ai.h2o.automl.WorkAllocations Maven / Gradle / Ivy
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package ai.h2o.automl;
import water.Iced;
import water.util.ArrayUtils;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.util.function.Predicate;
import java.util.stream.Stream;
public class WorkAllocations extends Iced {
public enum JobType {
Unknown,
ModelBuild,
HyperparamSearch,
Selection,
Dynamic,
}
public static class Work extends Iced {
String _id;
IAlgo _algo;
JobType _type;
int _priorityGroup;
int _weight;
Work(String id, IAlgo algo, JobType type, int priorityGroup, int weight) {
this._algo = algo;
this._type = type;
this._id = id;
this._priorityGroup = priorityGroup;
this._weight = weight;
}
public int consume() {
int consumed = _weight;
_weight = 0;
return consumed;
}
@Override
public String toString() {
final StringBuilder sb = new StringBuilder("Work{")
.append(_id).append(", ")
.append(_algo.name()).append(", ")
.append(_type).append(", ")
.append("group=").append(_priorityGroup).append(", ")
.append("weight=").append(_weight)
.append('}');
return sb.toString();
}
}
private boolean frozen;
private Work[] allocations = new Work[0];
WorkAllocations allocate(Work work) {
if (frozen) throw new IllegalStateException("Can not allocate new work.");
allocations = ArrayUtils.append(allocations, work);
return this;
}
WorkAllocations freeze() {
frozen = true;
return this;
}
void remove(IAlgo algo) {
if (frozen) throw new IllegalStateException("Can not modify allocations.");
List filtered = new ArrayList<>(allocations.length);
for (Work alloc : allocations) {
if (!algo.name().equals(alloc._algo.name())) {
filtered.add(alloc);
}
}
allocations = filtered.toArray(new Work[0]);
}
public Work getAllocation(String id, IAlgo algo) {
for (Work alloc : allocations) {
if (alloc._algo.name().equals(algo.name()) && alloc._id.equals(id)) return alloc;
}
return null;
}
public Work[] getAllocations(Predicate predicate) {
return Stream.of(allocations)
.filter(predicate)
.toArray(Work[]::new);
}
private int sum(Work[] workItems) {
int tot = 0;
for (Work item : workItems) {
if (item._weight > 0)
tot += item._weight;
}
return tot;
}
int remainingWork() {
return sum(allocations);
}
int remainingWork(Predicate predicate) {
return sum(getAllocations(predicate));
}
float remainingWorkRatio(Work work) {
return (float) work._weight / remainingWork();
}
float remainingWorkRatio(Work work, Predicate predicate) {
return (float) work._weight / remainingWork(predicate);
}
@Override
public String toString() {
return Arrays.toString(allocations);
}
}