public IEnumerable <KeyValuePair <string, ColumnType> > GetMetadataTypes(int col)
{
_ectx.Check(0 <= col && col < ColumnCount);
if (!IsPivot(col))
{
return(_inputSchema.GetMetadataTypes(col));
}
return(_inputSchema.GetMetadataTypes(col).Where(pair => ShouldPreserveMetadata(pair.Key)));
}
/// <summary>
/// Create a schema shape out of the fully defined schema.
/// </summary>
public static SchemaShape Create(ISchema schema)
{
Contracts.CheckValue(schema, nameof(schema));
var cols = new List <Column>();
for (int iCol = 0; iCol < schema.ColumnCount; iCol++)
{
if (!schema.IsHidden(iCol))
{
Column.VectorKind vecKind;
var type = schema.GetColumnType(iCol);
if (type.IsKnownSizeVector)
{
vecKind = Column.VectorKind.Vector;
}
else if (type.IsVector)
{
vecKind = Column.VectorKind.VariableVector;
}
else
{
vecKind = Column.VectorKind.Scalar;
}
var kind = type.ItemType.RawKind;
var isKey = type.ItemType.IsKey;
var metadataNames = schema.GetMetadataTypes(iCol)
.Select(kvp => kvp.Key)
.ToArray();
cols.Add(new Column(schema.GetColumnName(iCol), vecKind, kind, isKey, metadataNames));
}
}
return(new SchemaShape(cols.ToArray()));
}
private static void ShowMetadata(IndentingTextWriter itw, ISchema schema, int col, bool showVals)
{
Contracts.AssertValue(itw);
Contracts.AssertValue(schema);
Contracts.Assert(0 <= col && col < schema.ColumnCount);
using (itw.Nest())
{
foreach (var kvp in schema.GetMetadataTypes(col).OrderBy(p => p.Key))
{
Contracts.AssertNonEmpty(kvp.Key);
Contracts.AssertValue(kvp.Value);
var type = kvp.Value;
itw.Write("Metadata '{0}': {1}", kvp.Key, type);
if (showVals)
{
if (!type.IsVector)
{
ShowMetadataValue(itw, schema, col, kvp.Key, type);
}
else
{
ShowMetadataValueVec(itw, schema, col, kvp.Key, type);
}
}
itw.WriteLine();
}
}
}
public IEnumerable <KeyValuePair <string, ColumnType> > GetMetadataTypes(int col)
{
var result = _parent.GetMetadataTypes(col);
if (col == _scoreCol)
{
return(result.Prepend(_labelNameType.GetPair(_metadataKind)));
}
return(result);
}
public MetadataRow(ISchema schema, int col)
{
Contracts.AssertValue(schema);
Contracts.Assert(0 <= col && col < schema.ColumnCount);
_metaSchema = schema;
_col = col;
_map = _metaSchema.GetMetadataTypes(_col).ToArray();
_schema = new SchemaImpl(this);
}
public IEnumerable <KeyValuePair <string, ColumnType> > GetMetadataTypes(int col)
{
var result = _parent.GetMetadataTypes(col);
if (col == _col)
{
return(result.Prepend(_type.GetPair(MetadataUtils.Kinds.SlotNames)));
}
return(result);
}
public MetadataRow(ISchema schema, int col)
{
Contracts.CheckValue(schema, nameof(schema));
Contracts.CheckParam(0 <= col && col < schema.ColumnCount, nameof(col));
_metaSchema = schema;
_col = col;
_map = _metaSchema.GetMetadataTypes(_col).ToArray();
_schema = new SchemaImpl(this);
}
public MetadataRow(ISchema schema, int col, Func <string, bool> takeMetadata)
{
Contracts.CheckValue(schema, nameof(schema));
Contracts.CheckParam(0 <= col && col < schema.ColumnCount, nameof(col));
Contracts.CheckValue(takeMetadata, nameof(takeMetadata));
_metaSchema = schema;
_col = col;
_map = _metaSchema.GetMetadataTypes(_col).Where(x => takeMetadata(x.Key)).ToArray();
_schema = new SchemaImpl(this);
}
public IEnumerable <KeyValuePair <string, ColumnType> > GetMetadataTypes(int col)
{
Contracts.CheckParam(0 <= col && col < ColumnCount, nameof(col));
bool isSrc;
int index = MapColumnIndex(out isSrc, col);
if (isSrc)
{
return(Input.GetMetadataTypes(index));
}
Contracts.Assert(0 <= index && index < InfoCount);
return(GetMetadataTypesCore(index));
}
public IEnumerable <KeyValuePair <string, DataViewType> > GetMetadataTypes(int col)
{
int count = _schemaInput.ColumnCount;
if (col < count)
{
foreach (var s in _schemaInput.GetMetadataTypes(col))
{
yield return(s);
}
}
else
{
throw new IndexOutOfRangeException();
}
}
internal static Schema Create(ISchema inputSchema)
{
Contracts.CheckValue(inputSchema, nameof(inputSchema));
var builder = new SchemaBuilder();
for (int i = 0; i < inputSchema.ColumnCount; i++)
{
var meta = new MetadataBuilder();
foreach (var kvp in inputSchema.GetMetadataTypes(i))
{
var getter = Utils.MarshalInvoke(GetMetadataGetterDelegate <int>, kvp.Value.RawType, inputSchema, i, kvp.Key);
meta.Add(kvp.Key, kvp.Value, getter);
}
builder.AddColumn(inputSchema.GetColumnName(i), inputSchema.GetColumnType(i), meta.GetMetadata());
}
return(builder.GetSchema());
}
/// <summary>
/// Returns an enumerator on the metadata.
/// </summary>
public IEnumerable <KeyValuePair <string, ColumnType> > GetMetadataTypes(int col)
{
int count = _schemaInput == null ? 0 : _schemaInput.ColumnCount;
if (col < count)
{
foreach (var s in _schemaInput.GetMetadataTypes(col))
{
yield return(s);
}
}
else if (col < ColumnCount)
{
int c = col - count;
yield return(new KeyValuePair <string, ColumnType>(_names[c], _types[c]));
}
else
{
throw new IndexOutOfRangeException();
}
}
public IEnumerable <KeyValuePair <string, ColumnType> > GetMetadataTypes(int col)
{
CheckColumnInRange(col);
if (col < _groupCount)
{
return(_input.GetMetadataTypes(GroupIds[col]));
}
col -= _groupCount;
var result = new List <KeyValuePair <string, ColumnType> >();
foreach (var kind in _preservedMetadata)
{
var colType = _input.GetMetadataTypeOrNull(kind, KeepIds[col]);
if (colType != null)
{
result.Add(colType.GetPair(kind));
}
}
return(result);
}
/// <summary>
/// Create a schema shape out of the fully defined schema.
/// </summary>
public static SchemaShape Create(ISchema schema)
{
Contracts.CheckValue(schema, nameof(schema));
var cols = new List <Column>();
for (int iCol = 0; iCol < schema.ColumnCount; iCol++)
{
if (!schema.IsHidden(iCol))
{
// First create the metadata.
var mCols = new List <Column>();
foreach (var metaNameType in schema.GetMetadataTypes(iCol))
{
GetColumnArgs(metaNameType.Value, out var mVecKind, out var mItemType, out var mIsKey);
mCols.Add(new Column(metaNameType.Key, mVecKind, mItemType, mIsKey));
}
var metadata = mCols.Count > 0 ? new SchemaShape(mCols) : _empty;
// Next create the single column.
GetColumnArgs(schema.GetColumnType(iCol), out var vecKind, out var itemType, out var isKey);
cols.Add(new Column(schema.GetColumnName(iCol), vecKind, itemType, isKey, metadata));
}
}
return(new SchemaShape(cols));
}
public IEnumerable <KeyValuePair <string, ColumnType> > GetMetadataTypes(int col)
{
Contracts.CheckParam(0 <= col && col < ColumnCount, nameof(col));
return(Input.GetMetadataTypes(ColMap[col]));
}
public IEnumerable <KeyValuePair <string, ColumnType> > GetMetadataTypes(int col)
{
return(_schema.GetMetadataTypes(_revmapping[col]));
}
/// <summary>
/// A helper method to query and write metadata to the stream.
/// </summary>
/// <param name="writer">A binary writer, which if metadata exists for the
/// indicated column the base stream will be positioned just past the end of
/// the written metadata table of contents, and if metadata does not exist
/// remains unchanged</param>
/// <param name="schema">The schema to query for metadat</param>
/// <param name="col">The column we are attempting to get metadata for</param>
/// <param name="ch">The channel to which we write any diagnostic information</param>
/// <returns>The offset of the metadata table of contents, or 0 if there was
/// no metadata</returns>
private long WriteMetadata(BinaryWriter writer, ISchema schema, int col, IChannel ch)
{
_host.AssertValue(writer);
_host.AssertValue(schema);
_host.Assert(0 <= col && col < schema.ColumnCount);
int count = 0;
WriteMetadataCoreDelegate del = WriteMetadataCore <int>;
MethodInfo methInfo = del.GetMethodInfo().GetGenericMethodDefinition();
object[] args = new object[] { writer.BaseStream, schema, col, null, null, null };
List <long> offsets = new List <long>();
offsets.Add(writer.BaseStream.Position);
var metadataInfos = new List <Tuple <string, IValueCodec, CompressionKind> >();
var kinds = new HashSet <string>();
// Write all metadata blocks for this column to the file, one after the other, keeping
// track of the location and size of each for when we write the metadata table of contents.
// (To be clear, this specific layout is not required by the format.)
foreach (var pair in schema.GetMetadataTypes(col))
{
_host.Check(!string.IsNullOrEmpty(pair.Key), "Metadata with null or empty kind detected, disallowed");
_host.Check(pair.Value != null, "Metadata with null type detected, disallowed");
if (!kinds.Add(pair.Key))
{
throw _host.Except("Metadata with duplicate kind '{0}' encountered, disallowed", pair.Key, schema.GetColumnName(col));
}
args[3] = pair.Key;
args[4] = pair.Value;
IValueCodec codec = (IValueCodec)methInfo.MakeGenericMethod(pair.Value.RawType).Invoke(this, args);
if (codec == null)
{
// Nothing was written.
ch.Warning("Could not get codec for type {0}, dropping column '{1}' index {2} metadata kind '{3}'",
pair.Value, schema.GetColumnName(col), col, pair.Key);
continue;
}
offsets.Add(writer.BaseStream.Position);
_host.CheckIO(offsets[offsets.Count - 1] > offsets[offsets.Count - 2], "Bad offsets detected during write");
metadataInfos.Add(Tuple.Create(pair.Key, codec, (CompressionKind)args[5]));
count++;
}
if (metadataInfos.Count == 0)
{
_host.CheckIO(writer.BaseStream.Position == offsets[0], "unexpected offset after no writing of metadata");
return(0);
}
// Write the metadata table of contents just past the end of the last metadata block.
// *** Metadata TOC format ***
// LEB128 int: Number of metadata TOC entries
// Metadata TOC entries: As many of these as indicated by the count above
long expectedPosition = offsets[metadataInfos.Count];
writer.WriteLeb128Int((ulong)metadataInfos.Count);
expectedPosition += Utils.Leb128IntLength((ulong)metadataInfos.Count);
for (int i = 0; i < metadataInfos.Count; ++i)
{
// *** Metadata TOC entry format ***
// string: metadata kind
// codec definition: metadata codec
// CompressionKind(byte): block compression strategy
// long: Offset into the stream of the start of the metadata block
// LEB128 int: Byte size of the metadata block in the file
writer.Write(metadataInfos[i].Item1);
int stringLen = Encoding.UTF8.GetByteCount(metadataInfos[i].Item1);
expectedPosition += Utils.Leb128IntLength((ulong)stringLen) + stringLen;
_host.CheckIO(writer.BaseStream.Position == expectedPosition, "unexpected offsets after metadata table of contents kind");
expectedPosition += _factory.WriteCodec(writer.BaseStream, metadataInfos[i].Item2);
_host.CheckIO(writer.BaseStream.Position == expectedPosition, "unexpected offsets after metadata table of contents type description");
writer.Write((byte)metadataInfos[i].Item3);
expectedPosition++;
writer.Write(offsets[i]);
expectedPosition += sizeof(long);
long blockSize = offsets[i + 1] - offsets[i];
writer.WriteLeb128Int((ulong)blockSize);
expectedPosition += Utils.Leb128IntLength((ulong)blockSize);
_host.CheckIO(writer.BaseStream.Position == expectedPosition, "unexpected offsets after metadata table of contents location");
}
_host.Assert(metadataInfos.Count == offsets.Count - 1);
return(offsets[metadataInfos.Count]);
}