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
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