bool IOService::IsConnected(int connectionId) const
{
if (Find(removedListeners, connectionId) != std::end(removedListeners)) {
return false;
}
const auto equal = [&connectionId](const Listener& listener)-> bool {
return listener.id == connectionId;
};
if (FindIf(listeners, equal) != std::end(listeners)) {
return true;
}
if (FindIf(addedListeners, equal) != std::end(addedListeners)) {
return true;
}
return false;
}
static void CalcShapValuesRecursive(const TObliviousTrees& forest,
const TVector<int>& binFeaturesMapping,
const TVector<ui8>& binFeaturesValues,
size_t treeIdx,
int depth,
const TVector<TVector<size_t>>& subtreeSizes,
int dimension,
size_t nodeIdx,
const TVector<TFeaturePathElement>& oldFeaturePath,
double zeroPathsFraction,
double onePathsFraction,
int feature,
TVector<double>* shapValuesPtr) {
TVector<double>& shapValues = *shapValuesPtr;
TVector<TFeaturePathElement> featurePath = ExtendFeaturePath(oldFeaturePath, zeroPathsFraction, onePathsFraction, feature);
if (depth == forest.TreeSizes[treeIdx]) {
for (size_t elementIdx = 1; elementIdx < featurePath.size(); ++elementIdx) {
TVector<TFeaturePathElement> unwoundPath = UnwindFeaturePath(featurePath, elementIdx);
double weightSum = 0.0;
for (const TFeaturePathElement& unwoundPathElement : unwoundPath) {
weightSum += unwoundPathElement.Weight;
}
const TFeaturePathElement& element = featurePath[elementIdx];
const int approxDimension = forest.ApproxDimension;
shapValues[element.Feature] += weightSum * (element.OnePathsFraction - element.ZeroPathsFraction)
* forest.LeafValues[treeIdx][nodeIdx * approxDimension + dimension];
}
} else {
const TRepackedBin& split = forest.GetRepackedBins()[forest.TreeStartOffsets[treeIdx] + depth];
const int splitBinFeature = split.FeatureIndex;
const int splitFlatFeature = binFeaturesMapping[splitBinFeature];
const ui8 threshold = split.SplitIdx;
const ui8 xorMask = split.XorMask;
double newZeroPathsFraction = 1.0;
double newOnePathsFraction = 1.0;
const auto sameFeatureElement = FindIf(featurePath.begin(), featurePath.end(), [splitFlatFeature](const TFeaturePathElement& element) {return element.Feature == splitFlatFeature;});
if (sameFeatureElement != featurePath.end()) {
const size_t sameFeatureIndex = sameFeatureElement - featurePath.begin();
newZeroPathsFraction = featurePath[sameFeatureIndex].ZeroPathsFraction;
newOnePathsFraction = featurePath[sameFeatureIndex].OnePathsFraction;
featurePath = UnwindFeaturePath(featurePath, sameFeatureIndex);
}
const size_t goNodeIdx = nodeIdx | (((binFeaturesValues[splitBinFeature] ^ xorMask) >= threshold) << depth);
const size_t skipNodeIdx = goNodeIdx ^ (1 << depth);
if (subtreeSizes[depth + 1][goNodeIdx] > 0) {
CalcShapValuesRecursive(forest, binFeaturesMapping, binFeaturesValues, treeIdx, depth + 1, subtreeSizes, dimension,
goNodeIdx, featurePath,
newZeroPathsFraction * subtreeSizes[depth + 1][goNodeIdx] / subtreeSizes[depth][nodeIdx],
newOnePathsFraction, splitFlatFeature,
&shapValues);
}
if (subtreeSizes[depth + 1][skipNodeIdx] > 0) {
CalcShapValuesRecursive(forest, binFeaturesMapping, binFeaturesValues, treeIdx, depth + 1, subtreeSizes, dimension,
skipNodeIdx, featurePath,
newZeroPathsFraction * subtreeSizes[depth + 1][skipNodeIdx] / subtreeSizes[depth][nodeIdx],
/*onePathFraction*/ 0, splitFlatFeature,
&shapValues);
}
}
}