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131,300
h2oai/h2o-3
h2o-genmodel-extensions/xgboost/src/main/java/hex/genmodel/algos/xgboost/XGBoostMojoModel.java
XGBoostMojoModel.toPreds
public static double[] toPreds(double in[], float[] out, double[] preds, int nclasses, double[] priorClassDistrib, double defaultThreshold) { if (nclasses > 2) { for (int i = 0; i < out.length; ++i) preds[1 + i] = out[i]; preds[0] = GenModel.getPrediction(preds, priorCl...
java
public static double[] toPreds(double in[], float[] out, double[] preds, int nclasses, double[] priorClassDistrib, double defaultThreshold) { if (nclasses > 2) { for (int i = 0; i < out.length; ++i) preds[1 + i] = out[i]; preds[0] = GenModel.getPrediction(preds, priorCl...
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for float output
[ "for", "float", "output" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel-extensions/xgboost/src/main/java/hex/genmodel/algos/xgboost/XGBoostMojoModel.java#L71-L85
131,301
h2oai/h2o-3
h2o-mapreduce-generic/src/main/java/water/hadoop/h2odriver.java
h2odriver.convertStringToByteArr
static public byte[] convertStringToByteArr(String s) { if ((s.length() % 2) != 0) { throw new RuntimeException("String length must be even (was " + s.length() + ")"); } ArrayList<Byte> byteArrayList = new ArrayList<Byte>(); for (int i = 0; i < s.length(); i = i + 2) { String s2 = s.substri...
java
static public byte[] convertStringToByteArr(String s) { if ((s.length() % 2) != 0) { throw new RuntimeException("String length must be even (was " + s.length() + ")"); } ArrayList<Byte> byteArrayList = new ArrayList<Byte>(); for (int i = 0; i < s.length(); i = i + 2) { String s2 = s.substri...
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Hexadecimal string to brute-force convert into an array of bytes. The length of the string must be even. The length of the string is 2x the length of the byte array. @param s Hexadecimal string @return byte array
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-mapreduce-generic/src/main/java/water/hadoop/h2odriver.java#L794-L812
131,302
h2oai/h2o-3
h2o-mapreduce-generic/src/main/java/water/hadoop/h2odriver.java
h2odriver.run
@Override public int run(String[] args) { int rv = -1; try { rv = run2(args); } catch (org.apache.hadoop.mapred.FileAlreadyExistsException e) { if (ctrlc != null) { ctrlc.setComplete(); } System.out.println("ERROR: " + (e.getMessage() != null ? e.getMessage() : "(null)")); Sys...
java
@Override public int run(String[] args) { int rv = -1; try { rv = run2(args); } catch (org.apache.hadoop.mapred.FileAlreadyExistsException e) { if (ctrlc != null) { ctrlc.setComplete(); } System.out.println("ERROR: " + (e.getMessage() != null ? e.getMessage() : "(null)")); Sys...
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The run method called by ToolRunner. @param args Arguments after ToolRunner arguments have been removed. @return Exit value of program.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-mapreduce-generic/src/main/java/water/hadoop/h2odriver.java#L1865-L1884
131,303
h2oai/h2o-3
h2o-core/src/main/java/water/Lockable.java
Lockable.delete
public static void delete( Key key ) { Value val = DKV.get(key); if( val==null ) return; ((Lockable)val.get()).delete(); }
java
public static void delete( Key key ) { Value val = DKV.get(key); if( val==null ) return; ((Lockable)val.get()).delete(); }
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Write-lock key and delete; blocking. Throws IAE if the key is already locked.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/Lockable.java#L81-L85
131,304
h2oai/h2o-3
h2o-core/src/main/java/water/Lockable.java
Lockable.delete
public final Futures delete( Key<Job> job_key, Futures fs ) { if( _key != null ) { Log.debug("lock-then-delete "+_key+" by job "+job_key); new PriorWriteLock(job_key).invoke(_key); } return remove(fs); }
java
public final Futures delete( Key<Job> job_key, Futures fs ) { if( _key != null ) { Log.debug("lock-then-delete "+_key+" by job "+job_key); new PriorWriteLock(job_key).invoke(_key); } return remove(fs); }
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Write-lock 'this' and delete. Throws IAE if the _key is already locked. Subclasses that need custom deletion logic should override {@link #remove_impl(Futures)}.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/Lockable.java#L99-L105
131,305
h2oai/h2o-3
h2o-core/src/main/java/water/Lockable.java
Lockable.read_lock
public void read_lock( Key<Job> job_key ) { if( _key != null ) { Log.debug("shared-read-lock "+_key+" by job "+job_key); new ReadLock(job_key).invoke(_key); } }
java
public void read_lock( Key<Job> job_key ) { if( _key != null ) { Log.debug("shared-read-lock "+_key+" by job "+job_key); new ReadLock(job_key).invoke(_key); } }
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Atomically get a read-lock on this, preventing future deletes or updates
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/Lockable.java#L136-L141
131,306
h2oai/h2o-3
h2o-core/src/main/java/water/Lockable.java
Lockable.is_locked
private boolean is_locked(Key<Job> job_key) { if( _lockers==null ) return false; for( int i=(_lockers.length==1?0:1); i<_lockers.length; i++ ) { Key k = _lockers[i]; if( job_key==k || (job_key != null && k != null && job_key.equals(k)) ) return true; } return false; }
java
private boolean is_locked(Key<Job> job_key) { if( _lockers==null ) return false; for( int i=(_lockers.length==1?0:1); i<_lockers.length; i++ ) { Key k = _lockers[i]; if( job_key==k || (job_key != null && k != null && job_key.equals(k)) ) return true; } return false; }
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Accessors for locking state. Minimal self-checking; primitive results
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/Lockable.java#L212-L219
131,307
h2oai/h2o-3
h2o-extensions/xgboost/src/main/java/ml/dmlc/xgboost4j/java/XGBoostUpdateTask.java
XGBoostUpdateTask.getBoosterBytes
public byte[] getBoosterBytes() { final H2ONode boosterNode = getBoosterNode(); final byte[] boosterBytes; if (H2O.SELF.equals(boosterNode)) { boosterBytes = XGBoost.getRawArray(XGBoostUpdater.getUpdater(_modelKey).getBooster()); } else { Log.debug("Booster will b...
java
public byte[] getBoosterBytes() { final H2ONode boosterNode = getBoosterNode(); final byte[] boosterBytes; if (H2O.SELF.equals(boosterNode)) { boosterBytes = XGBoost.getRawArray(XGBoostUpdater.getUpdater(_modelKey).getBooster()); } else { Log.debug("Booster will b...
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This is called from driver
[ "This", "is", "called", "from", "driver" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-extensions/xgboost/src/main/java/ml/dmlc/xgboost4j/java/XGBoostUpdateTask.java#L25-L36
131,308
h2oai/h2o-3
h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java
FrameMetadata.diffCols
public int[] diffCols(int[] filterThese) { HashSet<Integer> filter = new HashSet<>(); for(int i:filterThese)filter.add(i); ArrayList<Integer> res = new ArrayList<>(); for(int i=0;i<_cols.length;++i) { if( _cols[i]._ignored || _cols[i]._response || filter.contains(i) ) continue; res.add(i); ...
java
public int[] diffCols(int[] filterThese) { HashSet<Integer> filter = new HashSet<>(); for(int i:filterThese)filter.add(i); ArrayList<Integer> res = new ArrayList<>(); for(int i=0;i<_cols.length;++i) { if( _cols[i]._ignored || _cols[i]._response || filter.contains(i) ) continue; res.add(i); ...
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Get the non-ignored columns that are not in the filter; do not include the response. @param filterThese remove these columns @return an int[] of the non-ignored column indexes
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java#L178-L187
131,309
h2oai/h2o-3
h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java
FrameMetadata.na_FeatureCount
public long na_FeatureCount() { if( _featsWithNa!=-1 ) return _featsWithNa; long cnt=0; for(int i=0;i<_cols.length;++i) { if( !_cols[i]._ignored && !_cols[i]._response && _cols[i]._percentNA!=0) { cnt += 1; // check if const columns along with user ignored columns are included in ignored ...
java
public long na_FeatureCount() { if( _featsWithNa!=-1 ) return _featsWithNa; long cnt=0; for(int i=0;i<_cols.length;++i) { if( !_cols[i]._ignored && !_cols[i]._response && _cols[i]._percentNA!=0) { cnt += 1; // check if const columns along with user ignored columns are included in ignored ...
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count of features with nas
[ "count", "of", "features", "with", "nas" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java#L190-L200
131,310
h2oai/h2o-3
h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java
FrameMetadata.rowsWithNa
public long rowsWithNa() { if( _rowsWithNa!=-1 ) return _rowsWithNa; String x = String.format("(na.omit %s)", _fr._key); Val res = Rapids.exec(x); Frame f = res.getFrame(); long cnt = _fr.numRows() - f.numRows(); f.delete(); return (_rowsWithNa=cnt); }
java
public long rowsWithNa() { if( _rowsWithNa!=-1 ) return _rowsWithNa; String x = String.format("(na.omit %s)", _fr._key); Val res = Rapids.exec(x); Frame f = res.getFrame(); long cnt = _fr.numRows() - f.numRows(); f.delete(); return (_rowsWithNa=cnt); }
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count of rows with nas
[ "count", "of", "rows", "with", "nas" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java#L203-L212
131,311
h2oai/h2o-3
h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java
FrameMetadata.nClass
public long nClass() { if( _nclass!=-1 ) return _nclass; if(_isClassification==true){ long cnt=0; cnt = _fr.vec(_response).domain().length; /*for(int i=0;i<_cols.length;++i) { if(_cols[i]._response==true) cnt = _cols[i]._v.domain().length; }*/ return(_nclass=cnt); }else{ ...
java
public long nClass() { if( _nclass!=-1 ) return _nclass; if(_isClassification==true){ long cnt=0; cnt = _fr.vec(_response).domain().length; /*for(int i=0;i<_cols.length;++i) { if(_cols[i]._response==true) cnt = _cols[i]._v.domain().length; }*/ return(_nclass=cnt); }else{ ...
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number of classes if classification problem
[ "number", "of", "classes", "if", "classification", "problem" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java#L215-L227
131,312
h2oai/h2o-3
h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java
FrameMetadata.isAnyNumeric
public boolean isAnyNumeric(){ int cnt =0; for(int i=0;i<_cols.length;++i) { if( !_cols[i]._ignored && !_cols[i]._response && _cols[i]._isNumeric) { cnt = 1; break; } } if(cnt ==1) return true; else return false; }
java
public boolean isAnyNumeric(){ int cnt =0; for(int i=0;i<_cols.length;++i) { if( !_cols[i]._ignored && !_cols[i]._response && _cols[i]._isNumeric) { cnt = 1; break; } } if(cnt ==1) return true; else return false; }
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checks if there are any numeric features in the frame
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java#L230-L240
131,313
h2oai/h2o-3
h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java
FrameMetadata.isAnyCategorical
public boolean isAnyCategorical(){ int cnt =0; for(int i=0;i<_cols.length;++i) { if( !_cols[i]._ignored && !_cols[i]._response && _cols[i]._isCategorical) { cnt = 1; break; } } if(cnt ==1) return true; else return false; }
java
public boolean isAnyCategorical(){ int cnt =0; for(int i=0;i<_cols.length;++i) { if( !_cols[i]._ignored && !_cols[i]._response && _cols[i]._isCategorical) { cnt = 1; break; } } if(cnt ==1) return true; else return false; }
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checks if there are any categorical features in the frame
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java#L243-L253
131,314
h2oai/h2o-3
h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java
FrameMetadata.computeFrameMetaPass1
public FrameMetadata computeFrameMetaPass1() { MetaPass1[] tasks = new MetaPass1[_fr.numCols()]; for(int i=0; i<tasks.length; ++i) tasks[i] = new MetaPass1(i,this); _isClassification = tasks[_response]._isClassification; MetaCollector.ParallelTasks metaCollector = new MetaCollector.ParallelTasks<>...
java
public FrameMetadata computeFrameMetaPass1() { MetaPass1[] tasks = new MetaPass1[_fr.numCols()]; for(int i=0; i<tasks.length; ++i) tasks[i] = new MetaPass1(i,this); _isClassification = tasks[_response]._isClassification; MetaCollector.ParallelTasks metaCollector = new MetaCollector.ParallelTasks<>...
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blocking call to compute 1st pass of column metadata
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-automl/src/main/java/ai/h2o/automl/FrameMetadata.java#L381-L408
131,315
h2oai/h2o-3
h2o-core/src/main/java/water/DTask.java
DTask.setException
public synchronized void setException(Throwable ex) { if(_ex == null) { _ex = AutoBuffer.javaSerializeWritePojo(((ex instanceof DistributedException) ? (DistributedException) ex : new DistributedException(ex,false /* don't want this setException(ex) call in the stacktrace */))); } }
java
public synchronized void setException(Throwable ex) { if(_ex == null) { _ex = AutoBuffer.javaSerializeWritePojo(((ex instanceof DistributedException) ? (DistributedException) ex : new DistributedException(ex,false /* don't want this setException(ex) call in the stacktrace */))); } }
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Capture the first exception in _ex. Later setException attempts are ignored.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/DTask.java#L38-L42
131,316
h2oai/h2o-3
h2o-core/src/main/java/water/api/ModelMetricsHandler.java
ModelMetricsHandler.delete
@SuppressWarnings("unused") // called through reflection by RequestServer public ModelMetricsListSchemaV3 delete(int version, ModelMetricsListSchemaV3 s) { ModelMetricsList m = s.createAndFillImpl(); s.fillFromImpl(m.delete()); return s; }
java
@SuppressWarnings("unused") // called through reflection by RequestServer public ModelMetricsListSchemaV3 delete(int version, ModelMetricsListSchemaV3 s) { ModelMetricsList m = s.createAndFillImpl(); s.fillFromImpl(m.delete()); return s; }
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Delete one or more ModelMetrics.
[ "Delete", "one", "or", "more", "ModelMetrics", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/api/ModelMetricsHandler.java#L228-L233
131,317
h2oai/h2o-3
h2o-core/src/main/java/water/api/ModelMetricsHandler.java
ModelMetricsHandler.make
@SuppressWarnings("unused") // called through reflection by RequestServer public ModelMetricsMakerSchemaV3 make(int version, ModelMetricsMakerSchemaV3 s) { // parameters checking: if (null == s.predictions_frame) throw new H2OIllegalArgumentException("predictions_frame", "make", s.predictions_frame); Fram...
java
@SuppressWarnings("unused") // called through reflection by RequestServer public ModelMetricsMakerSchemaV3 make(int version, ModelMetricsMakerSchemaV3 s) { // parameters checking: if (null == s.predictions_frame) throw new H2OIllegalArgumentException("predictions_frame", "make", s.predictions_frame); Fram...
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Make a model metrics object from actual and predicted values
[ "Make", "a", "model", "metrics", "object", "from", "actual", "and", "predicted", "values" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/api/ModelMetricsHandler.java#L298-L337
131,318
h2oai/h2o-3
h2o-core/src/main/java/water/util/JStackCollectorTask.java
JStackCollectorTask.reduce
@Override public void reduce(JStackCollectorTask that) { for( int i=0; i<_traces.length; ++i ) if( _traces[i] == null ) _traces[i] = that._traces[i]; }
java
@Override public void reduce(JStackCollectorTask that) { for( int i=0; i<_traces.length; ++i ) if( _traces[i] == null ) _traces[i] = that._traces[i]; }
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One per Node
[ "One", "per", "Node" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/util/JStackCollectorTask.java#L26-L30
131,319
h2oai/h2o-3
h2o-core/src/main/java/water/util/JStackCollectorTask.java
JStackCollectorTask.isH2OHTTPRequestThread
private int isH2OHTTPRequestThread(StackTraceElement [] elms){ for(int i = 0; i < elms.length; ++i) if(elms[i].getClassName().equals("....JettyHTTPD$H2oDefaultServlet")) //TODO FIXME! No such class(H2oDefaultServlet) exists there now! Use class comparison if another one took the role. return i; re...
java
private int isH2OHTTPRequestThread(StackTraceElement [] elms){ for(int i = 0; i < elms.length; ++i) if(elms[i].getClassName().equals("....JettyHTTPD$H2oDefaultServlet")) //TODO FIXME! No such class(H2oDefaultServlet) exists there now! Use class comparison if another one took the role. return i; re...
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bruteforce search for H2O Servlet, don't call until other obvious cases were filtered out
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/util/JStackCollectorTask.java#L65-L70
131,320
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/ast/prims/mungers/AstGroup.java
AstGroup.check
public static AstNumList check(long dstX, AstRoot ast) { // Sanity check vs dst. To simplify logic, jam the 1 col/row case in as a AstNumList AstNumList dim; if (ast instanceof AstNumList) dim = (AstNumList) ast; else if (ast instanceof AstNum) dim = new AstNumList(((AstNum) ast).getNum()); else th...
java
public static AstNumList check(long dstX, AstRoot ast) { // Sanity check vs dst. To simplify logic, jam the 1 col/row case in as a AstNumList AstNumList dim; if (ast instanceof AstNumList) dim = (AstNumList) ast; else if (ast instanceof AstNum) dim = new AstNumList(((AstNum) ast).getNum()); else th...
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Argument check helper
[ "Argument", "check", "helper" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/ast/prims/mungers/AstGroup.java#L419-L430
131,321
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/ast/prims/mungers/AstGroup.java
AstGroup.doGroups
public static IcedHashMap<G, String> doGroups(Frame fr, int[] gbCols, AGG[] aggs) { return doGroups(fr, gbCols, aggs, false); }
java
public static IcedHashMap<G, String> doGroups(Frame fr, int[] gbCols, AGG[] aggs) { return doGroups(fr, gbCols, aggs, false); }
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results using 'aggs'. Return an array of groups, with the aggregate results.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/ast/prims/mungers/AstGroup.java#L435-L437
131,322
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/ast/prims/mungers/AstGroup.java
AstGroup.buildOutput
public static Frame buildOutput(int[] gbCols, int noutCols, Frame fr, String[] fcnames, int ngrps, MRTask mrfill) { // Build the output! // the names of columns final int nCols = gbCols.length + noutCols; String[] names = new String[nCols]; String[][] domains = new String[nCols][]; byte[] types...
java
public static Frame buildOutput(int[] gbCols, int noutCols, Frame fr, String[] fcnames, int ngrps, MRTask mrfill) { // Build the output! // the names of columns final int nCols = gbCols.length + noutCols; String[] names = new String[nCols]; String[][] domains = new String[nCols][]; byte[] types...
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Build output frame from the multi-column results
[ "Build", "output", "frame", "from", "the", "multi", "-", "column", "results" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/ast/prims/mungers/AstGroup.java#L453-L475
131,323
h2oai/h2o-3
h2o-core/src/main/java/water/fvec/RollupStatsHelpers.java
RollupStatsHelpers.numericChunkRollup
public long numericChunkRollup(Chunk c, long start, long checksum) { long pinfs=0, ninfs=0, naCnt=0, nzCnt=0; // pull (some) members into local variables for speed boolean isInt = _rs._isInt; boolean hasNA = c.hasNA(); boolean hasFloat = c.hasFloat(); double dmin = _rs._mins[_rs._mins.length-1];...
java
public long numericChunkRollup(Chunk c, long start, long checksum) { long pinfs=0, ninfs=0, naCnt=0, nzCnt=0; // pull (some) members into local variables for speed boolean isInt = _rs._isInt; boolean hasNA = c.hasNA(); boolean hasFloat = c.hasFloat(); double dmin = _rs._mins[_rs._mins.length-1];...
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MASTER TEMPLATE - All methods below are COPY & PASTED from this template, and some optimizations are performed based on the chunk types @param c @param start @param checksum @return
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/fvec/RollupStatsHelpers.java#L21-L70
131,324
h2oai/h2o-3
h2o-core/src/main/java/water/api/JobsHandler.java
JobsHandler.list
@SuppressWarnings("unused") // called through reflection by RequestServer public JobsV3 list(int version, JobsV3 s) { Job[] jobs = Job.jobs(); // Jobs j = new Jobs(); // j._jobs = Job.jobs(); // PojoUtils.copyProperties(s, j, PojoUtils.FieldNaming.ORIGIN_HAS_UNDERSCORES); s.jobs = new JobV3[jobs.l...
java
@SuppressWarnings("unused") // called through reflection by RequestServer public JobsV3 list(int version, JobsV3 s) { Job[] jobs = Job.jobs(); // Jobs j = new Jobs(); // j._jobs = Job.jobs(); // PojoUtils.copyProperties(s, j, PojoUtils.FieldNaming.ORIGIN_HAS_UNDERSCORES); s.jobs = new JobV3[jobs.l...
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Impl class for a collection of jobs; only used in the API to make it easier to cons up the jobs array via the magic of PojoUtils.copyProperties.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/api/JobsHandler.java#L13-L29
131,325
h2oai/h2o-3
h2o-core/src/main/java/water/fvec/SubsetVec.java
SubsetVec.chunkForChunkIdx
@Override public Chunk chunkForChunkIdx(int cidx) { Chunk crows = rows().chunkForChunkIdx(cidx); return new SubsetChunk(crows,this,masterVec()); }
java
@Override public Chunk chunkForChunkIdx(int cidx) { Chunk crows = rows().chunkForChunkIdx(cidx); return new SubsetChunk(crows,this,masterVec()); }
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A subset chunk
[ "A", "subset", "chunk" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/fvec/SubsetVec.java#L21-L24
131,326
h2oai/h2o-3
h2o-persist-s3/src/main/java/water/persist/PersistS3.java
PersistS3.encodeKey
public static Key encodeKey(String bucket, String key) { Key res = encodeKeyImpl(bucket, key); // assert checkBijection(res, bucket, key); return res; }
java
public static Key encodeKey(String bucket, String key) { Key res = encodeKeyImpl(bucket, key); // assert checkBijection(res, bucket, key); return res; }
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Creates the key for given S3 bucket and key. Returns the H2O key, or null if the key cannot be created. @param bucket Bucket name @param key Key name (S3) @return H2O key pointing to the given bucket and key.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-persist-s3/src/main/java/water/persist/PersistS3.java#L279-L283
131,327
h2oai/h2o-3
h2o-persist-s3/src/main/java/water/persist/PersistS3.java
PersistS3.decodePath
private static String [] decodePath(String s) { assert s.startsWith(KEY_PREFIX) && s.indexOf('/') >= 0 : "Attempting to decode non s3 key: " + s; s = s.substring(KEY_PREFIX_LEN); int dlm = s.indexOf('/'); if(dlm < 0) return new String[]{s,null}; String bucket = s.substring(0, dlm); String key = ...
java
private static String [] decodePath(String s) { assert s.startsWith(KEY_PREFIX) && s.indexOf('/') >= 0 : "Attempting to decode non s3 key: " + s; s = s.substring(KEY_PREFIX_LEN); int dlm = s.indexOf('/'); if(dlm < 0) return new String[]{s,null}; String bucket = s.substring(0, dlm); String key = ...
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Decompose S3 name into bucket name and key name @param s generic s3 path (e.g., "s3://bucketname/my/directory/file.ext") @return array of { bucket name, key }
[ "Decompose", "S3", "name", "into", "bucket", "name", "and", "key", "name" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-persist-s3/src/main/java/water/persist/PersistS3.java#L321-L329
131,328
h2oai/h2o-3
h2o-persist-s3/src/main/java/water/persist/PersistS3.java
PersistS3.getObjectForKey
private static S3Object getObjectForKey(Key k, long offset, long length) throws IOException { String[] bk = decodeKey(k); GetObjectRequest r = new GetObjectRequest(bk[0], bk[1]); r.setRange(offset, offset + length - 1); // Range is *inclusive* according to docs??? return getClient().getObject(r); }
java
private static S3Object getObjectForKey(Key k, long offset, long length) throws IOException { String[] bk = decodeKey(k); GetObjectRequest r = new GetObjectRequest(bk[0], bk[1]); r.setRange(offset, offset + length - 1); // Range is *inclusive* according to docs??? return getClient().getObject(r); }
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Gets the S3 object associated with the key that can read length bytes from offset
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-persist-s3/src/main/java/water/persist/PersistS3.java#L336-L341
131,329
h2oai/h2o-3
h2o-persist-s3/src/main/java/water/persist/PersistS3.java
PersistS3.getObjectMetadataForKey
private static ObjectMetadata getObjectMetadataForKey(Key k) { String[] bk = decodeKey(k); assert (bk.length == 2); return getClient().getObjectMetadata(bk[0], bk[1]); }
java
private static ObjectMetadata getObjectMetadataForKey(Key k) { String[] bk = decodeKey(k); assert (bk.length == 2); return getClient().getObjectMetadata(bk[0], bk[1]); }
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Gets the object metadata associated with given key.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-persist-s3/src/main/java/water/persist/PersistS3.java#L344-L348
131,330
h2oai/h2o-3
h2o-algos/src/main/java/hex/tree/TreeVisitor.java
TreeVisitor.leaf2
private void leaf2( int mask ) throws T { assert (mask==0 || ( (mask&16)==16 && (mask&32)==32) ) : "Unknown mask: " + mask; // Is a leaf or a special leaf on the top of tree leaf(_ts.get4f()); }
java
private void leaf2( int mask ) throws T { assert (mask==0 || ( (mask&16)==16 && (mask&32)==32) ) : "Unknown mask: " + mask; // Is a leaf or a special leaf on the top of tree leaf(_ts.get4f()); }
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Call either the single-class leaf or the full-prediction leaf
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-algos/src/main/java/hex/tree/TreeVisitor.java#L31-L34
131,331
h2oai/h2o-3
h2o-core/src/main/java/water/fvec/ByteVec.java
ByteVec.getPreviewChunkBytes
public byte[] getPreviewChunkBytes(int chkIdx) { if (chkIdx >= nChunks()) throw new H2OIllegalArgumentException("Asked for chunk index beyond the number of chunks."); if (chkIdx == 0) return chunkForChunkIdx(chkIdx)._mem; else { //must eat partial lines // FIXME: a hack to consume partial ...
java
public byte[] getPreviewChunkBytes(int chkIdx) { if (chkIdx >= nChunks()) throw new H2OIllegalArgumentException("Asked for chunk index beyond the number of chunks."); if (chkIdx == 0) return chunkForChunkIdx(chkIdx)._mem; else { //must eat partial lines // FIXME: a hack to consume partial ...
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Get all the bytes of a given chunk. Useful for previewing sections of files. @param chkIdx index of desired chunk @return array of initial bytes
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/fvec/ByteVec.java#L40-L54
131,332
h2oai/h2o-3
h2o-core/src/main/java/hex/AUC2.java
AUC2.checkRecallValidity
void checkRecallValidity() { double x0 = recall.exec(this, 0); for (int i = 1; i < _nBins; i++) { double x1 = recall.exec(this, i); if (x0 > x1) throw new H2OIllegalArgumentException(String.valueOf(i), "recall", x0 + " > " + x1); x0 = x1; } }
java
void checkRecallValidity() { double x0 = recall.exec(this, 0); for (int i = 1; i < _nBins; i++) { double x1 = recall.exec(this, i); if (x0 > x1) throw new H2OIllegalArgumentException(String.valueOf(i), "recall", x0 + " > " + x1); x0 = x1; } }
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Checks that recall is a non-decreasing function
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/hex/AUC2.java#L191-L199
131,333
h2oai/h2o-3
h2o-core/src/main/java/hex/AUC2.java
AUC2.compute_auc
private double compute_auc() { if (_fps[_nBins-1] == 0) return 1.0; //special case if (_tps[_nBins-1] == 0) return 0.0; //special case // All math is computed scaled by TP and FP. We'll descale once at the // end. Trapezoids from (tps[i-1],fps[i-1]) to (tps[i],fps[i]) double tp0 = 0, fp0 = 0; ...
java
private double compute_auc() { if (_fps[_nBins-1] == 0) return 1.0; //special case if (_tps[_nBins-1] == 0) return 0.0; //special case // All math is computed scaled by TP and FP. We'll descale once at the // end. Trapezoids from (tps[i-1],fps[i-1]) to (tps[i],fps[i]) double tp0 = 0, fp0 = 0; ...
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points. TPR and FPR are monotonically increasing from 0 to 1.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/hex/AUC2.java#L203-L217
131,334
h2oai/h2o-3
h2o-core/src/main/java/hex/AUC2.java
AUC2.buildCM
public double[/*actual*/][/*predicted*/] buildCM( int idx ) { // \ predicted: 0 1 // actual 0: TN FP // 1: FN TP return new double[][]{{tn(idx),fp(idx)},{fn(idx),tp(idx)}}; }
java
public double[/*actual*/][/*predicted*/] buildCM( int idx ) { // \ predicted: 0 1 // actual 0: TN FP // 1: FN TP return new double[][]{{tn(idx),fp(idx)},{fn(idx),tp(idx)}}; }
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Build a CM for a threshold index. - typed as doubles because of double observation weights
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/hex/AUC2.java#L220-L225
131,335
h2oai/h2o-3
h2o-core/src/main/java/water/util/FrameUtils.java
FrameUtils.parseFrame
public static Frame parseFrame(Key okey, URI ...uris) throws IOException { return parseFrame(okey, null, uris); }
java
public static Frame parseFrame(Key okey, URI ...uris) throws IOException { return parseFrame(okey, null, uris); }
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Parse given set of URIs and produce a frame's key representing output. @param okey key for ouput frame. Can be null @param uris array of URI (file://, hdfs://, s3n://, s3a://, s3://, http://, https:// ...) to parse @return a frame which is saved into DKV under okey @throws IOException in case of parse error.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/util/FrameUtils.java#L53-L55
131,336
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeMojoModel.java
SharedTreeMojoModel._computeGraph
public SharedTreeGraph _computeGraph(int treeToPrint) { SharedTreeGraph g = new SharedTreeGraph(); if (treeToPrint >= _ntree_groups) { throw new IllegalArgumentException("Tree " + treeToPrint + " does not exist (max " + _ntree_groups + ")"); } int j; if (treeToPrint...
java
public SharedTreeGraph _computeGraph(int treeToPrint) { SharedTreeGraph g = new SharedTreeGraph(); if (treeToPrint >= _ntree_groups) { throw new IllegalArgumentException("Tree " + treeToPrint + " does not exist (max " + _ntree_groups + ")"); } int j; if (treeToPrint...
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Compute a graph of the forest. @return A graph of the forest.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeMojoModel.java#L434-L465
131,337
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeMojoModel.java
SharedTreeMojoModel.scoreAllTrees
protected void scoreAllTrees(double[] row, double[] preds) { java.util.Arrays.fill(preds, 0); scoreTreeRange(row, 0, _ntree_groups, preds); }
java
protected void scoreAllTrees(double[] row, double[] preds) { java.util.Arrays.fill(preds, 0); scoreTreeRange(row, 0, _ntree_groups, preds); }
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Score all trees and fill in the `preds` array.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeMojoModel.java#L664-L667
131,338
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeMojoModel.java
SharedTreeMojoModel.scoreTree0
@SuppressWarnings("ConstantConditions") // Complains that the code is too complex. Well duh! public static double scoreTree0(byte[] tree, double[] row, boolean computeLeafAssignment) { ByteBufferWrapper ab = new ByteBufferWrapper(tree); GenmodelBitSet bs = null; // Lazily set on hitting first group test ...
java
@SuppressWarnings("ConstantConditions") // Complains that the code is too complex. Well duh! public static double scoreTree0(byte[] tree, double[] row, boolean computeLeafAssignment) { ByteBufferWrapper ab = new ByteBufferWrapper(tree); GenmodelBitSet bs = null; // Lazily set on hitting first group test ...
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SET IN STONE FOR MOJO VERSION "1.00" - DO NOT CHANGE @param tree @param row @param computeLeafAssignment @return
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeMojoModel.java#L798-L861
131,339
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java
EasyPredictModelWrapper.predict
public AbstractPrediction predict(RowData data, ModelCategory mc) throws PredictException { switch (mc) { case AutoEncoder: return predictAutoEncoder(data); case Binomial: return predictBinomial(data); case Multinomial: return predictMultinomial(data); case Ordinal: ...
java
public AbstractPrediction predict(RowData data, ModelCategory mc) throws PredictException { switch (mc) { case AutoEncoder: return predictAutoEncoder(data); case Binomial: return predictBinomial(data); case Multinomial: return predictMultinomial(data); case Ordinal: ...
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Make a prediction on a new data point. The type of prediction returned depends on the model type. The caller needs to know what type of prediction to expect. This call is convenient for generically automating model deployment. For specific applications (where the kind of model is known and doesn't change), it is reco...
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java#L332-L358
131,340
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java
EasyPredictModelWrapper.predictAutoEncoder
public AutoEncoderModelPrediction predictAutoEncoder(RowData data) throws PredictException { validateModelCategory(ModelCategory.AutoEncoder); int size = m.getPredsSize(ModelCategory.AutoEncoder); double[] output = new double[size]; double[] rawData = nanArray(m.nfeatures()); rawData = fillRawData(...
java
public AutoEncoderModelPrediction predictAutoEncoder(RowData data) throws PredictException { validateModelCategory(ModelCategory.AutoEncoder); int size = m.getPredsSize(ModelCategory.AutoEncoder); double[] output = new double[size]; double[] rawData = nanArray(m.nfeatures()); rawData = fillRawData(...
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Make a prediction on a new data point using an AutoEncoder model. @param data A new data point. @return The prediction. @throws PredictException
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java#L370-L388
131,341
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java
EasyPredictModelWrapper.expandRawData
private double[] expandRawData(double[] data, int size) { double[] expanded = new double[size]; int pos = 0; for (int i = 0; i < data.length; i++) { if (m._domains[i] == null) { expanded[pos] = data[i]; pos++; } else { int idx = Double.isNaN(data[i]) ? m._domains[i].lengt...
java
private double[] expandRawData(double[] data, int size) { double[] expanded = new double[size]; int pos = 0; for (int i = 0; i < data.length; i++) { if (m._domains[i] == null) { expanded[pos] = data[i]; pos++; } else { int idx = Double.isNaN(data[i]) ? m._domains[i].lengt...
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Creates a 1-hot encoded representation of the input data. @param data raw input as seen by the score0 function @param size target size of the output array @return 1-hot encoded data
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java#L396-L410
131,342
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java
EasyPredictModelWrapper.reconstructedToRowData
private RowData reconstructedToRowData(double[] reconstructed) { RowData rd = new RowData(); int pos = 0; for (int i = 0; i < m.nfeatures(); i++) { Object value; if (m._domains[i] == null) { value = reconstructed[pos++]; } else { value = catValuesAsMap(m._domains[i], recons...
java
private RowData reconstructedToRowData(double[] reconstructed) { RowData rd = new RowData(); int pos = 0; for (int i = 0; i < m.nfeatures(); i++) { Object value; if (m._domains[i] == null) { value = reconstructed[pos++]; } else { value = catValuesAsMap(m._domains[i], recons...
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Converts output of AutoEncoder to a RowData structure. Categorical fields are represented by a map of domain values -> reconstructed values, missing domain value is represented by a 'null' key @param reconstructed raw output of AutoEncoder @return reconstructed RowData structure
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845eb49dfeaadf638b6e2f779d82fac996391fad
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131,343
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java
EasyPredictModelWrapper.predictMultinomial
public MultinomialModelPrediction predictMultinomial(RowData data, double offset) throws PredictException { double[] preds = preamble(ModelCategory.Multinomial, data, offset); MultinomialModelPrediction p = new MultinomialModelPrediction(); if (enableLeafAssignment) { // only get leaf node assignment if en...
java
public MultinomialModelPrediction predictMultinomial(RowData data, double offset) throws PredictException { double[] preds = preamble(ModelCategory.Multinomial, data, offset); MultinomialModelPrediction p = new MultinomialModelPrediction(); if (enableLeafAssignment) { // only get leaf node assignment if en...
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Make a prediction on a new data point using a Multinomial model. @param data A new data point. @param offset Prediction offset @return The prediction. @throws PredictException
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java#L603-L623
131,344
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java
EasyPredictModelWrapper.predictOrdinal
public OrdinalModelPrediction predictOrdinal(RowData data, double offset) throws PredictException { double[] preds = preamble(ModelCategory.Ordinal, data, offset); OrdinalModelPrediction p = new OrdinalModelPrediction(); p.classProbabilities = new double[m.getNumResponseClasses()]; p.labelIndex = (int)...
java
public OrdinalModelPrediction predictOrdinal(RowData data, double offset) throws PredictException { double[] preds = preamble(ModelCategory.Ordinal, data, offset); OrdinalModelPrediction p = new OrdinalModelPrediction(); p.classProbabilities = new double[m.getNumResponseClasses()]; p.labelIndex = (int)...
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Make a prediction on a new data point using a Ordinal model. @param data A new data point. @param offset Prediction offset @return The prediction. @throws PredictException
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java#L644-L655
131,345
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java
EasyPredictModelWrapper.sortByDescendingClassProbability
private SortedClassProbability[] sortByDescendingClassProbability(String[] domainValues, double[] classProbabilities) { assert (classProbabilities.length == domainValues.length); SortedClassProbability[] arr = new SortedClassProbability[domainValues.length]; for (int i = 0; i < domainValues.length; i++) { ...
java
private SortedClassProbability[] sortByDescendingClassProbability(String[] domainValues, double[] classProbabilities) { assert (classProbabilities.length == domainValues.length); SortedClassProbability[] arr = new SortedClassProbability[domainValues.length]; for (int i = 0; i < domainValues.length; i++) { ...
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Sort in descending order.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java#L660-L670
131,346
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java
EasyPredictModelWrapper.sortByDescendingClassProbability
public SortedClassProbability[] sortByDescendingClassProbability(BinomialModelPrediction p) { String[] domainValues = m.getDomainValues(m.getResponseIdx()); double[] classProbabilities = p.classProbabilities; return sortByDescendingClassProbability(domainValues, classProbabilities); }
java
public SortedClassProbability[] sortByDescendingClassProbability(BinomialModelPrediction p) { String[] domainValues = m.getDomainValues(m.getResponseIdx()); double[] classProbabilities = p.classProbabilities; return sortByDescendingClassProbability(domainValues, classProbabilities); }
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A helper function to return an array of binomial class probabilities for a prediction in sorted order. The returned array has the most probable class in position 0. @param p The prediction. @return An array with sorted class probabilities.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java#L679-L683
131,347
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java
EasyPredictModelWrapper.predictClustering
public ClusteringModelPrediction predictClustering(RowData data) throws PredictException { ClusteringModelPrediction p = new ClusteringModelPrediction(); if (useExtendedOutput && (m instanceof IClusteringModel)) { IClusteringModel cm = (IClusteringModel) m; // setup raw input double[] rawData ...
java
public ClusteringModelPrediction predictClustering(RowData data) throws PredictException { ClusteringModelPrediction p = new ClusteringModelPrediction(); if (useExtendedOutput && (m instanceof IClusteringModel)) { IClusteringModel cm = (IClusteringModel) m; // setup raw input double[] rawData ...
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Make a prediction on a new data point using a Clustering model. @param data A new data point. @return The prediction. @throws PredictException
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java#L693-L710
131,348
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java
EasyPredictModelWrapper.predictRegression
public RegressionModelPrediction predictRegression(RowData data, double offset) throws PredictException { double[] preds = preamble(ModelCategory.Regression, data, offset); RegressionModelPrediction p = new RegressionModelPrediction(); if (enableLeafAssignment) { // only get leaf node assignment if enabled...
java
public RegressionModelPrediction predictRegression(RowData data, double offset) throws PredictException { double[] preds = preamble(ModelCategory.Regression, data, offset); RegressionModelPrediction p = new RegressionModelPrediction(); if (enableLeafAssignment) { // only get leaf node assignment if enabled...
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Make a prediction on a new data point using a Regression model. @param data A new data point. @param offset Prediction offset @return The prediction. @throws PredictException
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/easy/EasyPredictModelWrapper.java#L731-L752
131,349
h2oai/h2o-3
h2o-algos/src/main/java/hex/deepwater/DeepWater.java
DeepWater.haveBackend
public static boolean haveBackend() { for (DeepWaterParameters.Backend b : DeepWaterParameters.Backend.values()) { if (DeepwaterMojoModel.createDeepWaterBackend(b.toString()) != null) return true; } return false; }
java
public static boolean haveBackend() { for (DeepWaterParameters.Backend b : DeepWaterParameters.Backend.values()) { if (DeepwaterMojoModel.createDeepWaterBackend(b.toString()) != null) return true; } return false; }
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Check whether we have any Deep Water native backends available
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-algos/src/main/java/hex/deepwater/DeepWater.java#L40-L45
131,350
h2oai/h2o-3
h2o-core/src/main/java/water/api/ModelsHandler.java
ModelsHandler.list
@SuppressWarnings("unused") // called through reflection by RequestServer public ModelsV3 list(int version, ModelsV3 s) { Models m = s.createAndFillImpl(); m.models = Model.fetchAll(); return (ModelsV3) s.fillFromImplWithSynopsis(m); }
java
@SuppressWarnings("unused") // called through reflection by RequestServer public ModelsV3 list(int version, ModelsV3 s) { Models m = s.createAndFillImpl(); m.models = Model.fetchAll(); return (ModelsV3) s.fillFromImplWithSynopsis(m); }
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Return all the models.
[ "Return", "all", "the", "models", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/api/ModelsHandler.java#L76-L81
131,351
h2oai/h2o-3
h2o-core/src/main/java/water/api/ModelsHandler.java
ModelsHandler.delete
@SuppressWarnings("unused") // called through reflection by RequestServer public ModelsV3 delete(int version, ModelsV3 s) { Model model = getFromDKV("key", s.model_id.key()); model.delete(); // lock & remove return s; }
java
@SuppressWarnings("unused") // called through reflection by RequestServer public ModelsV3 delete(int version, ModelsV3 s) { Model model = getFromDKV("key", s.model_id.key()); model.delete(); // lock & remove return s; }
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Remove an unlocked model. Fails if model is in-use.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/api/ModelsHandler.java#L176-L181
131,352
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/ModelMojoReader.java
ModelMojoReader.readtext
protected Iterable<String> readtext(String name, boolean unescapeNewlines) throws IOException { ArrayList<String> res = new ArrayList<>(50); BufferedReader br = _reader.getTextFile(name); try { String line; while (true) { line = br.readLine(); if (line == null) break; if ...
java
protected Iterable<String> readtext(String name, boolean unescapeNewlines) throws IOException { ArrayList<String> res = new ArrayList<>(50); BufferedReader br = _reader.getTextFile(name); try { String line; while (true) { line = br.readLine(); if (line == null) break; if ...
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Retrieve text previously saved using `startWritingTextFile` + `writeln` as an array of lines. Each line is trimmed to remove the leading and trailing whitespace. Removes escaping of the new line characters in enabled.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/ModelMojoReader.java#L142-L159
131,353
h2oai/h2o-3
h2o-core/src/main/java/water/ExternalFrameUtils.java
ExternalFrameUtils.getConnection
public static ByteChannel getConnection(String h2oNodeHostname, int h2oNodeApiPort, short nodeTimeStamp) throws IOException{ SocketChannelFactory socketFactory = SocketChannelFactory.instance(H2OSecurityManager.instance()); return H2ONode.openChan(TCPReceiverThread.TCP_EXTERNAL, socketFactory, h2oNodeHo...
java
public static ByteChannel getConnection(String h2oNodeHostname, int h2oNodeApiPort, short nodeTimeStamp) throws IOException{ SocketChannelFactory socketFactory = SocketChannelFactory.instance(H2OSecurityManager.instance()); return H2ONode.openChan(TCPReceiverThread.TCP_EXTERNAL, socketFactory, h2oNodeHo...
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Get connection to a specific h2o node. The caller of this method is usually non-H2O node who wants to read H2O frames or write to H2O frames from non-H2O environment, such as Spark executor. This node usually does not have H2O running.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/ExternalFrameUtils.java#L49-L52
131,354
h2oai/h2o-3
h2o-core/src/main/java/water/ExternalFrameUtils.java
ExternalFrameUtils.putMarkerAndSend
private static void putMarkerAndSend(AutoBuffer ab, ByteChannel channel, long data) throws IOException{ if(data == NUM_MARKER_NEXT_BYTE_FOLLOWS){ // we need to send another byte because zero is represented as 00 ( 2 bytes ) ab.put1(MARKER_ORIGINAL_VALUE); } writeToChannel...
java
private static void putMarkerAndSend(AutoBuffer ab, ByteChannel channel, long data) throws IOException{ if(data == NUM_MARKER_NEXT_BYTE_FOLLOWS){ // we need to send another byte because zero is represented as 00 ( 2 bytes ) ab.put1(MARKER_ORIGINAL_VALUE); } writeToChannel...
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Sends another byte as a marker if it's needed and send the data
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/ExternalFrameUtils.java#L303-L309
131,355
h2oai/h2o-3
h2o-core/src/main/java/water/util/GetLogsFromNode.java
GetLogsFromNode.doIt
public void doIt() { if (nodeidx == -1) { GetLogsTask t = new GetLogsTask(); t.doIt(); bytes = t._bytes; } else { H2ONode node = H2O.CLOUD._memary[nodeidx]; GetLogsTask t = new GetLogsTask(); Log.trace("GetLogsTask starting to node " + nodeidx + "..."); // Synchrono...
java
public void doIt() { if (nodeidx == -1) { GetLogsTask t = new GetLogsTask(); t.doIt(); bytes = t._bytes; } else { H2ONode node = H2O.CLOUD._memary[nodeidx]; GetLogsTask t = new GetLogsTask(); Log.trace("GetLogsTask starting to node " + nodeidx + "..."); // Synchrono...
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Do the work.
[ "Do", "the", "work", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/util/GetLogsFromNode.java#L36-L51
131,356
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeSubgraph.java
SharedTreeSubgraph.makeRootNode
public SharedTreeNode makeRootNode() { assert nodesArray.size() == 0; SharedTreeNode n = new SharedTreeNode(0, null, subgraphNumber, 0); n.setInclusiveNa(true); nodesArray.add(n); rootNode = n; return n; }
java
public SharedTreeNode makeRootNode() { assert nodesArray.size() == 0; SharedTreeNode n = new SharedTreeNode(0, null, subgraphNumber, 0); n.setInclusiveNa(true); nodesArray.add(n); rootNode = n; return n; }
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Make the root node in the tree. @return The node
[ "Make", "the", "root", "node", "in", "the", "tree", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeSubgraph.java#L40-L47
131,357
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeSubgraph.java
SharedTreeSubgraph.makeLeftChildNode
public SharedTreeNode makeLeftChildNode(SharedTreeNode parent) { SharedTreeNode child = new SharedTreeNode(nodesArray.size(), parent, subgraphNumber, parent.getDepth() + 1); nodesArray.add(child); makeLeftEdge(parent, child); return child; }
java
public SharedTreeNode makeLeftChildNode(SharedTreeNode parent) { SharedTreeNode child = new SharedTreeNode(nodesArray.size(), parent, subgraphNumber, parent.getDepth() + 1); nodesArray.add(child); makeLeftEdge(parent, child); return child; }
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Make the left child of a node. @param parent Parent node @return The new child node
[ "Make", "the", "left", "child", "of", "a", "node", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeSubgraph.java#L62-L67
131,358
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeSubgraph.java
SharedTreeSubgraph.makeRightChildNode
public SharedTreeNode makeRightChildNode(SharedTreeNode parent) { SharedTreeNode child = new SharedTreeNode(nodesArray.size(), parent, subgraphNumber, parent.getDepth() + 1); nodesArray.add(child); makeRightEdge(parent, child); return child; }
java
public SharedTreeNode makeRightChildNode(SharedTreeNode parent) { SharedTreeNode child = new SharedTreeNode(nodesArray.size(), parent, subgraphNumber, parent.getDepth() + 1); nodesArray.add(child); makeRightEdge(parent, child); return child; }
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Make the right child of a node. @param parent Parent node @return The new child node
[ "Make", "the", "right", "child", "of", "a", "node", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeSubgraph.java#L74-L79
131,359
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/descriptor/JsonModelDescriptorReader.java
JsonModelDescriptorReader.extractTableFromJson
public static Table extractTableFromJson(final JsonObject modelJson, final String tablePath) { Objects.requireNonNull(modelJson); JsonElement potentialTableJson = findInJson(modelJson, tablePath); if (potentialTableJson.isJsonNull()) { System.out.println(String.format("Failed to extr...
java
public static Table extractTableFromJson(final JsonObject modelJson, final String tablePath) { Objects.requireNonNull(modelJson); JsonElement potentialTableJson = findInJson(modelJson, tablePath); if (potentialTableJson.isJsonNull()) { System.out.println(String.format("Failed to extr...
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Extracts a Table from H2O's model serialized into JSON. @param modelJson Full JSON representation of a model @param tablePath Path in the given JSON to the desired table. Levels are dot-separated. @return An instance of {@link Table}, if there was a table found by following the given path. Otherwise null.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/descriptor/JsonModelDescriptorReader.java#L36-L90
131,360
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/descriptor/JsonModelDescriptorReader.java
JsonModelDescriptorReader.findInJson
private static JsonElement findInJson(JsonElement jsonElement, String jsonPath) { final String[] route = JSON_PATH_PATTERN.split(jsonPath); JsonElement result = jsonElement; for (String key : route) { key = key.trim(); if (key.isEmpty()) continue; ...
java
private static JsonElement findInJson(JsonElement jsonElement, String jsonPath) { final String[] route = JSON_PATH_PATTERN.split(jsonPath); JsonElement result = jsonElement; for (String key : route) { key = key.trim(); if (key.isEmpty()) continue; ...
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Finds an element in GSON's JSON document representation @param jsonElement A (potentially complex) element to search in @param jsonPath Path in the given JSON to the desired table. Levels are dot-separated. E.g. 'model._output.variable_importances'. @return JsonElement, if found. Otherwise {@link JsonNull}.
[ "Finds", "an", "element", "in", "GSON", "s", "JSON", "document", "representation" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/descriptor/JsonModelDescriptorReader.java#L103-L127
131,361
h2oai/h2o-3
h2o-core/src/main/java/water/IcedUtils.java
IcedUtils.deepCopy
static public <T extends Iced> T deepCopy(T iced) { if (iced == null) return null; AutoBuffer ab = new AutoBuffer(); iced.write(ab); ab.flipForReading(); // Create a new instance return (T) TypeMap.newInstance(iced.frozenType()).read(ab); }
java
static public <T extends Iced> T deepCopy(T iced) { if (iced == null) return null; AutoBuffer ab = new AutoBuffer(); iced.write(ab); ab.flipForReading(); // Create a new instance return (T) TypeMap.newInstance(iced.frozenType()).read(ab); }
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Deep-copy clone given iced object.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/IcedUtils.java#L9-L16
131,362
h2oai/h2o-3
h2o-core/src/main/java/water/H2ONode.java
H2ONode.sendMessage
public final void sendMessage(ByteBuffer bb, byte msg_priority) { UDP_TCP_SendThread sendThread = _sendThread; if (sendThread == null) { // Sending threads are created lazily. // This is because we will intern all client nodes including the ones that have nothing to do with the cluster. // By ...
java
public final void sendMessage(ByteBuffer bb, byte msg_priority) { UDP_TCP_SendThread sendThread = _sendThread; if (sendThread == null) { // Sending threads are created lazily. // This is because we will intern all client nodes including the ones that have nothing to do with the cluster. // By ...
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null if Node was removed from cloud or we didn't need to communicate with it yet
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/H2ONode.java#L417-L434
131,363
h2oai/h2o-3
h2o-core/src/main/java/water/H2ONode.java
H2ONode.record_task
RPC.RPCCall record_task( RPC.RPCCall rpc ) { // Task removal (and roll-up) suffers from classic race-condition, which we // fix by a classic Dekker's algo; a task# is always in either the _work // HashMap, or rolled-up in the _removed_task_ids counter, or both (for // short intervals during the handoff)...
java
RPC.RPCCall record_task( RPC.RPCCall rpc ) { // Task removal (and roll-up) suffers from classic race-condition, which we // fix by a classic Dekker's algo; a task# is always in either the _work // HashMap, or rolled-up in the _removed_task_ids counter, or both (for // short intervals during the handoff)...
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also ACKACK'd.
[ "also", "ACKACK", "d", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/H2ONode.java#L665-L683
131,364
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/PrimsService.java
PrimsService.getAllPrims
synchronized List<AstPrimitive> getAllPrims() { List<AstPrimitive> prims = new ArrayList<>(); for (AstPrimitive prim : _loader) { prims.add(prim); } return prims; }
java
synchronized List<AstPrimitive> getAllPrims() { List<AstPrimitive> prims = new ArrayList<>(); for (AstPrimitive prim : _loader) { prims.add(prim); } return prims; }
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Locates all available non-core primitives of the Rapid language. @return list of Rapid primitives
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/PrimsService.java#L25-L31
131,365
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/Rapids.java
Rapids.parse
public static AstRoot parse(String rapids) { Rapids r = new Rapids(rapids); AstRoot res = r.parseNext(); if (r.skipWS() != ' ') throw new IllegalASTException("Syntax error: illegal Rapids expression `" + rapids + "`"); return res; }
java
public static AstRoot parse(String rapids) { Rapids r = new Rapids(rapids); AstRoot res = r.parseNext(); if (r.skipWS() != ' ') throw new IllegalASTException("Syntax error: illegal Rapids expression `" + rapids + "`"); return res; }
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Parse a Rapids expression string into an Abstract Syntax Tree object. @param rapids expression to parse
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/Rapids.java#L48-L54
131,366
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/Rapids.java
Rapids.exec
public static Val exec(String rapids) { Session session = new Session(); try { H2O.incrementActiveRapidsCounter(); AstRoot ast = Rapids.parse(rapids); Val val = session.exec(ast, null); // Any returned Frame has it's REFCNT raised by +1, and the end(val) call // will account for th...
java
public static Val exec(String rapids) { Session session = new Session(); try { H2O.incrementActiveRapidsCounter(); AstRoot ast = Rapids.parse(rapids); Val val = session.exec(ast, null); // Any returned Frame has it's REFCNT raised by +1, and the end(val) call // will account for th...
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Execute a single rapids call in a short-lived session @param rapids expression to parse
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/Rapids.java#L60-L76
131,367
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/Rapids.java
Rapids.parseStringList
private AstStrList parseStringList() { ArrayList<String> strs = new ArrayList<>(10); while (isQuote(skipWS())) { strs.add(string()); if (skipWS() == ',') eatChar(','); } return new AstStrList(strs); }
java
private AstStrList parseStringList() { ArrayList<String> strs = new ArrayList<>(10); while (isQuote(skipWS())) { strs.add(string()); if (skipWS() == ',') eatChar(','); } return new AstStrList(strs); }
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Parse a list of strings. Strings can be either in single- or in double quotes.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/Rapids.java#L226-L233
131,368
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/Rapids.java
Rapids.skipWS
private char skipWS() { char c = ' '; while (_x < _str.length() && isWS(c = peek(0))) _x++; return c; }
java
private char skipWS() { char c = ' '; while (_x < _str.length() && isWS(c = peek(0))) _x++; return c; }
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Advance parse pointer to the first non-whitespace character, and return that character. If such non-whitespace character cannot be found, then return ' '.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/Rapids.java#L309-L313
131,369
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/Rapids.java
Rapids.string
private String string() { char quote = peek(0); int start = ++_x; boolean has_escapes = false; while (_x < _str.length()) { char c = peek(0); if (c == '\\') { has_escapes = true; char cc = peek(1); if (simpleEscapeSequences.containsKey(cc)) { _x += 2; ...
java
private String string() { char quote = peek(0); int start = ++_x; boolean has_escapes = false; while (_x < _str.length()) { char c = peek(0); if (c == '\\') { has_escapes = true; char cc = peek(1); if (simpleEscapeSequences.containsKey(cc)) { _x += 2; ...
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Parse a string from the token stream.
[ "Parse", "a", "string", "from", "the", "token", "stream", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/Rapids.java#L351-L406
131,370
h2oai/h2o-3
h2o-core/src/main/java/water/persist/Persist.java
Persist.key2Str_impl
private static String key2Str_impl(Key k) { // check if we are system key StringBuilder sb = new StringBuilder(k._kb.length / 2 + 4); int i = 0; if( k._kb[0] < 32 ) { // System keys: hexalate all the leading non-ascii bytes sb.append('%'); int j = k._kb.length - 1; // Backwards sca...
java
private static String key2Str_impl(Key k) { // check if we are system key StringBuilder sb = new StringBuilder(k._kb.length / 2 + 4); int i = 0; if( k._kb[0] < 32 ) { // System keys: hexalate all the leading non-ascii bytes sb.append('%'); int j = k._kb.length - 1; // Backwards sca...
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Convert a Key to a suitable filename string
[ "Convert", "a", "Key", "to", "a", "suitable", "filename", "string" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/persist/Persist.java#L90-L112
131,371
h2oai/h2o-3
h2o-core/src/main/java/water/persist/Persist.java
Persist.str2Key_impl
private static Key str2Key_impl(String s) { String key = s; byte[] kb = new byte[(key.length() - 1) / 2]; int i = 0, j = 0; if( (key.length() > 2) && (key.charAt(0) == '%') && (key.charAt(1) >= '0') && (key.charAt(1) <= '9') ) { // Dehexalate until '%' for( i = 1; i < key.length(); i += 2 ) ...
java
private static Key str2Key_impl(String s) { String key = s; byte[] kb = new byte[(key.length() - 1) / 2]; int i = 0, j = 0; if( (key.length() > 2) && (key.charAt(0) == '%') && (key.charAt(1) >= '0') && (key.charAt(1) <= '9') ) { // Dehexalate until '%' for( i = 1; i < key.length(); i += 2 ) ...
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Convert a filename string to a Key
[ "Convert", "a", "filename", "string", "to", "a", "Key" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/persist/Persist.java#L135-L174
131,372
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/ast/params/AstStrList.java
AstStrList.columns
@Override public int[] columns(String[] names) { int[] idxs = new int[_strs.length]; for (int i = 0; i < _strs.length; i++) { int idx = idxs[i] = water.util.ArrayUtils.find(names, _strs[i]); if (idx == -1) throw new IllegalArgumentException("Column " + _strs[i] + " not found"); } return id...
java
@Override public int[] columns(String[] names) { int[] idxs = new int[_strs.length]; for (int i = 0; i < _strs.length; i++) { int idx = idxs[i] = water.util.ArrayUtils.find(names, _strs[i]); if (idx == -1) throw new IllegalArgumentException("Column " + _strs[i] + " not found"); } return id...
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Select columns by number or String.
[ "Select", "columns", "by", "number", "or", "String", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/ast/params/AstStrList.java#L38-L46
131,373
h2oai/h2o-3
h2o-algos/src/main/java/hex/deepwater/DeepWaterModel.java
DeepWaterModel.score0
@Override protected double[] score0(double[] data, double[] preds) { //allocate a big enough array for the model to be able to score with mini_batch float[] f = new float[_parms._mini_batch_size * data.length]; for (int i=0; i<data.length; ++i) f[i] = (float)data[i]; //only fill the first observation //...
java
@Override protected double[] score0(double[] data, double[] preds) { //allocate a big enough array for the model to be able to score with mini_batch float[] f = new float[_parms._mini_batch_size * data.length]; for (int i=0; i<data.length; ++i) f[i] = (float)data[i]; //only fill the first observation //...
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Single-instance scoring - slow, not optimized for mini-batches - do not use unless you know what you're doing @param data One single observation unrolled into a double[], with a length equal to the number of input neurons @param preds Array to store the predictions in (nclasses+1) @return vector of [0, p0, p1, p2, etc....
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-algos/src/main/java/hex/deepwater/DeepWaterModel.java#L564-L576
131,374
h2oai/h2o-3
h2o-core/src/main/java/hex/ModelMetricsClustering.java
ModelMetricsClustering.createCentroidStatsTable
public TwoDimTable createCentroidStatsTable() { if (_size == null || _withinss == null) return null; List<String> colHeaders = new ArrayList<>(); List<String> colTypes = new ArrayList<>(); List<String> colFormat = new ArrayList<>(); colHeaders.add("Centroid"); colTypes.add("long"); colFormat....
java
public TwoDimTable createCentroidStatsTable() { if (_size == null || _withinss == null) return null; List<String> colHeaders = new ArrayList<>(); List<String> colTypes = new ArrayList<>(); List<String> colFormat = new ArrayList<>(); colHeaders.add("Centroid"); colTypes.add("long"); colFormat....
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Populate TwoDimTable from members _size and _withinss @return TwoDimTable
[ "Populate", "TwoDimTable", "from", "members", "_size", "and", "_withinss" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/hex/ModelMetricsClustering.java#L50-L78
131,375
h2oai/h2o-3
h2o-extensions/xgboost/src/main/java/ml/dmlc/xgboost4j/java/XGBoostScoreTask.java
XGBoostScoreTask.createMetricsBuilder
private ModelMetrics.MetricBuilder createMetricsBuilder(final int responseClassesNum, final String[] responseDomain) { switch (responseClassesNum) { case 1: return new ModelMetricsRegression.MetricBuilderRegression(); case 2: return new ModelMetricsBinomia...
java
private ModelMetrics.MetricBuilder createMetricsBuilder(final int responseClassesNum, final String[] responseDomain) { switch (responseClassesNum) { case 1: return new ModelMetricsRegression.MetricBuilderRegression(); case 2: return new ModelMetricsBinomia...
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Constructs a MetricBuilder for this XGBoostScoreTask based on parameters of response variable @param responseClassesNum Number of classes found in response variable @param responseDomain Specific domains in response variable @return An instance of {@link hex.ModelMetrics.MetricBuilder} corresponding to given respo...
[ "Constructs", "a", "MetricBuilder", "for", "this", "XGBoostScoreTask", "based", "on", "parameters", "of", "response", "variable" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-extensions/xgboost/src/main/java/ml/dmlc/xgboost4j/java/XGBoostScoreTask.java#L134-L143
131,376
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/Merge.java
Merge.sort
public static Frame sort(final Frame fr, int[] cols, int[] ascending) { if( cols.length==0 ) // Empty key list return fr; // Return original frame for( int col : cols ) if( col < 0 || col >= fr.numCols() ) throw new IllegalArgumentException("Column "+col+" is out of ran...
java
public static Frame sort(final Frame fr, int[] cols, int[] ascending) { if( cols.length==0 ) // Empty key list return fr; // Return original frame for( int col : cols ) if( col < 0 || col >= fr.numCols() ) throw new IllegalArgumentException("Column "+col+" is out of ran...
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It is not currently an in-place sort, so the data is doubled and a sorted copy is returned.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/Merge.java#L24-L42
131,377
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeNode.java
SharedTreeNode.findInclusiveNa
private boolean findInclusiveNa(int colIdToFind) { if (parent == null) { return true; } else if (parent.getColId() == colIdToFind) { return inclusiveNa; } return parent.findInclusiveNa(colIdToFind); }
java
private boolean findInclusiveNa(int colIdToFind) { if (parent == null) { return true; } else if (parent.getColId() == colIdToFind) { return inclusiveNa; } return parent.findInclusiveNa(colIdToFind); }
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Calculate whether the NA value for a particular colId can reach this node. @param colIdToFind Column id to find @return true if NA of colId reaches this node, false otherwise
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeNode.java#L122-L130
131,378
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeNode.java
SharedTreeNode.calculateChildInclusiveLevels
private BitSet calculateChildInclusiveLevels(boolean includeAllLevels, boolean discardAllLevels, boolean nodeBitsetDoesContain) { BitSet inheritedInclusiveLevels = findInclusiveLevels(colId); BitSet childInclusiveLevel...
java
private BitSet calculateChildInclusiveLevels(boolean includeAllLevels, boolean discardAllLevels, boolean nodeBitsetDoesContain) { BitSet inheritedInclusiveLevels = findInclusiveLevels(colId); BitSet childInclusiveLevel...
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Calculate the set of levels that flow through to a child. @param includeAllLevels naVsRest dictates include all (inherited) levels @param discardAllLevels naVsRest dictates discard all levels @param nodeBitsetDoesContain true if the GenmodelBitset from the compressed_tree @return Calculated set of levels
[ "Calculate", "the", "set", "of", "levels", "that", "flow", "through", "to", "a", "child", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeNode.java#L174-L200
131,379
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeNode.java
SharedTreeNode.printDotNodesAtLevel
void printDotNodesAtLevel(PrintStream os, int levelToPrint, boolean detail, PrintMojo.PrintTreeOptions treeOptions) { if (getDepth() == levelToPrint) { printDotNode(os, detail, treeOptions); return; } assert (getDepth() < levelToPrint); if (leftChild != null) { leftChild.printDotNode...
java
void printDotNodesAtLevel(PrintStream os, int levelToPrint, boolean detail, PrintMojo.PrintTreeOptions treeOptions) { if (getDepth() == levelToPrint) { printDotNode(os, detail, treeOptions); return; } assert (getDepth() < levelToPrint); if (leftChild != null) { leftChild.printDotNode...
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Recursively print nodes at a particular depth level in the tree. Useful to group them so they render properly. @param os output stream @param levelToPrint level number @param detail include additional node detail information
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeNode.java#L344-L358
131,380
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeNode.java
SharedTreeNode.printDotEdges
void printDotEdges(PrintStream os, int maxLevelsToPrintPerEdge, float totalWeight, boolean detail, PrintMojo.PrintTreeOptions treeOptions) { assert (leftChild == null) == (rightChild == null); if (leftChild != null) { os.print("\"" + getDotName() + "\"" + " -> " + "\"" + leftChild.ge...
java
void printDotEdges(PrintStream os, int maxLevelsToPrintPerEdge, float totalWeight, boolean detail, PrintMojo.PrintTreeOptions treeOptions) { assert (leftChild == null) == (rightChild == null); if (leftChild != null) { os.print("\"" + getDotName() + "\"" + " -> " + "\"" + leftChild.ge...
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Recursively print all edges in the tree. @param os output stream @param maxLevelsToPrintPerEdge Limit the number of individual categorical level names printed per edge @param totalWeight total weight of all observations (used to determine edge thickness) @param detail include additional edge detail information
[ "Recursively", "print", "all", "edges", "in", "the", "tree", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/algos/tree/SharedTreeNode.java#L403-L443
131,381
h2oai/h2o-3
h2o-extensions/xgboost/src/main/java/ml/dmlc/xgboost4j/java/XGBoostSetupTask.java
XGBoostSetupTask.findFrameNodes
public static FrameNodes findFrameNodes(Frame fr) { // Count on how many nodes the data resides boolean[] nodesHoldingFrame = new boolean[H2O.CLOUD.size()]; Vec vec = fr.anyVec(); for(int chunkNr = 0; chunkNr < vec.nChunks(); chunkNr++) { int home = vec.chunkKey(chunkNr).home_node().index(); ...
java
public static FrameNodes findFrameNodes(Frame fr) { // Count on how many nodes the data resides boolean[] nodesHoldingFrame = new boolean[H2O.CLOUD.size()]; Vec vec = fr.anyVec(); for(int chunkNr = 0; chunkNr < vec.nChunks(); chunkNr++) { int home = vec.chunkKey(chunkNr).home_node().index(); ...
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Finds what nodes actually do carry some of data of a given Frame @param fr frame to find nodes for @return FrameNodes
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-extensions/xgboost/src/main/java/ml/dmlc/xgboost4j/java/XGBoostSetupTask.java#L82-L92
131,382
h2oai/h2o-3
h2o-parsers/h2o-orc-parser/src/main/java/water/parser/orc/OrcUtil.java
OrcUtil.schemaToColumnType
public static byte schemaToColumnType(String s) { switch (s.toLowerCase()) { case "boolean": case "smallint": case "tinyint": case "bigint": // FIXME: make sure this is fixed by Tomas. case "int": case "float": case "double": ...
java
public static byte schemaToColumnType(String s) { switch (s.toLowerCase()) { case "boolean": case "smallint": case "tinyint": case "bigint": // FIXME: make sure this is fixed by Tomas. case "int": case "float": case "double": ...
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Transform Orc column types into H2O type. @param s Orc data type @return a byte representing H2O column type @throws IllegalArgumentException if schema is not supported
[ "Transform", "Orc", "column", "types", "into", "H2O", "type", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-parsers/h2o-orc-parser/src/main/java/water/parser/orc/OrcUtil.java#L47-L71
131,383
h2oai/h2o-3
h2o-core/src/main/java/water/parser/DecryptionTool.java
DecryptionTool.get
public static DecryptionTool get(Key<DecryptionTool> key) { if (key == null) return new NullDecryptionTool(); DecryptionTool decrypt = DKV.getGet(key); return decrypt == null ? new NullDecryptionTool() : decrypt; }
java
public static DecryptionTool get(Key<DecryptionTool> key) { if (key == null) return new NullDecryptionTool(); DecryptionTool decrypt = DKV.getGet(key); return decrypt == null ? new NullDecryptionTool() : decrypt; }
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Retrieves a Decryption Tool from DKV using a given key. @param key a valid DKV key or null @return instance of Decryption Tool for a valid key, Null Decryption tool for a null key
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/parser/DecryptionTool.java#L51-L56
131,384
h2oai/h2o-3
h2o-core/src/main/java/water/parser/DecryptionTool.java
DecryptionTool.readSecretKey
static SecretKeySpec readSecretKey(DecryptionSetup ds) { Keyed<?> ksObject = DKV.getGet(ds._keystore_id); ByteVec ksVec = (ByteVec) (ksObject instanceof Frame ? ((Frame) ksObject).vec(0) : ksObject); InputStream ksStream = ksVec.openStream(null /*job key*/); try { KeyStore keystore = KeyStore.getI...
java
static SecretKeySpec readSecretKey(DecryptionSetup ds) { Keyed<?> ksObject = DKV.getGet(ds._keystore_id); ByteVec ksVec = (ByteVec) (ksObject instanceof Frame ? ((Frame) ksObject).vec(0) : ksObject); InputStream ksStream = ksVec.openStream(null /*job key*/); try { KeyStore keystore = KeyStore.getI...
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Retrieves a Secret Key using a given Decryption Setup. @param ds decryption setup @return SecretKey
[ "Retrieves", "a", "Secret", "Key", "using", "a", "given", "Decryption", "Setup", "." ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/parser/DecryptionTool.java#L63-L82
131,385
h2oai/h2o-3
h2o-core/src/main/java/water/parser/DecryptionTool.java
DecryptionTool.make
public static DecryptionTool make(DecryptionSetup ds) { if (ds._decrypt_tool_id == null) ds._decrypt_tool_id = Key.make(); try { Class<?> dtClass = DecryptionTool.class.getClassLoader().loadClass(ds._decrypt_impl); if (! DecryptionTool.class.isAssignableFrom(dtClass)) { throw new Illeg...
java
public static DecryptionTool make(DecryptionSetup ds) { if (ds._decrypt_tool_id == null) ds._decrypt_tool_id = Key.make(); try { Class<?> dtClass = DecryptionTool.class.getClassLoader().loadClass(ds._decrypt_impl); if (! DecryptionTool.class.isAssignableFrom(dtClass)) { throw new Illeg...
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Instantiates a Decryption Tool using a given Decryption Setup and installs it in DKV. @param ds decryption setup @return instance of a Decryption Tool
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/parser/DecryptionTool.java#L89-L108
131,386
h2oai/h2o-3
h2o-core/src/main/java/water/rapids/ast/prims/string/AstEntropy.java
AstEntropy.calcEntropy
private double calcEntropy(String str) { HashMap<Character, Integer> freq = new HashMap<>(); for (int i = 0; i < str.length(); i++) { char c = str.charAt(i); Integer count = freq.get(c); if (count == null) freq.put(c, 1); else freq.put(c, count + 1); } double sume = 0; int N...
java
private double calcEntropy(String str) { HashMap<Character, Integer> freq = new HashMap<>(); for (int i = 0; i < str.length(); i++) { char c = str.charAt(i); Integer count = freq.get(c); if (count == null) freq.put(c, 1); else freq.put(c, count + 1); } double sume = 0; int N...
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Shannon's entropy
[ "Shannon", "s", "entropy" ]
845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/water/rapids/ast/prims/string/AstEntropy.java#L104-L121
131,387
h2oai/h2o-3
h2o-genmodel/src/main/java/hex/genmodel/MojoModel.java
MojoModel.load
public static MojoModel load(String file) throws IOException { File f = new File(file); if (!f.exists()) throw new FileNotFoundException("File " + file + " cannot be found."); MojoReaderBackend cr = f.isDirectory()? new FolderMojoReaderBackend(file) : new Zipf...
java
public static MojoModel load(String file) throws IOException { File f = new File(file); if (!f.exists()) throw new FileNotFoundException("File " + file + " cannot be found."); MojoReaderBackend cr = f.isDirectory()? new FolderMojoReaderBackend(file) : new Zipf...
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Primary factory method for constructing MojoModel instances. @param file Name of the zip file (or folder) with the model's data. This should be the data retrieved via the `GET /3/Models/{model_id}/mojo` endpoint. @return New `MojoModel` object. @throws IOException if `file` does not exist, or cannot be read, or does n...
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-genmodel/src/main/java/hex/genmodel/MojoModel.java#L32-L39
131,388
h2oai/h2o-3
h2o-core/src/main/java/hex/grid/HyperSpaceWalker.java
WalkerFactory.create
public static <MP extends Model.Parameters, C extends HyperSpaceSearchCriteria> HyperSpaceWalker<MP, ? extends HyperSpaceSearchCriteria> create(MP params, Map<String, Object[]> hyperParams, ...
java
public static <MP extends Model.Parameters, C extends HyperSpaceSearchCriteria> HyperSpaceWalker<MP, ? extends HyperSpaceSearchCriteria> create(MP params, Map<String, Object[]> hyperParams, ...
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Factory method to create an instance based on the given HyperSpaceSearchCriteria instance.
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845eb49dfeaadf638b6e2f779d82fac996391fad
https://github.com/h2oai/h2o-3/blob/845eb49dfeaadf638b6e2f779d82fac996391fad/h2o-core/src/main/java/hex/grid/HyperSpaceWalker.java#L181-L195
131,389
jwtk/jjwt
api/src/main/java/io/jsonwebtoken/lang/Strings.java
Strings.pathEquals
public static boolean pathEquals(String path1, String path2) { return cleanPath(path1).equals(cleanPath(path2)); }
java
public static boolean pathEquals(String path1, String path2) { return cleanPath(path1).equals(cleanPath(path2)); }
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Compare two paths after normalization of them. @param path1 first path for comparison @param path2 second path for comparison @return whether the two paths are equivalent after normalization
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86b6096946752cffcfbc9b0a5503f1ea195cc140
https://github.com/jwtk/jjwt/blob/86b6096946752cffcfbc9b0a5503f1ea195cc140/api/src/main/java/io/jsonwebtoken/lang/Strings.java#L659-L661
131,390
jwtk/jjwt
api/src/main/java/io/jsonwebtoken/lang/Strings.java
Strings.toStringArray
public static String[] toStringArray(Enumeration<String> enumeration) { if (enumeration == null) { return null; } List<String> list = java.util.Collections.list(enumeration); return list.toArray(new String[list.size()]); }
java
public static String[] toStringArray(Enumeration<String> enumeration) { if (enumeration == null) { return null; } List<String> list = java.util.Collections.list(enumeration); return list.toArray(new String[list.size()]); }
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Copy the given Enumeration into a String array. The Enumeration must contain String elements only. @param enumeration the Enumeration to copy @return the String array (<code>null</code> if the passed-in Enumeration was <code>null</code>)
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86b6096946752cffcfbc9b0a5503f1ea195cc140
https://github.com/jwtk/jjwt/blob/86b6096946752cffcfbc9b0a5503f1ea195cc140/api/src/main/java/io/jsonwebtoken/lang/Strings.java#L815-L821
131,391
jwtk/jjwt
api/src/main/java/io/jsonwebtoken/lang/Collections.java
Collections.toIterator
public static <E> Iterator<E> toIterator(Enumeration<E> enumeration) { return new EnumerationIterator<E>(enumeration); }
java
public static <E> Iterator<E> toIterator(Enumeration<E> enumeration) { return new EnumerationIterator<E>(enumeration); }
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Adapt an enumeration to an iterator. @param enumeration the enumeration @return the iterator
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86b6096946752cffcfbc9b0a5503f1ea195cc140
https://github.com/jwtk/jjwt/blob/86b6096946752cffcfbc9b0a5503f1ea195cc140/api/src/main/java/io/jsonwebtoken/lang/Collections.java#L337-L339
131,392
jwtk/jjwt
api/src/main/java/io/jsonwebtoken/security/Keys.java
Keys.hmacShaKeyFor
public static SecretKey hmacShaKeyFor(byte[] bytes) throws WeakKeyException { if (bytes == null) { throw new InvalidKeyException("SecretKey byte array cannot be null."); } int bitLength = bytes.length * 8; for (SignatureAlgorithm alg : PREFERRED_HMAC_ALGS) { if...
java
public static SecretKey hmacShaKeyFor(byte[] bytes) throws WeakKeyException { if (bytes == null) { throw new InvalidKeyException("SecretKey byte array cannot be null."); } int bitLength = bytes.length * 8; for (SignatureAlgorithm alg : PREFERRED_HMAC_ALGS) { if...
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Creates a new SecretKey instance for use with HMAC-SHA algorithms based on the specified key byte array. @param bytes the key byte array @return a new SecretKey instance for use with HMAC-SHA algorithms based on the specified key byte array. @throws WeakKeyException if the key byte array length is less than 256 bits (...
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86b6096946752cffcfbc9b0a5503f1ea195cc140
https://github.com/jwtk/jjwt/blob/86b6096946752cffcfbc9b0a5503f1ea195cc140/api/src/main/java/io/jsonwebtoken/security/Keys.java#L60-L82
131,393
xetorthio/jedis
src/main/java/redis/clients/jedis/util/RedisInputStream.java
RedisInputStream.ensureFill
private void ensureFill() throws JedisConnectionException { if (count >= limit) { try { limit = in.read(buf); count = 0; if (limit == -1) { throw new JedisConnectionException("Unexpected end of stream."); } } catch (IOException e) { throw new JedisConnec...
java
private void ensureFill() throws JedisConnectionException { if (count >= limit) { try { limit = in.read(buf); count = 0; if (limit == -1) { throw new JedisConnectionException("Unexpected end of stream."); } } catch (IOException e) { throw new JedisConnec...
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This methods assumes there are required bytes to be read. If we cannot read anymore bytes an exception is thrown to quickly ascertain that the stream was smaller than expected.
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ef4ab403f9d8fd88bd05092fea96de2e9db0bede
https://github.com/xetorthio/jedis/blob/ef4ab403f9d8fd88bd05092fea96de2e9db0bede/src/main/java/redis/clients/jedis/util/RedisInputStream.java#L196-L208
131,394
xetorthio/jedis
src/main/java/redis/clients/jedis/Pipeline.java
Pipeline.sync
public void sync() { if (getPipelinedResponseLength() > 0) { List<Object> unformatted = client.getMany(getPipelinedResponseLength()); for (Object o : unformatted) { generateResponse(o); } } }
java
public void sync() { if (getPipelinedResponseLength() > 0) { List<Object> unformatted = client.getMany(getPipelinedResponseLength()); for (Object o : unformatted) { generateResponse(o); } } }
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Synchronize pipeline by reading all responses. This operation close the pipeline. In order to get return values from pipelined commands, capture the different Response&lt;?&gt; of the commands you execute.
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ef4ab403f9d8fd88bd05092fea96de2e9db0bede
https://github.com/xetorthio/jedis/blob/ef4ab403f9d8fd88bd05092fea96de2e9db0bede/src/main/java/redis/clients/jedis/Pipeline.java#L96-L103
131,395
xetorthio/jedis
src/main/java/redis/clients/jedis/util/Sharded.java
Sharded.getKeyTag
public String getKeyTag(String key) { if (tagPattern != null) { Matcher m = tagPattern.matcher(key); if (m.find()) return m.group(1); } return key; }
java
public String getKeyTag(String key) { if (tagPattern != null) { Matcher m = tagPattern.matcher(key); if (m.find()) return m.group(1); } return key; }
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A key tag is a special pattern inside a key that, if preset, is the only part of the key hashed in order to select the server for this key. @see <a href="http://redis.io/topics/partitioning">partitioning</a> @param key @return The tag if it exists, or the original key
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ef4ab403f9d8fd88bd05092fea96de2e9db0bede
https://github.com/xetorthio/jedis/blob/ef4ab403f9d8fd88bd05092fea96de2e9db0bede/src/main/java/redis/clients/jedis/util/Sharded.java#L93-L99
131,396
xetorthio/jedis
src/main/java/redis/clients/jedis/BinaryJedis.java
BinaryJedis.quit
@Override public String quit() { checkIsInMultiOrPipeline(); client.quit(); String quitReturn = client.getStatusCodeReply(); client.disconnect(); return quitReturn; }
java
@Override public String quit() { checkIsInMultiOrPipeline(); client.quit(); String quitReturn = client.getStatusCodeReply(); client.disconnect(); return quitReturn; }
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Ask the server to silently close the connection.
[ "Ask", "the", "server", "to", "silently", "close", "the", "connection", "." ]
ef4ab403f9d8fd88bd05092fea96de2e9db0bede
https://github.com/xetorthio/jedis/blob/ef4ab403f9d8fd88bd05092fea96de2e9db0bede/src/main/java/redis/clients/jedis/BinaryJedis.java#L251-L258
131,397
xetorthio/jedis
src/main/java/redis/clients/jedis/BinaryJedis.java
BinaryJedis.select
@Override public String select(final int index) { checkIsInMultiOrPipeline(); client.select(index); String statusCodeReply = client.getStatusCodeReply(); client.setDb(index); return statusCodeReply; }
java
@Override public String select(final int index) { checkIsInMultiOrPipeline(); client.select(index); String statusCodeReply = client.getStatusCodeReply(); client.setDb(index); return statusCodeReply; }
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Select the DB with having the specified zero-based numeric index. For default every new client connection is automatically selected to DB 0. @param index @return Status code reply
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ef4ab403f9d8fd88bd05092fea96de2e9db0bede
https://github.com/xetorthio/jedis/blob/ef4ab403f9d8fd88bd05092fea96de2e9db0bede/src/main/java/redis/clients/jedis/BinaryJedis.java#L554-L562
131,398
xetorthio/jedis
src/main/java/redis/clients/jedis/BinaryJedis.java
BinaryJedis.move
@Override public Long move(final byte[] key, final int dbIndex) { checkIsInMultiOrPipeline(); client.move(key, dbIndex); return client.getIntegerReply(); }
java
@Override public Long move(final byte[] key, final int dbIndex) { checkIsInMultiOrPipeline(); client.move(key, dbIndex); return client.getIntegerReply(); }
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Move the specified key from the currently selected DB to the specified destination DB. Note that this command returns 1 only if the key was successfully moved, and 0 if the target key was already there or if the source key was not found at all, so it is possible to use MOVE as a locking primitive. @param key @param dbI...
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ef4ab403f9d8fd88bd05092fea96de2e9db0bede
https://github.com/xetorthio/jedis/blob/ef4ab403f9d8fd88bd05092fea96de2e9db0bede/src/main/java/redis/clients/jedis/BinaryJedis.java#L581-L586
131,399
xetorthio/jedis
src/main/java/redis/clients/jedis/BinaryJedis.java
BinaryJedis.sort
@Override public Long sort(final byte[] key, final SortingParams sortingParameters, final byte[] dstkey) { checkIsInMultiOrPipeline(); client.sort(key, sortingParameters, dstkey); return client.getIntegerReply(); }
java
@Override public Long sort(final byte[] key, final SortingParams sortingParameters, final byte[] dstkey) { checkIsInMultiOrPipeline(); client.sort(key, sortingParameters, dstkey); return client.getIntegerReply(); }
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Sort a Set or a List accordingly to the specified parameters and store the result at dstkey. @see #sort(byte[], SortingParams) @see #sort(byte[]) @see #sort(byte[], byte[]) @param key @param sortingParameters @param dstkey @return The number of elements of the list at dstkey.
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ef4ab403f9d8fd88bd05092fea96de2e9db0bede
https://github.com/xetorthio/jedis/blob/ef4ab403f9d8fd88bd05092fea96de2e9db0bede/src/main/java/redis/clients/jedis/BinaryJedis.java#L2091-L2096