rinde.sim.pdptw.generator.Metrics Maven / Gradle / Ivy
The newest version!
/**
*
*/
package rinde.sim.pdptw.generator;
import static com.google.common.base.Preconditions.checkArgument;
import static com.google.common.collect.Lists.newArrayList;
import static com.google.common.collect.Sets.newLinkedHashSet;
import java.math.RoundingMode;
import java.util.Collections;
import java.util.List;
import java.util.Set;
import rinde.sim.core.graph.Point;
import rinde.sim.core.model.pdp.PDPScenarioEvent;
import rinde.sim.pdptw.common.AddParcelEvent;
import rinde.sim.pdptw.common.AddVehicleEvent;
import rinde.sim.pdptw.common.DynamicPDPTWScenario;
import rinde.sim.scenario.Scenario;
import rinde.sim.scenario.TimedEvent;
import rinde.sim.util.TimeWindow;
import com.google.common.base.Objects;
import com.google.common.collect.ImmutableList;
import com.google.common.collect.ImmutableMultiset;
import com.google.common.collect.ImmutableSortedMultiset;
import com.google.common.math.DoubleMath;
/**
* @author Rinde van Lon
*
*/
public final class Metrics {
private Metrics() {}
/**
* Computes the absolute load at every time instance of the specified
* scenario. Load is a measure of expected vehicle utilization.
* @param s The {@link Scenario} to measure.
* @return A list of load values. The value at index i indicates
* the load at time i. All values are always
* >= 0. All time instances not included in the list are
* assumed to have load 0.
*/
public static ImmutableList measureLoad(Scenario s) {
return measureLoad(s, 1);
}
static ImmutableList measureLoad(Scenario s, int numVehicles) {
// FIXME should be possible to set the granularity of time. e.g. compute
// load for every 1 second/minute/5minutes/hour/etc
final double vehicleSpeed = getVehicleSpeed(s);
final ImmutableList.Builder loadParts = ImmutableList.builder();
for (final TimedEvent te : s.asList()) {
if (te instanceof AddParcelEvent) {
loadParts.addAll(measureLoad((AddParcelEvent) te, vehicleSpeed));
}
}
return sum(0, loadParts.build(), numVehicles);
}
public static ImmutableList measureRelativeLoad(Scenario s) {
final int numVehicles = getEventTypeCounts(s).count(
PDPScenarioEvent.ADD_VEHICLE);
return measureLoad(s, numVehicles);
}
public static ImmutableList measureLoad(AddParcelEvent event,
double vehicleSpeed) {
checkArgument(vehicleSpeed > 0d);
checkArgument(
event.parcelDTO.pickupTimeWindow.begin <= event.parcelDTO.deliveryTimeWindow.begin,
"Delivery TW begin may not be before pickup TW begin.");
checkArgument(
event.parcelDTO.pickupTimeWindow.end <= event.parcelDTO.deliveryTimeWindow.end,
"Delivery TW end may not be before pickup TW end.");
// pickup lower bound,
final long pickupLb = event.parcelDTO.pickupTimeWindow.begin;
// pickup upper bound
final long pickupUb = event.parcelDTO.pickupTimeWindow.end
+ event.parcelDTO.pickupDuration;
final double pickupLoad = event.parcelDTO.pickupDuration
/ (double) (pickupUb - pickupLb);
final LoadPart pickupPart = new LoadPart(pickupLb, pickupUb, pickupLoad);
final long expectedTravelTime = travelTime(event.parcelDTO.pickupLocation,
event.parcelDTO.destinationLocation, vehicleSpeed);
// first possible departure time from pickup location
final long travelLb = pickupLb + event.parcelDTO.pickupDuration;
// latest possible arrival time at delivery location
final long travelUb = Math.max(event.parcelDTO.deliveryTimeWindow.end,
travelLb + expectedTravelTime);
// checkArgument(travelUb - travelLb >= expectedTravelTime,
// "The time windows should allow traveling from pickup to delivery.");
final double travelLoad = expectedTravelTime
/ (double) (travelUb - travelLb);
final LoadPart travelPart = new LoadPart(travelLb, travelUb, travelLoad);
// delivery lower bound: the first possible time the delivery can start,
// normally uses the start of the delivery TW, in case this is not
// feasible we correct for the duration and travel time.
final long deliveryLb = Math.max(event.parcelDTO.deliveryTimeWindow.begin,
pickupLb + event.parcelDTO.pickupDuration + expectedTravelTime);
// delivery upper bound: the latest possible time the delivery can end
final long deliveryUb = Math.max(event.parcelDTO.deliveryTimeWindow.end,
deliveryLb) + event.parcelDTO.deliveryDuration;
final double deliveryLoad = event.parcelDTO.deliveryDuration
/ (double) (deliveryUb - deliveryLb);
final LoadPart deliveryPart = new LoadPart(deliveryLb, deliveryUb,
deliveryLoad);
return ImmutableList.of(pickupPart, travelPart, deliveryPart);
}
static ImmutableList sum(long st, List parts, int num) {
checkArgument(num >= 1);
final ImmutableList.Builder builder = ImmutableList.builder();
long i = st;
final Set partSet = newLinkedHashSet(parts);
while (!partSet.isEmpty()) {
double currentLoadVal = 0d;
final List toRemove = newArrayList();
for (final LoadPart lp : partSet) {
if (lp.isIn(i)) {
currentLoadVal += lp.get(i);
}
if (!lp.isBeforeEnd(i)) {
toRemove.add(lp);
}
}
partSet.removeAll(toRemove);
if (!partSet.isEmpty()) {
if (num > 1) {
currentLoadVal /= num;
}
builder.add(currentLoadVal);
i++;
}
}
return builder.build();
}
/**
* Checks whether the vehicles defined for the specified scenario have the
* same speed. If the speed is the same it is returned, otherwise an exception
* is thrown.
* @param s The {@link Scenario} to get the speed from.
* @return The vehicle speed if all vehicles have the same speed.
* @throws IllegalArgumentException if either: not all vehicles have the same
* speed, or there are no vehicles.
*/
public static double getVehicleSpeed(Scenario s) {
double vehicleSpeed = -1d;
for (final TimedEvent te : s.asList()) {
if (te instanceof AddVehicleEvent) {
if (vehicleSpeed == -1d) {
vehicleSpeed = ((AddVehicleEvent) te).vehicleDTO.speed;
} else {
checkArgument(
vehicleSpeed == ((AddVehicleEvent) te).vehicleDTO.speed,
"All vehicles are expected to have the same speed.");
}
}
}
checkArgument(vehicleSpeed > 0, "There are no vehicles in the scenario.");
return vehicleSpeed;
}
public static ImmutableMultiset> getEventTypeCounts(Scenario s) {
final ImmutableMultiset.Builder> occurences = ImmutableMultiset
.builder();
for (final TimedEvent te : s.asList()) {
occurences.add(te.getEventType());
}
return occurences.build();
}
public static void checkTimeWindowStrictness(Scenario s) {
final double speed = getVehicleSpeed(s);
for (final TimedEvent te : s.asList()) {
if (te instanceof AddParcelEvent) {
Metrics.checkParcelTWStrictness((AddParcelEvent) te, speed);
}
}
}
/**
* Checks whether the TWs are not unnecessarily big.
* @param event
* @param vehicleSpeed
*/
public static void checkParcelTWStrictness(AddParcelEvent event,
double vehicleSpeed) {
final long firstDepartureTime = event.parcelDTO.pickupTimeWindow.begin
+ event.parcelDTO.pickupDuration;
final long latestDepartureTime = event.parcelDTO.pickupTimeWindow.end
+ event.parcelDTO.pickupDuration;
final long travelTime = travelTime(event.parcelDTO.pickupLocation,
event.parcelDTO.destinationLocation, vehicleSpeed);
checkArgument(
event.parcelDTO.deliveryTimeWindow.begin >= firstDepartureTime
+ travelTime, "The begin of the delivery time window is too early.");
checkArgument(
latestDepartureTime + travelTime <= event.parcelDTO.deliveryTimeWindow.end,
"The end of the pickup time window %s is too late.",
event.parcelDTO.pickupTimeWindow.end);
}
public static ImmutableList getArrivalTimes(DynamicPDPTWScenario s) {
final ImmutableList.Builder builder = ImmutableList.builder();
for (final TimedEvent te : s.asList()) {
if (te instanceof AddParcelEvent) {
builder.add(te.time);
}
}
return builder.build();
}
/**
* Computes a histogram for the inputs. The result is a multiset with an entry
* for each bin in ascending order, the count of each entry indicates the size
* of the bin. A bin is indicated by its leftmost value, for example if the
* binSize is 2 and the result contains
* 4 with count 3 this means that there are
* 3 values in range 2 ≤ x < 4.
* @param input The values to compute the histogram of.
* @param binSize The size of the bins.
* @return An {@link ImmutableSortedMultiset} representing the histogram.
*/
public static ImmutableSortedMultiset computeHistogram(
Iterable input, double binSize) {
final ImmutableSortedMultiset.Builder builder = ImmutableSortedMultiset
.naturalOrder();
for (final double d : input) {
checkArgument(!Double.isInfinite(d) && !Double.isNaN(d),
"Only finite numbers are accepted, found %s.", d);
builder.add(Math.floor(d / binSize) * binSize);
}
return builder.build();
}
public static double measureUrgency(DynamicPDPTWScenario s) {
long reactionTime = 0;
int count = 0;
for (final TimedEvent ev : s.asList()) {
if (ev instanceof AddParcelEvent) {
final AddParcelEvent ape = (AddParcelEvent) ev;
reactionTime += ape.parcelDTO.pickupTimeWindow.end - ape.time;
count++;
}
}
return reactionTime / (double) count;
}
public static double measureDynamism(DynamicPDPTWScenario s) {
return measureDynamism(convert(getOrderArrivalTimes(s)),
s.getTimeWindow().end);
}
static ImmutableList convert(List in) {
final ImmutableList.Builder builder = ImmutableList.builder();
for (final Long l : in) {
builder.add(new Double(l));
}
return builder.build();
}
// Best version as of March 6th, 2014
public static double measureDynamism(Iterable arrivalTimes,
double lengthOfDay) {
final List times = newArrayList(arrivalTimes);
checkArgument(times.size() >= 2,
"At least two arrival times are required, found %s time(s).",
times.size());
for (final double time : times) {
checkArgument(time >= 0 && time < lengthOfDay,
"all specified times should be >= 0 and < %s. Found %s.",
lengthOfDay, time);
}
Collections.sort(times);
final int numEvents = times.size();
// this is the expected interarrival time
final double expectedInterArrivalTime = lengthOfDay
/ numEvents;
// deviation to expectedInterArrivalTime
double sumDeviation = 0;
double maxDeviation = (numEvents - 1) * expectedInterArrivalTime;
double prevDeviation = 0;
for (int i = 0; i < numEvents - 1; i++) {
// compute interarrival time
final double delta = times.get(i + 1) - times.get(i);
if (delta < expectedInterArrivalTime) {
final double diff = expectedInterArrivalTime - delta;
final double scaledPrev = (diff / expectedInterArrivalTime)
* prevDeviation;
final double cur = diff + scaledPrev;
sumDeviation += cur;
maxDeviation += scaledPrev;
prevDeviation = cur;
} else {
prevDeviation = 0;
}
}
return 1d - (sumDeviation / maxDeviation);
}
// FIXME move this method to common? and make sure everybody uses the same
// definition?
// speed = km/h
// points in km
// return time in minutes
public static long travelTime(Point p1, Point p2, double speed) {
return DoubleMath.roundToLong((Point.distance(p1, p2) / speed) * 60d,
RoundingMode.CEILING);
}
/**
* Returns an {@link ImmutableList} containing all service points of
* {@link Scenario}. The scenario must contain {@link AddParcelEvent}s.
* @param s The scenario to extract the points from.
* @return A list containing all service points in order of occurrence in the
* scenario event list.
*/
public static ImmutableList getServicePoints(Scenario s) {
final ImmutableList.Builder builder = ImmutableList.builder();
for (final TimedEvent se : s.asList()) {
if (se instanceof AddParcelEvent) {
builder.add(((AddParcelEvent) se).parcelDTO.pickupLocation);
builder.add(((AddParcelEvent) se).parcelDTO.destinationLocation);
}
}
return builder.build();
}
public static ImmutableList getOrderArrivalTimes(Scenario s) {
final ImmutableList.Builder builder = ImmutableList.builder();
for (final TimedEvent se : s.asList()) {
if (se instanceof AddParcelEvent) {
builder.add(((AddParcelEvent) se).parcelDTO.orderArrivalTime);
}
}
return builder.build();
}
// to use for parts of the timeline to avoid excessively long list with
// mostly 0s.
static class LoadPart {
private final double load;
private final TimeWindow tw;
LoadPart(long st, long end, double value) {
tw = new TimeWindow(st, end);
load = value;
}
public boolean isBeforeEnd(long i) {
return tw.isBeforeEnd(i);
}
public boolean isIn(long i) {
return tw.isIn(i);
}
long begin() {
return tw.begin;
}
long end() {
return tw.end;
}
long length() {
return tw.length();
}
double get(long i) {
if (tw.isIn(i)) {
return load;
}
return 0d;
}
@Override
public String toString() {
return Objects.toStringHelper("LoadPart").add("begin", tw.begin)
.add("end", tw.end).add("load", load).toString();
}
}
}