private void GetPathSlotNames(int col, ref VBuffer <DvText> dst)
{
var numTrees = _ensemble.NumTrees;
var totalNodeCount = _totalLeafCount - numTrees;
var names = dst.Values;
if (Utils.Size(names) < totalNodeCount)
{
names = new DvText[totalNodeCount];
}
int i = 0;
int t = 0;
foreach (var tree in _ensemble.GetTrees())
{
var numLeaves = tree.NumLeaves;
for (int l = 0; l < tree.NumLeaves - 1; l++)
{
names[i++] = new DvText(string.Format("Tree{0:000}Node{1:000}", t, l));
}
t++;
}
_host.Assert(i == totalNodeCount);
dst = new VBuffer <DvText>(totalNodeCount, names, dst.Indices);
}
public override void InitializeNextPass(IRow row, RoleMappedSchema schema)
{
Host.Assert(!_streaming && PassNum < 2 || PassNum < 1);
Host.AssertValue(schema.Label);
var score = schema.GetUniqueColumn(MetadataUtils.Const.ScoreValueKind.Score);
_labelGetter = RowCursorUtils.GetLabelGetter(row, schema.Label.Index);
_scoreGetter = row.GetGetter <float>(score.Index);
Host.AssertValue(_labelGetter);
Host.AssertValue(_scoreGetter);
if (IsMainPass())
{
Host.Assert(_topExamples.Count == 0);
if (_nameIndex < 0)
{
int rowCounter = 0;
_nameGetter = (ref DvText dst) => dst = new DvText((rowCounter++).ToString());
}
else
{
_nameGetter = row.GetGetter <DvText>(_nameIndex);
}
}
}
private int[][] CompileSlotMap(string slotMapString, int srcSlotCount)
{
var parts = new DvText(slotMapString).Split(new[] { ';' }).ToArray();
var slotMap = new int[parts.Length][];
for (int i = 0; i < slotMap.Length; i++)
{
var slotIndices = parts[i].Split(new[] { ',' }).ToArray();
var slots = new int[slotIndices.Length];
slotMap[i] = slots;
for (int j = 0; j < slots.Length; j++)
{
int index;
if (!int.TryParse(slotIndices[j].ToString(), out index) || index < 0 || index >= srcSlotCount)
{
throw Host.Except("Unexpected slot index '{1}' in group {0}. Expected 0 to {2}", i, slotIndices[j], srcSlotCount - 1);
}
slots[j] = index;
}
if (slots.Distinct().Count() < slots.Length)
{
throw Host.Except("Group '{0}' has duplicate slot indices", parts[i]);
}
}
return(slotMap);
}
private void AddTerms(DvText txt, char[] separators, List <DvText> terms)
{
Host.AssertNonEmpty(separators);
var rest = txt;
if (separators.Length > 1)
{
while (rest.HasChars)
{
DvText term;
rest.SplitOne(separators, out term, out rest);
term = term.Trim();
if (term.HasChars)
{
terms.Add(term);
}
}
}
else
{
var separator = separators[0];
while (rest.HasChars)
{
DvText term;
rest.SplitOne(separator, out term, out rest);
term = term.Trim();
if (term.HasChars)
{
terms.Add(term);
}
}
}
}
private ValueGetter <VBuffer <DvText> > MakeGetterOne(IRow input, int iinfo)
{
Host.AssertValue(input);
Host.Assert(Infos[iinfo].TypeSrc.IsText);
var getSrc = GetSrcGetter <DvText>(input, iinfo);
var src = default(DvText);
var terms = new List <DvText>();
var separators = _exes[iinfo].Separators;
return
((ref VBuffer <DvText> dst) =>
{
getSrc(ref src);
terms.Clear();
AddTerms(src, separators, terms);
var values = dst.Values;
if (terms.Count > 0)
{
if (Utils.Size(values) < terms.Count)
{
values = new DvText[terms.Count];
}
terms.CopyTo(values);
}
dst = new VBuffer <DvText>(terms.Count, values, dst.Indices);
});
}
private void ComposeNgramString(uint[] ngram, int count, StringBuilder sb, int keyCount, TermGetter termGetter)
{
Host.AssertValue(sb);
Host.AssertValue(ngram);
Host.Assert(keyCount > 0);
sb.Clear();
DvText term = default(DvText);
string sep = "";
for (int iterm = 0; iterm < count; iterm++)
{
sb.Append(sep);
sep = "|";
var unigram = ngram[iterm];
if (unigram <= 0 || unigram > keyCount)
{
sb.Append("*");
}
else
{
termGetter((int)unigram - 1, ref term);
term.AddToStringBuilder(sb);
}
}
}
private static uint HashCore(uint seed, ref DvText value, int i, uint mask)
{
Contracts.Assert(Utils.IsPowerOfTwo(mask + 1));
if (!value.HasChars)
{
return(0);
}
return((value.Trim().Hash(Hashing.MurmurRound(seed, (uint)i)) & mask) + 1);
}
private void GetSlotNames(int iinfo, ref VBuffer <DvText> dst)
{
Host.Assert(0 <= iinfo && iinfo < Infos.Length);
Host.AssertValue(_exes[iinfo].SlotMap);
int n = _exes[iinfo].OutputValueCount;
var output = dst.Values;
if (Utils.Size(output) < n)
{
output = new DvText[n];
}
var srcColumnName = Source.Schema.GetColumnName(Infos[iinfo].Source);
bool useDefaultSlotNames = !Source.Schema.HasSlotNames(Infos[iinfo].Source, Infos[iinfo].TypeSrc.VectorSize);
VBuffer <DvText> srcSlotNames = default(VBuffer <DvText>);
if (!useDefaultSlotNames)
{
Source.Schema.GetMetadata(MetadataUtils.Kinds.SlotNames, Infos[iinfo].Source, ref srcSlotNames);
useDefaultSlotNames =
!srcSlotNames.IsDense ||
srcSlotNames.Length != Infos[iinfo].TypeSrc.ValueCount;
}
var outputSlotName = new StringBuilder();
for (int slot = 0; slot < n; slot++)
{
var slotList = _exes[iinfo].SlotMap[slot];
outputSlotName.Clear();
foreach (var inputSlotIndex in slotList)
{
if (outputSlotName.Length > 0)
{
outputSlotName.Append("+");
}
if (useDefaultSlotNames)
{
outputSlotName.AppendFormat("{0}[{1}]", srcColumnName, inputSlotIndex);
}
else
{
outputSlotName.Append(srcSlotNames.Values[inputSlotIndex]);
}
}
output[slot] = new DvText(outputSlotName.ToString());
}
dst = new VBuffer <DvText>(n, output, dst.Indices);
}
/// <summary>
/// Determine the default scorer for a schema bound mapper. This looks for text-valued ScoreColumnKind
/// metadata on the first column of the mapper. If that text is found and maps to a scorer loadable class,
/// that component is used. Otherwise, the GenericScorer is used.
/// </summary>
/// <param name="mapper">The schema bound mapper to get the default scorer.</param>.
/// <param name="suffix">An optional suffix to append to the default column names.</param>
public static TScorerFactory GetScorerComponent(
ISchemaBoundMapper mapper,
string suffix = null)
{
Contracts.AssertValue(mapper);
ComponentCatalog.LoadableClassInfo info = null;
DvText scoreKind = default;
if (mapper.OutputSchema.ColumnCount > 0 &&
mapper.OutputSchema.TryGetMetadata(TextType.Instance, MetadataUtils.Kinds.ScoreColumnKind, 0, ref scoreKind) &&
scoreKind.HasChars)
{
var loadName = scoreKind.ToString();
info = ComponentCatalog.GetLoadableClassInfo <SignatureDataScorer>(loadName);
if (info == null || !typeof(IDataScorerTransform).IsAssignableFrom(info.Type))
{
info = null;
}
}
Func <IHostEnvironment, IDataView, ISchemaBoundMapper, RoleMappedSchema, IDataScorerTransform> factoryFunc;
if (info == null)
{
factoryFunc = (env, data, innerMapper, trainSchema) =>
new GenericScorer(
env,
new GenericScorer.Arguments()
{
Suffix = suffix
},
data,
innerMapper,
trainSchema);
}
else
{
factoryFunc = (env, data, innerMapper, trainSchema) =>
{
object args = info.CreateArguments();
if (args is ScorerArgumentsBase scorerArgs)
{
scorerArgs.Suffix = suffix;
}
return((IDataScorerTransform)info.CreateInstance(
env,
args,
new object[] { data, innerMapper, trainSchema }));
};
}
return(ComponentFactoryUtils.CreateFromFunction(factoryFunc));
}
protected override void GetScoreValueKind(int col, ref DvText dst)
{
Contracts.Assert(0 <= col && col < ColumnCount);
if (col == base.ColumnCount)
{
dst = new DvText(MetadataUtils.Const.ScoreValueKind.Probability);
}
else
{
base.GetScoreValueKind(col, ref dst);
}
}
private ValueGetter <uint> ComposeGetterOneCore(ValueGetter <DvText> getSrc, uint seed, uint mask)
{
DvText src = default(DvText);
return
((ref uint dst) =>
{
// REVIEW: Should we verify that the key value is within the advertised KeyCount?
// Values greater than KeyCount should be treated as zeros.
getSrc(ref src);
dst = HashCore(seed, ref src, mask);
});
}
public void GetSlotNames(ref VBuffer <DvText> slotNames)
{
var values = slotNames.Values;
if (Utils.Size(values) < UnweightedCounters.TruncationLevel)
{
values = new DvText[UnweightedCounters.TruncationLevel];
}
for (int i = 0; i < UnweightedCounters.TruncationLevel; i++)
{
values[i] = new DvText(string.Format("@{0}", i + 1));
}
slotNames = new VBuffer <DvText>(UnweightedCounters.TruncationLevel, values);
}
public void GetSlotNames(ref VBuffer <DvText> slotNames)
{
var values = slotNames.Values;
if (Utils.Size(values) < _size)
{
values = new DvText[_size];
}
for (int i = 0; i < _size; i++)
{
values[i] = new DvText(string.Format("(Label_{0})", i));
}
slotNames = new VBuffer <DvText>(_size, values);
}
/// <summary>
/// Returns the set of column ids which match the value of specified metadata kind.
/// The metadata type should be of type text.
/// </summary>
public static IEnumerable <int> GetColumnSet(this ISchema schema, string metadataKind, string value)
{
for (int col = 0; col < schema.ColumnCount; col++)
{
var columnType = schema.GetMetadataTypeOrNull(metadataKind, col);
if (columnType != null && columnType.IsText)
{
DvText val = default(DvText);
schema.GetMetadata(metadataKind, col, ref val);
if (val.EqualsStr(value))
{
yield return(col);
}
}
}
}
public bool GetWordVector(ref DvText word, float[] wordVector)
{
if (word.IsNA)
{
return(false);
}
string rawWord = word.GetRawUnderlyingBufferInfo(out int ichMin, out int ichLim);
NormStr str = _pool.Get(rawWord, ichMin, ichLim);
if (str != null)
{
_wordVectors.CopyTo(str.Id * Dimension, wordVector, Dimension);
return(true);
}
return(false);
}
private DvText Textify(ref StringBuilder sb, ref StringBuilder temp, ref char[] cbuffer, ref Pair[] buffer, HashSet <Pair> pairs)
{
Contracts.AssertValueOrNull(sb);
Contracts.AssertValueOrNull(temp);
Contracts.AssertValueOrNull(cbuffer);
Contracts.AssertValueOrNull(buffer);
Contracts.Assert(Utils.Size(pairs) > 0);
int count = pairs.Count;
// Keep things in the same order they were inserted, by sorting on order.
Utils.EnsureSize(ref buffer, count);
pairs.CopyTo(buffer);
pairs.Clear();
// Optimize the one value case, where we don't have to use the string builder.
if (count == 1)
{
var value = buffer[0].Value;
_stringifyMapper(ref value, ref temp);
return(Utils.Size(temp) > 0 ? new DvText(temp.ToString()) : DvText.Empty);
}
Array.Sort(buffer, 0, count, Comparer <Pair> .Create((x, y) => x.Order - y.Order));
if (sb == null)
{
sb = new StringBuilder();
}
Contracts.Assert(sb.Length == 0);
// The more general collision case.
sb.Append('{');
for (int i = 0; i < count; ++i)
{
var pair = buffer[i];
if (i > 0)
{
sb.Append(',');
}
var value = pair.Value;
_stringifyMapper(ref value, ref temp);
InvertHashUtils.AppendToEnd(temp, sb, ref cbuffer);
}
sb.Append('}');
var retval = new DvText(sb.ToString());
sb.Clear();
return(retval);
}
private MetadataUtils.MetadataGetter <VBuffer <DvText> > CreateSlotNamesGetter(string prefix)
{
return
((int col, ref VBuffer <DvText> dst) =>
{
var values = dst.Values;
if (Utils.Size(values) < _scoreSize)
{
values = new DvText[_scoreSize];
}
for (int i = 0; i < _scoreSize; i++)
{
values[i] = new DvText(string.Format("{0} ({1})", prefix, _quantiles[i]));
}
dst = new VBuffer <DvText>(_scoreSize, values);
});
}
private void SlotNamesGetter(int iinfo, ref VBuffer <DvText> dst)
{
Contracts.Assert(0 <= iinfo && iinfo < InfoCount);
var values = dst.Values;
if (Utils.Size(values) < _truncationLevel)
{
values = new DvText[_truncationLevel];
}
for (int i = 0; i < _truncationLevel; i++)
{
values[i] =
new DvText(string.Format("{0}@{1}", iinfo == NdcgCol ? Ndcg : iinfo == DcgCol ? Dcg : MaxDcg,
i + 1));
}
dst = new VBuffer <DvText>(_truncationLevel, values);
}
// REVIEW: Figure out how to avoid having the column name in each slot name.
private MetadataUtils.MetadataGetter <VBuffer <DvText> > CreateSlotNamesGetter(int numTopClusters, string suffix)
{
return
((int col, ref VBuffer <DvText> dst) =>
{
var values = dst.Values;
if (Utils.Size(values) < numTopClusters)
{
values = new DvText[numTopClusters];
}
for (int i = 1; i <= numTopClusters; i++)
{
values[i - 1] = new DvText(string.Format("#{0} {1}", i, suffix));
}
dst = new VBuffer <DvText>(numTopClusters, values);
});
}
/// <summary>
/// Gets the mapping from T into a StringBuilder representation, using various heuristics.
/// This StringBuilder representation will be a component of the composed KeyValues for the
/// hash outputs.
/// </summary>
public static ValueMapper <T, StringBuilder> GetSimpleMapper <T>(ISchema schema, int col)
{
Contracts.AssertValue(schema);
Contracts.Assert(0 <= col && col < schema.ColumnCount);
var type = schema.GetColumnType(col).ItemType;
Contracts.Assert(type.RawType == typeof(T));
var conv = Conversion.Conversions.Instance;
// First: if not key, then get the standard string converison.
if (!type.IsKey)
{
return(conv.GetStringConversion <T>(type));
}
bool identity;
// Second choice: if key, utilize the KeyValues metadata for that key, if it has one and is text.
if (schema.HasKeyNames(col, type.KeyCount))
{
// REVIEW: Non-textual KeyValues are certainly possible. Should we handle them?
// Get the key names.
VBuffer <DvText> keyValues = default(VBuffer <DvText>);
schema.GetMetadata(MetadataUtils.Kinds.KeyValues, col, ref keyValues);
DvText value = default(DvText);
// REVIEW: We could optimize for identity, but it's probably not worthwhile.
var keyMapper = conv.GetStandardConversion <T, uint>(type, NumberType.U4, out identity);
return
((ref T src, ref StringBuilder dst) =>
{
ClearDst(ref dst);
uint intermediate = 0;
keyMapper(ref src, ref intermediate);
if (intermediate == 0)
{
return;
}
keyValues.GetItemOrDefault((int)(intermediate - 1), ref value);
value.AddToStringBuilder(dst);
});
}
// Third choice: just use the key value itself, subject to offsetting by the min.
return(conv.GetKeyStringConversion <T>(type.AsKey));
}
private void UpdateColumnValues(string path, List <string> values)
{
// Cache the column values for future Getter calls.
for (int i = 0; i < _colValues.Length; i++)
{
var source = _parent._srcDirIndex[i];
if (source >= 0 && source < values.Count)
{
_colValues[i] = new DvText(values[source]);
}
else if (source == FilePathColIndex)
{
// Force Unix path for consistency.
var cleanPath = path.Replace(@"\", @"/");
_colValues[i] = new DvText(cleanPath);
}
}
}
private void GetTreeSlotNames(int col, ref VBuffer <DvText> dst)
{
var numTrees = _ensemble.NumTrees;
var names = dst.Values;
if (Utils.Size(names) < numTrees)
{
names = new DvText[numTrees];
}
for (int t = 0; t < numTrees; t++)
{
names[t] = new DvText(string.Format("Tree{0:000}", t));
}
dst = new VBuffer <DvText>(numTrees, names, dst.Indices);
}
private void GetSlotNames(int iinfo, ref VBuffer <DvText> dst)
{
Contracts.Assert(iinfo == 0);
Contracts.Assert(Utils.Size(_slotNames) > 0);
int size = Utils.Size(_slotNames);
var values = dst.Values;
if (Utils.Size(values) < size)
{
values = new DvText[size];
}
for (int i = 0; i < _slotNames.Length; i++)
{
values[i] = new DvText(_slotNames[i]);
}
dst = new VBuffer <DvText>(size, values, dst.Indices);
}
public ValueGetter <VBuffer <DvText> > GetGroupSummarySlotNames(string prefix)
{
return
((ref VBuffer <DvText> dst) =>
{
var values = dst.Values;
if (Utils.Size(values) < UnweightedCounters.TruncationLevel)
{
values = new DvText[UnweightedCounters.TruncationLevel];
}
for (int i = 0; i < UnweightedCounters.TruncationLevel; i++)
{
values[i] = new DvText(string.Format("{0}@{1}", prefix, i + 1));
}
dst = new VBuffer <DvText>(UnweightedCounters.TruncationLevel, values);
});
}
private QuantileRegressionPerInstanceEvaluator(IHostEnvironment env, ModelLoadContext ctx, ISchema schema)
: base(env, ctx, schema)
{
CheckInputColumnTypes(schema);
// *** Binary format **
// base
// int: _scoreSize
// int[]: Ids of the quantile names
_scoreSize = ctx.Reader.ReadInt32();
Host.CheckDecode(_scoreSize > 0);
_quantiles = new DvText[_scoreSize];
for (int i = 0; i < _scoreSize; i++)
{
_quantiles[i] = new DvText(ctx.LoadNonEmptyString());
}
_outputType = new VectorType(NumberType.R8, _scoreSize);
}
private object GetSpecifiedValue <T>(string srcStr, ColumnType dstType, RefPredicate <T> isNA)
{
var val = default(T);
if (!string.IsNullOrEmpty(srcStr))
{
// Handles converting input strings to correct types.
DvText srcTxt = new DvText(srcStr);
bool identity;
var strToT = Conversions.Instance.GetStandardConversion <DvText, T>(TextType.Instance, dstType.ItemType, out identity);
strToT(ref srcTxt, ref val);
// Make sure that the srcTxt can legitimately be converted to dstType, throw error otherwise.
if (isNA(ref val))
{
throw Contracts.Except("No conversion of '{0}' to '{1}'", srcStr, dstType.ItemType);
}
}
return(val);
}
private void GetSlotNames(int iinfo, ref VBuffer <DvText> dst)
{
Host.Assert(0 <= iinfo && iinfo < Infos.Length);
Host.Assert(_slotNamesTypes[iinfo] != null);
var keyCount = Infos[iinfo].TypeSrc.ItemType.KeyCount;
Host.Assert(Source.Schema.HasKeyNames(Infos[iinfo].Source, keyCount));
var unigramNames = new VBuffer <DvText>();
// Get the key values of the unigrams.
Source.Schema.GetMetadata(MetadataUtils.Kinds.KeyValues, Infos[iinfo].Source, ref unigramNames);
Host.Check(unigramNames.Length == keyCount);
var pool = _ngramMaps[iinfo];
var values = dst.Values;
var ngramCount = pool.Count;
if (Utils.Size(values) < ngramCount)
{
Array.Resize(ref values, ngramCount);
}
StringBuilder sb = new StringBuilder();
uint[] ngram = new uint[_exes[iinfo].NgramLength];
for (int slot = 0; slot < pool.Count; slot++)
{
var n = pool.GetById(slot, ref ngram);
Host.Assert(n >= 0);
// Get the unigrams composing the current ngram.
ComposeNgramString(ngram, n, sb, keyCount,
unigramNames.GetItemOrDefault);
values[slot] = new DvText(sb.ToString());
}
dst = new VBuffer <DvText>(ngramCount, values, dst.Indices);
}
public VBuffer <DvText> GetMetadata()
{
int count = _slotToValueSet.Count;
Contracts.Assert(count <= _slots);
StringBuilder sb = null;
StringBuilder temp = null;
Pair[] pairs = null;
char[] cbuffer = null;
bool sparse = count <= _slots / 2;
if (sparse)
{
// Sparse
var indices = new int[count];
var values = new DvText[count];
int i = 0;
foreach (var p in _slotToValueSet)
{
Contracts.Assert(0 <= p.Key && p.Key < _slots);
indices[i] = p.Key;
values[i++] = Textify(ref sb, ref temp, ref cbuffer, ref pairs, p.Value);
}
Contracts.Assert(i == count);
Array.Sort(indices, values);
return(new VBuffer <DvText>((int)_slots, count, values, indices));
}
else
{
// Dense
var values = new DvText[_slots];
foreach (var p in _slotToValueSet)
{
Contracts.Assert(0 <= p.Key && p.Key < _slots);
values[p.Key] = Textify(ref sb, ref temp, ref cbuffer, ref pairs, p.Value);
}
return(new VBuffer <DvText>(values.Length, values));
}
}
protected ValueGetter <VBuffer <DvText> > GetKeyValueGetter(AggregatorDictionaryBase[] dictionaries)
{
if (Utils.Size(dictionaries) == 0)
{
return(null);
}
return
((ref VBuffer <DvText> dst) =>
{
var values = dst.Values;
if (Utils.Size(values) < dictionaries.Length)
{
values = new DvText[dictionaries.Length];
}
for (int i = 0; i < dictionaries.Length; i++)
{
values[i] = new DvText(dictionaries[i].ColName);
}
dst = new VBuffer <DvText>(dictionaries.Length, values, dst.Indices);
});
}
private ValueGetter <VBuffer <DvText> > MakeGetterVec(IRow input, int iinfo)
{
Host.AssertValue(input);
Host.Assert(Infos[iinfo].TypeSrc.IsVector);
Host.Assert(Infos[iinfo].TypeSrc.ItemType.IsText);
int cv = Infos[iinfo].TypeSrc.VectorSize;
Contracts.Assert(cv >= 0);
var getSrc = GetSrcGetter <VBuffer <DvText> >(input, iinfo);
var src = default(VBuffer <DvText>);
var terms = new List <DvText>();
var separators = _exes[iinfo].Separators;
return
((ref VBuffer <DvText> dst) =>
{
getSrc(ref src);
terms.Clear();
for (int i = 0; i < src.Count; i++)
{
AddTerms(src.Values[i], separators, terms);
}
var values = dst.Values;
if (terms.Count > 0)
{
if (Utils.Size(values) < terms.Count)
{
values = new DvText[terms.Count];
}
terms.CopyTo(values);
}
dst = new VBuffer <DvText>(terms.Count, values, dst.Indices);
});
}