotmyavedapeorenenpeorerpuehotpeorpeorpeorprmyenenpeorenhothotavedahothotpuemygopeorhotenauauugugpeorhothothothoten +
    ThresholdProcessor(100%)0,9ms100,0%5,71`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(80%)1,8ms100,0%5,71`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(24_24)1,9ms100,0%4,3610300uadiasouareuajonyousdiadiauauadiadiajondoyuadiadiaresosojonresojonuauauadiasouauadiasojondiajonreoureyousdoydoyrerererereresosouauarerediasodoyuareuadiauauasouadoyyousyousjon +
    +

    *Comparison data generated based on 72 tagged words.*

    +

    etm_gantt_runtime_001

    +

    +
    ProcessorElapsedWERCER (avg)ImageactiveaxisclipboardcolorcontinuecopycursorcurvedeletediagramexportfilterimportnameoffonplayprintprofilesrefreshrezoomsavvesettingsstoptexttitletotrendWIZ_VAR_10WIZ_VAR_11WIZ_VAR_12WIZ10zoom +
    ThresholdProcessor(50%)0,8ms81,8%2,85talettclipboardcursorsettingscopycursorcursortalereroamexporttaleexportnamettttlagtrendtalereroamreroamtalesettingstotttaletotrend10101010zoom +
    ThresholdProcessor(30%)0,9ms87,9%2,45tileiaclipboardcolortilecopycursorcunetileacımmexporttileimportsavevazcovazpoettiletrendzoomsavesetungstotiletitletotrendwu_var_11wu_var_11wu_var_1110zoom +
    ThresholdProcessor(10%)0,9ms90,9%2,88cureiachipboardzoomsettingscopycursercureteleiaexportleexportsave1010leiarefreshrefreshzoomsavesettingszoomteletele10tele10101010zoom +
    AutoThresholdProcessor(Kapur)1,0ms90,9%3,21tifinexportcrtuecopycrcrweegmexportfinimponnamecrcrqafinfinweevazionamesettingstoweetitotrendwuz_var_10wuz_var_10wuz_var_1010cum +
    ThresholdProcessor(20%)1,0ms90,9%2,48acineacineclipboardoostopcontinuecopycursorcuretileitaexporttileimportnamefoooitaacinerefreshrefreshzoomsavesetiingstotiletiletocure10101010zoom +
    ThresholdProcessor(70%)1,0ms93,9%4,61wiswiswis17wis17wis17trendwis17wis1717171717trendprofilesprofilestrend17wis17trendwis17trend1017171017 +
    AutoThresholdProcessor(OTSU)0,9ms97,0%4,79wiswiswiswiswiswiswiswistrendwiswiswiswiswiswis10wistrendwistrendtrendwiswiswistrendwis10trend10101010wis +
    ThresholdProcessor(40%)1,5ms97,0%2,76activeyaxisclipboardcoloractivecopycolorcunewelziaexportcolorexportnameototiapontactivetrendotsesetoottaletotrendwiz_var_10wiz_var_12wiz_var_1210ot +
    ThresholdProcessor(80%)1,8ms97,0%3,94tileletcolorcolortilecolorcolorgeeletgeecolortilecolorgeelet18letlettilegeeletgeeletlettexttile18text10181810color +
    ThresholdAdaptiveProcessor(04_04)0,4ms100,0%5,73`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(08_08)0,4ms100,0%5,27ftftftftftftftftftftftftftftftftftftftftftftftftftftftftftftftftft +
    ThresholdAdaptiveProcessor(10_10)0,4ms100,0%4,55mvmmflerflertertmmtertmvtertvartertflertertmmmmmmflertertflertertmmmvtertmmterttertmmtertmmmmmmmmmm +
    ThresholdAdaptiveProcessor(14_14)0,4ms100,0%5,73`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(16_16)0,4ms100,0%5,73`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%5,73`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%4,94oeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoeoe +
    ThresholdAdaptiveProcessor(12_12)0,5ms100,0%4,55faesssfaetottottotsssfaefaefaetotfaetotfaefaetotfaetotfaefaetotfaessstottottottotfaefaefaefaefaetot +
    ThresholdAdaptiveProcessor(18_18)0,5ms100,0%5,36namnamnamnamnamnamnamnamnamnamnamnamnamnamnam`null`namnamnamnamnamnamnamnamnamnam`null`namnamnamnamnamnam +
    ThresholdAdaptiveProcessor(22_22)0,5ms100,0%5,73`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(20_20)0,6ms100,0%5,73`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)0,8ms100,0%4,48otototototototleeleeototleeotleeototleeotleeleeotleeotototleotlee10102210ot +
    ThresholdProcessor(60%)0,8ms100,0%3,91cuneaxaxcunecunecunecunecunetalenamaaxtaletwatnamaaxaxaxwintaletrendwaztalewinaxtwattaleaxtrendw_var_10w_var_10w_var_1010ax +
    ThresholdProcessor(100%)0,9ms100,0%5,73`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)1,0ms100,0%5,03gee17ged17gee1717geegeegee17gee17gee17171717geegeegeegeegee17geegee17ged1717171717 +
    ThresholdAdaptiveProcessor(06_06)1,0ms100,0%4,91wiewiewiewiewiewiewiewiewiewieemwieemwiewieemwiewiewiewieemwiewiewieemwieemwiewiewiewiewieem +
    ThresholdProcessor(90%)1,1ms100,0%5,24iningd1628in1628162816281628gd1628inin1628gdin1628inin162816281628in16281628ingdgd16281628162816281628 +
    ThresholdAdaptiveProcessor(24_24)1,9ms100,0%5,73`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 33 tagged words.*

    +

    historian_assistent_001

    +

    +
    ProcessorElapsedWERCER (avg)Imageaaggregatedanandarchivearchivesassistantaveragebackbasicbecancancelcertaincreatedataengineeringextendedforhelpifinlongermaximumminimumnextnowofoverpageperiodpressprocessrecordedrecordingserveshouldstartsumsummarizedteditorthethistimetotrendusedvaluevalueswantwithwithoutyou +
    ThresholdProcessor(60%)0,8ms15,1%0,08anaggregatedanandarchivearchivesassistantaveragebackbasicbecancancelcertaincreatedataengineeringextendedforhelpifinlongermaximumminimumnextnowofoverpageperiodpressprocessrecordedrecordingserveshouldstartsumsummarizededitthethistimetotrendusedvaluevalueswantwithwithoutyou +
    AutoThresholdProcessor(OTSU)0,9ms15,1%0,13anaggregatedanandarchivearchivesassistantaveragebackbasicbecancancelcertaincreatedataengineeringextendedforhelpifinlongermaximumminimumnownowofoverpageperiodpressprocessrecordedrecordingserveshouldstartsumsummarizededitthethistimetotrendusedvaluevalueswantwithwithoutyou +
    ThresholdProcessor(50%)0,8ms17,0%0,13anaggregatedanandarchivearchivesassistantaveragebackbasicbecancancelcertaincreatedataengineeringextendedforhelpifinlongermaximumminimumnownowofoverpageperiodpressprocessrecordedrecordingserveshouldstartsumsummarizededitthethistimetotrendusedvaluevalueswantwithwithoutyou +
    ThresholdProcessor(30%)0,9ms17,0%0,13anaggregatedanandarchivearchivesassistantaverageanbasicbecancancelcertaincreatedataengineeringextendedforhelpifinlongermaximumminimumnextnowofoverpageperiodpressprocessrecordedrecordingserveshouldstartsumsummarizededitthethistimetotrendusedvaluevalueswantwithwithoutyou +
    ThresholdProcessor(70%)1,0ms17,0%0,08anaggregatedanandarchivearchivesassistantaveragebackbasicbecancancelcertaincreatedataengineeringextendedforhelpifinlongermaximumminimumnextnowofoverpageperiodpressprocessrecordedrecordingserveshouldstartsumsummarizededitthethistimetotrendusedvaluevalueswantwithwithoutyou +
    ThresholdProcessor(40%)1,5ms17,0%0,11anaggregatedanandarchivearchivesassistantaveragebaiebasicbecancancelcertaincreatedataengineeringextendedforhelpifinlongermaximumminimumnextnowofoverpageperiodpressprocessrecordedrecordingserveshouldstartsumsummarizededitthethistimetotrendusedvaluevalueswantwithwithoutyou +
    ThresholdProcessor(80%)1,8ms17,0%0,19anaggregatedanandarchivearchivesassistantaverageanbasicbecancancelcertaincreatedataengineeringextendedforhelpifinlongermaximumminimumnownowofoverpageperiodpressprocessrecordedrecordingserveshouldstartsumsummarizededitthethistimetotrendusedvaluevalueswantwithwithoutyou +
    AutoThresholdProcessor(Kapur)1,0ms18,9%0,25anaggregatedanandarchivearchivesassistantaverageandbasicbecancancertaincreatedataengineeringextendedforhelpifinlongermaximumminimumnownowofoverpageperiodpressprocessrecordedrecordingserveshouldstartsumsummarizededitthethistimetotrendusedvaluevalueswantwithwithoutyou +
    ThresholdProcessor(20%)1,0ms18,9%0,25ancreateanandarchivearchivesassistantaveragepagebasicbecancancelcertaincreatedataengineeringextendedforhelpifinlongermaximumminimumnextnowofoverpageperiodpressprocessrecordedrecordingserveshouldstartsumsummarizededitthethistimetotrendusedvaluevalueswantwithyithoutyou +
    ThresholdAdaptiveProcessor(18_18)0,5ms28,3%0,85`null`aggregatedandandarchivearchivesassistantcreatewantifbecancancelcertaincreatedatalongerextendedforhelpifinlongermaximumminimumnownowofovertimeperiodpressprocessrecordedrecordingservesumwantsumsummarizededitthethetimetousedusedvaluevalueswantifwithoutyou +
    ThresholdAdaptiveProcessor(08_08)0,4ms30,2%0,66anaggregatedanandarchivearchivesassistantoveranbasicbecancancertaintrenddataengineeringextendedforhelpofinlongermaximumminimumedittoofovervalueperiodpressprocessrecordedrecordingserveshouldwantwhesummarizededitthethisthetotrendusedvaluevalueswantwithwithoutyou +
    ThresholdAdaptiveProcessor(24_24)1,9ms32,1%0,40anaggregatedanandarchivearchivesassistantaverageanbasicbecancancertaincreatedataengineeringextendedforhelpisinlongermaximumminimumsttoofoverpageperiodprocessprocessrecordedrecordingserveshouldstartsumsummarizededitthethistimetotrendusedvaluevalueswantwithwithyou +
    ThresholdProcessor(10%)0,9ms35,8%0,47anaggregatedanandarchivearchiveassistantservewantbasicbecancancelcertaincreatedataengineeringextendedforhelpifinlongermaximumminimumnexttoofovertimeperiodpressprocessrecordedrecordingserveshouldwanttimesummarizededitthethistimetotrendusedvaluevalueswantvithwithgutyou +
    ThresholdProcessor(90%)1,1ms35,8%0,70amaggregatedananarchivearchivesassistantaverambasicbecancancelcertaincreatedataengineeringextendedforhelpifinlongeraluetimearctnowofoverpageperiodpresspressrecordedrecordingserveshouldstartamusededitthethistimethtrendusedvaluevaluewantwithwithoutyou +
    ThresholdAdaptiveProcessor(22_22)0,5ms37,7%0,68`null`trendcanandarchivearchivesassistantpagepagebasicbecancancelcertainatedataengineeringextendedforhelpififlongermaximumminimumbetoofoverpageperiodpresspressrecordedrecordingserveshouldstartcumsummarizedineditthethistimetotrendtrendvaluevalueswantwithwithoutyou +
    AutoThresholdProcessor(Triangle)1,0ms47,2%0,98afaggregaananarchivearchivesassistantserveafbasicbecancancelcancreatedataengineeringextendedforhelpafinlongervaluedinnownowofvalpageperiodpresspressrecordedrecordingserveshouldstartafserveeditthethetimeiotrendusedvaluevaluewantwithwithoutyou +
    ThresholdAdaptiveProcessor(14_14)0,4ms49,1%1,43`null`aggregatedinandarchivearchivesstartoverandsumbecancancertaincreatedataingrecordedfortheininlongermaximumminimumbeforofoverpageperiodpreprocessrecordedrecordiservesumstartsumsummarizedperiodthethetimetgpreprevaluevaluesandtgminimumfor +
    ThresholdAdaptiveProcessor(12_12)0,5ms56,6%1,77`null`aggregatedinandarchivearchivesincreateandvaluebecancancertaincreatedatalongerrecordedoftheininlongermaximumminimumbeofofovertimeperiodprocessprocessrecordedrecordingoftmevaluetimetimesummarizedperiodthethetimeinandandvaluevaluesandtimeminimumof +
    ThresholdAdaptiveProcessor(16_16)0,4ms71,7%2,53`null`aggregatedofanyouarchivearchivesassistantpagebasicbasictheofanpagecreatecreatewithengineeringtheyouhelp`null``null`pagebasicyouhelpyouyouthepageyouhelppagearchivearchivehelpshouldstartyoustartwiththethistheyouthethepagepagewithwithwithyou +
    ThresholdAdaptiveProcessor(10_10)0,4ms79,2%2,83`null`archivesofforarchivesarchivestimesoveroverovertheforvaluesserveserveoverrecordingtimesfortheofoflongertimestimesoverforofovertheperiodprocessprocessrecordingrecordingserveoveroverforserveperiodthethetimesfortheovervaluesvaluesoverthethefor +
    ThresholdAdaptiveProcessor(02_02)0,5ms96,2%3,85`null`archivelzlzarchivearchivestartarchivestartpaigelzlzpaigestartarchivestartpaigearchivelzlzlzlzpaigepaigepaigestartlzlzstartpaigepaigepaigepaigearchivearchivestartstartstartlzstartstartlzstartpaigelzstartlzpaigepaigestartpaigestartlz +
    ThresholdAdaptiveProcessor(04_04)0,4ms98,1%4,02`null`recorded`null`setrecordedrecordedsetsetsetsetsetsetsetsetsetsetsetrecordedsetset`null``null`setsetsetsetset`null`setsetsetsetsetrecordedrecordedsetsetsetsetrecordedsetsetsetset`null`setsetsetsetsetsetsetset +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%5,15`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(20_20)0,6ms100,0%5,15`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)0,8ms100,0%5,15`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%5,15`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(06_06)1,0ms100,0%4,08`null`taintaintaintaintaintaintaintaintainpetaintaintaintaintaintaintainpepepetainpetaintainpepepepepepepepepetainpetaintainpetaintainpetaintainpetainpetaintaintaintaintainpe +
    +

    *Comparison data generated based on 53 tagged words.*

    +

    reporting-server_report-assistant_007

    +

    +
    ProcessorElapsedWERCER (avg)ImageabsabsolutealarmsbatchhistorycollectionconsumptioncostsdatadatetimefilterdevelopmentDPAelementequipmentequipmentfilterfilterfilter()frequentgroupintegermediummiscmnestinglevelmodelmostnameOEEFactorparameterlistperprojectspropertiesrdlrelatedrelativereportreport1reportassistantsinglestringtoolstypevariablesZAD_CIPZAD_GBLZAD_MAIN +
    ThresholdProcessor(40%)1,5ms86,4%4,55absabsdanscostscollectioncollectioncostsdatedatedeebedeepeepropertiesdatedatereportonsdeebeonsonsdeecostsdatecollectionpropertiesperpropertiespropertiesdadatedatereportreportreportbeonstookbeabsbebebe +
    ThresholdProcessor(30%)0,9ms93,2%5,07astoleastoletolemonmtdaedaemenmtmenmenmentoletolerecurduepeemenmtmenmodelmtdaerecurreportperrecurreportmtdaedaereportreportreporttolemttoletoledaemtmtmt +
    AutoThresholdProcessor(Kapur)1,0ms93,2%4,95absabsabsanintemtteunanintemtdatedatedatedeedeeteunanintemtanintemtdateanintemtteungunanintemtteunabsanintemtdeeprtdatedateanintemtperprtreportildatedatereportreportreportilteuntookpeabsdatedateanintemt +
    ThresholdProcessor(50%)0,8ms95,5%5,68oneonerdlreportoneoneoneonereportreportonereportreportoneoneonereportoneonerdloneoneoneoneonereportreportoneonereportrdlrdlrdlreportreportreportoneoneoneonerdloneoneone +
    ThresholdAdaptiveProcessor(08_08)0,4ms97,7%6,1618report18reportreportreport1818reportreport18reportreportreport18reportreport18reportreport18report181818reportreport18reportreport18reportreportreportreportreport18181818report181818 +
    ThresholdAdaptiveProcessor(10_10)0,4ms97,7%6,16`null`reportreportreportreportreportreport`null`reportreport`null`reportreportreportreportreportreportreportreportreport`null`report`null`report`null`reportreport`null`reportreport`null`reportreportreportreportreportreportreportreport`null`reportreportreportreport +
    ThresholdAdaptiveProcessor(14_14)0,4ms97,7%5,73routootstootstootstootstootstootstootstootsreportroureportreporttootstootstootsreportroutootsrouroutootstootstootsroutootsreportroutootsreportroureportreportreportreportreporttootstootstootstootstootstootstootstoots +
    ThresholdAdaptiveProcessor(16_16)0,4ms97,7%5,84adlbaebaebaebaereportbaebaebaereportbaereportreportreportbaebaereportbaebaereportbaebaeadlbaebaebaereportbaereportreportadlbaebaereportreportreportbaebaeadlbaebaebaebaebae +
    ThresholdAdaptiveProcessor(18_18)0,5ms97,7%5,39adladldasreportreptrepttootsdasreptreptadlreptreptreptbiebiereptreptreptreptbiereptadlreptadlreptreportreptreptreportadlreptreptreportreportreportbierepttootsreptadlreptreptrept +
    ThresholdAdaptiveProcessor(20_20)0,6ms97,7%5,39adlbledasdasbletootstootsdasblereportbleblereportblebleblereporttootsbleadldasbleadldasbleadlreportbletootsreportadlbleblereportreportreportbletootstootsblebleblebleble +
    ThresholdProcessor(10%)0,9ms97,7%5,18avsstantavsfikorloeefactoroeefactoravsavscatetrnefiterstantavsstantequipmentfiterequipmentfiterfikorlfikorlstantstantstantmodelavsstantmodelavsavsoeefactormodelavsmodelmodelavsstantavsfikorlfikorlstantstantstantavsstantavsstantstantstant +
    ThresholdAdaptiveProcessor(04_04)0,4ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(12_12)0,5ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(22_22)0,5ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)0,8ms100,0%6,27`null`flementflementflementflementflement`null``null`flementflement`null`flementflementflementflementflementflement`null`flementflement`null`flement`null``null``null`flementflement`null`flementflement`null`flementflementflementflementflement`null`flement`null``null`flementflementflementflement +
    ThresholdProcessor(60%)0,8ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(OTSU)0,9ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)1,0ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(06_06)1,0ms100,0%6,75fefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefefe +
    ThresholdProcessor(20%)1,0ms100,0%5,30eefalteralteractoractorelomantovoxalteralterelomantoeefelomantoelomantofiterfiterfiterasestantvoxaltereeffiterasestantaltervoxalteractoraltereefelomantoaltereefalteralteractoractorasestantfiteraltervoxalteralteralteralteralter +
    ThresholdProcessor(70%)1,0ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(90%)1,1ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(80%)1,8ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(24_24)1,9ms100,0%7,48`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 44 tagged words.*

    +

    report_example_data-time_001

    +

    +
    ProcessorElapsedWERCER (avg)Imagealarmarchivearchiveexarchivemarchivemrarchivemsparchivemsprarchiverarchivesparchivexrcancelfunctionhelpokoptionsparametersettingssyntaxwizard +
    ThresholdProcessor(30%)0,9ms21,1%0,16alarmarchivemarchiveexarchivemarchivemrarchivemsparchivemsprarchiverarchivesparchivemrcancelfunctionhelpoloptionsparametersettingssyntaxwizard +
    ThresholdProcessor(10%)0,9ms26,3%0,21alarmarchivarchiveexarchivemarchivemrarchivemsparchivemsprarchivemrarchivemsparchivemrcancelfunctionhelpokoptionsparametersettingssyntaxwizard +
    ThresholdProcessor(20%)1,0ms26,3%0,53alarmarchivemarchiveexarchivemarchivemrarchivemsparchivemsprarchiverarchivesparchivemrlefunctionleokoptionsparametersettingssyntaxwizard +
    ThresholdProcessor(40%)1,5ms31,6%0,47alarmarchivemarchiveexarchivemarchivemrarchivemsparchivemsprarchiverarchivesparchivemrsyntaxfunctionhelpuroptionsparametersettingssyntaxwizard +
    ThresholdProcessor(50%)0,8ms36,8%0,63alarmarchivemarchiveexarchivemarchivemrarchivemsparchivemsprarchiverarchivesparchiveexrsyntaxfunctionthls`null`optionsparametersettingssyntaxwizard +
    AutoThresholdProcessor(OTSU)0,9ms36,8%0,63alarmarchivemarchiveexarchivemarchivemrarchivemsparchivemsprarchiverarchivesparchiveexrsyntaxfunctionthls`null`optionsparametersettingssyntaxwizard +
    ThresholdProcessor(70%)1,0ms47,4%1,47alarmarchivemarchiveexarchivemarchivemrarchivemsparchivemsprarchiverarchivesparchivemralarmfunction`null``null`optionsparameteroptionsalarmalarm +
    ThresholdProcessor(60%)0,8ms73,7%2,11alarmarchivemarchiveexarchivemarchivemarchivemarchiveexrarchivemarchivemarchiveexralarmfunction`null``null`functionparameterarchivemfunctionwizard +
    ThresholdAdaptiveProcessor(24_24)1,9ms89,5%5,95wizardfunctionfunctionfunctionfunctionfunctionfunctionfunctionfunctionfunctionfunctionfunction`null``null`functionwizardfunctionfunctionwizard +
    ThresholdAdaptiveProcessor(04_04)0,4ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(08_08)0,4ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(10_10)0,4ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(14_14)0,4ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(16_16)0,4ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(12_12)0,5ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(18_18)0,5ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(22_22)0,5ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(20_20)0,6ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)0,8ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Kapur)1,0ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)1,0ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(06_06)1,0ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(90%)1,1ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(80%)1,4ms100,0%7,42`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 19 tagged words.*

    +

    runtime_function_create_002

    +

    +
    ProcessorElapsedWERCER (avg)Imageactionadministrationcanceldefaultdefineddialogenginefreelyfromhelpinlastlinkedloadnamenookopenprofileprofilessaveservicethevariable +
    AutoThresholdProcessor(OTSU)0,9ms8,3%0,25actionadministrationlinkeddefaultdefineddialogenginefreelyfromhelpinlastlinkedloadnamenonoopenprofileprofilessaveservicethevariable +
    ThresholdProcessor(70%)1,0ms12,5%0,33actionadministrationlinkeddefaultdefineddialogenginefreelyfromtheinlastlinkedloadnamenooöopenprofileprofilessaveservicethevariable +
    AutoThresholdProcessor(Kapur)1,0ms20,8%0,54actionadministrationlinkeddefineddefineddialogenginefreelyfromtheinlastlinkedloadnamenonoopenprofileprofilessaveservicethevariable +
    ThresholdProcessor(60%)0,8ms25,0%0,46actionadministrationhamedefaultdefineddialogenginefreelyfromhelpinlastlinkedoloadnameininopenprofileprofileshameservicethevariable +
    ThresholdProcessor(80%)1,8ms25,0%0,38actionadministrationnamedefaultdefineddialogenginefreelyfromtheinlastlinkedloadnamenonoopenprofileprofilessaveservicethevariable +
    ThresholdAdaptiveProcessor(18_18)0,5ms50,0%0,83actionadministrationcanceopefautenginedialogenginehelpfromhelpinlasttnhkedonnamenoonopenprofileprofilesosaveservicethevariable +
    ThresholdAdaptiveProcessor(22_22)0,5ms50,0%1,33alogadministrationnamedefineddefinedalogenginefreelyfromtheinnameikealogname61ikeopenprofileprofilesnameservicethevariable +
    ThresholdProcessor(50%)0,8ms50,0%1,67actionadministrationsavedialogenginedialogenginehelpsavehelpinsaveloadloadsaveininpenprofileprofilessaveservicetheprofile +
    ThresholdAdaptiveProcessor(10_10)0,4ms54,2%2,08otastservicenamedefaultdefinedotastenginefreelyfromname`null`otastloadloadname`null``null`otastprofileprofilesnameservicenamevariable +
    ThresholdAdaptiveProcessor(20_20)0,6ms54,2%1,12actionadministrationcancethelpinkedalogenginehelpfromhelpinnameinkedoxnamenooxopenprofilesprofilesnameservicethevariable +
    ThresholdProcessor(90%)1,1ms54,2%2,00actionadministrationopendialogenginedialogengineopenloadtheinloadloadloadtheininopenprofileprofilestheservicetheprofile +
    ThresholdAdaptiveProcessor(16_16)0,4ms58,3%1,58inadministrationceedefautdefautdialogengineceefromloinloinloadsaveloloopenprofileprofilesaveservicetheprofile +
    ThresholdProcessor(40%)1,5ms58,3%2,08actionadministrationopendialogenginedialogenginehelpopenhelpinopeninopentheininopenprofileprofiletheservicetheprofile +
    ThresholdAdaptiveProcessor(24_24)1,9ms58,3%1,83inadministrationinkeddialoginkeddialogengineinkednoejinejlinkednononoejopenprofilesprofilestheservicethevariable +
    ThresholdProcessor(30%)0,9ms62,5%2,17imdialogcanceldialogprefilesdialogenginehelpimhelpimsavecanceloksaveimokopenprofileprefilessaveservicetheprofile +
    ThresholdAdaptiveProcessor(08_08)0,4ms66,7%2,46tameservicetamedefineddefinedtameenginefreelyfromfreely`null`tamedefinedtamename`null``null`tameprofilesprofilestameservicetamevariable +
    AutoThresholdProcessor(Triangle)1,0ms66,7%2,46inadministrationopendialogenginedialogengineopenopentheinopeninopentheininopenprofilesprofilestheservicethedialog +
    ThresholdAdaptiveProcessor(14_14)0,4ms70,8%2,42inadministrationemdialogenginedialogengineemememineminememememopenprofilesprofilestheservicethedialog +
    ThresholdAdaptiveProcessor(12_12)0,5ms70,8%2,00inministrationinedlastinedlastenginefromfromtheinlastinedlastlastenenenprofilesprofileslastservicethevariable +
    ThresholdAdaptiveProcessor(06_06)1,0ms83,3%3,46ipserviceipdefaultdefaultipengineipipipipipipipipipipipprofilesprofilesipserviceipdefault +
    ThresholdAdaptiveProcessor(04_04)0,4ms100,0%5,00epepepepepepepepepepepepepepepepepepepepepepepep +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%5,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%5,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)0,8ms100,0%5,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(10%)0,9ms100,0%5,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%5,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(20%)1,1ms100,0%5,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 24 tagged words.*

    +

    straton_runtime_configuration_001

    +

    +
    ProcessorElapsedWERCER (avg)Image012007009000advancedapplyboxbycancelcoldcommunicationcyclicallydatadelaydocumentseventfilesforgeneralhelphotloadmodenamenookopenpathportprioritypublicrealredundancyrestartretainrtssettingsstandardstartstartupsteppingstorestoringtestthistimeusersvariableszenon_projects +
    ThresholdProcessor(40%)1,5ms28,0%0,88`null`120012009000advancedapplyboxbyadvancedcoldcommunicationcyclicallydatadelayopeneventtimeforgeneralhelphotloadmodenamenoeiopenpathportpriorityeirealredundancyrestartretainei`null`settingsstandardstartstartupsteppingstorestoringeithistimeeivariablespot +
    ThresholdProcessor(10%)0,9ms34,0%1,26`null`joadboxjoadadvanceddelayboxbycancelcoldcommunicationdelaydatadelayeventeventtimeforgeneralhelphotjoadmodenamenookopenpathportportdelayrealredundancyrestartretainby`null`settingsstandardstartstartupsteppingstorestoringtimethistimestartvariablesgeneral +
    ThresholdProcessor(30%)0,9ms34,0%1,10`null`900090009000advanceddelayboxbyadvancedcoldcommunicationyicyclicallydatadelayopeneventtimeforgeneraldelayhotloadmodenamenooadopenpathportprioritydelayrealredundancyrestartretainhot`null`settingsstandardstartstartupsteppingstorestoringstartthistimeopenvariablespriority +
    ThresholdProcessor(20%)1,0ms34,0%1,14`null`joadforjoadadvanceddelayboxbycancelcoldcommunicationcyclicallydatadelayeventeventtimeforgeneraldelayhotjoadmodenamenoforopenpathportprioritydelayrealredundancyrestartretainport`null`settingsstandardstartstartupsteppingstorestoringstartthistimestartvariablesgeneral +
    ThresholdProcessor(50%)0,8ms36,0%1,02`null`900090009000advanceddelayboxbynamecoldcommunicationcyclicallydatadelayuserseventtimeforgeneraldelayhotoadmodenamenaoadopenpathportpriorityusersrealredundancyrestartretainna`null`settingsstandardstartstartupsteppingstorestoringtimethistimeusersvariablespriority +
    AutoThresholdProcessor(OTSU)0,9ms36,0%1,08`null`20d20d9000advanceddelayboxbyadvancedcoldcommunicationcyclicallydatadelayeventeventtimeforgeneraldelayhotoadmodenamenoinopenpathportpriorityinrealredundancyrestartretainin`null`settingsstandardstartstartupsteppingstorestoringstartthistimestartvariablesstandardport +
    ThresholdProcessor(60%)0,8ms38,0%1,26`null`900090009000ibandelayboxbynamecoldcommunicationcyclicallydatadelayuserseventieforgeneraliehotoadmodenamenoieopenpathportpriorityibanrealdelayrestartretainie`null`settingsstandardstartstartupsteppingstorestoringiethistimeusersvariablespriority +
    ThresholdProcessor(70%)1,0ms38,0%1,26`null`900090009000advancedlcboxbyadvancedcoldcyclicallycyclicallydatadelayopeneventtimeforgenerallchotfoadmodenamenolcopenpathportpriortylcrealredundancyrestartretainlcsusettingsstandardstartstartupsteppingstorestoringsuthistimesuvariablesredundancy +
    AutoThresholdProcessor(Kapur)1,0ms52,0%1,84`null`isisisvariablesdelayboxbycauserscoldcyclicallycyclicallydatadelaycausersopenisforrealteshotcoldmodenamenoisopenpathhotpriortyisrealrestartrestartretainisissteppingstartstartstartupsteppingstorestoringtesthistimecausersvariables_projects +
    ThresholdProcessor(80%)1,8ms54,0%2,12`null`fififivariablespathboxbynamecoldcyckcallycyckcallydatadelayusersopenfiforrealdelayhotfoadmodenamenofiopenpathforstoringfirealrestartrestartretainfifssteppingstartstartstartsteppingstorestoringfsthistimeusersvariablesrestart +
    ThresholdAdaptiveProcessor(16_16)0,4ms58,0%2,14`null`reareareaoadopenboxbynamecoldcyclicallycyclicallydatareausersopentimeforusersreaforoadmodenamenooadopenpathforpriorityusersreareastartretainrea`null`storingstartstartstartsteppingstorestoringreathistimeusersvariablespriority +
    ThresholdAdaptiveProcessor(08_08)0,4ms60,0%2,24`null`portnoporteventportboxbynameportcyclicallycyclicallydatarealeventeventtimeportrealrealportportmodenamenonoopendataportpriorityportrealstandardstartretainport`null`steppingstandardstartstartsteppingstoresteppingportthistimeportvariablesport +
    ThresholdAdaptiveProcessor(10_10)0,4ms64,0%2,24`null`porporporvariablesporboxbynamecoldcyciicallycyciicallydatadataopeneverttimeforevertcoldporoadpornamenoporopenpathporpriorityporrealrealstartretainby`null`storingstartstartstartstoringstorestoringevertthistimeevertvariablesevert +
    ThresholdProcessor(90%)1,1ms70,0%2,60`null`ibibibtamerealbybytamecoldretainrealdatarealprojectsrealibforrealrealhotcoldmodenameibibmodepathhotprojectsibrealrealstartretainib`null`steppingstartstartstartsteppingstorestoringtameibtamerealvariablesprojects +
    ThresholdAdaptiveProcessor(06_06)1,0ms74,0%2,62`null`pdpdpdvariablespdforbynamepdcyclicallycyclicallydatarealgauserseventtimeforrealrealportpdpdnamepdpdpdpathportpriontypdrealrealretainretainpd`null`storingstorestorestoringstoringstorestoringporttimetimegausersvariablesport +
    ThresholdAdaptiveProcessor(14_14)0,4ms76,0%2,96`null`realbyrealvariablesrealbybynameforretainprioritydatarealnamerealtimeforrealrealforrealnamenamebybyrealpathforpriorityrealrealrealretainretainby`null`retainstorestorestoringstoringstorestoringrealtimetimerealvariablespriority +
    ThresholdAdaptiveProcessor(12_12)0,5ms76,0%2,80`null`realforrealvariablesrealforbynameforcyciicallycyciicallydatarealtimerealtimeforrealrealforrealfornameforforrealpathforpriorityrealrealrealretainretainby`null`storingstorestorestoringstoringstorestoringrealtimetimerealvariablespriority +
    ThresholdAdaptiveProcessor(18_18)0,5ms76,0%2,84`null`orsorsorsnamerealbybynameorscyclicallycyclicallydatarealorsrealtimeforrealrealfororsorsnamebyorsorspathorsstoringrealrealrealretainretainors`null`storingstorestorestoringstoringstorestoringorsorstimeorsvariablesors +
    ThresholdAdaptiveProcessor(22_22)0,5ms78,0%2,76`null`t700t700t700namebybybynameforretainpriortydatarealtestestesforrealtesforrealnamenamebybytespathforpriortybyrealrealretainretainby`null`storingstorestorestorestoringstorestoringtestestimetesvariablespriorty +
    ThresholdAdaptiveProcessor(20_20)0,6ms78,0%2,98`null`tgtgtgnamehelpforbynamehelpcyclicallycyclicallydatahelpnamehelphelpfortahelpfortammnametgtgtgpathforstoringhelptaretainretainretaintg`null`storingstorestorestoringstoringstorestoringtgtgnamehelpvariablesstore +
    ThresholdAdaptiveProcessor(04_04)0,4ms80,0%3,08`null`naanaanaastangportboxbystangportretainvariablesdatadataportstangmodeportnaanaaportnaamodenaanaaboxmodedataportportportnaastandardstattretainport`null`stangstandardstattstattstangstorestangstattthisstorestorevariablesvanables +
    ThresholdAdaptiveProcessor(24_24)1,9ms84,0%3,08`null`cracforcraccracpathfor`null`craccraccyckcatycyckcatydatarealcyckcatyrealtimeforrealrealforcractimetimeforforcracpathforpriortycracrealrealretainretain`null``null`storingstorestorestoringstoringstorestoringtimetimetimerealrealpriorty +
    AutoThresholdProcessor(Triangle)1,0ms98,0%3,86`null`ihihihmadecollihihmadecollmadecolldatdatdatantihihmadeeddatmademademadeihiheddatdatsteppingihdatdatdatsteppingih`null`steppingsteppingdatdatsteppingmadesteppingdatihihedmadeant +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%5,36`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%3,82`null`etaetaetaranseyetaserancatdcatdcatdetaetaetahetwieairetahethetetamadasesesesecatdairairairranranetaetaetaseetamadaetaetaseseranhetairwieseraneta +
    ThresholdProcessor(0%)0,8ms100,0%5,36`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%5,36`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 50 tagged words.*

    +

    worldview_zoom_steps_001

    +

    +
    ProcessorElapsedWERCER (avg)Image%0100canceldeleteeditexistinghelpnewokstepstepstozoom +
    ThresholdProcessor(30%)0,9ms28,6%0,50`null``null`100canceldeleteeaexistinghelpeaokstepstepstozoom +
    ThresholdProcessor(10%)0,9ms42,9%1,07`null``null`100cancelhelptoexistinghelptotostepstepstozoom +
    ThresholdProcessor(20%)1,0ms42,9%1,21`null``null`100canceltookexistingstepokokstepstepstozoom +
    ThresholdProcessor(70%)1,0ms57,1%1,71`null``null`100steptotoexistingsteptotostepstepstozoom +
    ThresholdProcessor(40%)1,5ms64,3%1,93`null``null`tosteptotoexistingsteptotostepstepstozoom +
    ThresholdAdaptiveProcessor(22_22)0,5ms78,6%2,29`null``null`newnewdeleteediteditnewnew`null`newnew`null`edit +
    ThresholdAdaptiveProcessor(12_12)0,5ms85,7%2,50`null``null`100zzstepszzstepszzzzzzstepsstepszzzoom +
    ThresholdAdaptiveProcessor(14_14)0,4ms92,9%3,57`null``null`100100100100100100100`null`100100`null`100 +
    ThresholdAdaptiveProcessor(04_04)0,4ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(08_08)0,4ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(10_10)0,4ms100,0%2,93`null``null`enenocleteenenenenenenenenen +
    ThresholdAdaptiveProcessor(16_16)0,4ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(18_18)0,5ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(20_20)0,6ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(24_24)0,6ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)0,8ms100,0%3,57`null``null``null`sdajssdajssdajssdajs`null``null``null`sdajssdajs`null``null` +
    ThresholdProcessor(50%)0,8ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(60%)0,8ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(OTSU)0,9ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Kapur)1,0ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)1,0ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(06_06)1,0ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(90%)1,1ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(80%)1,4ms100,0%3,79`null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 14 tagged words.*

    +

    zrs_MetadataEditor_variables_001

    +

    +
    ProcessorElapsedWERCER (avg)ImageapplyarchivesbottlechangedclassclassesclearconnectedconveyorCurcurvesdepalletizerdescriptionediteditorefficiencyequipmenteventfilefillerfilteredglassgrategroupshelpinspectorlabelerlinelocalmetadatamodelingmodelsnameonoperationpackerpasteurizerprojectreadyreferencereportingselectedStatetestenvtototalunpackerusersvariablesvisualwasherWS +
    ThresholdAdaptiveProcessor(10_10)0,4ms86,5%3,94readyvariablestotalchangedreadychangedreadyselectedchangedtetereportingreportingreadytereportingvariablertetevariablerfäteredreadytereadyteselectedvariablertetotalreadyreportingtotalteonreportingtefäteredreadyreadyreportingreportingselectedtetetetotalvariablertevariablestotaltete +
    ThresholdAdaptiveProcessor(14_14)0,4ms86,5%3,79readyvarietiestotalchangedsechangedseselectedourourourvarietiesvarietiesmutofilteredmusesefilteredfilteredseseourseselectedvarietiessetotalreadytotaltotalmuonreportingsevarietiessereadyreportingreportingselectedsesetototalchangedsevarietiestotalsemu +
    ThresholdAdaptiveProcessor(12_12)0,5ms86,5%3,73hepvarisbiestotelchangedlechangedleselectedtotelhephepreportingreportingheptotelfilteredhepheplefilteredfilteredletotelhephepselectedtotelletotelreadytoteltotelleonreportinghepfilteredtotelreadyreportingreportingselectedtoteltoteltatotelchangedhepvariablestotelheple +
    ThresholdAdaptiveProcessor(18_18)0,5ms88,5%3,73asastotalchangedaschangedfeconnectedconnectedyuifereportingreportingyuiyuifieyuifefiefiefilteredasfeashelpconnectedhelpfietotalreedyreportingtotalfeonreportingfefilteredreedyreedyreportingreportingselectedfesefetotalconnectedseastotalasfe +
    ThresholdAdaptiveProcessor(22_22)0,5ms90,4%4,08aeaetotalchangedfschangedcrchangedcrcrcrreportingreportingfscrsinesineaesinesinesteefsaefsaecraesinetotalreadysinetotalaeonreportingaesteeaereadyreportingreportingsteeaesteefstotalaefsaetotalaefs +
    ThresholdAdaptiveProcessor(20_20)0,6ms90,4%4,54totalchangedtotalchangedtotalchangedtotalselectedchangedonchangedreportingreporting1460totalreportingreportingon1460totalselectedtotaltotaltotal1460selectedtotalontotaltotalreportingtotal1460onreportingchangedselectedtotaltotalreportingreportingselectedtotaltotalontotalselectedtotaltotaltotalchangedon +
    ThresholdProcessor(60%)0,8ms92,3%3,87tlratetotalchangedtlchangedserelectedopersursurelectedsertltlelecteduneserineserstaretlrateopetlserserinetotalstatetotaltotalrateonoperserstareratereadyserserelectedstatesertltotaluneserratesursertl +
    AutoThresholdProcessor(OTSU)0,9ms92,3%3,85readycamestacechangedcamecamesarconnectedconnectedsurcurvorablersurditorelectedmeusmeussesurelectedsarstatemeusmeusconnectedvorablerunesarreadymeusmeuscameonvorablersarsurmeusreadystacetorelectedstatestacetotorstacesurvorablersursurws +
    ThresholdProcessor(70%)1,0ms92,3%3,19uyvarabiesbottechangedglassglasscarchangedtiveuyureverablerreportingdegortiveeverteverttivetivetreglassstategroupsmeoperatonverablerinetotalstatemememeonoperatoncartivetrereadyreportingreportingslatestatebettetototalverablerunevarabiestotalcaruy +
    ThresholdAdaptiveProcessor(08_08)0,4ms94,2%4,06readyvariablestotalchangedcorechangedstechangedcorestecorebetesitesitestoresitesitestesitesitestorereadysatestorebetestorebetesitetotalreadytotaltotalsate01beteboccestorestorereadystorestoresitesatestestetotalchangedstorevariablestotalste01 +
    ThresholdProcessor(80%)1,8ms96,2%3,13alcarvesbottechangedclassesclassescarconnectedcovecurcarvesbeatiebeatieitcirfieevertevertfiefietreclassesstateionshelpinenenetinecarstatemolwsmolwsnameonbeatiecurstatehoesbeatenenetineselectedstatestetoalnamehoesvariableralste01 +
    ThresholdProcessor(40%)1,5ms98,1%5,04uyeditoreditorzeuyzezeeditoreditoruyuyeditoreditoreditoreditoreditoreditorzezeeditoreditoruyzeuyzeeditoreditorzeuymutadataeditorzezeuyeditoreditoreditorzeuyeditoreditoreditorzeeditoruyeditoreditoruyeditoruyeditoruy +
    ThresholdAdaptiveProcessor(04_04)0,4ms100,0%5,10nitenitenitenitenitenitedrnitenitedrniteniteniteniteniteniteniteinnitenitenitenitenitedrniteniteniteniteniteniteinniteniteininnitenitenitedrniteinnitenitenitedrnitenitedrnitenitenitedr +
    ThresholdAdaptiveProcessor(16_16)0,4ms100,0%4,98sesesatesatesesecrsatecrcrcrsatecrsecrsesesesesesatesesatecrsesesatesecrsatesesesatesesatecrsatesesesesesatesatesesesatecrsesatesesese +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%6,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%6,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)0,8ms100,0%6,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(50%)0,8ms100,0%5,13deadwrewredeaddeaddeaddeaddeaddeadwrewredeaddeaddeaddeaddeaddeaddeadwrewredeaddeadwrewredeaddeaddeadwredeaddeaddeaddeadwre`null`deadwrewrewredeadwredeaddeaddeaddead`null`deaddeaddeadwredeadwre`null` +
    ThresholdProcessor(10%)0,9ms100,0%6,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%6,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(30%)0,9ms100,0%6,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Kapur)1,0ms100,0%6,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)1,0ms100,0%6,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(06_06)1,0ms100,0%4,75sleinenoreeinesleinesleineeineslnoreeineeineeineeineeineeineeineeineeineeinesleinewssleineeineeinesleineeinenorenoresleineeineeinenoreeineeineeineeineeineeineslsluneuneeineslwssl +
    ThresholdProcessor(20%)1,0ms100,0%6,46`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(90%)1,1ms100,0%6,4601010101010101010101010101010101010101010101010101010101010101010101010101010101010101010101010101010101 +
    ThresholdAdaptiveProcessor(24_24)1,9ms100,0%5,77lliilllllllllllllllllllliiiiiiiiiilllllllllllllllliilllllllllllllllliilliilllllliillllllllllllllllllllll +
    +

    *Comparison data generated based on 52 tagged words.*

    +

    zrs_REPORTS_EfficencyClass_009

    +

    +
    ProcessorElapsedWERCER (avg)Image1aallowananalysisanalyzerandarchivesbasedbecancancelcenclasscomcontainscopadatacostscurrentdatadefineddiagramefficiencyequipmentEURforformulaformulasfromgroupshigherhistorichourinislimitlowermodelmodelsnamenewnormalisedokonorpageperformperiodpreviewprocessedreportreportsshowntablestemplatetemplatesthatthethemethistovaluewwwzenon +
    ThresholdProcessor(30%)0,9ms29,7%0,5813anallowananalysisanalysisandarchivesbasedbecancancelcanclassclacontainsdatacostscurrantdatadefineddiagramefficiencyequipmentclaforformulaformulasforgroupslowerhistorichourinisnamalowermodelmodelsnamanewnormalisedokonorclaseperformperiodpreviewprocessedreportreportsshowntablestemplatetemplatesthatthethemethistovalınnewon +
    ThresholdProcessor(20%)1,0ms32,8%0,5913anallowananalysisanalysisandarchivesbasedbecancancelcanclassoocontainsdatacostscledatadefineddiagramefficiencyequipmentooforformulaformulasforgroupshigherhistorichourinislouttowermodelmodelsnamenewnomalisedooonornameperformperiodpreviewprocessedreportreportsshowntablestemplatetemplatesthatthethemethistonamenewon +
    AutoThresholdProcessor(OTSU)0,9ms35,9%0,8613anallowananalysisanalysisandarchivesbasedbecancancanclassmodcontainsdatacostsequipmentdatadefineddiagramefficiencyequipmentmodforformulaformulasforgroupshourhistorichourinismodormodelmodelstetenormalisedoronorteperformperiodpreviewprocessedreportreportsshowntablestemplatetemplatesthatthethemethistotemodon +
    ThresholdProcessor(70%)1,0ms39,1%0,9113anallowananalysisanalysisandarchivesbasedbecancanfenclassmomcontainsdatacostsfendatadefineddiagramefficiencyequipmentfenforformulaformulasmomgroupshourhistorichourinismomformodelmodelspreefenformulasoronorpreeperformperiodpreviewprocessedreportreportsshowntablestemplatetemplatesthatthethemethistopreefenfen +
    ThresholdAdaptiveProcessor(20_20)0,6ms43,8%1,0013anallowananalysisanalysisandarchivesbasedbecananalcanclassorcontainsdataclasscandatadefineddiagramefficiencyequipmerororformulaformulasorgroupsthehistoricorinisthatormodelmodelsanalbenormalisedoronortheperformperiodpreviewprocessedreportreportsshowntablestemplatetemplatesthatthethemethistoanaloron +
    ThresholdProcessor(80%)1,8ms46,9%1,2513anallowananalysisanalysisandarchibasedbecancanbecanclassofcontainsdatacostscanbedatadefineddataefficiencyefficiencytheforformulaformulasforgroupsthehistorichourinisormulormodelmodelsthebeformulasofonortheperformperiodpreviewpreviewreportreportsshownthetemplatetemplatesthatthethemethistocanbetheon +
    ThresholdProcessor(40%)1,5ms48,4%0,4415anallowananalysisanalysisandarchivesbasedbecancancelcanclasscurcortainsdatacostscurrantdatadefineddiagramefficiencyequipment42forformulaformulasforgroupshigherhistorichourinisimitlowermodelmodelsnamenewnormalisedokonornameperformperiodpreviewprocessedreportreportsshowntablestemplatetemplatesthatthethemethistovaluanewon +
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    ThresholdAdaptiveProcessor(24_24)1,9ms50,0%1,1113anallowananalysisanalysisanarchivesbasedbecancancanclasstocontainsdatalassequipmentdatadefineddataefficiencyequipmenthlforformulaformulasforgroupsthehisoricorinislassmodelmodelmodelszezenommalisedoronorzeperformperiodperiodprocessedreportreportsshowntablestemplatetemplatesthatthethemethistohlhlze +
    ThresholdAdaptiveProcessor(14_14)0,4ms51,6%1,3313anallowananalysisanalysisandthisbasedbecancancanclassoncontainsdatacostscandatadefineddiagramefficiencyefficiency04hourformulaformulaonhourhourhistorichourinisthismodelmodelmodelcassbenormalisedonononcassperiodperiodpreviewpreviewreportreportshowntablestemplatetemplatesthatthethemethistocass04on +
    ThresholdAdaptiveProcessor(16_16)0,4ms51,6%1,34`null`anlieanclasslieandarchivesbasedbecancansenclassorcostsdatacostssendatadefineddiagramefficiencyequipmentsenorformulaformutasorgroupsliehistorichourinisliemodelmodelmodelsdassenformutasoronordasperiodperiodpreviewprocessedreportreportsshowntablestemplatetemplatethisthethethistoliesensen +
    ThresholdAdaptiveProcessor(12_12)0,5ms51,6%1,1110anallowananalysisanalysisandarchivesbasedbecancancanclassorcontainsdataclassequipmentdatadefineddiagramefficiencyequipment10orformulaformulasorgroupsihehistoricorinisihemodelmodelmodelsihebenormalisedoronoriheperiodperiodperiodprocessedreportreportshowntablestemplatetemplatesthatthethemeistotables10ienry +
    ThresholdProcessor(60%)0,8ms51,6%0,471manallowananalysisanalysisandarchivesbasedbecancancelrenclass1mcontainsdatacostscurrentdatadefineddiagramefficiencyequipment000forformulaformulasfromgroupshigheshistorichourinisgastlowermodelmodelsnamenewnormalisedokonornameperformperiodpreviewprocessedreportreportsshowntablestemplatetemplatesthatthethemethistovanıowinren +
    ThresholdAdaptiveProcessor(08_08)0,4ms62,5%1,5514anllandassnameandeficheneybasedbecancancanclasstocurrantdatadasscurrentdatadefineddiagramefficiencycurrentllorformulasformulastogroupshehistoriceurinisllmodelmodelmodelnamehenormalisedononornameperiodperiodperiodprocessedreportreportshownnametemplatetemplatethethethethetonamellon +
    ThresholdAdaptiveProcessor(18_18)0,5ms62,5%1,7011anclasanclassntheandarchivesbasedbecancanbecanclasstocostsdatacostscanbedatadefineddataefficiencyequipment11orformulaformulastogroupshihistorichourinishimodelmodelmodelnthebeformulasoronorhanperiodperiodperiodprocessedreportreportshownclasreportclashanthethehitocanbe11on +
    ThresholdProcessor(50%)0,8ms62,5%0,5616anallowananalysisanalysisandarchivesbasedbecanconcdenclassconccontainsdatacostscurdatadefineddiagramefficiencyequipment40forformulaformulasforgroupshigherhistorichourinisbitlowermodelmodelsnamenewnormalisedoronornameperformperiodpreviewprocessedreportreportsshowntablestemplatetemplatesthatthethemethistovaluanewden +
    ThresholdProcessor(10%)0,9ms67,2%1,4213anorananalysisanalysisandthisbasedbecancancelcanclassorntainsdatacostsquipmentdatadefineddiagramefficiencyquipment13forformulaformulasforgroupsthetorhourinisthetorthetcostsclasenewnomalisedokonorpiperformperiodperiodnomalisedreportreportshownthettemplatetemplatethetthethemethistoclasenewon +
    ThresholdAdaptiveProcessor(10_10)0,4ms68,8%1,5919anvalueananalysisanalysisandthisbasedbecancancanclasstoclassdataclasscurrentdatadefineddiagramefficiencycurrentihefurformulaformulasficvalueihehistoricfurinisihemodelmodelmodelihebeformulasonononiheperformperiodperiodperiodreportreportsshownvaluetemplatetemplatethisthethethistovalueiheon +
    ThresholdProcessor(0%)0,8ms90,6%3,3113`null`0505costsbasedcdcostsbased05cdbasedcdcostscdcostscostscostscd05basedhourefficiencyefficiency05hourformulaformula05hourhourhourhour050505hourcdcostsbased05formula050505basedreportcdreportbasedreportreporthourbasedreportreport0505hour0505hour05report +
    ThresholdAdaptiveProcessor(04_04)0,4ms93,8%3,7310`null`classdatclassdatadataclassdata10datdatadatclassdatclassdataclassdatdatadatadataclassreportdatdatdataclassdataclassdatareportdata1010datdatadatdatadatadattemplate101010datareportreportreportclassreportreportdatadatatemplatetemplatedatdatdatadata10datadatreport +
    ThresholdAdaptiveProcessor(06_06)1,0ms93,8%3,52`null``null`classbiclassasedasedclassasedbibiasedbiclassbiclasstemplateclassclassbiasedbiefficiencyefficiencybibitemplatetemplatebiclassbireportbibibibiasedasedclassasedbiasedbibibiasedreportbireportasedreportreportbiasedtemplatetemplatebibiasedbibiasedbireport +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%5,16`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
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    ThresholdProcessor(100%)0,9ms100,0%5,16`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)1,0ms100,0%5,16`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(90%)1,1ms100,0%3,67`null`adleoadsuleoadodespopedbpadpopedseysujoodespopedodeseuradpopedeurseyeureureurmoreumuuodjoodeseurmoreeurjojoleopopedodesodesmoreseypopedjojoeurpopedeurpopedpeseqpopedeureurjoodesmorepopedadueeurodesjoueeurleo +
    +

    *Comparison data generated based on 64 tagged words.*

    +

    zrs_REPORTS_extended-analysis_017

    +

    +
    ProcessorElapsedWERCER (avg)Image1absoluteaggregatedaggregationanalysisanalyzerandareassociatebasedcalcculatecancelchartscomconsumptioncopadatacounterscreateCYCLICdataDATAdistributionENERGYequipmentextendedfillerfilteringforfromgroupgroupshistorianiniskwhlabellerMACHINEmodelingnamenewofokonpackerpageperformperiodPMpreviewpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthosthosetrendtwotypesvaluesvariablewithwwwZAD_GBLzenon +
    ThresholdProcessor(30%)0,9ms31,6%0,7910associateaggregatedaggregationanalysisanalysisandareassociatebasedcalculatecancelchartsokconsumpeondatacounterscreate10data10distribution10equipmentextendedfillerfilteringforforgroupgroupshistorianinistwolabeller10modelingnamenewofokonpackernameperformperiod10previewpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthisthosetrendtwotypesvaluesvariablewithnewzad_gblon +
    ThresholdProcessor(60%)0,8ms35,5%0,8810associateaggregatedaggregationanalysisanalysisandareassociatebasedcalculatecancelchartsokproductiondatacounterscreatecanceldataaddistributioncancelequipmentextendedfillerfilteringforforgroupgroupshistorianinistwolabelercancelmodelingarenewofokonpackerareperformperiodadpreviewpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthosethosetrendtwotypesvaluesvariablewithnewzad_gblon +
    AutoThresholdProcessor(Kapur)1,0ms36,8%0,9110calculateaggregatedaggregationanalysisanalysisandareaggregatedbasedcalculatecancelchartsokcommamptondatacounterscreaterevedatarevedistributionreveequipmentextendedfillerfilteringforforgroupgroupshistorianinistwolabellerrevemodelingnamenewofokonpackernameperformperiodalpreviewpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthisthosetrendtwotypesvaluesvariablewithwanzad_gblon +
    ThresholdProcessor(20%)1,0ms38,2%0,93`null`associateaggregatedaggregationanalysisanalysisandareassociatebasedcalculatecancelchartsokproductionoatacounterscreatekerdatakerdistributionkerequipmentexterdedfillerfilteringforforgroupgroupshistorianiniskerfillerkermodelingarenewofokonpackerareperformperiodacpreviewpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthosethosetrendtwotypesvaluesvariablewithnewzad_gblon +
    ThresholdProcessor(50%)0,8ms40,8%0,7910associateaggregatedaggregationanalysisanalysisandareassociatebasedcalculateconcchartscomconsumptiondatacounterscreateasdataasdistributionasequipmentextendedfillerfilteringforcomgroupgroupshistorianinistwolabellerasmodelingnamenewofononpackernameperformperiodaspreviewpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthosethosetrendtwotypesvaluesvariablewithnewzad_gblon +
    AutoThresholdProcessor(OTSU)0,9ms40,8%1,1110associateaggregatedaggregationanalysisanalysisandareassociatebasedcalculatearechartspmproductiondatacounterscreateperioddataaredistributionperiodequipmentextendedfillerfiteringforforgroupgroupshistorianinistwofillerperiodmodelingareareofononpackerareperformperiod10periodpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthisthosetrendtwotypesvaluesvariablewithtwoperiodon +
    ThresholdAdaptiveProcessor(16_16)0,4ms42,1%1,0810associateaggregatedaggregationanalysisanalysisandareassociatebasedcalculatenewchartsfonproductiondatacounterscreate10data10distribution10equipmentextendedlabellerfiteringforfongroupgroupshistorianinistwolabeller10modelingarenewofononpackerareperformperform10previewpriceproductionrelativereportreportsselectionshownstandardtypestemplatetemplatesthatthethemetherethisthosethosetrendtwotypesvaluesvariablewithnewzad_gblfon +
    ThresholdAdaptiveProcessor(20_20)0,6ms42,1%1,2810associateaggregatedaggregationanalysisanalysisandareassociatebasedassociatepricechartswmproductiondatacounterscreatewmdatawmdistributionwmequipmentstandardfillerfiteringforforgroupgroupshistorianiniswmlabellerwmfiteringarewmofofonfilerareperformperiodwmperiodpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthosethosetrendtwotypesvaluesvariablewithwmzad_gblon +
    ThresholdProcessor(40%)1,5ms42,1%0,86`null`associateaggregatedaggregationanalysisanalysisandareassociatebasedcalculatecancelchartspmproductiondatacounterscreate7068data7068distribution7068equipmentextendedfillerfilteringforforgroupgroupshistorianinistwolabeller7068modelingnamenewofofonpackernameperformperiodadpreviewpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthosethosetrendtwotypesvaluesvariablewithtwozad_gslon +
    ThresholdAdaptiveProcessor(22_22)0,5ms43,4%1,24`null`associateaggregatedaggregationanalysisanalysisandareassociatebasedcalculatetableschartsumproductiondatachartscreatewudatawudistributionwuequipmentextendedtablesfiteringforforgroupgroupshistorianiniswulabeiterwufiteringarewuofofonpackerareperformperiodwuperiodpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthisthosetrendtwotypesvaluesvariablewithwuzad_gblon +
    ThresholdProcessor(70%)1,0ms43,4%1,1310associateaggregatedaggregationanalysisanalysisandareassociatebasedcalculatevalueschartsofproductiondatacounterscreatezaddatazaddistributionzadequipmentextendedfillerfikeringforforgroupgroupshistorianinistwotableszadmodelingarezadofofonpackerareperformpesiod10pesiodpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthisthosetrendtwotypesvaluesvariablewithtwozadon +
    ThresholdAdaptiveProcessor(24_24)1,9ms43,4%1,1410associateaggregatedaggregationanalysisanalysisandareassociatebasedcalculatepackerchartspmproductiondatacounterscreatechartsdatamedistributionchartsequipmenttrendfillerfillerforforgroupgrouphistorianinistwolabollerchartsmodelingmeneofononpackerareperformperiodmeperiodpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthisthosetrendtwotypesvaluesvariablewithtwozad_gblon +
    ThresholdProcessor(80%)1,8ms46,1%1,42`null`calculateaggregatedaggregatedanalysisanalysisandarecalculatebasedcalculatearechartspmproductiondatacounterscreatepmdatapmdistributionpmequipmentextendedtablesfiteringforforgroupsgroupshistorianinisithtablespmmodelingarepmofononpackerareperformperiodpmperiodpriceproductioncreatereportreportsproductionshownstandardtablestemplatetemplatesthatthethemetherethisthosethosetrendtwotypesvaluesvariablewithtwopmon +
    ThresholdAdaptiveProcessor(18_18)0,5ms47,4%1,2410associateaggregatedaggregationanalysisanalysisandareassociatebasedassociatepackerchartsfamproductiondatacounterscreatefamdatafamdistributionfamequipmentextended-fillerfiteringfamfamgroupgroupshistorianinistwolabellerfammodelingfamfamofofinpackerareperformperformijpricepriceproductionrelativereportreportselectionshownstandardtablestemplatestemplatesthatthethemetherethisthosethosetrendtwotypesvaluesvariablewithtwozad_gblreport +
    ThresholdProcessor(10%)0,9ms48,7%1,0110associateagaregatedaggregationanalysisanalysisandareassociatebasedcalculatecancelchartsforproductiondatacounterscreate10data10distribution10equipmentstandardfillerfilteringforforgroupgrouphistorianinistwolabeller2ad_gblmodelingarenewofakonpackerareperformperform10previewpriceproductionrelativereportreportsselectionshownstandardtablestemplatetemplatesthatthethemetherethisthosethosetrendtwotypesvaluesvariablewithtwo2ad_gblon +
    ThresholdAdaptiveProcessor(08_08)0,4ms55,3%1,83`null`labslleraggregatedaggregationanalysisanalysisandthecreatebasedcreatepackerchartsonproductiondatacreatecreatepackerdatathedistributionpackerequipmentlabellerpackerfilteringongroupgroupgrouphistorianinistwolabellerpackerfilteringthetheofononpackerpackerperformpriceonpricepriceproductioncreatereportreportselectionshownandvaluestemplatetemplatesthatthethemethemethisthosethosethetwotypesvaluesvariablewithtwopackeron +
    ThresholdAdaptiveProcessor(12_12)0,5ms55,3%1,57`null`associateaggregatedaggregationanalysisanalysisandareassociatebetemplatevaluesthatpmproductiondatacounterscreatebedatabedistributionbeequipmentextendedfillerfilleroftwogroupgrouphistorianbebetwofillerbemachinearenewofofofpackerareperformperformbecreatepriceproductionrelativereportreportselectionthosestandardtypestemplatetemplatesthatthethemetherethisthosethosetrendtwotypesvaluesvariablewithtwozad_gblbe +
    ThresholdAdaptiveProcessor(14_14)0,4ms61,8%2,09`null`associateaggregatedaggregatedanalysisanalysisandareassociateandassociatevaluesthatnmproductiondatacounterscreatenmdatanmdistributionnmequipmenttrendvalueshistorianofnmoftvalueshistoriannmestwovaluesnmtrendnmnewofofofvaluesareperformperformnmpricepriceproductioncreatereportreportproductionthosestandardvaluestemplatetemplatesthatthethemetherethisthosethosetrendtwotypesvaluespricewithnewnmnm +
    ThresholdProcessor(90%)1,1ms65,8%2,22`null`reportaggregatedaggregationanalysisanalysisandarecreatearecreatearethatofselectiondatacreatecreatezadatazadistributionzaequipmentcreatearemodelingofaregroupgrouphistorianzazathmodelingzamodelingarezaofofondareareperformperformzapreviewareselectionrelativereportreportselectionthoseandtypestemplatestemplatesthatththemetherethisthisthosearetwatypesarevariablewithtwazaza +
    ThresholdAdaptiveProcessor(10_10)0,4ms73,7%2,42`null`associateaggregatedaggregatedanalysisanalysisandareassociateandassociatecathatcadistributiondatatercreate2146data2146distribution2146equipmentextendedithemodelingterregreatégreatéhistoriancacatwopacker2146modelingarereofofofpackerarereporttrendcacreateremodelingcreatereportreportgreatéthoseextendedtypestemplatestemplatesthatithethemethemethisthosethosetrendtwotypespackerzad_gblithetwozad_gblre +
    ThresholdAdaptiveProcessor(06_06)1,0ms81,6%2,99`null`templatecreatecreatevaluesvaluesandihecreatehosecreateficethatmonmondatascreatecreatedatasdatasficehistoriandatasficegeierficehistorianmonficegeiervalueshistorianinintwogeierdatasmonficeperofofmonperficeperformperformingeierpriceproductcreatereportreportgeiermondatajandvaluestemplateemplatesthatthethemethemethisthisthosetheytwotheyvaluescreateficetwodatasmon +
    ThresholdAdaptiveProcessor(04_04)0,4ms89,5%3,82`null`templatetrendtrendcyclicbasedtrendtrendtemplatebasedtemplatebaseddataofcyclicdatathistrendtrenddataoftrendtrendtrendtrendcyclictrendofoftrendtrendtrendofofofvariabletrendmachinedataofofofofbaseddatareporttrendoftrendtrendmachinetemplatereportreportmachineoftrendthistemplatetemplatethisthistrendtrendthisthisthistrendofthisbasedvariabledataoftrendtrend +
    ThresholdProcessor(0%)0,8ms90,8%3,5510vanableaggregationaggregationvanableflierandnehistorianzadvanablenezadpmaggregationzadnerelative07zad07historian07equipmentneflierhistorianfmfmgroupgrouphistorian070707flier07fliernene070707packernepmne07flierneselectionrelativeneneselectiongroupandvanablerelativerelativezadnenene0707neand07nefliervanablewith0707ne +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%5,88`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%5,88`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%5,88`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)1,0ms100,0%5,88`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 76 tagged words.*

    +

    zrs_ZAMS_3rd-connector_014

    +

    +
    ProcessorElapsedWERCER (avg)Image3rdarchiveassignedbottlecancelconnectorcycledatabasedatasourcedddescriptionequipmentforglassgroupshhidentificationlinemediametadatammnewnextokpartyplantpreviousprojectssthetimetotalvariablesvisualname +
    ThresholdProcessor(10%)0,9ms17,6%0,413rdarchiveassignedbottlecancelconnectorcycledatabasesourcedddescriptionequipmentforglassgroupshhidentificationlineddmetadatammnewnextokpartypartypreviousprojectssthetimedatavariablesvisualname +
    ThresholdProcessor(20%)1,0ms32,4%0,853rdarchiveassignedbottlecycleconnectorcycledatabasesourcedddescriptionequipmentforglassgroupshhidentificationlinemmmetadatammnewnewmmpartypartygroupsprojectmmthetimebottlevariablesvisualname +
    AutoThresholdProcessor(Kapur)1,0ms35,3%0,823rdarchiveassignedbottlenewconnectorcycledatabasesourcehedescriptionequipmentforglassgroupsheidentificationlinemediametadatahenewnewokpartyglassgroupsprojecthethetimedatavariablesvisualname +
    ThresholdProcessor(0%)0,8ms38,2%1,153rdarchiveassignedtotalcancelconnectorcycledatabasesourceokdescriptionequipmentforgroupsgroupsokidentificationtimemetadstametadstammnewnextokpartypartygroupsprojectokthetimetotalvariablestime +
    ThresholdProcessor(30%)0,9ms41,2%1,183rdarchiveassignedbottlecycleconnectorcycledatabasesourcehhdescriptionequipmentforglassgroupshhdescriptionlinemediametadatahhnewnewhhpartyplantpeiprojecthhthetimebottlevariablestime +
    ThresholdAdaptiveProcessor(18_18)0,5ms61,8%2,623rdarchivelinebottlelineconnectorbottledatabasedatabase86connectorplantforglassglass86connectorlinenewmetadata86newnew86partyplantarchiveplant86thelinetotalarchiveline +
    ThresholdProcessor(40%)1,5ms61,8%2,00sscycleassignedsourcecycleprojectcycledatasourcessdescriptionequipmentssssgroupsssidentificationtimemediametadatammssssssdatadatagroupsprojectsstimetimedatavariablesvisualname +
    ThresholdAdaptiveProcessor(20_20)0,6ms67,6%2,883rdarchivelinebottelineconnectorbottedatabasedatabaseatpartyplantforglassoosatconnectorline3rddatabaseatnewnewoospartyplantoosplantoosthelinebottedatabaseline +
    ThresholdAdaptiveProcessor(24_24)1,9ms67,6%3,003rdarchivelinebottlenewconnectorbottledatabasedatabaseqfconnectorlineforglassglassqfconnectorlinenewdatabaseqfnewnewqfpartyglassarchivenewqfthethebottlearchiveline +
    ThresholdAdaptiveProcessor(22_22)0,5ms73,5%3,243rdarchivenewthenewconnectorthedatabasedatabaseatpartyplantforplant3rdatconnectornewnewdatabaseatnewnewatpartyplantarchiveplantatthetheatdatabasedatabase +
    ThresholdAdaptiveProcessor(06_06)1,0ms85,3%3,88`null`lineassignedbottlelinebottlebottlebottleassigned`null`equipmentequipment`null`groupsgroups`null`equipmentlinelinebottle`null`lineline`null`bottlelinegroupsgroups`null`linelinebottleassignedline +
    ThresholdAdaptiveProcessor(04_04)0,4ms88,2%4,26`null`assignedassignedgroupsgroupsassigned`null`assignedassigned`null`identificationequipment`null`groupsgroups`null`identification`null``null`assigned`null``null``null``null``null``null`groupsgroups`null``null``null`groupsassignedassigned +
    ThresholdAdaptiveProcessor(08_08)0,4ms88,2%4,35`null`assignedassignedprojectprojectproject`null`assignedassigned`null`equipmentequipment`null`groupsgroups`null`equipment`null``null`project`null``null``null``null``null`projectgroupsproject`null``null``null`groupsassignedassigned +
    ThresholdProcessor(70%)1,0ms88,2%4,09eyaoeytotaleytotaleytotalaoeymediaplantfoplantfohhmediaplantmediamediaeyeyeyeyplantplantmediaplanteyhheytotaltotaltotal +
    ThresholdAdaptiveProcessor(10_10)0,4ms91,2%4,09netassignedassignednetnetnetnetnetassigned`null`equipmentequipmentnetgroupsgroups`null`equipmentnetnetnet`null`netnet`null`netnetgroupsnet`null`netnetnetassignedassigned +
    AutoThresholdProcessor(OTSU)0,9ms91,2%4,03watietietotalwatotaltietotaltotalwatieplantaoplanttotalwamediatiemediamediawawawawaplantplantmediaplantwatietietotaltotaltotal +
    ThresholdProcessor(90%)1,1ms91,2%4,21tbmediaebtotalebtotaltbtbtotaltbmediaplanttbplanttotaltbmediaplantmediamediatbebebtbplantplantmediaplanttbtbtbtotaltotaltotal +
    ThresholdAdaptiveProcessor(14_14)0,4ms94,1%4,65`null`cycletimecyclecyclecyclecycletimetime`null`timetime`null`cyclecycle`null`timetimecycletime`null``null`time`null`cyclecycletimecycle`null`timetimetimecycletime +
    ThresholdProcessor(50%)0,8ms94,1%4,47aoaoaoaoaoplantaohabaoaomediaplantaoplantaoaomediaplantmediamediaaoaoaoaoplantplantmediaplantaoaoaoaohabplant +
    ThresholdProcessor(60%)0,8ms97,1%4,79habhabbysbyshabplantbyshabhab`null`bysplanthabplantbyshabplantplanthabplant`null`habhab`null`plantplantbysplantbyshabhabhabhabplant +
    ThresholdAdaptiveProcessor(16_16)0,4ms100,0%5,88`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%5,88`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%5,21gagagabogabogagagagabojubogagagagagagagagagagagagagabobogagagagagaga +
    ThresholdAdaptiveProcessor(12_12)0,5ms100,0%5,88`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%5,88`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)1,0ms100,0%5,88`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(80%)1,8ms100,0%5,88`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 34 tagged words.*

    +

    zrs_ZAMS_filter-alarmgroup_001

    +

    +
    ProcessorElapsedWERCER (avg)Imagealarmalldeselectemergencyenableeqauipmentexternalfailuregroupmachineprefilterprefilteringselectstaticstop +
    ThresholdProcessor(40%)1,5ms13,3%0,20alarmalldeselectemergencyenableequipmentextemalfailuregroupmachineprefilterprefilteringselectstaticstop +
    ThresholdProcessor(50%)0,8ms20,0%0,20alarmalldeselectemergencyenableequipmentextemalfailuregroupmachineprefilterprefilteringselectstaticstop +
    ThresholdProcessor(30%)0,9ms20,0%0,20alarmalldeselectemergencyenableequipmentextemalfailuregroupmachineprefilterprefilteringselectstaticstop +
    ThresholdProcessor(20%)1,0ms26,7%0,40alarmalldeselectemergencyenableequipmentextemalfailuregroupmachineprefilterprefilterselectstaticstop +
    ThresholdAdaptiveProcessor(22_22)0,5ms40,0%1,13alarmalarmenableemergencyenableequipmentexternalfailuregroupmachineprefitterprefitteringalarmstaticstop +
    ThresholdProcessor(60%)0,8ms40,0%1,07alarmaaenableemergencyenableequipmentextemalfailuregroupmachineprefilterprefilteringalamstaticstop +
    ThresholdAdaptiveProcessor(12_12)0,5ms46,7%1,27alarmalamemergencyemergencyenableequipmentexémalfailuregroupmachineprefilterprefitteringalamstaticstop +
    AutoThresholdProcessor(OTSU)0,9ms46,7%1,07alarmalamenableemergencyenableequipmentextemalfailuregroupmachineprefilterprefilteringerstaticstop +
    ThresholdAdaptiveProcessor(16_16)0,4ms53,3%1,27alarmalametemalemergencyenableequipmentetemalfailuregroupmachineprefiterprefitteringetemalstaticstop +
    ThresholdAdaptiveProcessor(18_18)0,5ms53,3%1,07alarmalamenableemergencyenableequipmentexternalfailuregroupmachineprefiterprefitteringalamstaticstop +
    ThresholdProcessor(70%)1,0ms53,3%1,20alarmalamenableemergencyenableequipmentextemalfailuregroupmachineprefitterprefitteringalamstaticstop +
    ThresholdProcessor(80%)1,8ms53,3%1,53alarmaanemergencyemergencyenableequipmentextemalfailuregroupmachineprefikerprefikeralarmstaticstop +
    ThresholdAdaptiveProcessor(10_10)0,4ms60,0%1,47alarmalamseeremergencyenableenableextemalfailuregroupmachineprefiterprefitteringseerstaticstep +
    ThresholdAdaptiveProcessor(20_20)0,6ms60,0%1,13alarmalameternalemergencyenableequipmenteternalfailuregroupmachineprefiterprefiteringalarmstaticstop +
    AutoThresholdProcessor(Kapur)1,0ms60,0%1,53alarmaimemergencyemergencyenableequipmentextemalfairegroupmachineprefiterprefiteralarmstaticstop +
    ThresholdAdaptiveProcessor(24_24)1,9ms60,0%1,20alarmalamemergencyemergencyenableequipmentextemalfailuregroupmachineprefitterprefiteringalamstaticstop +
    ThresholdAdaptiveProcessor(08_08)0,4ms73,3%2,73alarmieenableequipmentenableequipmentenablefailuregroupmachineprefitteringprefitteringieiegroup +
    ThresholdAdaptiveProcessor(14_14)0,4ms73,3%0,67alarmaldeselectemergencyenableequipmentbtemalfailuregroupmachineprefitterprefiteringdeselectstaticstop +
    ThresholdAdaptiveProcessor(04_04)0,4ms80,0%4,27wannwannfailuremachinewannwannwannfailuregroupmachinepretitenngpretitenngwannwanngroup +
    ThresholdProcessor(10%)0,9ms80,0%3,53alamalamenableenableenableenableenableenablegroupenableprefitterprefitterstaticstaticoroup +
    ThresholdAdaptiveProcessor(06_06)1,0ms80,0%3,80alarmalarmenableenableenableenableenablealarmgroupalarmprefitteringprefitteringalarmalarmgroup +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%7,00`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%5,73bornafdeibornafdeiborndeiborndeideideideideidei +
    ThresholdProcessor(0%)0,8ms100,0%7,00`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%7,00`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)1,0ms100,0%7,00`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(90%)1,1ms100,0%7,00`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 15 tagged words.*

    +

    zrs_ZAMS_OLEDB-server_001

    +

    +
    ProcessorElapsedWERCER (avg)ImageaaccessadadbcadhocallallowappliedarecancelcdCDSBG036connectiondbdisallowdriversdynamicenableforgeneralharaldrhelpindexinprocesslevellikelinkedmicrosoftmynamenestednonokoleonlyoperatoroptionspageparameterpathpropertiesproviderqueriesreadyscriptselectserverserverssqlsupportsthatthesethistotransactedupdatesuseusingviewZA2zero +
    ThresholdProcessor(50%)0,8ms39,3%0,82asaccessbdadhocadhocallallowappliedareallcdcdsbg036connectionbddisallowserversdynamicenablenongeneralallowhepindexinprocesslevellikelinkeddisallowbdnamenestednonbdonlyonlyoperatoroptionspageparameterpathpropertiesproviderquenesreadyserverselectserverserverssemsupportsthatthesethistotransactedupdatesuseusingviewsemzero +
    AutoThresholdProcessor(OTSU)0,9ms42,6%1,30asaccessasadhocadhocallallowallowareindextocdsbgo36connectiontodisallowserversdynamicallnonlevelallowallindexinprocesslevellikelinkedmy_sql_toarenestednonnonallonlyoperatoroptionspathparameterpathqueriesproviderqueriesreadyserverserverserverserversallsupportsthatthesethistotransactedupdatesuseusingviewnonzero +
    ThresholdProcessor(60%)0,8ms44,3%1,21asaccesscdadhocadhocallalowappliedareindexcdcdsbgo36connectioncddisallowserversoynamicalltolevelalowallindexinprocesslevellikelinkedmy_sql_cdarenestednoncdallonlyoperatoroptionspathparameterpathqueriesproviderqueriesreadyserverserverserverserversallsupportsthatthesethistotransactedupdatesuseusingviewcdzero +
    ThresholdProcessor(70%)1,0ms44,3%1,31asaccessasadhocadhocallallowappliedarelinkedaslinkedoptionsasdisallowserversdynamicenabletolevelicalsqlindexinprocesslevellikelinkedicalmy_namenestednonasonlyonlyoperatoroptionsnameparameterpathqueriesproviderqueriesicalserversqlserverserverssqlsupportsthatthesethistotransactedupdatesuseusinglikemy_zero +
    ThresholdProcessor(40%)1,5ms44,3%1,10asaccessasadhocadhocallallowappliedareuinked3232connection32disallowserversdynamicnametogeneralservermewindexinprocesslevellinkedlinkedmprocess32namenestednon32onlyonlyoperatoroptionspageparameterpathprogressproviderquenesreadyserverselectaserverserversallsupportsthatthesethistotransactedupdatesuseusingmew32zero +
    AutoThresholdProcessor(Kapur)1,0ms45,9%1,34asaccessbdadhocadhocallallowappliedarelinkedbdumoptionsumdisallowserversdynamicenabletogeneralallowhebindexinprocesslevellinkedlinkedicaumnamenestednonumallonlyoperatoroptionsareparameterpathqueriesproviderqueriesicaserverserverserverserversallsupportsthatthesethistotransactedupdatesuseuseicaumzero +
    ThresholdProcessor(30%)0,9ms49,2%0,82asaccessasodbcadnocallallowspalıedarecanceltosentconnectondbdisalowserversdynamicenableforlevelallowhelpindexinprocesslevellxelinkedmicrosofttonamenestednonokoleontyoperatoroptionspageparameterpathpropertiesproviderquenesreadysentselectserverserversallsupportsthatthesethistotransactedupdatesuseusingdredrezero +
    ThresholdProcessor(80%)1,8ms55,7%1,80asaccessbdadhocadhocallallowlikeareindexbdbdoptionsbddisallowserversupdatesonlytolevelallowonlyindexinprocesslevellikeinkedinprocessbdarenestednonbdonlyonlyoperatoroptionsareoperatorpathqueriesproviderqueriesbdlikelevelserversserversallsupportsthatthesethistotransactedupdatesuseuselikebdzero +
    ThresholdAdaptiveProcessor(12_12)0,5ms67,2%2,10`null`accessilodbcachocallallappliedaremaililmailoperctordballdriversmailmailforserversmailtheseinkedaccessmaililinkedmicrosoftilarethesenoniloleoleoperctoroptionsareprovidermailsupportsproviderserversmailmailserversserversserversilsupportsthatthesethistotrensactedupdatesuseusingililare +
    ThresholdAdaptiveProcessor(22_22)0,5ms68,9%2,28`null`ssniodbcodbcallallappliedaregenerniappliedconnectondballdriversnigallforgenerallallinkedinkedgenerniginkedmicrosoftnipagegenernignioleoleserveroptionspageproviderpageproviderproviderserversgenerserverselectaserverserversssserversthatthesethistoappliedpageuseusingnignigfor +
    ThresholdProcessor(20%)1,0ms72,1%2,07alcancelalodbcodbcalprowapticrsarecancelcoapticrsconnecbondbprowserversdynamicnameforgererallrxedheslinkedapticrslrxedlinkedlinkedmicrosoftibnamehescookoleonsprowoptionspageparameterpageprowderproviderqueneshesoptselectserverserversalserversthetthesethiscocancelpagebsusingibibcer +
    ThresholdAdaptiveProcessor(08_08)0,4ms75,4%2,54`null`arecdallallallallappliedareallcdcdsbg036connectionnnallserversnnalltogeallgelinkedprogressserverlinkedlinkedprovnnareservernnnngennserveroptionsgeproviderallpropertiesproviderserversgeserverserversserverserversallserversthatthisthistoappliedapplieduseuseviewnnge +
    ThresholdProcessor(90%)1,1ms78,7%2,90`null`theseallallallallallappliedarelinkedtoinfoedoptionstoallserversinfoedalltoserversalltheseinfoedinfoedtheselinkedlinkedinfoedtoareinfoedtotoallalloptionsoptionsareprovideralloptionsproviderserversallusingserversserversserversallserversthatthesethistoinfoedapplieduseusingareallare +
    ThresholdAdaptiveProcessor(14_14)0,4ms80,3%2,92`null`theseallallallallallappliedareinkedtomy-sql-optionstoallserversmy-sql-alltoserversallallinkedinkedserverinkedinkedmy-sql-toareinkedtotoallallserveroptionsareproviderallproviderproviderserversallserverserversserverserversallserversthatthesethistoappliedapplieduseuseuseallto +
    ThresholdAdaptiveProcessor(06_06)1,0ms80,3%2,59asaccesscdsdhocsdhocassdhocpagepageaccesscdcdsbg036connectionsndigallawserverssdhocpagefurgenerelserverzeroindexaccesslevelpagegnkedaccesssnpagegnkedsnsnsnor'yzerooptionpagepagepathoptionserverserversor'yserverselectaserverserverssnserversthisthisthissngnkedpagesnusingsnsnzero +
    ThresholdAdaptiveProcessor(20_20)0,6ms82,0%2,98`null`driversdbodbcodbcoleolepagepagepagedbmy_sql_connectiondbmy_sql_driversmy_sql_pageforgeneralserveroleodbcdriversserverpageservermicrosoftdbpageserverfordboleoleserveroptionspageproviderpagedriversproviderserverpageserverselectaserverserverdbdriversodbcpageodbcdbconnectionpageoleoptionsoledbfor +
    ThresholdAdaptiveProcessor(24_24)1,9ms86,9%3,34`null`driversdbodbcodbcoleoleoleoleoledbdriversoptionsdbdriversdriversdriversoleforserverserveroleoledriversserveroleolemicrosoftdboleserverforoleoleoleserveroptionsoleprovideroledriversproviderserverdbserveroleserverserveroledriversoleoleoledbserveroptionsoleoptionsoleolefor +
    ThresholdProcessor(10%)0,9ms88,5%3,61`null`pagedbodbcodbcoleforpagepagepagedbpageoptionsdbpageproviderpagepageforpagepageolepagepagepagepagepagemicrosoftdbpagepagefordboleolepageoptionspageproviderpageoptionsproviderpagepageforolepagepagedboptionspagepagepagedbpagepageolepageoledbfor +
    ThresholdAdaptiveProcessor(04_04)0,4ms93,4%3,61`null`this`null`thisthismewmewlinkedmewlinked`null`serverconnection`null`serverserverlinkedservermewserverservermewlinkedpropeniesserverlinkedlinkedservermewmewservermew`null`mewthisserverthisthisserverthispropeniesserverservermewserverserverserverservermewserverthisthisthis`null`linkedservermewthismewmewmew +
    ThresholdAdaptiveProcessor(10_10)0,4ms93,4%3,67`null`rogressgededegegepagegepagegegeselectadedededepagegegeneraldegederogressgegenestedrogressgepagenestedgegegegepagerogresspagepagepagequeriesdequeriesgeselectaselectaqueriesqueriesgeselectagegegegenestedpagegegegegege +
    AutoThresholdProcessor(Triangle)1,0ms93,4%3,62auaccessauadhecadhecaudisallowopenerauindexusopenernonusdisallowopenerdisallowindexnonopeneropenerusindexaccessopenerusindexdisallowusnonopenernonususnonopeneropenerauopenerauopeneropeneropenerauaccessadhecopeneropenerususauopenerususopeneropenerususususus +
    ThresholdAdaptiveProcessor(18_18)0,5ms98,4%4,38`null`my_sql`null``null``null``null``null`server`null`my_sql`null`my_sqlserver`null`my_sqlservermy_sqlmy_sql`null`serverserver`null`serverserverserver`null`servermy_sql`null``null`server`null``null``null``null`servermy_sql`null`server`null`serverserverserverserverserverserverserverservermy_sqlserver`null`my_sql`null``null`serverserver`null``null``null``null`server +
    ThresholdAdaptiveProcessor(16_16)0,4ms100,0%5,31`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%5,31`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%4,38`null`unitesdahdahdahdahdahunitesdahunites`null`unitesunitesdahdahunitesdahunitesdahunitesdahdahunitesunitesunitesunitesunitesunites`null`dahunitesdah`null`dahdahunitesunitesdahunitesdahunitesunitesunitesdahunitesunitesunitesunitesdahunitesdahunitesunites`null`unitesunitesdahunitesunitesdahdah +
    ThresholdProcessor(0%)0,8ms100,0%5,31`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%5,31`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 61 tagged words.*

    +

    zrs_ZAMS_scatter_002

    +

    +
    ProcessorElapsedWERCER (avg)Imageconfigurehorizontalhorizontalindicatorindicatormeameaningmeaningsplotscatterverticalverticalindicator +
    AutoThresholdProcessor(Kapur)1,0ms9,1%0,00configurehorizontalhorizontalindicatorindicatormeameaningmeaningsplotscatterverticalverticalindicator +
    ThresholdProcessor(80%)1,8ms9,1%0,00configurehorizontalhorizontalindicatorindicatormeameaningmeaningsplotscatterverticalverticalindicator +
    ThresholdAdaptiveProcessor(24_24)1,9ms18,2%0,82configurehorizontalhorizontallndicatorindicatormeameaningmeaningsplotscatterverticalhorizontallndicator +
    ThresholdAdaptiveProcessor(18_18)0,5ms27,3%0,82enhorizontalhorizortalindicatorindicatormeameaningmeaningsplotscatterverticalverticalindicator +
    ThresholdAdaptiveProcessor(20_20)0,6ms27,3%1,09verticalhorizontalhorizortalindicatorindicator`null`meaningmeaningsplotscatterverticalverticalindicator +
    ThresholdProcessor(50%)0,8ms27,3%0,18configurehorizontalhorizontallndicatorindicatormeameaningmeaningsplotscatterverticalverticallndicator +
    ThresholdProcessor(60%)0,8ms27,3%0,18configurehorizontalhorizontallndicatorindicatormeameaningmeaningsplotscatterverticalverticallndicator +
    AutoThresholdProcessor(OTSU)0,9ms27,3%0,18configurehorizontalhorizontallndicatorindicatormeameaningmeaningsplotscatterverticalverticallndicator +
    ThresholdProcessor(30%)0,9ms27,3%0,82configurehorizontalhorzontallndicatorindicatormeameaningmeaningsplotscatterverticalhorzontallndicator +
    ThresholdProcessor(70%)1,0ms27,3%0,18configurehorizontalhorizontallndicatorindicatormeameaningmeaningsplotscatterverticalverticallndicator +
    ThresholdProcessor(40%)1,5ms27,3%0,27configurehorizontalhorizonttallndicatorindicatormeameaningmeaningsplotscatterverticalverticallndicator +
    ThresholdAdaptiveProcessor(14_14)0,4ms36,4%2,27indicatorhorizontalhorizontalindicatormeameaningmeaningsplotscatterverticalindicator +
    ThresholdAdaptiveProcessor(22_22)0,5ms36,4%0,82caterhorizontalhorizorttalindicatorindicatormeameaningmeaningsplotscatterverticalverticalindicator +
    ThresholdAdaptiveProcessor(08_08)0,4ms45,5%2,36enverticalverticallndicatorindicatorenmeaningmeaningsplotscatterverticalverticallndicator +
    ThresholdAdaptiveProcessor(10_10)0,4ms45,5%2,09meaningshorizontalverticallndicatorindicatormeameaningmeaningsplotmaverticalverticallndicator +
    ThresholdAdaptiveProcessor(16_16)0,4ms45,5%1,09verticalhorizontalhorizontallndicatorindicatorplmeaningmeaningsplotscatterverticalverticalindicator +
    ThresholdAdaptiveProcessor(12_12)0,5ms45,5%2,27enhorizontalhorizontalindicatormeameaningmeaningsplotscatterverticalindicator +
    ThresholdAdaptiveProcessor(06_06)1,0ms72,7%3,45indicatorverticalverticallndicatorindicator`null`meaningmeaning`null`indicatorverticalverticallndicator +
    ThresholdProcessor(90%)1,1ms72,7%5,18iniverticalverticaliniiniiniiniplotscatterverticalvertical +
    ThresholdAdaptiveProcessor(04_04)0,4ms90,9%6,45verticalverticalverticalvertical`null`verticalvertical`null`verticalverticalvertical +
    ThresholdAdaptiveProcessor(00_00)0,5ms100,0%9,18`null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%9,18`null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(0%)0,8ms100,0%9,18`null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(10%)0,9ms100,0%9,18`null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%9,18`null``null``null``null``null``null``null``null``null``null``null` +
    AutoThresholdProcessor(Triangle)1,0ms100,0%9,18`null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(20%)1,0ms100,0%6,64onfigureonfigureonfigurecatter`null`cattercatter`null`cattercattercatter +
    +

    *Comparison data generated based on 11 tagged words.*

    +

    zrs_ZAMS_windrose_002

    +

    +
    ProcessorElapsedWERCER (avg)Image16angularcancelconfigurationdegreedirectiondirectionsEENEforgranularityindicatormeaningmeasurementNNENNEokreportresultsrosevalidatevalidationvariablewind +
    ThresholdAdaptiveProcessor(22_22)0,5ms28,0%0,6416angulareneconfigurationdegreedirectiondirections`null`mvforgranularityindicatormeaningmeasurement`null`mvmvmvreportresultsrosevalidatevalidationvariablewind +
    AutoThresholdProcessor(OTSU)0,9ms28,0%0,5216angularcancelconfigurationdegreedirectiondireotions`null`16forgranularityindicatormeaningmeasurement`null`161616reportresultsrosevalidatevalidationvariablewind +
    ThresholdAdaptiveProcessor(20_20)0,6ms32,0%0,6416angulareneconfigurationdegreedirectiondirections`null`mvforgranularityindicatormeaningmeasurement`null`mvmvmvreportresultsrosevalidatevalidationvariablewind +
    ThresholdProcessor(60%)0,8ms32,0%0,56liangularcancelconfigurationdegreedirectiondirections`null`nneforgranularityindicatormeaningmeasurement`null`linnelireportresultsrosevalidatevalidationvariablewind +
    ThresholdProcessor(70%)1,0ms32,0%0,60`null`angularcancelconfigurationdegreedirectiondirection`null`nneforgranularityindicatormeaningmeasurement`null``null`nneforreportresultsrosevalidatevalidationvariablewind +
    ThresholdAdaptiveProcessor(16_16)0,4ms36,0%0,6416angulareneconfigurationdegreedirectiondirections`null`zuforgranularityindicatormeaningmeasurement`null`zuzuzureportresultsrosevalidatevalidationvariablewind +
    ThresholdAdaptiveProcessor(18_18)0,5ms36,0%0,7616angulareneconfigurationdegreedirectiondirections`null`mvforgranularityindicatormeaningmeasurement`null`mvmvmvreportresultsrosevalidationvalidationvariablewind +
    ThresholdAdaptiveProcessor(14_14)0,4ms40,0%1,2016angulareneconfigurationdegreedirectiondirections`null`bwforgranularityindicatormeaningmeasurement`null`bwbwbwreportreportrosevariableindicatorvariablewind +
    ThresholdProcessor(80%)1,8ms40,0%0,84llangularbeareeconfigurationbeareedirectiondirections`null`llforgranularityindicatormeaningmeasurement`null`llllllreportresultsrosevalidatevalidationvariablewind +
    ThresholdAdaptiveProcessor(24_24)1,9ms40,0%1,0816angularnneconfigurationenedirectiondirections`null`nneforgranularityindicatormeaningmeasurement`null`16nne16reportreportrosevalidationvalidationvariablewind +
    ThresholdAdaptiveProcessor(12_12)0,5ms44,0%1,3216angularnneconfigurationmeedirectiondirections`null`meeforangularindicatormeaningmeasurement`null`16mee16reportreportrosevalidatevalidatevariablewind +
    ThresholdProcessor(90%)1,1ms44,0%1,1216angularneconfigurationdeareedirectiondirections`null`neforangularindicatormeaningmeasurement`null`nenenerepertrepertrosevalidatevalidationvariablewind +
    ThresholdAdaptiveProcessor(08_08)0,4ms48,0%1,40okresultsenconfigurationendirectiondirections`null`okforresultsindicatormeaningmeasurement`null`okokokreportresultsrosewalidatevalidationvariablewind +
    ThresholdProcessor(50%)0,8ms48,0%0,84inangularcegresconfigurationcegresdirectiondirection`null`inforgranularityindicatormeaningmeasurement`null`inininreportresultsrosevalidatevalidationvariablewind +
    ThresholdAdaptiveProcessor(06_06)1,0ms60,0%1,80`null`angularcancelconfigurationresedirectiondirection`null`forforangularangularmeaningmeasurement`null``null`forforreseresultsresevalidationvalidationcancelwind +
    ThresholdAdaptiveProcessor(10_10)0,4ms64,0%2,12`null`resultswindconfigurationreportdirectiondirection`null`forforresultsindicatorwindresults`null``null`forforreportresultsrosevalidationvalidationvariablewind +
    ThresholdProcessor(40%)1,5ms64,0%1,52zuangularcancelconfigurationrosdirectiondirection`null`zuforangularindicatormeaningmeaning`null`zuzuakreportreportrosevalidatevalidationvanablewind +
    AutoThresholdProcessor(Triangle)1,0ms84,0%4,0816windwinddirectionshedirectionsdirections`null`hehewindwindwindrose`null`heheheroseroserosewinddirectionsrosewind +
    ThresholdAdaptiveProcessor(00_00)0,5ms88,0%4,44`null`forroseforformeaningmeaning`null`forformeaningformeaningmeaning`null``null`forforforroseroserosemeaningrosefor +
    AutoThresholdProcessor(Kapur)1,0ms92,0%4,16okneneconfigurationehehhehhe`null`hheokyaldateyaldateeheehe`null`okhheokeheehehheyaldateyaldateyaldatene +
    ThresholdAdaptiveProcessor(04_04)0,4ms96,0%4,48crcrcrvalidationcrvalidationvalidation`null`crcrvalidationvalidationcrcr`null`crcrcrcrcrcrvalidationvalidationvalidationcr +
    ThresholdAdaptiveProcessor(02_02)0,5ms100,0%5,16dadadadadaseisei`null`dadaaydaseisei`null`dadadaseiseiseidadadada +
    ThresholdProcessor(0%)0,8ms100,0%6,12`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(10%)0,9ms100,0%6,12`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(100%)0,9ms100,0%6,12`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(30%)0,9ms100,0%6,12`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    ThresholdProcessor(20%)1,0ms100,0%6,12`null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null``null` +
    +

    *Comparison data generated based on 25 tagged words.*

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