DEEP-30 Export to CSV added

DeepTrace/Controllers/DownloadController.cs

@@ -0,0 +1,62 @@
+using DeepTrace.Services;
+using Microsoft.AspNetCore.Mvc;
+using System.Text;
+
+namespace DeepTrace.Controllers
+{
+    [ApiController]
+    [Route("api/[controller]")]
+    public class DownloadController : Controller
+    {
+        private readonly IModelStorageService _modelService;
+
+        public DownloadController(IModelStorageService modelService)
+        {
+            _modelService = modelService;
+        }
+
+        [HttpGet("mldata/{modelName}")]
+        public async Task<FileContentResult> GetMLDataCsv([FromRoute] string modelName)
+        {
+            var modelStorage = await _modelService.Load();
+            var model = modelStorage.FirstOrDefault(x=>x.Name==modelName) ?? throw new ApplicationException($"Model {modelName} not found");
+            var previousIntervals = model.IntervalDefinitionList;
+
+            var current = previousIntervals.First();
+            var headers = string.Join(",", current.Data.Select((x, i) => $"Q{i + 1}min,Q{i + 1}max,Q{i + 1}avg,Q{i + 1}mean"));
+
+
+            var writer = new StringBuilder();
+            writer.AppendLine(headers);
+
+            foreach (var currentInterval in previousIntervals)
+            {
+                var data = "";
+                for (var i = 0; i < currentInterval.Data.Count; i++)
+                {
+
+                    var queryData = currentInterval.Data[i];
+                    var min = queryData.Data.Min(x => x.Value);
+                    var max = queryData.Data.Max(x => x.Value);
+                    var avg = queryData.Data.Average(x => x.Value);
+                    var mean = queryData.Data.Sum(x => x.Value) / queryData.Data.Count;
+
+                    if (i == currentInterval.Data.Count - 1)
+                    {
+                        data += min + "," + max + "," + avg + "," + mean;
+                    }
+                    else
+                    {
+                        data += min + "," + max + "," + avg + "," + mean + ",";
+                    }
+
+                }
+                writer.AppendLine(data);
+            }
+            return new(Encoding.UTF8.GetBytes(writer.ToString()),"text/csv")
+            { 
+                FileDownloadName = modelName+".csv" 
+            };
+        }
+    }
+}

DeepTrace/DeepTrace.csproj

@@ -18,4 +18,8 @@
     <ProjectReference Include="..\PrometheusAPI\PrometheusAPI.csproj" />
   </ItemGroup>
 
+  <ItemGroup>
+    <Folder Include="Data\ExportedData\" />
+  </ItemGroup>
+
 </Project>

DeepTrace/ML/MLHelpers.cs

@@ -0,0 +1,24 @@
+using Microsoft.ML;
+
+namespace DeepTrace.ML;
+
+public record ModelRecord(MLContext Context, DataViewSchema Schema, ITransformer Transformer);
+
+public static class MLHelpers
+{
+    public static byte[] ExportSingleModel( ModelRecord model)
+    {
+        using var mem = new MemoryStream();
+        model.Context.Model.Save(model.Transformer, model.Schema, mem);
+        return mem.ToArray();
+    }
+
+    public static ModelRecord ImportSingleModel(byte[] data)
+    {
+        var mem = new MemoryStream(data);
+        var mlContext = new MLContext();
+        var transformer = mlContext.Model.Load(mem, out var schema);
+
+        return new (mlContext, schema, transformer);
+    }
+}

DeepTrace/ML/SpikeDetector.cs

@@ -4,12 +4,13 @@ using Microsoft.ML.Data;
 using PrometheusAPI;
 using System.Data;
 using System.Linq;
+using System.Xml.Linq;
 
 namespace DeepTrace.ML
 {
     public class SpikeDetector : IMLProcessor
     {
-        private readonly Dictionary<string, (MLContext Context, DataViewSchema Schema, ITransformer Transformer)> _model = new();
+        private readonly Dictionary<string, ModelRecord> _model = new();
 
         public void Fit(ModelDefinition modelDef, DataSourceDefinition dataSourceDef)
         {
@@ -44,7 +45,11 @@ namespace DeepTrace.ML
             foreach ( var (name, model) in _model)
             {
                 mem.WriteString(name);
-                model.Context.Model.Save(model.Transformer, model.Schema, mem);
+                
+                var bytes = MLHelpers.ExportSingleModel(model);
+                
+                mem.WriteInt(bytes.Length);
+                mem.Write(bytes);
             }
 
             return mem.ToArray();
@@ -62,11 +67,14 @@ namespace DeepTrace.ML
             for ( var i = 0; i < count; i++ )
             {
                 var name = mem.ReadString();
+                var size = mem.ReadInt();
+                var bytes = new byte[size];
 
-                var mlContext = new MLContext();
-                var transformer = mlContext.Model.Load(mem, out var schema);
+                mem.Read(bytes, 0, bytes.Length);
 
-                _model[name] = (mlContext, schema, transformer);
+                var model = MLHelpers.ImportSingleModel(bytes);
+                
+                _model[name] = model;
             }
         }
 
@@ -77,15 +85,13 @@ namespace DeepTrace.ML
 
         // -------------------------- internals
 
-
-
         class SpikePrediction
         {
             [VectorType(3)]
             public double[] Prediction { get; set; } = new double[3];
         }
 
-        private static (MLContext Context, DataViewSchema Schema, ITransformer Transformer) FitOne(List<TimeSeries> dataSet)
+        private static ModelRecord FitOne(List<TimeSeries> dataSet)
         {
             var mlContext = new MLContext();
             var dataView  = mlContext.Data.LoadFromEnumerable(dataSet);
@@ -96,7 +102,7 @@ namespace DeepTrace.ML
             var iidSpikeEstimator = mlContext.Transforms.DetectIidSpike(outputColumnName,inputColumnName, 95.0d, dataSet.Count);
             var transformer = iidSpikeEstimator.Fit(dataView);
 
-            return (mlContext, dataView.Schema, transformer);
+            return new (mlContext, dataView.Schema, transformer);
         }
     }
 }

DeepTrace/Pages/Training.razor

@@ -9,6 +9,8 @@
 @inject IDialogService DialogService
 @inject IDataSourceStorageService StorageService
 @inject IModelStorageService ModelService
+@inject NavigationManager NavManager
+@inject IJSRuntime Js
 
 
 <PageTitle>Training</PageTitle>
@@ -59,6 +61,7 @@
             <MudCardActions>
                 <MudButton ButtonType="ButtonType.Submit" Variant="Variant.Filled" Color="MudBlazor.Color.Primary" Class="ml-3" OnClick="@HandleAddTableContent" Disabled="@IsAddDisabled">Add</MudButton>
                 <MudButton ButtonType="ButtonType.Submit" Variant="Variant.Filled" Color="MudBlazor.Color.Primary" Class="ml-3" OnClick="@HandleRefresh" Disabled="@IsAddDisabled">Refresh</MudButton>
+                <MudButton ButtonType="ButtonType.Submit" Variant="Variant.Filled" Color="MudBlazor.Color.Primary" Class="ml-3" OnClick="@HandleExport" Disabled="@IsAddDisabled">Export</MudButton>
                 <MudSpacer/>
 
                 <MudButton ButtonType="ButtonType.Submit" Variant="Variant.Filled" Color="MudBlazor.Color.Primary" Class="ml-3" OnClick="@HandleTrain">Train</MudButton>
@@ -348,6 +351,12 @@
         // await InvokeAsync(StateHasChanged);
     }
 
+    private async Task HandleExport()
+    {
+        await Js.InvokeVoidAsync("open", $"{NavManager.BaseUri}api/download/mldata/{Uri.EscapeDataString(_modelForm.CurrentModel.Name)}", "_blank");
+
+    }
+
     private async Task HandleDeleteTableContent(IntervalDefinition interval)
     {
         _modelForm!.CurrentModel.IntervalDefinitionList.Remove(interval);

DeepTrace/Program.cs

@@ -29,7 +29,7 @@ if (!app.Environment.IsDevelopment())
 app.UseStaticFiles();
 
 app.UseRouting();
-
+app.MapControllerRoute("default","{controller}/{action}");
 app.MapBlazorHub();
 app.MapFallbackToPage("/_Host");