private Action <PingerArgument> MakePinger(DataViewRow input, ForecastingStateBase state)
{
_host.AssertValue(input);
var srcGetter = input.GetGetter <TInput>(input.Schema[_inputColumnIndex]);
Action <PingerArgument> pinger = (PingerArgument args) =>
{
state.LocalConfidenceLevel = args.ConfidenceLevel;
state.LocalHorizon = args.Horizon;
// This means don't call srcGetter in getters.
if (args.DontConsumeSource)
{
_dontFetchSrcValue = true;
return;
}
_dontFetchSrcValue = false;
TInput src = default;
srcGetter(ref src);
state.UpdateState(ref src, args.RowPosition, _parent.WindowSize > 0);
};
return(pinger);
}
private static ValueGetter <TDst> GetGetterAsCore <TSrc, TDst>(DataViewType typeSrc, DataViewType typeDst, DataViewRow row, int col)
{
Contracts.Assert(typeof(TSrc) == typeSrc.RawType);
Contracts.Assert(typeof(TDst) == typeDst.RawType);
var getter = row.GetGetter <TSrc>(row.Schema[col]);
bool identity;
var conv = Conversions.Instance.GetStandardConversion <TSrc, TDst>(typeSrc, typeDst, out identity);
if (identity)
{
Contracts.Assert(typeof(TSrc) == typeof(TDst));
return((ValueGetter <TDst>)(Delegate) getter);
}
var src = default(TSrc);
return
((ref TDst dst) =>
{
getter(ref src);
conv(in src, ref dst);
});
}
private static CountAggregator GetVecAggregator <T>(DataViewRow row, VectorType colType, int colSrc)
{
return(new CountAggregator <T>(colType, row.GetGetter <VBuffer <T> >(row.Schema[colSrc])));
}
private static CountAggregator GetOneAggregator <T>(DataViewRow row, DataViewType colType, int colSrc)
{
return(new CountAggregator <T>(colType, row.GetGetter <T>(row.Schema[colSrc])));
}
private protected override Delegate[] CreateGettersCore(DataViewRow input, Func <int, bool> activeCols, out Action disposer)
{
Host.Assert(LabelIndex >= 0);
Host.Assert(ScoreIndex >= 0);
disposer = null;
long cachedPosition = -1;
var label = default(VBuffer <float>);
var score = default(VBuffer <float>);
ValueGetter <VBuffer <float> > nullGetter = (ref VBuffer <float> vec) => vec = default(VBuffer <float>);
var labelGetter = activeCols(LabelOutput) || activeCols(L1Output) || activeCols(L2Output) || activeCols(DistCol)
? RowCursorUtils.GetVecGetterAs <float>(NumberDataViewType.Single, input, LabelIndex)
: nullGetter;
var scoreGetter = activeCols(ScoreOutput) || activeCols(L1Output) || activeCols(L2Output) || activeCols(DistCol)
? input.GetGetter <VBuffer <float> >(input.Schema[ScoreIndex])
: nullGetter;
Action updateCacheIfNeeded =
() =>
{
if (cachedPosition != input.Position)
{
labelGetter(ref label);
scoreGetter(ref score);
cachedPosition = input.Position;
}
};
var getters = new Delegate[5];
if (activeCols(LabelOutput))
{
ValueGetter <VBuffer <float> > labelFn =
(ref VBuffer <float> dst) =>
{
updateCacheIfNeeded();
label.CopyTo(ref dst);
};
getters[LabelOutput] = labelFn;
}
if (activeCols(ScoreOutput))
{
ValueGetter <VBuffer <float> > scoreFn =
(ref VBuffer <float> dst) =>
{
updateCacheIfNeeded();
score.CopyTo(ref dst);
};
getters[ScoreOutput] = scoreFn;
}
if (activeCols(L1Output))
{
ValueGetter <double> l1Fn =
(ref double dst) =>
{
updateCacheIfNeeded();
dst = VectorUtils.L1Distance(in label, in score);
};
getters[L1Output] = l1Fn;
}
protected override ValueGetter <Single> GetScoreGetter(DataViewRow row)
{
return(row.GetGetter <Single>(row.Schema[_bindings.ScoreIndex]));
}
private static ValueGetter <TDst> GetGetterAsCore <TSrc, TDst>(DataViewType typeSrc, DataViewType typeDst, DataViewRow row, DataViewSchema.Column col)
{
Contracts.Assert(typeof(TSrc) == typeSrc.RawType);
Contracts.Assert(typeof(TDst) == typeDst.RawType);
bool identity;
if (typeSrc.RawKind() == DataKind.UInt32 && typeDst.RawKind() == DataKind.UInt32)
{
var getter = row.GetGetter <uint>(col);
// Multiclass future issue
uint plus = (typeDst.IsKey() ? (uint)1 : (uint)0) - (typeSrc.IsKey() ? (uint)1 : (uint)0);
identity = true;
var src = default(uint);
ValueGetter <uint> mapu =
(ref uint dst) =>
{
getter(ref src);
dst = src + plus;
};
return(mapu as ValueGetter <TDst>);
}
else if (typeSrc.RawKind() == DataKind.Single && typeDst.RawKind() == DataKind.UInt32)
{
var getter = row.GetGetter <float>(col);
// Multiclass future issue
uint plus = (typeDst.IsKey() ? (uint)1 : (uint)0) - (typeSrc.IsKey() ? (uint)1 : (uint)0);
identity = true;
var src = default(float);
ValueGetter <uint> mapu =
(ref uint dst) =>
{
getter(ref src);
dst = (uint)src + plus;
};
return(mapu as ValueGetter <TDst>);
}
else if (typeSrc.RawKind() == DataKind.Int64 && typeDst.RawKind() == DataKind.UInt64)
{
ulong plus = (typeDst.IsKey() ? (ulong)1 : (ulong)0) - (typeSrc.IsKey() ? (ulong)1 : (ulong)0);
var getter = row.GetGetter <long>(col);
identity = true;
var src = default(long);
ValueGetter <ulong> mapu =
(ref ulong dst) =>
{
getter(ref src);
CheckRange(src, dst);
dst = (ulong)src + plus;
};
return(mapu as ValueGetter <TDst>);
}
else if (typeSrc.RawKind() == DataKind.Single && typeDst.RawKind() == DataKind.UInt64)
{
ulong plus = (ulong)((typeDst.IsKey() ? 1 : 0) - (typeSrc.IsKey() ? 1 : 0));
var getter = row.GetGetter <ulong>(col);
identity = true;
var src = default(ulong);
ValueGetter <ulong> mapu =
(ref ulong dst) =>
{
getter(ref src);
CheckRange(src, dst);
dst = (ulong)src + plus;
};
return(mapu as ValueGetter <TDst>);
}
else if (typeSrc.RawKind() == DataKind.Int64 && typeDst.RawKind() == DataKind.UInt32)
{
// Multiclass future issue
uint plus = (typeDst.IsKey() ? (uint)1 : (uint)0) - (typeSrc.IsKey() ? (uint)1 : (uint)0);
var getter = row.GetGetter <long>(col);
identity = true;
var src = default(long);
ValueGetter <uint> mapu =
(ref uint dst) =>
{
getter(ref src);
CheckRange(src, dst);
dst = (uint)src + plus;
};
return(mapu as ValueGetter <TDst>);
}
else if (typeSrc.RawKind() == DataKind.Single && typeDst.RawKind() == DataKind.String)
{
// Multiclass future issue
var getter = row.GetGetter <float>(col);
identity = true;
var src = default(float);
ValueGetter <DvText> mapu =
(ref DvText dst) =>
{
getter(ref src);
dst = new DvText(string.Format("{0}", (int)src));
};
return(mapu as ValueGetter <TDst>);
}
else
{
var getter = row.GetGetter <TSrc>(col);
var conv = Conversions.DefaultInstance.GetStandardConversion <TSrc, TDst>(typeSrc, typeDst, out identity);
if (identity)
{
Contracts.Assert(typeof(TSrc) == typeof(TDst));
return((ValueGetter <TDst>)(Delegate) getter);
}
var src = default(TSrc);
return
((ref TDst dst) =>
{
getter(ref src);
conv(in src, ref dst);
});
}
}
private static Delegate GetGetterAsDelegateCore <TValue>(DataViewRow row, int col)
{
return(row.GetGetter <TValue>(col));
}
private ValueGetter <VBuffer <ushort> > MakeGetterVec(DataViewRow input, int iinfo)
{
Host.AssertValue(input);
int cv = input.Schema[ColMapNewToOld[iinfo]].Type.GetVectorSize();
Contracts.Assert(cv >= 0);
var getSrc = input.GetGetter <VBuffer <ReadOnlyMemory <char> > >(input.Schema[ColMapNewToOld[iinfo]]);
var src = default(VBuffer <ReadOnlyMemory <char> >);
ValueGetter <VBuffer <ushort> > getterWithStartEndSep = (ref VBuffer <ushort> dst) =>
{
getSrc(ref src);
int len = 0;
var srcValues = src.GetValues();
for (int i = 0; i < srcValues.Length; i++)
{
if (!srcValues[i].IsEmpty)
{
len += srcValues[i].Length;
if (_parent._useMarkerChars)
{
len += TextMarkersCount;
}
}
}
var editor = VBufferEditor.Create(ref dst, len);
if (len > 0)
{
int index = 0;
for (int i = 0; i < srcValues.Length; i++)
{
if (srcValues[i].IsEmpty)
{
continue;
}
if (_parent._useMarkerChars)
{
editor.Values[index++] = TextStartMarker;
}
var span = srcValues[i].Span;
for (int ich = 0; ich < srcValues[i].Length; ich++)
{
editor.Values[index++] = span[ich];
}
if (_parent._useMarkerChars)
{
editor.Values[index++] = TextEndMarker;
}
}
Contracts.Assert(index == len);
}
dst = editor.Commit();
};
ValueGetter <VBuffer <ushort> > getterWithUnitSep = (ref VBuffer <ushort> dst) =>
{
getSrc(ref src);
int len = 0;
var srcValues = src.GetValues();
for (int i = 0; i < srcValues.Length; i++)
{
if (!srcValues[i].IsEmpty)
{
len += srcValues[i].Length;
if (i > 0)
{
len += 1; // add UnitSeparator character to len that will be added
}
}
}
if (_parent._useMarkerChars)
{
len += TextMarkersCount;
}
var editor = VBufferEditor.Create(ref dst, len);
if (len > 0)
{
int index = 0;
// ReadOnlyMemory can be a result of either concatenating text columns together
// or application of word tokenizer before char tokenizer in TextFeaturizingEstimator.
//
// Considering VBuffer<ReadOnlyMemory> as a single text stream.
// Therefore, prepend and append start and end markers only once i.e. at the start and at end of vector.
// Insert UnitSeparator after every piece of text in the vector.
if (_parent._useMarkerChars)
{
editor.Values[index++] = TextStartMarker;
}
for (int i = 0; i < srcValues.Length; i++)
{
if (srcValues[i].IsEmpty)
{
continue;
}
if (i > 0)
{
editor.Values[index++] = UnitSeparator;
}
var span = srcValues[i].Span;
for (int ich = 0; ich < srcValues[i].Length; ich++)
{
editor.Values[index++] = span[ich];
}
}
if (_parent._useMarkerChars)
{
editor.Values[index++] = TextEndMarker;
}
Contracts.Assert(index == len);
}
dst = editor.Commit();
};
return(_parent._isSeparatorStartEnd ? getterWithStartEndSep : getterWithUnitSep);
}
private protected override Delegate[] CreateGettersCore(DataViewRow input, Func <int, bool> activeCols, out Action disposer)
{
disposer = null;
var getters = new Delegate[3];
if (!activeCols(ClusterIdCol) && !activeCols(SortedClusterCol) && !activeCols(SortedClusterScoreCol))
{
return(getters);
}
long cachedPosition = -1;
VBuffer <Single> scores = default(VBuffer <Single>);
var scoresArr = new Single[_numClusters];
int[] sortedIndices = new int[_numClusters];
var scoreGetter = input.GetGetter <VBuffer <Single> >(ScoreIndex);
Action updateCacheIfNeeded =
() =>
{
if (cachedPosition != input.Position)
{
scoreGetter(ref scores);
scores.CopyTo(scoresArr);
int j = 0;
foreach (var index in Enumerable.Range(0, scoresArr.Length).OrderBy(i => scoresArr[i]))
{
sortedIndices[j++] = index;
}
cachedPosition = input.Position;
}
};
if (activeCols(ClusterIdCol))
{
ValueGetter <uint> assignedFn =
(ref uint dst) =>
{
updateCacheIfNeeded();
dst = (uint)sortedIndices[0] + 1;
};
getters[ClusterIdCol] = assignedFn;
}
if (activeCols(SortedClusterScoreCol))
{
ValueGetter <VBuffer <Single> > topKScoresFn =
(ref VBuffer <Single> dst) =>
{
updateCacheIfNeeded();
var editor = VBufferEditor.Create(ref dst, _numClusters);
for (int i = 0; i < _numClusters; i++)
{
editor.Values[i] = scores.GetItemOrDefault(sortedIndices[i]);
}
dst = editor.Commit();
};
getters[SortedClusterScoreCol] = topKScoresFn;
}
if (activeCols(SortedClusterCol))
{
ValueGetter <VBuffer <uint> > topKClassesFn =
(ref VBuffer <uint> dst) =>
{
updateCacheIfNeeded();
var editor = VBufferEditor.Create(ref dst, _numClusters);
for (int i = 0; i < _numClusters; i++)
{
editor.Values[i] = (uint)sortedIndices[i] + 1;
}
dst = editor.Commit();
};
getters[SortedClusterCol] = topKClassesFn;
}
return(getters);
}
protected Func <bool> GetColumnComparer(DataViewRow r1, DataViewRow r2, int col, DataViewType type, bool exactDoubles)
{
if (type is VectorDataViewType vecType)
{
int size = vecType.Size;
Contracts.Assert(size >= 0);
var result = vecType.ItemType.RawType.TryGetDataKind(out var kind);
Contracts.Assert(result);
switch (kind)
{
case InternalDataKind.I1:
return(GetComparerVec <sbyte>(r1, r2, col, size, (x, y) => x == y));
case InternalDataKind.U1:
return(GetComparerVec <byte>(r1, r2, col, size, (x, y) => x == y));
case InternalDataKind.I2:
return(GetComparerVec <short>(r1, r2, col, size, (x, y) => x == y));
case InternalDataKind.U2:
return(GetComparerVec <ushort>(r1, r2, col, size, (x, y) => x == y));
case InternalDataKind.I4:
return(GetComparerVec <int>(r1, r2, col, size, (x, y) => x == y));
case InternalDataKind.U4:
return(GetComparerVec <uint>(r1, r2, col, size, (x, y) => x == y));
case InternalDataKind.I8:
return(GetComparerVec <long>(r1, r2, col, size, (x, y) => x == y));
case InternalDataKind.U8:
return(GetComparerVec <ulong>(r1, r2, col, size, (x, y) => x == y));
case InternalDataKind.R4:
return(GetComparerVec <Single>(r1, r2, col, size, (x, y) => FloatUtils.GetBits(x) == FloatUtils.GetBits(y)));
case InternalDataKind.R8:
if (exactDoubles)
{
return(GetComparerVec <Double>(r1, r2, col, size, (x, y) => FloatUtils.GetBits(x) == FloatUtils.GetBits(y)));
}
else
{
return(GetComparerVec <Double>(r1, r2, col, size, EqualWithEps));
}
case InternalDataKind.Text:
return(GetComparerVec <ReadOnlyMemory <char> >(r1, r2, col, size, (a, b) => a.Span.SequenceEqual(b.Span)));
case InternalDataKind.Bool:
return(GetComparerVec <bool>(r1, r2, col, size, (x, y) => x == y));
case InternalDataKind.TimeSpan:
return(GetComparerVec <TimeSpan>(r1, r2, col, size, (x, y) => x.Ticks == y.Ticks));
case InternalDataKind.DT:
return(GetComparerVec <DateTime>(r1, r2, col, size, (x, y) => x.Ticks == y.Ticks));
case InternalDataKind.DZ:
return(GetComparerVec <DateTimeOffset>(r1, r2, col, size, (x, y) => x.Equals(y)));
case InternalDataKind.UG:
return(GetComparerVec <DataViewRowId>(r1, r2, col, size, (x, y) => x.Equals(y)));
}
}
else
{
var result = type.RawType.TryGetDataKind(out var kind);
Contracts.Assert(result);
switch (kind)
{
case InternalDataKind.I1:
return(GetComparerOne <sbyte>(r1, r2, col, (x, y) => x == y));
case InternalDataKind.U1:
return(GetComparerOne <byte>(r1, r2, col, (x, y) => x == y));
case InternalDataKind.I2:
return(GetComparerOne <short>(r1, r2, col, (x, y) => x == y));
case InternalDataKind.U2:
return(GetComparerOne <ushort>(r1, r2, col, (x, y) => x == y));
case InternalDataKind.I4:
return(GetComparerOne <int>(r1, r2, col, (x, y) => x == y));
case InternalDataKind.U4:
return(GetComparerOne <uint>(r1, r2, col, (x, y) => x == y));
case InternalDataKind.I8:
return(GetComparerOne <long>(r1, r2, col, (x, y) => x == y));
case InternalDataKind.U8:
return(GetComparerOne <ulong>(r1, r2, col, (x, y) => x == y));
case InternalDataKind.R4:
return(GetComparerOne <Single>(r1, r2, col, (x, y) => FloatUtils.GetBits(x) == FloatUtils.GetBits(y)));
case InternalDataKind.R8:
if (exactDoubles)
{
return(GetComparerOne <Double>(r1, r2, col, (x, y) => FloatUtils.GetBits(x) == FloatUtils.GetBits(y)));
}
else
{
return(GetComparerOne <Double>(r1, r2, col, EqualWithEps));
}
case InternalDataKind.Text:
return(GetComparerOne <ReadOnlyMemory <char> >(r1, r2, col, (a, b) => a.Span.SequenceEqual(b.Span)));
case InternalDataKind.Bool:
return(GetComparerOne <bool>(r1, r2, col, (x, y) => x == y));
case InternalDataKind.TimeSpan:
return(GetComparerOne <TimeSpan>(r1, r2, col, (x, y) => x.Ticks == y.Ticks));
case InternalDataKind.DT:
return(GetComparerOne <DateTime>(r1, r2, col, (x, y) => x.Ticks == y.Ticks));
case InternalDataKind.DZ:
return(GetComparerOne <DateTimeOffset>(r1, r2, col, (x, y) => x.Equals(y)));
case InternalDataKind.UG:
return(GetComparerOne <DataViewRowId>(r1, r2, col, (x, y) => x.Equals(y)));
}
}
#if !CORECLR // REVIEW: Port Picture type to CoreTLC.
if (type is PictureType)
{
var g1 = r1.GetGetter <Picture>(col);
var g2 = r2.GetGetter <Picture>(col);
Picture v1 = null;
Picture v2 = null;
return
(() =>
{
g1(ref v1);
g2(ref v2);
return ComparePicture(v1, v2);
});
}
#endif
throw Contracts.Except("Unknown type in GetColumnComparer: '{0}'", type);
}
/// <summary> /// Returns a value getter delegate to fetch the value of column with the given columnIndex, from the row. /// This throws if the column is not active in this row, or if the type /// <typeparamref name="TValue"/> differs from this column's type. /// </summary> /// <typeparam name="TValue"> is the column's content type.</typeparam> /// <param name="column"> is the output column whose getter should be returned.</param> public override ValueGetter <TValue> GetGetter <TValue>(DataViewSchema.Column column) => _row.GetGetter <TValue>(column);
public ListAggregator(DataViewRow row, int col)
{
Contracts.AssertValue(row);
_srcGetter = row.GetGetter <TValue>(row.Schema[col]);
_getter = (ValueGetter <VBuffer <TValue> >)Getter;
}
private Delegate[] CreateGetters(DataViewRow input, bool[] active)
{
Contracts.Assert(Utils.Size(active) == 2);
Contracts.Assert(_parent._distMapper != null);
var getters = new Delegate[2];
if (active[0] || active[1])
{
// Put all captured locals at this scope.
var featureGetter = InputRoleMappedSchema.Feature?.Index is int idx?input.GetGetter <VBuffer <float> >(idx) : null;
float prob = 0;
float score = 0;
long cachedPosition = -1;
var features = default(VBuffer <float>);
ValueMapper <VBuffer <float>, float, float> mapper;
mapper = _parent._distMapper.GetMapper <VBuffer <float>, float, float>();
if (active[0])
{
ValueGetter <float> getScore =
(ref float dst) =>
{
EnsureCachedResultValueMapper(mapper, ref cachedPosition, featureGetter, ref features, ref score, ref prob, input);
dst = score;
};
getters[0] = getScore;
}
if (active[1])
{
ValueGetter <float> getProb =
(ref float dst) =>
{
EnsureCachedResultValueMapper(mapper, ref cachedPosition, featureGetter, ref features, ref score, ref prob, input);
dst = prob;
};
getters[1] = getProb;
}
}
return(getters);
}
public NameOnnxValueGetter(DataViewRow input, string colName, int colIndex)
{
_colName = colName;
_srcgetter = input.GetGetter <T>(input.Schema[colIndex]);
}
private ValueGetter <T> GetSrcGetter <T>(DataViewRow input, int iinfo)
{
return(input.GetGetter <T>(_bindings.SrcCols[iinfo]));
}
public override ValueGetter <TValue> GetGetter <TValue>()
{
return(_row.GetGetter <TValue>(_row.Schema[_col]));
}
public override ValueGetter <TValue> GetGetter <TValue>()
{
return(_row.GetGetter <TValue>(_col));
}
public override ValueGetter <TValue> GetGetter <TValue>(int col) => _row.GetGetter <TValue>(col);
private Delegate MakeGetter <T>(DataViewRow input, int iinfo)
{
var getter = input.GetGetter <long>(input.Schema[_parent._column.Source]);
ValueGetter <T> result = (ref T dst) =>
{
long dateTime = default;
getter(ref dateTime);
if (!_cache.TryGetValue(dateTime, out TimePoint timePoint))
{
_cache[dateTime] = _parent._column.Transform(dateTime);
_oldestKeys.Enqueue(dateTime);
timePoint = _cache[dateTime];
// If more than 100 cached items, remove 20
if (_cache.Count > 100)
{
for (int i = 0; i < 20; i++)
{
long key;
while (!_oldestKeys.TryDequeue(out key))
{
}
while (!_cache.TryRemove(key, out TimePoint removedValue))
{
}
}
}
}
if (iinfo == 0)
{
dst = (T)Convert.ChangeType(timePoint.Year, typeof(T));
}
else if (iinfo == 1)
{
dst = (T)Convert.ChangeType(timePoint.Month, typeof(T));
}
else if (iinfo == 2)
{
dst = (T)Convert.ChangeType(timePoint.Day, typeof(T));
}
else if (iinfo == 3)
{
dst = (T)Convert.ChangeType(timePoint.Hour, typeof(T));
}
else if (iinfo == 4)
{
dst = (T)Convert.ChangeType(timePoint.Minute, typeof(T));
}
else if (iinfo == 5)
{
dst = (T)Convert.ChangeType(timePoint.Second, typeof(T));
}
else if (iinfo == 6)
{
dst = (T)Convert.ChangeType(timePoint.AmPm, typeof(T));
}
else if (iinfo == 7)
{
dst = (T)Convert.ChangeType(timePoint.Hour12, typeof(T));
}
else if (iinfo == 8)
{
dst = (T)Convert.ChangeType(timePoint.DayOfWeek, typeof(T));
}
else if (iinfo == 9)
{
dst = (T)Convert.ChangeType(timePoint.DayOfQuarter, typeof(T));
}
else if (iinfo == 10)
{
dst = (T)Convert.ChangeType(timePoint.DayOfYear, typeof(T));
}
else if (iinfo == 11)
{
dst = (T)Convert.ChangeType(timePoint.WeekOfMonth, typeof(T));
}
else if (iinfo == 12)
{
dst = (T)Convert.ChangeType(timePoint.QuarterOfYear, typeof(T));
}
else if (iinfo == 13)
{
dst = (T)Convert.ChangeType(timePoint.HalfOfYear, typeof(T));
}
else if (iinfo == 14)
{
dst = (T)Convert.ChangeType(timePoint.WeekIso, typeof(T));
}
else if (iinfo == 15)
{
dst = (T)Convert.ChangeType(timePoint.YearIso, typeof(T));
}
else if (iinfo == 16)
{
dst = (T)Convert.ChangeType(timePoint.MonthLabel.AsMemory(), typeof(T));
}
else if (iinfo == 17)
{
dst = (T)Convert.ChangeType(timePoint.AmPmLabel.AsMemory(), typeof(T));
}
else if (iinfo == 18)
{
dst = (T)Convert.ChangeType(timePoint.DayOfWeekLabel.AsMemory(), typeof(T));
}
else if (iinfo == 19)
{
dst = (T)Convert.ChangeType(timePoint.HolidayName.AsMemory(), typeof(T));
}
else
{
dst = (T)Convert.ChangeType(timePoint.IsPaidTimeOff, typeof(T));
}
};
return(result);
}
private ValueGetter <long> GetLabelGetter(DataViewRow row, DataViewSchema.Column col)
{
// The label column type is checked as part of args validation.
var type = col.Type;
_host.Assert(type is KeyDataViewType || type is NumberDataViewType || type is BooleanDataViewType);
if (type is BooleanDataViewType)
{
bool src = default;
var getSrc = row.GetGetter <bool>(col);
return
((ref long dst) =>
{
getSrc(ref src);
if (src)
{
dst = 1;
}
else
{
dst = 0;
}
});
}
if (type is KeyDataViewType)
{
_host.Assert(type.GetKeyCount() > 0);
int size = type.GetKeyCountAsInt32();
ulong src = 0;
var getSrc = RowCursorUtils.GetGetterAs <ulong>(NumberDataViewType.UInt64, row, col.Index);
return
((ref long dst) =>
{
getSrc(ref src);
// The value should fall between 0 and size inclusive, where 0 is considered
// missing/invalid (this is the contract of the KeyType). However, we still handle the
// cases of too large values correctly (by treating them as invalid).
if (src <= (ulong)size)
{
dst = (long)src - 1;
}
else
{
dst = -1;
}
});
}
else
{
double src = 0;
var getSrc = RowCursorUtils.GetGetterAs <double>(NumberDataViewType.Double, row, col.Index);
return
((ref long dst) =>
{
getSrc(ref src);
// NaN maps to -1.
if (double.IsNaN(src))
{
dst = -1;
}
else
{
dst = (long)src;
}
});
}
}
