From 005afe6aad7d17eb1ea755149b0231facf6f994f Mon Sep 17 00:00:00 2001 From: Michael Sharp Date: Wed, 3 May 2023 11:06:51 -0600 Subject: [PATCH 1/2] Added more logging to OBJ-DET --- .../AutoFormerV2/ObjectDetectionTrainer.cs | 43 ++++++++++++++----- .../ObjectDetectionTests.cs | 20 +++++++-- 2 files changed, 49 insertions(+), 14 deletions(-) diff --git a/src/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs b/src/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs index 0dca899c69..01aefaa313 100644 --- a/src/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs +++ b/src/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs @@ -114,6 +114,11 @@ public sealed class Options : TransformInputBase /// Gets or sets the weight decay in optimizer. /// public double WeightDecay = 0.0; + + /// + /// How often to log the loss. + /// + public int LogEveryNStep = 50; } private protected readonly IHost Host; @@ -122,7 +127,7 @@ public sealed class Options : TransformInputBase internal ObjectDetectionTrainer(IHostEnvironment env, Options options) { - Host = Contracts.CheckRef(env, nameof(env)).Register(nameof(NasBertTrainer)); + Host = Contracts.CheckRef(env, nameof(env)).Register(nameof(ObjectDetectionTrainer)); Contracts.Assert(options.MaxEpoch > 0); Contracts.AssertValue(options.BoundingBoxColumnName); Contracts.AssertValue(options.LabelColumnName); @@ -163,14 +168,21 @@ public ObjectDetectionTransformer Fit(IDataView input) using (var ch = Host.Start("TrainModel")) using (var pch = Host.StartProgressChannel("Training model")) { - var header = new ProgressHeader(new[] { "Accuracy" }, null); + var header = new ProgressHeader(new[] { "Loss" }, new[] { "total images" }); + var trainer = new Trainer(this, ch, input); - pch.SetHeader(header, e => e.SetMetric(0, trainer.Accuracy)); + pch.SetHeader(header, + e => + { + e.SetProgress(0, trainer.Updates, trainer.RowCount); + e.SetMetric(0, trainer.LossValue); + }); + for (int i = 0; i < Option.MaxEpoch; i++) { ch.Trace($"Starting epoch {i}"); Host.CheckAlive(); - trainer.Train(Host, input); + trainer.Train(Host, input, pch); ch.Trace($"Finished epoch {i}"); } var labelCol = input.Schema.GetColumnOrNull(Option.LabelColumnName); @@ -191,17 +203,19 @@ internal class Trainer protected readonly ObjectDetectionTrainer Parent; public FocalLoss Loss; public int Updates; - public float Accuracy; + public float LossValue; + public readonly int RowCount; + private readonly IChannel _channel; public Trainer(ObjectDetectionTrainer parent, IChannel ch, IDataView input) { Parent = parent; Updates = 0; - Accuracy = 0; - + LossValue = 0; + _channel = ch; // Get row count and figure out num of unique labels - var rowCount = GetRowCountAndSetLabelCount(input); + RowCount = GetRowCountAndSetLabelCount(input); Device = TorchUtils.InitializeDevice(Parent.Host); // Initialize the model and load pre-trained weights @@ -274,7 +288,7 @@ private string GetModelPath() return relativeFilePath; } - public void Train(IHost host, IDataView input) + public void Train(IHost host, IDataView input, IProgressChannel pch) { // Get the cursor and the correct columns based on the inputs DataViewRowCursor cursor = input.GetRowCursor(input.Schema[Parent.Option.LabelColumnName], input.Schema[Parent.Option.BoundingBoxColumnName], input.Schema[Parent.Option.ImageColumnName]); @@ -302,7 +316,7 @@ public void Train(IHost host, IDataView input) while (cursorValid) { - cursorValid = TrainStep(host, cursor, boundingBoxGetter, imageGetter, labelGetter); + cursorValid = TrainStep(host, cursor, boundingBoxGetter, imageGetter, labelGetter, pch); } LearningRateScheduler.step(); @@ -312,7 +326,8 @@ private bool TrainStep(IHost host, DataViewRowCursor cursor, ValueGetter> boundingBoxGetter, ValueGetter imageGetter, - ValueGetter> labelGetter) + ValueGetter> labelGetter, + IProgressChannel pch) { using var disposeScope = torch.NewDisposeScope(); var cursorValid = true; @@ -343,6 +358,12 @@ private bool TrainStep(IHost host, Optimizer.step(); host.CheckAlive(); + if (Updates % Parent.Option.LogEveryNStep == 0) + { + pch.Checkpoint(lossValue.ToDouble(), Updates); + _channel.Info($"Row: {Updates}, Loss: {lossValue.ToDouble()}"); + } + return cursorValid; } diff --git a/test/Microsoft.ML.Tests/ObjectDetectionTests.cs b/test/Microsoft.ML.Tests/ObjectDetectionTests.cs index b98d64b8c1..15753df840 100644 --- a/test/Microsoft.ML.Tests/ObjectDetectionTests.cs +++ b/test/Microsoft.ML.Tests/ObjectDetectionTests.cs @@ -6,12 +6,13 @@ using System.Linq; using Microsoft.ML.Data; using Microsoft.ML.RunTests; -using Microsoft.ML.Transforms.Image; using Microsoft.VisualBasic; using Microsoft.ML.TorchSharp; using Xunit; using Xunit.Abstractions; using Microsoft.ML.TorchSharp.AutoFormerV2; +using Microsoft.ML.Runtime; +using System.Collections.Generic; namespace Microsoft.ML.Tests { @@ -50,13 +51,13 @@ public void SimpleObjDetectionTest() .Append(ML.MulticlassClassification.Trainers.ObjectDetection("Labels", boundingBoxColumnName: "Box", maxEpoch: 1)) .Append(ML.Transforms.Conversion.MapKeyToValue("PredictedLabel")); - var options = new ObjectDetectionTrainer.Options() { LabelColumnName = "Labels", BoundingBoxColumnName = "Box", ScoreThreshold = .5, - MaxEpoch = 1 + MaxEpoch = 1, + LogEveryNStep = 1, }; var pipeline = ML.Transforms.Text.TokenizeIntoWords("Labels", separators: new char[] { ',' }) @@ -67,6 +68,16 @@ public void SimpleObjDetectionTest() .Append(ML.MulticlassClassification.Trainers.ObjectDetection(options)) .Append(ML.Transforms.Conversion.MapKeyToValue("PredictedLabel")); + var logs = new List(); + + ML.Log += (o, e) => + { + if (e.Source.StartsWith("ObjectDetectionTrainer") && e.Kind == ChannelMessageKind.Info && e.Message.Contains("Loss:")) + { + logs.Add(e); + } + }; + var model = pipeline.Fit(data); var idv = model.Transform(data); // Make sure the metrics work. @@ -74,6 +85,9 @@ public void SimpleObjDetectionTest() Assert.True(!float.IsNaN(metrics.MAP50)); Assert.True(!float.IsNaN(metrics.MAP50_95)); + // We aren't doing enough training to get a consistent loss, so just make sure its being logged + Assert.True(logs.Count > 0); + // Make sure the filtered pipeline can run without any columns but image column AFTER training var dataFiltered = TextLoader.Create(ML, new TextLoader.Options() { From 36bb894ad3f0bcaa01a4546c5e633029a8ef2de2 Mon Sep 17 00:00:00 2001 From: Michael Sharp Date: Wed, 3 May 2023 13:50:19 -0600 Subject: [PATCH 2/2] Make obj-det images smaller for test speed --- test/data/images/object-detection/fruit0.png | Bin 286785 -> 18223 bytes test/data/images/object-detection/fruit1.png | Bin 287781 -> 18562 bytes test/data/images/object-detection/fruit10.png | Bin 260431 -> 16050 bytes .../data/images/object-detection/fruit100.png | Bin 203155 -> 13679 bytes .../data/images/object-detection/fruit101.png | Bin 201862 -> 13436 bytes .../data/images/object-detection/fruit102.png | Bin 202998 -> 13741 bytes .../data/images/object-detection/fruit103.png | Bin 195488 -> 12932 bytes .../data/images/object-detection/fruit104.png | Bin 198121 -> 13050 bytes .../data/images/object-detection/fruit105.png | Bin 201325 -> 13339 bytes .../data/images/object-detection/fruit106.png | Bin 195213 -> 12654 bytes 10 files changed, 0 insertions(+), 0 deletions(-) diff --git a/test/data/images/object-detection/fruit0.png b/test/data/images/object-detection/fruit0.png index caf26ffd67ddf9826c9f41d72cc1b93c7de1e52c..929a73fbd635bd81218f47785ee175c6372ab5c4 100644 GIT binary patch literal 18223 zcmV(~K+nI4P)Px#1ZP1_K>z@;j|==^1poj532;bRa{vGi!vFvd!vV){sAK>DM#M=(K~#8NMZIUU zrP+C&_v~?u& zE|*o3N!cbriWEfxM3@0)1~b#SPd3+jYE)xqs}u9lMLc`_ zAbOW)F`mpK^Tuz-kN@}=qx)z7JZ6(gFD8jJ<^r=xAz#0#yoQw zTjV{HPrL%(d0hIR7pHhUWA*QjNqc#$<4?c MrkZZoXzFu$~WEy>pxZr|?LNWToX*@f=jLZHaO7%`OHV>ot z#&1S(@13}}Q;Xu@K|Fr=2uIw+cs!2DbROOARm?DYp;U}^s~OYjEaqH$gd>++cZt&+ 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