org.numenta.nupic.encoders.MultiEncoderAssembler Maven / Gradle / Ivy
package org.numenta.nupic.encoders;
import java.util.ArrayList;
import java.util.Collections;
import java.util.List;
import java.util.Map;
import org.numenta.nupic.encoders.Encoder.Builder;
import org.numenta.nupic.network.sensor.HTMSensor;
import org.numenta.nupic.util.Tuple;
/**
* Provides a central configuration path for {@link MultiEncoder}s, for use
* both by the MultiEncoder itself, and the Network configuration performed
* by the {@link HTMSensor}
*
* @author cogmission
*
*/
public class MultiEncoderAssembler {
/**
* Uses the specified Map containing encoder settings to configure the
* {@link MultiEncoder} passed in.
*
* @param encoder the {@link MultiEncoder} to configure.
* @param encoderSettings the Map containing MultiEncoder settings.
*/
public static MultiEncoder assemble(MultiEncoder encoder, Map> encoderSettings) {
if(encoderSettings == null || encoderSettings.isEmpty()) {
throw new IllegalArgumentException(
"Cannot initialize this Sensor's MultiEncoder with a null or empty settings");
}
// Sort the encoders so that they end up in a controlled order
List sortedFields = new ArrayList(encoderSettings.keySet());
Collections.sort(sortedFields);
for (String field : sortedFields) {
Map params = encoderSettings.get(field);
if (!params.containsKey("fieldName")) {
throw new IllegalArgumentException("Missing fieldname for encoder " + field);
}
String fieldName = (String) params.get("fieldName");
if (!params.containsKey("encoderType")) {
throw new IllegalArgumentException("Missing type for encoder " + field);
}
String encoderType = (String) params.get("encoderType");
Builder builder = ((MultiEncoder)encoder).getBuilder(encoderType);
if(encoderType.equals("SDRCategoryEncoder")) {
// Add mappings for category list
configureCategoryBuilder((MultiEncoder)encoder, params, builder);
}else if(encoderType.equals("DateEncoder")) {
// Extract date specific mappings out of the map so that we can
// pre-configure the DateEncoder with its needed directives.
configureDateBuilder(encoder, encoderSettings, (DateEncoder.Builder)builder);
}else if(encoderType.equals("GeospatialCoordinateEncoder")) {
// Extract Geo specific mappings out of the map so that we can
// pre-configure the GeospatialCoordinateEncoder with its needed directives.
configureGeoBuilder(encoder, encoderSettings, (GeospatialCoordinateEncoder.Builder) builder);
}else{
for (String param : params.keySet()) {
if (!param.equals("fieldName") && !param.equals("encoderType") &&
!param.equals("fieldType") && !param.equals("fieldEncodings")) {
((MultiEncoder)encoder).setValue(builder, param, params.get(param));
}
}
}
encoder.addEncoder(fieldName, (Encoder)builder.build());
}
return encoder;
}
private static void configureCategoryBuilder(MultiEncoder multiEncoder,
Map encoderSettings, Builder builder) {
multiEncoder.setValue(builder, "n", encoderSettings.get("n"));
multiEncoder.setValue(builder, "w", encoderSettings.get("w"));
multiEncoder.setValue(builder, "forced", encoderSettings.get("forced"));
multiEncoder.setValue(builder, "categoryList", encoderSettings.get("categoryList"));
}
/**
* Do special configuration for DateEncoder
* @param encoderSettings
*/
private static void configureDateBuilder(MultiEncoder multiEncoder, Map> encoderSettings, DateEncoder.Builder b) {
Map dateEncoderSettings = getEncoderMap(encoderSettings, "DateEncoder");
if(dateEncoderSettings == null) {
throw new IllegalStateException("Input requires missing DateEncoder settings mapping.");
}
for(String key : dateEncoderSettings.keySet()) {
if(!key.equals("fieldName") && !key.equals("encoderType") &&
!key.equals("fieldType") && !key.equals("fieldEncodings")) {
if(!key.equals("season") && !key.equals("dayOfWeek") &&
!key.equals("weekend") && !key.equals("holiday") &&
!key.equals("timeOfDay") && !key.equals("customDays") &&
!key.equals("formatPattern")) {
multiEncoder.setValue(b, key, dateEncoderSettings.get(key));
}else{
if(key.equals("formatPattern")) {
b.formatPattern((String)dateEncoderSettings.get(key));
}else{
setDateFieldBits(b, dateEncoderSettings, key);
}
}
}
}
}
/**
* Initializes the {@link DateEncoder.Builder} specified
* @param b the builder on which to set the mapping.
* @param m the map containing the values
* @param key the key to be set.
*/
@SuppressWarnings("unchecked")
private static void setDateFieldBits(DateEncoder.Builder b, Map m, String key) {
Tuple t = (Tuple)m.get(key);
switch(key) {
case "season" : {
if(t.size() > 1 && ((double)t.get(1)) > 0.0) {
b.season((int)t.get(0), (double)t.get(1));
}else{
b.season((int)t.get(0));
}
break;
}
case "dayOfWeek" : {
if(t.size() > 1 && ((double)t.get(1)) > 0.0) {
b.dayOfWeek((int)t.get(0), (double)t.get(1));
}else{
b.dayOfWeek((int)t.get(0));
}
break;
}
case "weekend" : {
if(t.size() > 1 && ((double)t.get(1)) > 0.0) {
b.weekend((int)t.get(0), (double)t.get(1));
}else{
b.weekend((int)t.get(0));
}
break;
}
case "holiday" : {
if(t.size() > 1 && ((double)t.get(1)) > 0.0) {
b.holiday((int)t.get(0), (double)t.get(1));
}else{
b.holiday((int)t.get(0));
}
break;
}
case "timeOfDay" : {
if(t.size() > 1 && ((double)t.get(1)) > 0.0) {
b.timeOfDay((int)t.get(0), (double)t.get(1));
}else{
b.timeOfDay((int)t.get(0));
}
break;
}
case "customDays" : {
if(t.size() > 1 && ((double)t.get(1)) > 0.0) {
b.customDays((int)t.get(0), (List)t.get(1));
}else{
b.customDays((int)t.get(0));
}
break;
}
default: break;
}
}
/**
* Specific configuration for GeospatialCoordinateEncoder builder
* @param encoderSettings
* @param builder
*/
private static void configureGeoBuilder(MultiEncoder multiEncoder, Map> encoderSettings, GeospatialCoordinateEncoder.Builder builder) {
Map geoEncoderSettings = getEncoderMap(encoderSettings, "GeospatialCoordinateEncoder");
if(geoEncoderSettings == null) {
throw new IllegalStateException("Input requires missing GeospatialCoordinateEncoder settings mapping.");
}
for(String key : geoEncoderSettings.keySet()) {
if(!key.equals("fieldName") && !key.equals("encoderType") &&
!key.equals("fieldType") && !key.equals("fieldEncodings")) {
if(!key.equals("scale") && !key.equals("timestep")) {
multiEncoder.setValue(builder, key, geoEncoderSettings.get(key));
} else {
setGeoFieldBits(builder, geoEncoderSettings, key);
}
}
}
}
/**
* Initializes the {@link GeospatialCoordinateEncoder.Builder} specified
* @param b the builder on which to set the mapping.
* @param m the map containing the values
* @param key the key to be set.
*/
private static void setGeoFieldBits(GeospatialCoordinateEncoder.Builder b, Map m, String key) {
Object obj = m.get(key);
if(obj instanceof String) {
String t = (String)m.get(key);
switch(key) {
case "scale" : {
b.scale(Integer.parseInt(t));
break;
}
case "timestep" : {
b.timestep(Integer.parseInt(t));
break;
}
default: break;
}
}else{
int t = (int)obj;
switch(key) {
case "scale" : {
b.scale(t);
break;
}
case "timestep" : {
b.timestep(t);
break;
}
default: break;
}
}
}
/**
* Extract the encoder settings out of the main map so that we can do
* special initialization on it
* @param encoderSettings
* @return the settings map
*/
private static Map getEncoderMap(Map> encoderSettings, String encoderType) {
for(String key : encoderSettings.keySet()) {
String keyType = null;
if((keyType = (String)encoderSettings.get(key).get("encoderType")) != null &&
keyType.equals(encoderType)) {
// Remove the key from the specified map (extraction)
return (Map)encoderSettings.get(key);
}
}
return null;
}
}
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