diff --git a/src/main/java/com/conveyal/analysis/components/broker/Broker.java b/src/main/java/com/conveyal/analysis/components/broker/Broker.java index 1eeb93641..2aea67dc2 100644 --- a/src/main/java/com/conveyal/analysis/components/broker/Broker.java +++ b/src/main/java/com/conveyal/analysis/components/broker/Broker.java @@ -48,36 +48,41 @@ /** * This class distributes the tasks making up regional jobs to workers. *

- * It should aim to draw tasks fairly from all organizations, and fairly from all jobs within each - * organization, while attempting to respect the transport network affinity of each worker, giving - * the worker tasks that require the same network it has been using recently. + * It respects the declared transport network affinity of each worker, giving the worker tasks that + * relate to the same network it has been using recently, and is therefore already loaded in memory. *

- * Previously workers long-polled for work, holding lots of connections open. Now they short-poll - * and sleep for a while if there's no work. This is simpler and allows us to work withing much more - * standard HTTP frameworks. + * In our initial design, workers long-polled for work, holding lots of connections open. This was + * soon revised to short-poll and sleep for a while when there's no work. This was found to be + * simpler, allowing use of standard HTTP frameworks instead of custom networking code. *

- * The fact that workers continuously re-poll for work every 10-30 seconds serves as a signal to the - * broker that they are still alive and waiting. This also allows the broker to maintain a catalog - * of active workers. + * Issue conveyal/r5#596 arose because we'd only poll when a worker was running low on tasks or + * idling. A worker could disappear for a long time, leaving the backend to assume it had shut down + * or crashed. Workers were revised to poll more frequently even when they were busy and didn't + * need any new tasks to work on, providing a signal to the broker that they are still alive and + * functioning. This allows the broker to maintain a more accurate catalog of active workers. *

- * Because (at least currently) two organizations never share the same graph, we can get by with - * pulling tasks cyclically or randomly from all the jobs, and actively shape the number of workers - * with affinity for each graph by forcing some of them to accept tasks on graphs other than the one - * they have declared affinity for. + * Most methods on this class are synchronized because they can be called from many HTTP handler + * threads at once (when many workers are polling at once). We should occasionally evaluate whether + * synchronizing all methods to make this threadsafe is a performance issue. If so, fine-grained + * locking may be advantageous, but as a rule it is much harder to design, test, and maintain. *

- * This could be thought of as "affinity homeostasis". We will constantly keep track of the ideal + * Workers were originally intended to migrate from one network to another to handle subsequent jobs + * without waiting for more cloud compute instances to start up. In practice we currently assign + * each worker a single network, but the balance of workers assigned to each network and the reuse + * of workers could in principle be made more sophisticated. The remainder of the comments below + * provide context for how this could be refined or improved. + * + * Because (at least currently) two organizations never share the same graph, we could get by with + * pulling tasks cyclically or randomly from all the jobs, and could actively shape the number of + * workers with affinity for each graph by forcing some of them to accept tasks on graphs other than + * the one they have declared affinity for. If the pool of workers was allowed to grow very large, + * we could aim to draw tasks fairly from all organizations, and fairly from all jobs within each + * organization. + *

+ * We have described this approach as "affinity homeostasis": constantly keep track of the ideal * proportion of workers by graph (based on active jobs), and the true proportion of consumers by * graph (based on incoming polling), then we can decide when a worker's graph affinity should be - * ignored and what it should be forced to. - *

- * It may also be helpful to mark jobs every time they are skipped in the LRU queue. Each time a job - * is serviced, it is taken out of the queue and put at its end. Jobs that have not been serviced - * float to the top. - *

- * Most methods on this class are synchronized, because they can be called from many HTTP handler - * threads at once. - * - * TODO evaluate whether synchronizing all methods to make this threadsafe is a performance issue. + * ignored and what graph it should be forced to. */ public class Broker implements Component { @@ -100,7 +105,15 @@ public interface Config { private final ListMultimap jobs = MultimapBuilder.hashKeys().arrayListValues().build(); - /** The most tasks to deliver to a worker at a time. */ + /** + * The most tasks to deliver to a worker at a time. Workers may request less tasks than this, and the broker should + * never send more than the minimum of the two values. 50 tasks gives response bodies of about 65kB. If this value + * is too high, all remaining tasks in a job could be distributed to a single worker leaving none for the other + * workers, creating a slow-joiner problem especially if the tasks are complicated and slow to complete. + * + * The value should eventually be tuned. The current value of 16 is just the value used by the previous sporadic + * polling system (WorkerStatus.LEGACY_WORKER_MAX_TASKS) which may not be ideal but is known to work. + */ public final int MAX_TASKS_PER_WORKER = 16; /** @@ -317,9 +330,13 @@ public void createWorkersInCategory (WorkerCategory category, WorkerTags workerT /** * Attempt to find some tasks that match what a worker is requesting. - * Always returns a list, which may be empty if there is nothing to deliver. + * Always returns a non-null List, which may be empty if there is nothing to deliver. + * Number of tasks in the list is strictly limited to maxTasksRequested. */ - public synchronized List getSomeWork (WorkerCategory workerCategory) { + public synchronized List getSomeWork (WorkerCategory workerCategory, int maxTasksRequested) { + if (maxTasksRequested <= 0) { + return Collections.EMPTY_LIST; + } Job job; if (config.offline()) { // Working in offline mode; get tasks from the first job that has any tasks to deliver. @@ -335,7 +352,10 @@ public synchronized List getSomeWork (WorkerCategory workerCategor return Collections.EMPTY_LIST; } // Return up to N tasks that are waiting to be processed. - return job.generateSomeTasksToDeliver(MAX_TASKS_PER_WORKER); + if (maxTasksRequested > MAX_TASKS_PER_WORKER) { + maxTasksRequested = MAX_TASKS_PER_WORKER; + } + return job.generateSomeTasksToDeliver(maxTasksRequested); } /** diff --git a/src/main/java/com/conveyal/analysis/components/broker/Job.java b/src/main/java/com/conveyal/analysis/components/broker/Job.java index fa2c2ca66..e49cf40a9 100644 --- a/src/main/java/com/conveyal/analysis/components/broker/Job.java +++ b/src/main/java/com/conveyal/analysis/components/broker/Job.java @@ -177,7 +177,7 @@ public boolean isErrored () { /** * @param maxTasks the maximum number of tasks to return. * @return some tasks that are not yet marked as completed and have not yet been delivered in - * this delivery pass. + * this delivery pass. May return an empty list, but never null. */ public List generateSomeTasksToDeliver (int maxTasks) { List tasks = new ArrayList<>(maxTasks); diff --git a/src/main/java/com/conveyal/analysis/components/broker/WorkerCatalog.java b/src/main/java/com/conveyal/analysis/components/broker/WorkerCatalog.java index c91ca7ae8..18ed6534f 100644 --- a/src/main/java/com/conveyal/analysis/components/broker/WorkerCatalog.java +++ b/src/main/java/com/conveyal/analysis/components/broker/WorkerCatalog.java @@ -1,6 +1,7 @@ package com.conveyal.analysis.components.broker; import com.conveyal.r5.analyst.WorkerCategory; +import com.conveyal.r5.analyst.cluster.AnalysisWorker; import com.conveyal.r5.analyst.cluster.WorkerStatus; import com.google.common.collect.HashMultimap; import com.google.common.collect.Multimap; @@ -21,7 +22,8 @@ */ public class WorkerCatalog { - public static final int WORKER_RECORD_DURATION_MSEC = 2 * 60 * 1000; + /** If a worker says it will poll every s seconds or less, wait s plus this number before considering it gone. */ + private static final int POLLING_TOLERANCE_SECONDS = 5; /** * The information supplied by workers the last time they polled for more tasks. @@ -74,9 +76,9 @@ public synchronized void catalog (WorkerStatus workerStatus) { */ private synchronized void purgeDeadWorkers () { long now = System.currentTimeMillis(); - long oldestAcceptable = now - WORKER_RECORD_DURATION_MSEC; List ancientObservations = new ArrayList<>(); for (WorkerObservation observation : observationsByWorkerId.values()) { + long oldestAcceptable = now - ((observation.status.pollIntervalSeconds + POLLING_TOLERANCE_SECONDS) * 1000); if (observation.lastSeen < oldestAcceptable) { ancientObservations.add(observation); } diff --git a/src/main/java/com/conveyal/analysis/controllers/BrokerController.java b/src/main/java/com/conveyal/analysis/controllers/BrokerController.java index 409180fef..9deb1a882 100644 --- a/src/main/java/com/conveyal/analysis/controllers/BrokerController.java +++ b/src/main/java/com/conveyal/analysis/controllers/BrokerController.java @@ -14,6 +14,7 @@ import com.conveyal.analysis.persistence.Persistence; import com.conveyal.analysis.util.HttpStatus; import com.conveyal.analysis.util.JsonUtil; +import com.conveyal.gtfs.util.Util; import com.conveyal.r5.analyst.WorkerCategory; import com.conveyal.r5.analyst.cluster.AnalysisWorker; import com.conveyal.r5.analyst.cluster.RegionalTask; @@ -45,6 +46,7 @@ import java.net.NoRouteToHostException; import java.net.SocketTimeoutException; +import java.nio.charset.StandardCharsets; import java.util.ArrayList; import java.util.Collection; import java.util.HashMap; @@ -52,6 +54,7 @@ import java.util.Map; import java.util.UUID; +import static com.conveyal.r5.common.Util.human; import static com.conveyal.r5.common.Util.notNullOrEmpty; import static com.google.common.base.Preconditions.checkNotNull; @@ -289,7 +292,8 @@ private String jsonResponse (Response response, int statusCode, Object object) { // We could call response.body(jsonMapper.writeValueAsBytes(object)); // but then the calling handler functions need to explicitly return null which is weird. try { - return jsonMapper.writeValueAsString(object); + String body = jsonMapper.writeValueAsString(object); + return body; } catch (JsonProcessingException e) { throw AnalysisServerException.unknown(e); } @@ -362,7 +366,7 @@ private Object workerPoll (Request request, Response response) { broker.recordWorkerObservation(workerStatus); WorkerCategory workerCategory = workerStatus.getWorkerCategory(); // See if any appropriate tasks exist for this worker. - List tasks = broker.getSomeWork(workerCategory); + List tasks = broker.getSomeWork(workerCategory, workerStatus.maxTasksRequested); // If there is no work for the worker, signal this clearly with a "no content" code, // so the worker can sleep a while before the next polling attempt. if (tasks.isEmpty()) { diff --git a/src/main/java/com/conveyal/analysis/models/AnalysisRequest.java b/src/main/java/com/conveyal/analysis/models/AnalysisRequest.java index 10d326656..b8859d9d5 100644 --- a/src/main/java/com/conveyal/analysis/models/AnalysisRequest.java +++ b/src/main/java/com/conveyal/analysis/models/AnalysisRequest.java @@ -161,6 +161,21 @@ public class AnalysisRequest { */ public ChaosParameters injectFault; + /** + * Whether to include the number of opportunities reached during each minute of travel in results sent back + * to the broker. Requires both an origin and destination pointset to be specified, and in the case of regional + * analyses the origins must be non-gridded, and results will be collated to CSV. + * It should be possible to enable regional results for gridded origins as well. + */ + public boolean includeTemporalDensity = false; + + /** + * If this is set to a value above zero, report the amount of time needed to reach the given number of + * opportunities from this origin (known technically as "dual accessibility"). + */ + public int dualAccessibilityThreshold = 0; + + /** * Create the R5 `Scenario` from this request. */ @@ -265,6 +280,9 @@ public void populateTask (AnalysisWorkerTask task, UserPermissions userPermissio throw new IllegalArgumentException("Must be admin user to inject faults."); } } + + task.includeTemporalDensity = includeTemporalDensity; + task.dualAccessibilityThreshold = dualAccessibilityThreshold; } private EnumSet getEnumSetFromString (String s) { diff --git a/src/main/java/com/conveyal/analysis/models/ConvertToFrequency.java b/src/main/java/com/conveyal/analysis/models/ConvertToFrequency.java index 0fbbddf46..812e4caca 100644 --- a/src/main/java/com/conveyal/analysis/models/ConvertToFrequency.java +++ b/src/main/java/com/conveyal/analysis/models/ConvertToFrequency.java @@ -32,9 +32,6 @@ public static class FrequencyEntry extends AbstractTimetable { /** trip from which to copy travel times */ public String sourceTrip; - /** trips on the selected patterns which could be used as source trips */ - public String[] patternTrips; - public AddTrips.PatternTimetable toR5 (String feed) { AddTrips.PatternTimetable pt = toBaseR5Timetable(); diff --git a/src/main/java/com/conveyal/analysis/results/CsvResultType.java b/src/main/java/com/conveyal/analysis/results/CsvResultType.java index cdf60e410..29446ba98 100644 --- a/src/main/java/com/conveyal/analysis/results/CsvResultType.java +++ b/src/main/java/com/conveyal/analysis/results/CsvResultType.java @@ -5,5 +5,5 @@ * do serve to enumerate the acceptable parameters coming over the HTTP API. */ public enum CsvResultType { - ACCESS, TIMES, PATHS + ACCESS, TIMES, PATHS, TDENSITY } diff --git a/src/main/java/com/conveyal/analysis/results/CsvResultWriter.java b/src/main/java/com/conveyal/analysis/results/CsvResultWriter.java index e07abc2af..018931209 100644 --- a/src/main/java/com/conveyal/analysis/results/CsvResultWriter.java +++ b/src/main/java/com/conveyal/analysis/results/CsvResultWriter.java @@ -12,6 +12,8 @@ import java.io.FileWriter; import java.io.IOException; +import static com.google.common.base.Preconditions.checkArgument; +import static com.google.common.base.Preconditions.checkNotNull; import static com.google.common.base.Preconditions.checkState; /** @@ -55,6 +57,7 @@ public abstract class CsvResultWriter extends BaseResultWriter implements Region */ CsvResultWriter (RegionalTask task, FileStorage fileStorage) throws IOException { super(fileStorage); + checkArgument(task.originPointSet != null, "CsvResultWriters require FreeFormPointSet origins."); super.prepare(task.jobId); this.fileName = task.jobId + "_" + resultType() +".csv"; BufferedWriter bufferedWriter = new BufferedWriter(new FileWriter(bufferFile)); diff --git a/src/main/java/com/conveyal/analysis/results/MultiOriginAssembler.java b/src/main/java/com/conveyal/analysis/results/MultiOriginAssembler.java index 3bbd5915f..17fc4902a 100644 --- a/src/main/java/com/conveyal/analysis/results/MultiOriginAssembler.java +++ b/src/main/java/com/conveyal/analysis/results/MultiOriginAssembler.java @@ -109,8 +109,10 @@ public MultiOriginAssembler (RegionalAnalysis regionalAnalysis, Job job, FileSto if (job.templateTask.recordAccessibility) { if (job.templateTask.originPointSet != null) { + // Freeform origins - create CSV regional analysis results resultWriters.add(new AccessCsvResultWriter(job.templateTask, fileStorage)); } else { + // Gridded origins - create gridded regional analysis results resultWriters.add(new MultiGridResultWriter(regionalAnalysis, job.templateTask, fileStorage)); } } @@ -123,6 +125,20 @@ public MultiOriginAssembler (RegionalAnalysis regionalAnalysis, Job job, FileSto resultWriters.add(new PathCsvResultWriter(job.templateTask, fileStorage)); } + if (job.templateTask.includeTemporalDensity) { + if (job.templateTask.originPointSet == null) { + // Gridded origins. The full temporal density information is probably too voluminous to be useful. + // We might want to record a grid of dual accessibility values, but this will require some serious + // refactoring of the GridResultWriter. + // if (job.templateTask.dualAccessibilityThreshold > 0) { ... } + throw new IllegalArgumentException("Temporal density of opportunities cannot be recorded for gridded origin points."); + } else { + // Freeform origins. + // Output includes temporal density of opportunities and optionally dual accessibility. + resultWriters.add(new TemporalDensityCsvResultWriter(job.templateTask, fileStorage)); + } + } + checkArgument(job.templateTask.makeTauiSite || notNullOrEmpty(resultWriters), "A non-Taui regional analysis should always create at least one grid or CSV file."); diff --git a/src/main/java/com/conveyal/analysis/results/TemporalDensityCsvResultWriter.java b/src/main/java/com/conveyal/analysis/results/TemporalDensityCsvResultWriter.java new file mode 100644 index 000000000..61279629c --- /dev/null +++ b/src/main/java/com/conveyal/analysis/results/TemporalDensityCsvResultWriter.java @@ -0,0 +1,90 @@ +package com.conveyal.analysis.results; + +import com.conveyal.file.FileStorage; +import com.conveyal.r5.analyst.cluster.RegionalTask; +import com.conveyal.r5.analyst.cluster.RegionalWorkResult; + +import java.io.IOException; +import java.util.ArrayList; +import java.util.List; + +/** + * This handles collating regional results into CSV files containing temporal opportunity density + * (number of opportunities reached in each one-minute interval, the derivative of step-function accessibility) + * as well as "dual" accessibility (the amount of time needed to reach n opportunities). + */ +public class TemporalDensityCsvResultWriter extends CsvResultWriter { + + private final int dualThreshold; + + public TemporalDensityCsvResultWriter(RegionalTask task, FileStorage fileStorage) throws IOException { + super(task, fileStorage); + dualThreshold = task.dualAccessibilityThreshold; + } + + @Override + public CsvResultType resultType () { + return CsvResultType.TDENSITY; + } + + @Override + public String[] columnHeaders () { + List headers = new ArrayList<>(); + // The ids of the freeform origin point and destination set + headers.add("originId"); + headers.add("destId"); + headers.add("percentile"); + for (int m = 0; m < 120; m += 1) { + // The opportunity density over travel minute m + headers.add(Integer.toString(m)); + } + // The number of minutes needed to reach d destination opportunities + headers.add("D" + dualThreshold); + return headers.toArray(new String[0]); + } + + @Override + protected void checkDimension (RegionalWorkResult workResult) { + checkDimension( + workResult, "destination pointsets", + workResult.opportunitiesPerMinute.length, task.destinationPointSetKeys.length + ); + for (double[][] percentilesForPointset : workResult.opportunitiesPerMinute) { + checkDimension(workResult, "percentiles", percentilesForPointset.length, task.percentiles.length); + for (double[] minutesForPercentile : percentilesForPointset) { + checkDimension(workResult, "minutes", minutesForPercentile.length, 120); + } + } + } + + @Override + public Iterable rowValues (RegionalWorkResult workResult) { + List rows = new ArrayList<>(); + String originId = task.originPointSet.getId(workResult.taskId); + for (int d = 0; d < task.destinationPointSetKeys.length; d++) { + double[][] percentilesForDestPointset = workResult.opportunitiesPerMinute[d]; + for (int p = 0; p < task.percentiles.length; p++) { + List row = new ArrayList<>(125); + row.add(originId); + row.add(task.destinationPointSetKeys[d]); + row.add(Integer.toString(p)); + // One density value for each of 120 minutes + double[] densitiesPerMinute = percentilesForDestPointset[p]; + for (int m = 0; m < 120; m++) { + row.add(Double.toString(densitiesPerMinute[m])); + } + // One dual accessibility value + int m = 0; + double sum = 0; + while (sum < dualThreshold && m < 120) { + sum += densitiesPerMinute[m]; + m += 1; + } + row.add(Integer.toString(m >= 120 ? -1 : m)); + rows.add(row.toArray(new String[row.size()])); + } + } + return rows; + } + +} diff --git a/src/main/java/com/conveyal/gtfs/error/SuspectStopLocationError.java b/src/main/java/com/conveyal/gtfs/error/SuspectStopLocationError.java new file mode 100644 index 000000000..ac2841eea --- /dev/null +++ b/src/main/java/com/conveyal/gtfs/error/SuspectStopLocationError.java @@ -0,0 +1,31 @@ +package com.conveyal.gtfs.error; + +import com.conveyal.gtfs.validator.model.Priority; + +import java.io.Serializable; + +/** + * Indicates that a stop is in a suspect location, for example in a place like a desert where there are not enough + * people to support public transit. This can be the result of incorrect coordinate transforms into WGS84. + * Stops are often located on "null island" at (0,0). This can also happen in other coordinate systems before they + * are transformed to WGS84: the origin of a common French coordinate system is in the Sahara. + */ +public class SuspectStopLocationError extends GTFSError implements Serializable { + public static final long serialVersionUID = 1L; + + public SuspectStopLocationError(String stopId, long line) { + super("stops", line, "stop_id", stopId); + } + + @Override public String getMessage() { + return String.format( + "Stop with ID %s is in a sparsely populated area (fewer than 5 inhabitants per square km in any " + + "neighboring 1/4 degree cell)", + affectedEntityId + ); + } + + @Override public Priority getPriority() { + return Priority.MEDIUM; + } +} diff --git a/src/main/java/com/conveyal/gtfs/model/Agency.java b/src/main/java/com/conveyal/gtfs/model/Agency.java index fd1e6031c..32c221ea4 100644 --- a/src/main/java/com/conveyal/gtfs/model/Agency.java +++ b/src/main/java/com/conveyal/gtfs/model/Agency.java @@ -39,7 +39,7 @@ protected boolean isRequired() { @Override public void loadOneRow() throws IOException { Agency a = new Agency(); - a.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + a.sourceFileLine = row; a.agency_id = getStringField("agency_id", false); // can only be absent if there is a single agency -- requires a special validator. a.agency_name = getStringField("agency_name", true); a.agency_url = getUrlField("agency_url", true); diff --git a/src/main/java/com/conveyal/gtfs/model/Calendar.java b/src/main/java/com/conveyal/gtfs/model/Calendar.java index 8ac72a000..74db9c8f8 100644 --- a/src/main/java/com/conveyal/gtfs/model/Calendar.java +++ b/src/main/java/com/conveyal/gtfs/model/Calendar.java @@ -55,7 +55,7 @@ public void loadOneRow() throws IOException { feed.errors.add(new DuplicateKeyError(tableName, row, "service_id", service_id)); } else { Calendar c = new Calendar(); - c.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + c.sourceFileLine = row; c.service_id = service.service_id; c.monday = getIntField("monday", true, 0, 1); c.tuesday = getIntField("tuesday", true, 0, 1); diff --git a/src/main/java/com/conveyal/gtfs/model/CalendarDate.java b/src/main/java/com/conveyal/gtfs/model/CalendarDate.java index db4a1e9f3..cd8b36053 100644 --- a/src/main/java/com/conveyal/gtfs/model/CalendarDate.java +++ b/src/main/java/com/conveyal/gtfs/model/CalendarDate.java @@ -56,7 +56,7 @@ public void loadOneRow() throws IOException { feed.errors.add(new DuplicateKeyError(tableName, row, "(service_id, date)", keyString)); } else { CalendarDate cd = new CalendarDate(); - cd.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + cd.sourceFileLine = row; cd.service_id = service_id; cd.date = date; cd.exception_type = getIntField("exception_type", true, 1, 2); diff --git a/src/main/java/com/conveyal/gtfs/model/Entity.java b/src/main/java/com/conveyal/gtfs/model/Entity.java index a2395b473..16431860b 100644 --- a/src/main/java/com/conveyal/gtfs/model/Entity.java +++ b/src/main/java/com/conveyal/gtfs/model/Entity.java @@ -85,7 +85,11 @@ public static abstract class Loader { protected final Set missingRequiredColumns = Sets.newHashSet(); protected CsvReader reader; - protected int row; + + // Use one-based rows which are easier to understand in error messages. + // Line numbers are conventionally one-based even in IDEs and programming editors. + protected int row = 1; + // TODO "String column" that is set before any calls to avoid passing around the column name public Loader(GTFSFeed feed, String tableName) { @@ -289,18 +293,22 @@ public void loadTable (ZipFile zip) throws IOException { } CsvReader reader = new CsvReader(inStream, ',', Charset.forName("UTF8")); this.reader = reader; + // row number is already positioned at 1 boolean hasHeaders = reader.readHeaders(); if (!hasHeaders) { feed.errors.add(new EmptyTableError(tableName)); } while (reader.readRecord()) { - // reader.getCurrentRecord() is zero-based and does not include the header line, keep our own row count - if (++row % 500000 == 0) { + // reader.getCurrentRecord() is zero-based and does not include the header line, + // so we keep our own one-based row count that does include the header line. + // Advance row number before calling loadOneRow so the current value is available inside that function. + row += 1; + if (row % 500000 == 0) { LOG.info("Record number {}", human(row)); } loadOneRow(); // Call subclass method to produce an entity from the current row. } - if (row == 0) { + if (row < 2) { feed.errors.add(new EmptyTableError(tableName)); } } diff --git a/src/main/java/com/conveyal/gtfs/model/FareAttribute.java b/src/main/java/com/conveyal/gtfs/model/FareAttribute.java index 9ea58bede..3803920e2 100644 --- a/src/main/java/com/conveyal/gtfs/model/FareAttribute.java +++ b/src/main/java/com/conveyal/gtfs/model/FareAttribute.java @@ -42,7 +42,7 @@ public void loadOneRow() throws IOException { feed.errors.add(new DuplicateKeyError(tableName, row, "fare_id", fareId)); } else { FareAttribute fa = new FareAttribute(); - fa.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + fa.sourceFileLine = row; fa.fare_id = fareId; fa.price = getDoubleField("price", true, 0, Integer.MAX_VALUE); fa.currency_type = getStringField("currency_type", true); diff --git a/src/main/java/com/conveyal/gtfs/model/FareRule.java b/src/main/java/com/conveyal/gtfs/model/FareRule.java index ce8b3c033..04cfdb7bb 100644 --- a/src/main/java/com/conveyal/gtfs/model/FareRule.java +++ b/src/main/java/com/conveyal/gtfs/model/FareRule.java @@ -43,7 +43,7 @@ public void loadOneRow() throws IOException { Fare fare = fares.computeIfAbsent(fareId, Fare::new); FareRule fr = new FareRule(); - fr.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + fr.sourceFileLine = row; fr.fare_id = fare.fare_id; fr.route_id = getStringField("route_id", false); fr.origin_id = getStringField("origin_id", false); diff --git a/src/main/java/com/conveyal/gtfs/model/FeedInfo.java b/src/main/java/com/conveyal/gtfs/model/FeedInfo.java index cfedca049..041a2f943 100644 --- a/src/main/java/com/conveyal/gtfs/model/FeedInfo.java +++ b/src/main/java/com/conveyal/gtfs/model/FeedInfo.java @@ -41,7 +41,7 @@ protected boolean isRequired() { @Override public void loadOneRow() throws IOException { FeedInfo fi = new FeedInfo(); - fi.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + fi.sourceFileLine = row; fi.feed_id = getStringField("feed_id", false); fi.feed_publisher_name = getStringField("feed_publisher_name", true); fi.feed_publisher_url = getUrlField("feed_publisher_url", true); diff --git a/src/main/java/com/conveyal/gtfs/model/Frequency.java b/src/main/java/com/conveyal/gtfs/model/Frequency.java index e327224aa..558d7bc41 100644 --- a/src/main/java/com/conveyal/gtfs/model/Frequency.java +++ b/src/main/java/com/conveyal/gtfs/model/Frequency.java @@ -57,7 +57,7 @@ protected boolean isRequired() { public void loadOneRow() throws IOException { Frequency f = new Frequency(); Trip trip = getRefField("trip_id", true, feed.trips); - f.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + f.sourceFileLine = row; f.trip_id = trip.trip_id; f.start_time = getTimeField("start_time", true); f.end_time = getTimeField("end_time", true); diff --git a/src/main/java/com/conveyal/gtfs/model/Route.java b/src/main/java/com/conveyal/gtfs/model/Route.java index f4965861b..d6faf1fcf 100644 --- a/src/main/java/com/conveyal/gtfs/model/Route.java +++ b/src/main/java/com/conveyal/gtfs/model/Route.java @@ -51,7 +51,7 @@ protected boolean isRequired() { @Override public void loadOneRow() throws IOException { Route r = new Route(); - r.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + r.sourceFileLine = row; r.route_id = getStringField("route_id", true); Agency agency = getRefField("agency_id", false, feed.agency); diff --git a/src/main/java/com/conveyal/gtfs/model/ShapePoint.java b/src/main/java/com/conveyal/gtfs/model/ShapePoint.java index 904cb939b..e5a7e71d1 100644 --- a/src/main/java/com/conveyal/gtfs/model/ShapePoint.java +++ b/src/main/java/com/conveyal/gtfs/model/ShapePoint.java @@ -46,7 +46,7 @@ public void loadOneRow() throws IOException { double shape_dist_traveled = getDoubleField("shape_dist_traveled", false, 0D, Double.MAX_VALUE); ShapePoint s = new ShapePoint(shape_id, shape_pt_lat, shape_pt_lon, shape_pt_sequence, shape_dist_traveled); - s.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + s.sourceFileLine = row; feed.shape_points.put(new Tuple2(s.shape_id, s.shape_pt_sequence), s); } } diff --git a/src/main/java/com/conveyal/gtfs/model/Stop.java b/src/main/java/com/conveyal/gtfs/model/Stop.java index 26a5fabb3..16790051b 100644 --- a/src/main/java/com/conveyal/gtfs/model/Stop.java +++ b/src/main/java/com/conveyal/gtfs/model/Stop.java @@ -45,7 +45,7 @@ protected boolean isRequired() { @Override public void loadOneRow() throws IOException { Stop s = new Stop(); - s.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + s.sourceFileLine = row; s.stop_id = getStringField("stop_id", true); s.stop_code = getStringField("stop_code", false); s.stop_name = getStringField("stop_name", true); diff --git a/src/main/java/com/conveyal/gtfs/model/StopTime.java b/src/main/java/com/conveyal/gtfs/model/StopTime.java index daabfec14..31d5d9159 100644 --- a/src/main/java/com/conveyal/gtfs/model/StopTime.java +++ b/src/main/java/com/conveyal/gtfs/model/StopTime.java @@ -50,7 +50,7 @@ protected boolean isRequired() { @Override public void loadOneRow() throws IOException { StopTime st = new StopTime(); - st.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + st.sourceFileLine = row; st.trip_id = getStringField("trip_id", true); // TODO: arrival_time and departure time are not required, but if one is present the other should be // also, if this is the first or last stop, they are both required diff --git a/src/main/java/com/conveyal/gtfs/model/Transfer.java b/src/main/java/com/conveyal/gtfs/model/Transfer.java index 56066c373..3af7b970b 100644 --- a/src/main/java/com/conveyal/gtfs/model/Transfer.java +++ b/src/main/java/com/conveyal/gtfs/model/Transfer.java @@ -31,7 +31,7 @@ protected boolean isRequired() { @Override public void loadOneRow() throws IOException { Transfer tr = new Transfer(); - tr.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + tr.sourceFileLine = row; tr.from_stop_id = getStringField("from_stop_id", true); tr.to_stop_id = getStringField("to_stop_id", true); tr.transfer_type = getIntField("transfer_type", true, 0, 3); @@ -48,6 +48,7 @@ public void loadOneRow() throws IOException { getRefField("from_trip_id", false, feed.trips); getRefField("to_trip_id", false, feed.trips); + // row number used as an arbitrary unique string to give MapDB a key. feed.transfers.put(Long.toString(row), tr); } diff --git a/src/main/java/com/conveyal/gtfs/model/Trip.java b/src/main/java/com/conveyal/gtfs/model/Trip.java index d0a16380e..f1f85e184 100644 --- a/src/main/java/com/conveyal/gtfs/model/Trip.java +++ b/src/main/java/com/conveyal/gtfs/model/Trip.java @@ -40,7 +40,7 @@ protected boolean isRequired() { public void loadOneRow() throws IOException { Trip t = new Trip(); - t.sourceFileLine = row + 1; // offset line number by 1 to account for 0-based row index + t.sourceFileLine = row; t.route_id = getStringField("route_id", true); t.service_id = getStringField("service_id", true); t.trip_id = getStringField("trip_id", true); diff --git a/src/main/java/com/conveyal/gtfs/storage/BooleanAsciiGrid.java b/src/main/java/com/conveyal/gtfs/storage/BooleanAsciiGrid.java index 91293671e..f7f0c8045 100644 --- a/src/main/java/com/conveyal/gtfs/storage/BooleanAsciiGrid.java +++ b/src/main/java/com/conveyal/gtfs/storage/BooleanAsciiGrid.java @@ -9,7 +9,7 @@ /** * Loads an ESRI ASCII grid containing integers and allows looking up values as booleans (where > 0). - * This is used for + * This can be used for a basic stop location test using a simple population raster. */ public class BooleanAsciiGrid { @@ -51,19 +51,22 @@ public BooleanAsciiGrid (InputStream inputStream, boolean gzipped) { } /** - * Get a grid for places where population density is over 5 people per square kilometer. + * Get a grid for places where population density is over 5 people per square kilometer in any neighboring cell. * We use the Gridded Population of the World v3 data set for 2015 UN-adjusted population density. * This data set was downloaded at 1/4 degree resolution in ESRI ASCII grid format. The grid file was edited * manually to eliminate the no-data value header, since I could not find a way to operate on no-value cells in the * QGIS raster calculator. Then the raster calculator in QGIS was used with the formula ("glds00ag15@1" > 5), * which makes all cells with population density above the threshold have a value of one, - * and all others a value of zero (since the no data value in the grid is -9999). This was then exported as another - * ASCII grid file, which zips well. The license for this data set is Creative Commons Attribution. + * and all others a value of zero (since the no data value in the grid is -9999). Next, the GRASS r.neighbors tool + * in QGIS was used to blur this layer, adding to each cell the sum of the neighboring eight cells ("neighborhood + * size" of 3, the dimension in each direction). A final logical operation ("blurred@1" > 0) was applied, with the + * result exported as another ASCII grid file, which zips well. The license for this data set is Creative Commons + * Attribution. * See http://sedac.ciesin.columbia.edu/data/collection/gpw-v3 */ public static BooleanAsciiGrid forEarthPopulation() { try { - InputStream gridStream = BooleanAsciiGrid.class.getResourceAsStream("gpwv3-quarter-boolean.asc"); + InputStream gridStream = BooleanAsciiGrid.class.getResourceAsStream("gpwv3-quarter-buffer-boolean.asc"); return new BooleanAsciiGrid(gridStream, false); } catch (Exception ex) { throw new RuntimeException(ex); diff --git a/src/main/java/com/conveyal/gtfs/validator/PostLoadValidator.java b/src/main/java/com/conveyal/gtfs/validator/PostLoadValidator.java index 303bc3537..a4544703a 100644 --- a/src/main/java/com/conveyal/gtfs/validator/PostLoadValidator.java +++ b/src/main/java/com/conveyal/gtfs/validator/PostLoadValidator.java @@ -6,7 +6,9 @@ import com.conveyal.gtfs.error.GeneralError; import com.conveyal.gtfs.error.RangeError; import com.conveyal.gtfs.error.ReferentialIntegrityError; +import com.conveyal.gtfs.error.SuspectStopLocationError; import com.conveyal.gtfs.model.Stop; +import com.conveyal.gtfs.storage.BooleanAsciiGrid; import java.util.List; @@ -33,6 +35,7 @@ public PostLoadValidator (GTFSFeed feed) { public void validate () { validateCalendarServices(); validateParentStations(); + validateStopPopulationDensity(); } /** @@ -46,6 +49,20 @@ private void validateCalendarServices () { } } + /** + * Validate that stops are not in locations with no people. This can happen from incorrect coordinate transforms + * into WGS84. Stops are often located on "null island" at (0,0). This can also happen in other coordinate systems + * before they are transformed to WGS84: the origin of a common French coordinate system is in the Sahara. + */ + private void validateStopPopulationDensity () { + BooleanAsciiGrid popGrid = BooleanAsciiGrid.forEarthPopulation(); + for (Stop stop : feed.stops.values()) { + if (!(popGrid.getValueForCoords(stop.stop_lon, stop.stop_lat))) { + feed.errors.add(new SuspectStopLocationError(stop.stop_id, stop.sourceFileLine)); + } + } + } + /** * Validate location_type and parent_station constraints as well as referential integrity. * Individual validation actions like this could be factored out into separate classes (PostLoadValidators) diff --git a/src/main/java/com/conveyal/r5/OneOriginResult.java b/src/main/java/com/conveyal/r5/OneOriginResult.java index 6c721d41e..090cdd9a0 100644 --- a/src/main/java/com/conveyal/r5/OneOriginResult.java +++ b/src/main/java/com/conveyal/r5/OneOriginResult.java @@ -1,6 +1,7 @@ package com.conveyal.r5; import com.conveyal.r5.analyst.AccessibilityResult; +import com.conveyal.r5.analyst.TemporalDensityResult; import com.conveyal.r5.analyst.cluster.PathResult; import com.conveyal.r5.analyst.cluster.TravelTimeResult; @@ -20,10 +21,18 @@ public class OneOriginResult { public final PathResult paths; - public OneOriginResult(TravelTimeResult travelTimes, AccessibilityResult accessibility, PathResult paths) { + public final TemporalDensityResult density; + + public OneOriginResult( + TravelTimeResult travelTimes, + AccessibilityResult accessibility, + PathResult paths, + TemporalDensityResult density + ) { this.travelTimes = travelTimes; this.accessibility = accessibility; this.paths = paths; + this.density = density; } } diff --git a/src/main/java/com/conveyal/r5/analyst/TemporalDensityResult.java b/src/main/java/com/conveyal/r5/analyst/TemporalDensityResult.java new file mode 100644 index 000000000..60956048c --- /dev/null +++ b/src/main/java/com/conveyal/r5/analyst/TemporalDensityResult.java @@ -0,0 +1,95 @@ +package com.conveyal.r5.analyst; + +import com.conveyal.r5.analyst.cluster.AnalysisWorkerTask; +import com.google.common.base.Preconditions; + +import static com.conveyal.r5.common.Util.notNullOrEmpty; +import static com.conveyal.r5.profile.FastRaptorWorker.UNREACHED; + +/** + * An instance of this is included in a OneOriginResult for reporting how many opportunities are encountered during each + * minute of travel. If we use more than one destination point set they are already constrained to all be aligned with + * the same number of destinations. + * + * The data retained here feed into three different kinds of results: "Dual" accessibility (the number of opportunities + * reached in a given number of minutes of travel time); temporal opportunity density (analogous to a probability density + * function, how many opportunities are encountered during each minute of travel, whose integral is the cumulative + * accessibility curve). + * + * Originally this class was tracking the identity of the N nearest points rather than just binning them by travel time. + * This is more efficient in cases where N is small, and allows retaining the one-second resolution. However currently + * there does not seem to be much demand among users for this level of detail, so it has been removed in the interest + * of simplicity and maintainability. See issue 884 for more comments on implementation trade-offs. + */ +public class TemporalDensityResult { + + // Internal state fields + + private final PointSet[] destinationPointSets; + private final int nPercentiles; + private final int opportunityThreshold; + + // Externally visible fields for accumulating results + + /** + * The temporal density of opportunities. For each destination set, for each percentile, for each minute of + * travel from 0 to 120, the number of opportunities reached in travel times from i (inclusive) to i+1 (exclusive). + */ + public final double[][][] opportunitiesPerMinute; + + public TemporalDensityResult(AnalysisWorkerTask task) { + Preconditions.checkArgument( + notNullOrEmpty(task.destinationPointSets), + "Dual accessibility requires at least one destination pointset." + ); + this.destinationPointSets = task.destinationPointSets; + this.nPercentiles = task.percentiles.length; + this.opportunityThreshold = task.dualAccessibilityThreshold; + this.opportunitiesPerMinute = new double[destinationPointSets.length][nPercentiles][120]; + } + + public void recordOneTarget (int target, int[] travelTimePercentilesSeconds) { + // Increment histogram bin for the number of minutes of travel by the number of opportunities at the target. + for (int d = 0; d < destinationPointSets.length; d++) { + PointSet dps = destinationPointSets[d]; + for (int p = 0; p < nPercentiles; p++) { + if (travelTimePercentilesSeconds[p] == UNREACHED) { + break; // If any percentile is unreached, all higher ones are also unreached. + } + int m = travelTimePercentilesSeconds[p] / 60; + if (m <= 120) { + opportunitiesPerMinute[d][p][m] += dps.getOpportunityCount(target); + } + } + } + } + + /** + * Calculate "dual" accessibility from the accumulated temporal opportunity density array. + * @param n the threshold quantity of opportunities + * @return the minimum whole number of minutes necessary to reach n opportunities, + * for each destination set and percentile of travel time. + */ + public int[][] minutesToReachOpportunities(int n) { + int[][] result = new int[destinationPointSets.length][nPercentiles]; + for (int d = 0; d < destinationPointSets.length; d++) { + for (int p = 0; p < nPercentiles; p++) { + result[d][p] = -1; + double count = 0; + for (int m = 0; m < 120; m++) { + count += opportunitiesPerMinute[d][p][m]; + if (count >= n) { + result[d][p] = m + 1; + break; + } + } + } + } + return result; + } + + public int[][] minutesToReachOpportunities() { + return minutesToReachOpportunities(opportunityThreshold); + } + +} diff --git a/src/main/java/com/conveyal/r5/analyst/TravelTimeReducer.java b/src/main/java/com/conveyal/r5/analyst/TravelTimeReducer.java index 4e1ca30bc..15ce02012 100644 --- a/src/main/java/com/conveyal/r5/analyst/TravelTimeReducer.java +++ b/src/main/java/com/conveyal/r5/analyst/TravelTimeReducer.java @@ -46,6 +46,9 @@ public class TravelTimeReducer { /** Retains the paths to one or all destinations, for recording in CSV or reporting in the UI. */ private PathResult pathResult = null; + /** Represents how many destinations are reached in each minute of travel from this origin. */ + private TemporalDensityResult temporalDensityResult = null; + /** If we are calculating accessibility, the PointSets containing opportunities. */ private PointSet[] destinationPointSets; @@ -121,6 +124,8 @@ public TravelTimeReducer (AnalysisWorkerTask task, TransportNetwork network) { this.destinationPointSets = task.destinationPointSets; if (task instanceof TravelTimeSurfaceTask) { calculateTravelTimes = true; + // In single-point analyses, destination pointsets may be missing if the user has not selected one in the + // UI, or if the user has selected the step decay function instead of one of the other decay functions. calculateAccessibility = notNullOrEmpty(task.destinationPointSets); } else { // Maybe we should define recordAccessibility and recordTimes on the common superclass AnalysisWorkerTask. @@ -140,6 +145,9 @@ public TravelTimeReducer (AnalysisWorkerTask task, TransportNetwork network) { if (task.includePathResults) { pathResult = new PathResult(task, network.transitLayer); } + if (task.includeTemporalDensity) { + temporalDensityResult = new TemporalDensityResult(task); + } // Validate and copy the travel time cutoffs, converting them to seconds to avoid repeated multiplication // in tight loops. Also find the points where the decay function reaches zero for these cutoffs. @@ -271,6 +279,9 @@ private void recordTravelTimePercentilesForTarget (int target, int[] travelTimeP } } } + if (temporalDensityResult != null) { + temporalDensityResult.recordOneTarget(target, travelTimePercentilesSeconds); + } } /** @@ -329,7 +340,7 @@ private int convertToMinutes (int timeSeconds) { * origin point is not connected to the street network. */ public OneOriginResult finish () { - return new OneOriginResult(travelTimeResult, accessibilityResult, pathResult); + return new OneOriginResult(travelTimeResult, accessibilityResult, pathResult, temporalDensityResult); } /** diff --git a/src/main/java/com/conveyal/r5/analyst/cluster/AnalysisWorker.java b/src/main/java/com/conveyal/r5/analyst/cluster/AnalysisWorker.java index aad7da99d..2add61702 100644 --- a/src/main/java/com/conveyal/r5/analyst/cluster/AnalysisWorker.java +++ b/src/main/java/com/conveyal/r5/analyst/cluster/AnalysisWorker.java @@ -13,6 +13,7 @@ import com.conveyal.r5.analyst.TravelTimeComputer; import com.conveyal.r5.analyst.error.TaskError; import com.conveyal.r5.common.JsonUtilities; +import com.conveyal.r5.transit.TransitLayer; import com.conveyal.r5.transit.TransportNetwork; import com.conveyal.r5.transit.TransportNetworkCache; import com.conveyal.r5.transitive.TransitiveNetwork; @@ -75,8 +76,10 @@ public interface Config { private static final Logger LOG = LoggerFactory.getLogger(AnalysisWorker.class); - public static final int POLL_WAIT_SECONDS = 15; - public static final int POLL_MAX_RANDOM_WAIT = 5; + private static final int POLL_INTERVAL_MIN_SECONDS = 1; + private static final int POLL_INTERVAL_MAX_SECONDS = 15; + private static final int POLL_JITTER_SECONDS = 5; + private static final int QUEUE_SLOTS_PER_PROCESSOR = 8; /** * This timeout should be longer than the longest expected worker calculation for a single-point request. @@ -111,8 +114,6 @@ public interface Config { /** Keeps some TransportNetworks around, lazy-loading or lazy-building them. */ public final NetworkPreloader networkPreloader; - private final Random random = new Random(); - /** The common root of all API URLs contacted by this worker, e.g. http://localhost:7070/api/ */ protected final String brokerBaseUrl; @@ -126,8 +127,11 @@ public interface Config { */ private final List workResults = new ArrayList<>(); - /** The last time (in milliseconds since the epoch) that we polled for work. */ - private long lastPollingTime; + /** + * The last time (in milliseconds since the epoch) that we polled for work. + * The initial value of zero causes the worker to poll the backend immediately on startup avoiding a delay. + */ + private long lastPollingTime = 0; /** Keep track of how many tasks per minute this worker is processing, broken down by scenario ID. */ private final ThroughputTracker throughputTracker = new ThroughputTracker(); @@ -162,7 +166,7 @@ public static HttpClient makeHttpClient () { /** * A queue to hold a backlog of regional analysis tasks. - * This avoids "slow joiner" syndrome where we wait to poll for more work until all N fetched tasks have finished, + * This avoids "slow joiner" syndrome where we wait until all N fetched tasks have finished, * but one of the tasks takes much longer than all the rest. * This should be long enough to hold all that have come in - we don't need to block on polling the manager. * Can this be replaced with the general purpose TaskScheduler component? @@ -199,66 +203,100 @@ public AnalysisWorker ( /** The main worker event loop which fetches tasks from a broker and schedules them for execution. */ public void startPolling () { - // Create executors with up to one thread per processor. - // The default task rejection policy is "Abort". - // The executor's queue is rather long because some tasks complete very fast and we poll max once per second. + // Create an executor with one thread per processor. The default task rejection policy is "Abort". + // The number of threads will only increase from the core pool size toward the max pool size when the queue is + // full. We no longer exceed the queue length in normal operation, so the thread pool will remain at core size. + // "[The] core pool size is the threshold beyond which [an] executor service prefers to queue up the task + // [rather] than spawn a new thread." https://stackoverflow.com/a/72684387/778449 + // The executor's queue is rather long because some tasks complete very fast and we poll at most once per second. int availableProcessors = Runtime.getRuntime().availableProcessors(); - LOG.debug("Java reports the number of available processors is: {}", availableProcessors); - int maxThreads = availableProcessors; - int taskQueueLength = availableProcessors * 6; - LOG.debug("Maximum number of regional processing threads is {}, length of task queue is {}.", maxThreads, taskQueueLength); + LOG.info("Java reports the number of available processors is: {}", availableProcessors); + final int maxThreads = availableProcessors; + final int taskQueueLength = availableProcessors * QUEUE_SLOTS_PER_PROCESSOR; + LOG.info("Maximum number of regional processing threads is {}, target length of task queue is {}.", maxThreads, taskQueueLength); BlockingQueue taskQueue = new LinkedBlockingQueue<>(taskQueueLength); - regionalTaskExecutor = new ThreadPoolExecutor(1, maxThreads, 60, TimeUnit.SECONDS, taskQueue); + regionalTaskExecutor = new ThreadPoolExecutor(maxThreads, maxThreads, 60, TimeUnit.SECONDS, taskQueue); - // Main polling loop to fill the regional work queue. + // This is the main polling loop that fills the regional work queue. // Go into an endless loop polling for regional tasks that can be computed asynchronously. // You'd think the ThreadPoolExecutor could just block when the blocking queue is full, but apparently // people all over the world have been jumping through hoops to try to achieve this simple behavior // with no real success, at least without writing bug and deadlock-prone custom executor services. - // Two alternative approaches are trying to keep the queue full and waiting for the queue to be almost empty. - // To keep the queue full, we repeatedly try to add each task to the queue, pausing and retrying when - // it's full. To wait until it's almost empty, we could use wait() in a loop and notify() as tasks are handled. - // see https://stackoverflow.com/a/15185004/778449 - // A simpler approach might be to spin-wait checking whether the queue is low and sleeping briefly, - // then fetch more work only when the queue is getting empty. + // Our current (revised) approach is to slowly spin-wait, checking whether the queue is low and sleeping briefly, + // then fetching more work only when the queue is getting empty. + + // Allows slowing down polling when not actively receiving tasks. + boolean receivedWorkLastTime = false; + + // Before first polling the broker, randomly wait a few seconds to spread load when many workers start at once. + sleepSeconds((new Random()).nextInt(POLL_JITTER_SECONDS)); while (true) { - List tasks = getSomeWork(); - if (tasks == null || tasks.isEmpty()) { - // Either there was no work, or some kind of error occurred. - // Sleep for a while before polling again, adding a random component to spread out the polling load. - // TODO only randomize delay on the first round, after that it's excessive. - int randomWait = random.nextInt(POLL_MAX_RANDOM_WAIT); - LOG.debug("Polling the broker did not yield any regional tasks. Sleeping {} + {} sec.", POLL_WAIT_SECONDS, randomWait); - sleepSeconds(POLL_WAIT_SECONDS + randomWait); + // We establish a lower limit on the wait time between polling to avoid flooding the broker with requests. + // If worker handles all tasks in its internal queue in less than this time, this is a speed bottleneck. + // This can happen in areas unconnected to transit and when travel time cutoffs are very low. + sleepSeconds(POLL_INTERVAL_MIN_SECONDS); + // Determine whether to poll this cycle - is the queue running empty, or has the maximum interval passed? + { + long currentTime = System.currentTimeMillis(); + boolean maxIntervalExceeded = (currentTime - lastPollingTime) > (POLL_INTERVAL_MAX_SECONDS * 1000); + int tasksInQueue = taskQueue.size(); + // Poll any time we have less tasks in the queue than processors. + boolean shouldPoll = maxIntervalExceeded || (receivedWorkLastTime && (tasksInQueue < availableProcessors)); + LOG.debug("Last polled {} sec ago. Task queue length is {}.", (currentTime - lastPollingTime)/1000, taskQueue.size()); + if (!shouldPoll) { + continue; + } + lastPollingTime = currentTime; + } + // This will request tasks even when queue is rather full. + // For now, assume more but smaller task and result chunks is better at leveling broker load. + int tasksToRequest = taskQueue.remainingCapacity(); + // Alternatively: Only request tasks when queue is short. Otherwise, only report results and status. + // int tasksToRequest = (tasksInQueue < minQueueLength) ? taskQueue.remainingCapacity() : 0; + + List tasks = getSomeWork(tasksToRequest); + boolean noWorkReceived = tasks == null || tasks.isEmpty(); + receivedWorkLastTime = !noWorkReceived; // Allows variable speed polling on the next iteration. + if (noWorkReceived) { + // Either the broker supplied no work or an error occurred. continue; } for (RegionalTask task : tasks) { - // Try to enqueue each task for execution, repeatedly failing until the queue is not full. - // The list of fetched tasks essentially serves as a secondary queue, which is awkward. This is using - // exceptions for normal flow control, which is nasty. We should do this differently (#596). - while (true) { - try { - // TODO define non-anonymous runnable class to instantiate here, specifically for async regional tasks. - regionalTaskExecutor.execute(() -> { - try { - this.handleOneRegionalTask(task); - } catch (Throwable t) { - LOG.error( - "An error occurred while handling a regional task, reporting to backend. {}", - ExceptionUtils.stackTraceString(t) - ); - synchronized (workResults) { - workResults.add(new RegionalWorkResult(t, task)); - } - } - }); - break; - } catch (RejectedExecutionException e) { - // Queue is full, wait a bit and try to feed it more tasks. If worker handles all tasks in its - // internal queue in less than 1 second, this is a speed bottleneck. This happens with regions - // unconnected to transit and with very small travel time cutoffs. - sleepSeconds(1); - } + // Executor services require blocking queues of fixed length. Tasks must be enqueued one by one, and + // may fail with a RejectedExecutionException if we exceed the queue length. We choose queue length + // and requested number of tasks carefully to avoid overfilling the queue, but should handle the + // exceptions just in case something is misconfigured. + try { + regionalTaskExecutor.execute(new RegionalTaskRunnable(task)); + } catch (RejectedExecutionException e) { + LOG.error("Regional task could not be enqueued for processing (queue length exceeded). Task dropped."); + } + } + } + } + + /** + * Runnable inner class which can access the needed methods on AnalysisWorker (handleOneRegionalTask). + * However that method is only called from these runnables - it could potentially be inlined into run(). + */ + protected class RegionalTaskRunnable implements Runnable { + RegionalTask task; + + public RegionalTaskRunnable(RegionalTask task) { + this.task = task; + } + + @Override + public void run() { + try { + handleOneRegionalTask(task); + } catch (Throwable t) { + LOG.error( + "An error occurred while handling a regional task, reporting to backend. {}", + ExceptionUtils.stackTraceString(t) + ); + synchronized (workResults) { + workResults.add(new RegionalWorkResult(t, task)); } } } @@ -344,10 +382,10 @@ private byte[] singlePointResultToBinary ( timeGridWriter.writeToDataOutput(new LittleEndianDataOutputStream(byteArrayOutputStream)); addJsonToGrid( byteArrayOutputStream, - oneOriginResult.accessibility, + oneOriginResult, transportNetwork.scenarioApplicationWarnings, transportNetwork.scenarioApplicationInfo, - oneOriginResult.paths != null ? new PathResultSummary(oneOriginResult.paths, transportNetwork.transitLayer) : null + transportNetwork.transitLayer ); } // Single-point tasks don't have a job ID. For now, we'll categorize them by scenario ID. @@ -457,7 +495,7 @@ protected void handleOneRegionalTask (RegionalTask task) throws Throwable { // progress. This avoids crashing the backend by sending back massive 2 million element travel times // that have already been written to S3, and throwing exceptions on old backends that can't deal with // null AccessibilityResults. - oneOriginResult = new OneOriginResult(null, new AccessibilityResult(task), null); + oneOriginResult = new OneOriginResult(null, new AccessibilityResult(task), null, null); } // Accumulate accessibility results, which will be returned to the backend in batches. @@ -489,6 +527,8 @@ public static class GridJsonBlock { public PathResultSummary pathSummaries; + public double[][][] opportunitiesPerMinute; + @Override public String toString () { return String.format( @@ -508,24 +548,33 @@ public String toString () { * and no serious errors, we use a success error code. * TODO distinguish between warnings and errors - we already distinguish between info and warnings. * This could be turned into a GridJsonBlock constructor, with the JSON writing code in an instance method. + * Note that this is very similar to the RegionalWorkResult constructor, and some duplication of logic could be + * achieved by somehow merging the two. */ public static void addJsonToGrid ( OutputStream outputStream, - AccessibilityResult accessibilityResult, + OneOriginResult oneOriginResult, List scenarioApplicationWarnings, List scenarioApplicationInfo, - PathResultSummary pathResult + TransitLayer transitLayer // Only used if oneOriginResult contains paths, can be null otherwise ) throws IOException { var jsonBlock = new GridJsonBlock(); jsonBlock.scenarioApplicationInfo = scenarioApplicationInfo; jsonBlock.scenarioApplicationWarnings = scenarioApplicationWarnings; - if (accessibilityResult != null) { - // Due to the application of distance decay functions, we may want to make the shift to non-integer - // accessibility values (especially for cases where there are relatively few opportunities across the whole - // study area). But we'd need to control the number of decimal places serialized into the JSON. - jsonBlock.accessibility = accessibilityResult.getIntValues(); + if (oneOriginResult != null) { + if (oneOriginResult.accessibility != null) { + // Due to the application of distance decay functions, we may want to make the shift to non-integer + // accessibility values (especially for cases where there are relatively few opportunities across the whole + // study area). But we'd need to control the number of decimal places serialized into the JSON. + jsonBlock.accessibility = oneOriginResult.accessibility.getIntValues(); + } + if (oneOriginResult.paths != null) { + jsonBlock.pathSummaries = new PathResultSummary(oneOriginResult.paths, transitLayer); + } + if (oneOriginResult.density != null) { + jsonBlock.opportunitiesPerMinute = oneOriginResult.density.opportunitiesPerMinute; + } } - jsonBlock.pathSummaries = pathResult; LOG.debug("Travel time surface written, appending {}.", jsonBlock); // We could do this when setting up the Spark handler, supplying writeValue as the response transformer // But then you also have to handle the case where you are returning raw bytes. @@ -539,10 +588,13 @@ public static void addJsonToGrid ( * Also returns any accumulated work results to the backend. * @return a list of work tasks, or null if there was no work to do, or if no work could be fetched. */ - public List getSomeWork () { + public List getSomeWork (int tasksToRequest) { + LOG.debug("Polling backend to report status and request up to {} tasks.", tasksToRequest); String url = brokerBaseUrl + "/poll"; HttpPost httpPost = new HttpPost(url); WorkerStatus workerStatus = new WorkerStatus(this); + workerStatus.maxTasksRequested = tasksToRequest; + workerStatus.pollIntervalSeconds = POLL_INTERVAL_MAX_SECONDS; // Include all completed work results when polling the backend. // Atomically copy and clear the accumulated work results, while blocking writes from other threads. synchronized (workResults) { @@ -552,7 +604,7 @@ public List getSomeWork () { // Compute throughput in tasks per minute and include it in the worker status report. // We poll too frequently to compute throughput just since the last poll operation. - // TODO reduce polling frequency (larger queue in worker), compute shorter-term throughput. + // We may want to reduce polling frequency (with larger queue in worker) and compute shorter-term throughput. workerStatus.tasksPerMinuteByJobId = throughputTracker.getTasksPerMinuteByJobId(); // Report how often we're polling for work, just for monitoring. @@ -573,8 +625,10 @@ public List getSomeWork () { // Broker returned some work. Use the lenient object mapper to decode it in case the broker is a // newer version so sending unrecognizable fields. // ReadValue closes the stream, releasing the HTTP connection. - return JsonUtilities.lenientObjectMapper.readValue(responseEntity.getContent(), - new TypeReference>() {}); + return JsonUtilities.lenientObjectMapper.readValue( + responseEntity.getContent(), + new TypeReference>() {} + ); } // Non-200 response code or a null entity. Something is weird. LOG.error("Unsuccessful polling. HTTP response code: " + response.getStatusLine().getStatusCode()); diff --git a/src/main/java/com/conveyal/r5/analyst/cluster/AnalysisWorkerTask.java b/src/main/java/com/conveyal/r5/analyst/cluster/AnalysisWorkerTask.java index d1e88f78c..f3305e280 100644 --- a/src/main/java/com/conveyal/r5/analyst/cluster/AnalysisWorkerTask.java +++ b/src/main/java/com/conveyal/r5/analyst/cluster/AnalysisWorkerTask.java @@ -99,6 +99,20 @@ public abstract class AnalysisWorkerTask extends ProfileRequest { */ public boolean includePathResults = false; + /** + * Whether to include the number of opportunities reached during each minute of travel in results sent back + * to the broker. Requires both an origin and destination pointset to be specified, and in the case of regional + * analyses the origins must be non-gridded, and results will be collated to CSV. + * It should be possible to enable regional results for gridded origins as well. + */ + public boolean includeTemporalDensity = false; + + /** + * If this is set to a value above zero, report the amount of time needed to reach the given number of + * opportunities from this origin (known technically as "dual accessibility"). + */ + public int dualAccessibilityThreshold = 0; + /** Whether to build a histogram of travel times to each destination, generally used in testing and debugging. */ public boolean recordTravelTimeHistograms = false; diff --git a/src/main/java/com/conveyal/r5/analyst/cluster/RegionalWorkResult.java b/src/main/java/com/conveyal/r5/analyst/cluster/RegionalWorkResult.java index 39a650d3e..d15531c03 100644 --- a/src/main/java/com/conveyal/r5/analyst/cluster/RegionalWorkResult.java +++ b/src/main/java/com/conveyal/r5/analyst/cluster/RegionalWorkResult.java @@ -37,6 +37,12 @@ public class RegionalWorkResult { */ public int[][][] accessibilityValues; + /** + * The temporal density of opportunities - how many are reached during each minute of travel. + * Quantities of opportunities for each [destinationGrid, percentile, minute]. + */ + public double[][][] opportunitiesPerMinute; + /** * If this field is non-null, the worker is reporting an error that compromises the quality of the result at this * origin point, and potentially for then entire regional analysis. Put into a Set on backend since all workers @@ -59,6 +65,7 @@ public RegionalWorkResult(OneOriginResult result, RegionalTask task) { this.travelTimeValues = result.travelTimes == null ? null : result.travelTimes.values; this.accessibilityValues = result.accessibility == null ? null : result.accessibility.getIntValues(); this.pathResult = result.paths == null ? null : result.paths.summarizeIterations(PathResult.Stat.MINIMUM); + this.opportunitiesPerMinute = result.density == null ? null : result.density.opportunitiesPerMinute; // TODO checkTravelTimeInvariants, checkAccessibilityInvariants to verify that values are monotonically increasing } diff --git a/src/main/java/com/conveyal/r5/analyst/cluster/TravelTimeResult.java b/src/main/java/com/conveyal/r5/analyst/cluster/TravelTimeResult.java index c79f23ab8..c851afcac 100644 --- a/src/main/java/com/conveyal/r5/analyst/cluster/TravelTimeResult.java +++ b/src/main/java/com/conveyal/r5/analyst/cluster/TravelTimeResult.java @@ -37,6 +37,9 @@ public class TravelTimeResult { * This is optional, generally used only for debugging and testing, so may be null if no histograms are recorded. * Since this is used for debugging and testing it might even be interesting to do it at one-second resolution or * just store every travel time, but binning makes it easy to compare with probability distributions. + * Note that this is one histogram _per target_ showing on how many iterations each travel time is the fastest, + * _not_ one histogram per origin/percentile showing how many destinations are reached at each travel time. The + * latter is essentially the discrete derivative of step-function accessibility and is tracked elsewhere (TemporalDensityResult). */ int[][] histograms; diff --git a/src/main/java/com/conveyal/r5/analyst/cluster/WorkerStatus.java b/src/main/java/com/conveyal/r5/analyst/cluster/WorkerStatus.java index 7d002fa9a..1fcd17a6e 100644 --- a/src/main/java/com/conveyal/r5/analyst/cluster/WorkerStatus.java +++ b/src/main/java/com/conveyal/r5/analyst/cluster/WorkerStatus.java @@ -24,6 +24,8 @@ public class WorkerStatus { private static final Logger LOG = LoggerFactory.getLogger(WorkerStatus.class); + private static final int LEGACY_WORKER_MAX_TASKS = 16; + public static final int LEGACY_WORKER_MAX_POLL_INTERVAL_SECONDS = 2 * 60; public String architecture; public int processors; @@ -50,6 +52,20 @@ public class WorkerStatus { public String ipAddress; public List results; + /** + * Then maximum number of tasks the broker should send to this worker. May be zero if its work queue is full. + * Default value determines the number of tasks to send to older workers that don't send this value when they poll. + */ + public int maxTasksRequested = LEGACY_WORKER_MAX_TASKS; + + /** + * The maximum amount of time the worker will wait before polling again. After this much time passes the backend + * may consider the worker lost or shut down. The backend should be somewhat lenient here as there could be delays + * due to connection setup, API contention etc. The default value reflects how how long the backend should wait to + * hear from older workers that don't send this value. + */ + public int pollIntervalSeconds = LEGACY_WORKER_MAX_POLL_INTERVAL_SECONDS; + /** No-arg constructor used when deserializing. */ public WorkerStatus() { } diff --git a/src/main/java/com/conveyal/r5/common/Util.java b/src/main/java/com/conveyal/r5/common/Util.java index ddfce26d5..c79e1c168 100644 --- a/src/main/java/com/conveyal/r5/common/Util.java +++ b/src/main/java/com/conveyal/r5/common/Util.java @@ -3,6 +3,7 @@ import java.util.Arrays; import java.util.Collection; import java.util.Map; +import java.util.function.Supplier; public abstract class Util { @@ -66,4 +67,19 @@ public static int[] newIntArray (int length, int defaultValue) { return array; } + /** + * Convenience method to create a 2D array and fill it immediately with new instances of a class. + * The supplier can be a method reference to a constructor like ToBeInstantiated::new, and the returned + * array will be of that type. + */ + public static T[][] newObjectArray (int d1, int d2, Supplier supplier) { + T[][] result = (T[][]) new Object[d1][d2]; + for (int x = 0; x < d1; x++) { + for (int y = 0; y < d2; y++) { + result[x][y] = supplier.get(); + } + } + return result; + } + } diff --git a/src/main/resources/com/conveyal/gtfs/storage/gpwv3-quarter-buffer-boolean.asc b/src/main/resources/com/conveyal/gtfs/storage/gpwv3-quarter-buffer-boolean.asc new file mode 100644 index 000000000..d1beddacd --- /dev/null +++ b/src/main/resources/com/conveyal/gtfs/storage/gpwv3-quarter-buffer-boolean.asc @@ -0,0 +1,578 @@ +ncols 1440 +nrows 572 +xllcorner -180.000000000000 +yllcorner -58.000000000000 +cellsize 0.250000000000 +NODATA_value -3.4028234663852885981e+38 + 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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