Adding the initial prototype of a DatabaseLoader

src/Microsoft.ML.Core/Properties/AssemblyInfo.cs

@@ -22,6 +22,7 @@
 [assembly: InternalsVisibleTo(assemblyName: "Microsoft.ML.Data" + PublicKey.Value)]
 [assembly: InternalsVisibleTo(assemblyName: "Microsoft.ML.Api" + PublicKey.Value)]
 [assembly: InternalsVisibleTo(assemblyName: "Microsoft.ML.Ensemble" + PublicKey.Value)]
+[assembly: InternalsVisibleTo(assemblyName: "Microsoft.ML.Experimental" + PublicKey.Value)]
 [assembly: InternalsVisibleTo(assemblyName: "Microsoft.ML.FastTree" + PublicKey.Value)]
 [assembly: InternalsVisibleTo(assemblyName: "Microsoft.ML.Mkl.Components" + PublicKey.Value)]
 [assembly: InternalsVisibleTo(assemblyName: "Microsoft.ML.KMeansClustering" + PublicKey.Value)]

src/Microsoft.ML.Experimental/DataLoadSave/Database/DatabaseLoader.cs

@@ -0,0 +1,373 @@
+// Licensed to the .NET Foundation under one or more agreements.
+// The .NET Foundation licenses this file to you under the MIT license.
+// See the LICENSE file in the project root for more information.
+
+using System;
+using System.Collections.Generic;
+using System.Data;
+using System.Data.Common;
+using System.Linq;
+using Microsoft.ML;
+using Microsoft.ML.CommandLine;
+using Microsoft.ML.Data;
+using Microsoft.ML.Internal.Utilities;
+using Microsoft.ML.Runtime;
+
+[assembly: LoadableClass(DatabaseLoader.Summary, typeof(DatabaseLoader), null, typeof(SignatureLoadModel),
+    "Database Loader", DatabaseLoader.LoaderSignature)]
+
+namespace Microsoft.ML.Data
+{
+    public sealed partial class DatabaseLoader : IDataLoader<Func<DbDataReader>>
+    {
+        internal const string Summary = "Loads data from an DbDataReader.";
+        internal const string LoaderSignature = "DatabaseLoader";
+
+        private static VersionInfo GetVersionInfo()
+        {
+            return new VersionInfo(
+                modelSignature: "DBLOADER",
+                verWrittenCur: 0x00010001, // Initial
+                verReadableCur: 0x00010001,
+                verWeCanReadBack: 0x00010001,
+                loaderSignature: LoaderSignature,
+                loaderAssemblyName: typeof(DatabaseLoader).Assembly.FullName);
+        }
+
+        private readonly Bindings _bindings;
+
+        private readonly IHost _host;
+        private const string RegistrationName = "DatabaseLoader";
+
+        internal DatabaseLoader(IHostEnvironment env, Options options)
+        {
+            options = options ?? new Options();
+
+            Contracts.CheckValue(env, nameof(env));
+            _host = env.Register(RegistrationName);
+            _host.CheckValue(options, nameof(options));
+
+            var cols = options.Columns;
+            if (Utils.Size(cols) == 0)
+            {
+                throw _host.Except("DatabaseLoader requires at least one Column");
+            }
+
+            _bindings = new Bindings(this, cols);
+        }
+
+        private DatabaseLoader(IHost host, ModelLoadContext ctx)
+        {
+            Contracts.AssertValue(host, "host");
+            host.AssertValue(ctx);
+
+            _host = host;
+
+            _bindings = new Bindings(ctx, this);
+        }
+
+        internal static DatabaseLoader Create(IHostEnvironment env, ModelLoadContext ctx)
+        {
+            Contracts.CheckValue(env, nameof(env));
+            IHost h = env.Register(RegistrationName);
+
+            h.CheckValue(ctx, nameof(ctx));
+            ctx.CheckAtModel(GetVersionInfo());
+
+            return h.Apply("Loading Model", ch => new DatabaseLoader(h, ctx));
+        }
+
+        void ICanSaveModel.Save(ModelSaveContext ctx)
+        {
+            _host.CheckValue(ctx, nameof(ctx));
+            ctx.CheckAtModel();
+            ctx.SetVersionInfo(GetVersionInfo());
+
+            // *** Binary format ***
+            // bindings
+            _bindings.Save(ctx);
+        }
+
+        /// <summary>
+        /// The output <see cref="DataViewSchema"/> that will be produced by the loader.
+        /// </summary>
+        public DataViewSchema GetOutputSchema() => _bindings.OutputSchema;
+
+        /// <summary>
+        /// Loads data from <paramref name="input"/> into an <see cref="IDataView"/>.
+        /// </summary>
+        /// <param name="input">A function that returns an DbDataReader from which to load data.</param>
+        public IDataView Load(Func<DbDataReader> input) => new BoundLoader(this, input);
+
+        /// <summary>
+        /// Describes how an input column should be mapped to an <see cref="IDataView"/> column.
+        /// </summary>
+        public sealed class Column
+        {
+            /// <summary>
+            /// Name of the column.
+            /// </summary>
+            [Argument(ArgumentType.AtMostOnce, HelpText = "Name of the column")]
+            public string Name;
+
+            /// <summary>
+            /// <see cref="DbType"/> of the items in the column.
+            /// </summary>
+            [Argument(ArgumentType.AtMostOnce, HelpText = "Type of the items in the column")]
+            public DbType Type = DbType.Single;
+
+            /// <summary>
+            /// Source index of the column.
+            /// </summary>
+            [Argument(ArgumentType.Multiple, HelpText = "Source index of the column", ShortName = "src")]
+            public int? Source;
+
+            /// <summary>
+            /// For a key column, this defines the range of values.
+            /// </summary>
+            [Argument(ArgumentType.Multiple, HelpText = "For a key column, this defines the range of values", ShortName = "key")]
+            public KeyCount KeyCount;
+        }
+
+        /// <summary>
+        /// The settings for <see cref="DatabaseLoader"/>
+        /// </summary>
+        public sealed class Options
+        {
+            /// <summary>
+            /// Specifies the input columns that should be mapped to <see cref="IDataView"/> columns.
+            /// </summary>
+            [Argument(ArgumentType.Multiple, HelpText = "Column groups. Each group is specified as name:type:numeric-ranges, eg, col=Features:R4:1-17,26,35-40",
+                Name = "Column", ShortName = "col", SortOrder = 1)]
+            public Column[] Columns;
+        }
+
+        /// <summary>
+        /// Information for an output column.
+        /// </summary>
+        private sealed class ColInfo
+        {
+            public readonly string Name;
+            public readonly int? SourceIndex;
+            public readonly DataViewType ColType;
+
+            public ColInfo(string name, int? sourceIndex, DataViewType colType)
+            {
+                Contracts.AssertNonEmpty(name);
+                Contracts.Assert(!sourceIndex.HasValue || sourceIndex >= 0);
+                Contracts.AssertValue(colType);
+
+                Name = name;
+                SourceIndex = sourceIndex;
+                ColType = colType;
+            }
+        }
+
+        private sealed class Bindings
+        {
+            /// <summary>
+            /// <see cref="Infos"/>[i] stores the i-th column's name and type. Columns are loaded from the input text file.
+            /// </summary>
+            public readonly ColInfo[] Infos;
+
+            public DataViewSchema OutputSchema { get; }
+
+            public Bindings(DatabaseLoader parent, Column[] cols)
+            {
+                Contracts.AssertNonEmpty(cols);
+
+                using (var ch = parent._host.Start("Binding"))
+                {
+                    // Make sure all columns have at least one source range.
+                    foreach (var col in cols)
+                    {
+                        if (col.Source < 0)
+                            throw ch.ExceptUserArg(nameof(Column.Source), "Source column index must be non-negative");
+                    }
+
+                    Infos = new ColInfo[cols.Length];
+
+                    // This dictionary is used only for detecting duplicated column names specified by user.
+                    var nameToInfoIndex = new Dictionary<string, int>(Infos.Length);
+
+                    for (int iinfo = 0; iinfo < Infos.Length; iinfo++)
+                    {
+                        var col = cols[iinfo];
+
+                        ch.CheckNonWhiteSpace(col.Name, nameof(col.Name));
+                        string name = col.Name.Trim();
+                        if (iinfo == nameToInfoIndex.Count && nameToInfoIndex.ContainsKey(name))
+                            ch.Info("Duplicate name(s) specified - later columns will hide earlier ones");
+
+                        PrimitiveDataViewType itemType;
+                        if (col.KeyCount != null)
+                        {
+                            itemType = ConstructKeyType(col.Type, col.KeyCount);
+                        }
+                        else
+                        {
+                            itemType = ColumnTypeExtensions.PrimitiveTypeFromType(col.Type.ToType());
+                        }
+
+                        Infos[iinfo] = new ColInfo(name, col.Source, itemType);
+
+                        nameToInfoIndex[name] = iinfo;
+                    }
+                }
+                OutputSchema = ComputeOutputSchema();
+            }
+
+            public Bindings(ModelLoadContext ctx, DatabaseLoader parent)
+            {
+                Contracts.AssertValue(ctx);
+
+                // *** Binary format ***
+                // int: number of columns
+                // foreach column:
+                //   int: id of column name
+                //   byte: DataKind
+                //   byte: bool of whether this is a key type
+                //   for a key type:
+                //     ulong: count for key range
+                //   byte: bool of whether the source index is valid
+                //   for a valid source index:
+                //     int: source index
+                int cinfo = ctx.Reader.ReadInt32();
+                Contracts.CheckDecode(cinfo > 0);
+                Infos = new ColInfo[cinfo];
+
+                for (int iinfo = 0; iinfo < cinfo; iinfo++)
+                {
+                    string name = ctx.LoadNonEmptyString();
+
+                    PrimitiveDataViewType itemType;
+                    var kind = (InternalDataKind)ctx.Reader.ReadByte();
+                    Contracts.CheckDecode(Enum.IsDefined(typeof(InternalDataKind), kind));
+                    bool isKey = ctx.Reader.ReadBoolByte();
+                    if (isKey)
+                    {
+                        ulong count;
+                        Contracts.CheckDecode(KeyDataViewType.IsValidDataType(kind.ToType()));
+
+                        count = ctx.Reader.ReadUInt64();
+                        Contracts.CheckDecode(0 < count);
+
+                        itemType = new KeyDataViewType(kind.ToType(), count);
+                    }
+                    else
+                        itemType = ColumnTypeExtensions.PrimitiveTypeFromKind(kind);
+
+                    int? sourceIndex = null;
+                    bool hasSourceIndex = ctx.Reader.ReadBoolByte();
+                    if (hasSourceIndex)
+                    {
+                        sourceIndex = ctx.Reader.ReadInt32();
+                    }
+
+                    Infos[iinfo] = new ColInfo(name, sourceIndex, itemType);
+                }
+
+                OutputSchema = ComputeOutputSchema();
+            }
+
+            internal void Save(ModelSaveContext ctx)
+            {
+                Contracts.AssertValue(ctx);
+
+                // *** Binary format ***
+                // int: number of columns
+                // foreach column:
+                //   int: id of column name
+                //   byte: DataKind
+                //   byte: bool of whether this is a key type
+                //   for a key type:
+                //     ulong: count for key range
+                //   byte: bool of whether the source index is valid
+                //   for a valid source index:
+                //     int: source index
+                ctx.Writer.Write(Infos.Length);
+                for (int iinfo = 0; iinfo < Infos.Length; iinfo++)
+                {
+                    var info = Infos[iinfo];
+                    ctx.SaveNonEmptyString(info.Name);
+                    var type = info.ColType.GetItemType();
+                    InternalDataKind rawKind = type.GetRawKind();
+                    Contracts.Assert((InternalDataKind)(byte)rawKind == rawKind);
+                    ctx.Writer.Write((byte)rawKind);
+                    ctx.Writer.WriteBoolByte(type is KeyDataViewType);
+                    if (type is KeyDataViewType key)
+                        ctx.Writer.Write(key.Count);
+                    ctx.Writer.WriteBoolByte(info.SourceIndex.HasValue);
+                    if (info.SourceIndex.HasValue)
+                        ctx.Writer.Write(info.SourceIndex.GetValueOrDefault());
+                }
+            }
+
+            private DataViewSchema ComputeOutputSchema()
+            {
+                var schemaBuilder = new DataViewSchema.Builder();
+
+                // Iterate through all loaded columns. The index i indicates the i-th column loaded.
+                for (int i = 0; i < Infos.Length; ++i)
+                {
+                    var info = Infos[i];
+                    schemaBuilder.AddColumn(info.Name, info.ColType);
+                }
+
+                return schemaBuilder.ToSchema();
+            }
+
+            /// <summary>
+            /// Construct a <see cref="KeyDataViewType"/> out of the DbType and the keyCount.
+            /// </summary>
+            private static KeyDataViewType ConstructKeyType(DbType dbType, KeyCount keyCount)
+            {
+                Contracts.CheckValue(keyCount, nameof(keyCount));
+
+                KeyDataViewType keyType;
+                Type rawType = dbType.ToType();
+                Contracts.CheckUserArg(KeyDataViewType.IsValidDataType(rawType), nameof(DatabaseLoader.Column.Type), "Bad item type for Key");
+
+                if (keyCount.Count == null)
+                    keyType = new KeyDataViewType(rawType, rawType.ToMaxInt());
+                else
+                    keyType = new KeyDataViewType(rawType, keyCount.Count.GetValueOrDefault());
+
+                return keyType;
+            }
+        }
+
+        private sealed class BoundLoader : IDataView
+        {
+            private readonly DatabaseLoader _loader;
+            private readonly IHost _host;
+            private readonly Func<DbDataReader> _input;
+
+            public BoundLoader(DatabaseLoader loader, Func<DbDataReader> input)
+            {
+                _loader = loader;
+                _host = loader._host.Register(nameof(BoundLoader));
+
+                _host.CheckValue(input, nameof(input));
+                _input = input;
+            }
+
+            public long? GetRowCount() => null;
+            public bool CanShuffle => false;
+
+            public DataViewSchema Schema => _loader._bindings.OutputSchema;
+
+            public DataViewRowCursor GetRowCursor(IEnumerable<DataViewSchema.Column> columnsNeeded, Random rand = null)
+            {
+                _host.CheckValueOrNull(rand);
+                var active = Utils.BuildArray(_loader._bindings.OutputSchema.Count, columnsNeeded);
+                return Cursor.Create(_loader, _input, active);
+            }
+
+            public DataViewRowCursor[] GetRowCursorSet(IEnumerable<DataViewSchema.Column> columnsNeeded, int n, Random rand = null)
+            {
+                return new DataViewRowCursor[] { GetRowCursor(columnsNeeded, rand) };
+            }
+        }
+    }
+}