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h2oai/h2o-2
src/main/java/water/fvec/Chunk.java
Chunk.set0
public final long set0(int idx, long l) { setWrite(); if( _chk2.set_impl(idx,l) ) return l; (_chk2 = inflate_impl(new NewChunk(this))).set_impl(idx,l); return l; }
java
public final long set0(int idx, long l) { setWrite(); if( _chk2.set_impl(idx,l) ) return l; (_chk2 = inflate_impl(new NewChunk(this))).set_impl(idx,l); return l; }
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Set a long element in a chunk given a 0-based chunk local index. Write into a chunk. May rewrite/replace chunks if the chunk needs to be "inflated" to hold larger values. Returns the input value. Note that the idx is an int (instead of a long), which tells you that index 0 is the first row in the chunk, not the whol...
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/fvec/Chunk.java#L129-L134
train
h2oai/h2o-2
src/main/java/water/fvec/Chunk.java
Chunk.set0
public final double set0(int idx, double d) { setWrite(); if( _chk2.set_impl(idx,d) ) return d; (_chk2 = inflate_impl(new NewChunk(this))).set_impl(idx,d); return d; }
java
public final double set0(int idx, double d) { setWrite(); if( _chk2.set_impl(idx,d) ) return d; (_chk2 = inflate_impl(new NewChunk(this))).set_impl(idx,d); return d; }
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Set a double element in a chunk given a 0-based chunk local index.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/fvec/Chunk.java#L137-L142
train
h2oai/h2o-2
src/main/java/water/fvec/Chunk.java
Chunk.set0
public final float set0(int idx, float f) { setWrite(); if( _chk2.set_impl(idx,f) ) return f; (_chk2 = inflate_impl(new NewChunk(this))).set_impl(idx,f); return f; }
java
public final float set0(int idx, float f) { setWrite(); if( _chk2.set_impl(idx,f) ) return f; (_chk2 = inflate_impl(new NewChunk(this))).set_impl(idx,f); return f; }
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Set a floating element in a chunk given a 0-based chunk local index.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
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train
h2oai/h2o-2
src/main/java/water/fvec/Chunk.java
Chunk.setNA0
public final boolean setNA0(int idx) { setWrite(); if( _chk2.setNA_impl(idx) ) return true; (_chk2 = inflate_impl(new NewChunk(this))).setNA_impl(idx); return true; }
java
public final boolean setNA0(int idx) { setWrite(); if( _chk2.setNA_impl(idx) ) return true; (_chk2 = inflate_impl(new NewChunk(this))).setNA_impl(idx); return true; }
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Set the element in a chunk as missing given a 0-based chunk local index.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/fvec/Chunk.java#L153-L158
train
h2oai/h2o-2
src/main/java/water/Model.java
Model.scoreImpl
protected Frame scoreImpl(Frame adaptFrm) { if (isSupervised()) { int ridx = adaptFrm.find(responseName()); assert ridx == -1 : "Adapted frame should not contain response in scoring method!"; assert nfeatures() == adaptFrm.numCols() : "Number of model features " + nfeatures() + " != number of test...
java
protected Frame scoreImpl(Frame adaptFrm) { if (isSupervised()) { int ridx = adaptFrm.find(responseName()); assert ridx == -1 : "Adapted frame should not contain response in scoring method!"; assert nfeatures() == adaptFrm.numCols() : "Number of model features " + nfeatures() + " != number of test...
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Score already adapted frame. @param adaptFrm @return
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Model.java#L252-L285
train
h2oai/h2o-2
src/main/java/water/Model.java
Model.score
public final float[] score( Frame fr, boolean exact, int row ) { double tmp[] = new double[fr.numCols()]; for( int i=0; i<tmp.length; i++ ) tmp[i] = fr.vecs()[i].at(row); return score(fr.names(),fr.domains(),exact,tmp); }
java
public final float[] score( Frame fr, boolean exact, int row ) { double tmp[] = new double[fr.numCols()]; for( int i=0; i<tmp.length; i++ ) tmp[i] = fr.vecs()[i].at(row); return score(fr.names(),fr.domains(),exact,tmp); }
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Single row scoring, on a compatible Frame.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Model.java#L288-L293
train
h2oai/h2o-2
src/main/java/water/Model.java
Model.score
public final float[] score( String names[], String domains[][], boolean exact, double row[] ) { return score(adapt(names,domains,exact),row,new float[nclasses()]); }
java
public final float[] score( String names[], String domains[][], boolean exact, double row[] ) { return score(adapt(names,domains,exact),row,new float[nclasses()]); }
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Single row scoring, on a compatible set of data. Fairly expensive to adapt.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Model.java#L296-L298
train
h2oai/h2o-2
src/main/java/water/Model.java
Model.toJavaSuper
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java
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Generate implementation for super class.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Model.java#L641-L650
train
h2oai/h2o-2
src/main/java/water/Model.java
Model.toJavaPredict
private SB toJavaPredict(SB ccsb, SB fileCtxSb) { // ccsb = classContext ccsb.nl(); ccsb.p(" // Pass in data in a double[], pre-aligned to the Model's requirements.").nl(); ccsb.p(" // Jam predictions into the preds[] array; preds[0] is reserved for the").nl(); ccsb.p(" // main prediction (class for ...
java
private SB toJavaPredict(SB ccsb, SB fileCtxSb) { // ccsb = classContext ccsb.nl(); ccsb.p(" // Pass in data in a double[], pre-aligned to the Model's requirements.").nl(); ccsb.p(" // Jam predictions into the preds[] array; preds[0] is reserved for the").nl(); ccsb.p(" // main prediction (class for ...
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Wrapper around the main predict call, including the signature and return value
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Model.java#L696-L711
train
h2oai/h2o-2
src/main/java/water/Func.java
Func.emptyLTrash
protected final void emptyLTrash() { if (_lVecTrash.isEmpty()) return; Futures fs = new Futures(); cleanupTrash(_lVecTrash, fs); fs.blockForPending(); }
java
protected final void emptyLTrash() { if (_lVecTrash.isEmpty()) return; Futures fs = new Futures(); cleanupTrash(_lVecTrash, fs); fs.blockForPending(); }
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User call which empty local trash of vectors.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Func.java#L74-L79
train
h2oai/h2o-2
src/main/java/hex/deeplearning/DeepLearning.java
DeepLearning.registered
@Override protected void registered(RequestServer.API_VERSION ver) { super.registered(ver); for (Argument arg : _arguments) { if ( arg._name.equals("activation") || arg._name.equals("initial_weight_distribution") || arg._name.equals("expert_mode") || arg._name.equals("adaptive_rate") ...
java
@Override protected void registered(RequestServer.API_VERSION ver) { super.registered(ver); for (Argument arg : _arguments) { if ( arg._name.equals("activation") || arg._name.equals("initial_weight_distribution") || arg._name.equals("expert_mode") || arg._name.equals("adaptive_rate") ...
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Helper to specify which arguments trigger a refresh on change @param ver
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/deeplearning/DeepLearning.java#L581-L595
train
h2oai/h2o-2
src/main/java/hex/deeplearning/DeepLearning.java
DeepLearning.prepareDataInfo
private DataInfo prepareDataInfo() { final boolean del_enum_resp = classification && !response.isEnum(); final Frame train = FrameTask.DataInfo.prepareFrame(source, autoencoder ? null : response, ignored_cols, classification, ignore_const_cols, true /*drop >20% NA cols*/); final DataInfo dinfo = new FrameTa...
java
private DataInfo prepareDataInfo() { final boolean del_enum_resp = classification && !response.isEnum(); final Frame train = FrameTask.DataInfo.prepareFrame(source, autoencoder ? null : response, ignored_cols, classification, ignore_const_cols, true /*drop >20% NA cols*/); final DataInfo dinfo = new FrameTa...
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Helper to create a DataInfo object from the source and response @return DataInfo object
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/deeplearning/DeepLearning.java#L979-L991
train
h2oai/h2o-2
src/main/java/hex/deeplearning/DeepLearning.java
DeepLearning.updateFrame
Frame updateFrame(Frame target, Frame src) { if (src != target) ltrash(src); return src; }
java
Frame updateFrame(Frame target, Frame src) { if (src != target) ltrash(src); return src; }
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Helper to update a Frame and adding it to the local trash at the same time @param target Frame referece, to be overwritten @param src Newly made frame, to be deleted via local trash @return src
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/deeplearning/DeepLearning.java#L1020-L1023
train
h2oai/h2o-2
src/main/java/hex/deeplearning/DeepLearning.java
DeepLearning.lock_data
private void lock_data() { source.read_lock(self()); if( validation != null && source._key != null && validation._key !=null && !source._key.equals(validation._key) ) validation.read_lock(self()); }
java
private void lock_data() { source.read_lock(self()); if( validation != null && source._key != null && validation._key !=null && !source._key.equals(validation._key) ) validation.read_lock(self()); }
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Lock the input datasets against deletes
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/deeplearning/DeepLearning.java#L1149-L1153
train
h2oai/h2o-2
src/main/java/hex/deeplearning/DeepLearning.java
DeepLearning.unlock_data
private void unlock_data() { source.unlock(self()); if( validation != null && source._key != null && validation._key != null && !source._key.equals(validation._key) ) validation.unlock(self()); }
java
private void unlock_data() { source.unlock(self()); if( validation != null && source._key != null && validation._key != null && !source._key.equals(validation._key) ) validation.unlock(self()); }
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Release the lock for the input datasets
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/deeplearning/DeepLearning.java#L1158-L1162
train
h2oai/h2o-2
src/main/java/hex/deeplearning/DeepLearning.java
DeepLearning.reBalance
private Frame reBalance(final Frame fr, boolean local) { int chunks = (int)Math.min( 4 * H2O.NUMCPUS * (local ? 1 : H2O.CLOUD.size()), fr.numRows()); if (fr.anyVec().nChunks() > chunks && !reproducible) { Log.info("Dataset already contains " + fr.anyVec().nChunks() + " chunks. No need to rebalance."); ...
java
private Frame reBalance(final Frame fr, boolean local) { int chunks = (int)Math.min( 4 * H2O.NUMCPUS * (local ? 1 : H2O.CLOUD.size()), fr.numRows()); if (fr.anyVec().nChunks() > chunks && !reproducible) { Log.info("Dataset already contains " + fr.anyVec().nChunks() + " chunks. No need to rebalance."); ...
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Rebalance a frame for load balancing @param fr Input frame @param local whether to only create enough chunks to max out all cores on one node only @return Frame that has potentially more chunks
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/deeplearning/DeepLearning.java#L1179-L1196
train
h2oai/h2o-2
src/main/java/hex/deeplearning/DeepLearning.java
DeepLearning.computeRowUsageFraction
private static float computeRowUsageFraction(final long numRows, final long train_samples_per_iteration, final boolean replicate_training_data) { float rowUsageFraction = (float)train_samples_per_iteration / numRows; if (replicate_training_data) rowUsageFraction /= H2O.CLOUD.size(); assert(rowUsageFraction ...
java
private static float computeRowUsageFraction(final long numRows, final long train_samples_per_iteration, final boolean replicate_training_data) { float rowUsageFraction = (float)train_samples_per_iteration / numRows; if (replicate_training_data) rowUsageFraction /= H2O.CLOUD.size(); assert(rowUsageFraction ...
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Compute the fraction of rows that need to be used for training during one iteration @param numRows number of training rows @param train_samples_per_iteration number of training rows to be processed per iteration @param replicate_training_data whether of not the training data is replicated on each node @return fraction ...
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/deeplearning/DeepLearning.java#L1288-L1293
train
h2oai/h2o-2
src/main/java/water/util/CrossValUtils.java
CrossValUtils.crossValidate
public static void crossValidate(Job.ValidatedJob job) { if (job.state != Job.JobState.RUNNING) return; //don't do cross-validation if the full model builder failed if (job.validation != null) throw new IllegalArgumentException("Cannot provide validation dataset and n_folds > 0 at the same time."); if...
java
public static void crossValidate(Job.ValidatedJob job) { if (job.state != Job.JobState.RUNNING) return; //don't do cross-validation if the full model builder failed if (job.validation != null) throw new IllegalArgumentException("Cannot provide validation dataset and n_folds > 0 at the same time."); if...
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Cross-Validate a ValidatedJob @param job (must contain valid entries for n_folds, validation, destination_key, source, response)
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/util/CrossValUtils.java#L14-L56
train
h2oai/h2o-2
src/main/java/water/api/ModelMetrics.java
ModelMetrics.fetchAll
protected static List<water.ModelMetrics>fetchAll() { return new ArrayList<water.ModelMetrics>(H2O.KeySnapshot.globalSnapshot().fetchAll(water.ModelMetrics.class).values()); }
java
protected static List<water.ModelMetrics>fetchAll() { return new ArrayList<water.ModelMetrics>(H2O.KeySnapshot.globalSnapshot().fetchAll(water.ModelMetrics.class).values()); }
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Fetch all ModelMetrics from the KV store.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/ModelMetrics.java#L52-L54
train
h2oai/h2o-2
src/main/java/water/api/ModelMetrics.java
ModelMetrics.serveOneOrAll
private Response serveOneOrAll(List<water.ModelMetrics> list) { JsonArray metricsArray = new JsonArray(); for (water.ModelMetrics metrics : list) { JsonObject metricsJson = metrics.toJSON(); metricsArray.add(metricsJson); } JsonObject result = new JsonObject(); result.add("metrics", me...
java
private Response serveOneOrAll(List<water.ModelMetrics> list) { JsonArray metricsArray = new JsonArray(); for (water.ModelMetrics metrics : list) { JsonObject metricsJson = metrics.toJSON(); metricsArray.add(metricsJson); } JsonObject result = new JsonObject(); result.add("metrics", me...
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For one or more water.ModelMetrics from the KV store return Response containing a map of them.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/ModelMetrics.java#L60-L71
train
h2oai/h2o-2
src/main/java/hex/gbm/DTreeUtils.java
DTreeUtils.scoreTree
public static void scoreTree(double data[], float preds[], CompressedTree[] ts) { for( int c=0; c<ts.length; c++ ) if( ts[c] != null ) preds[ts.length==1?0:c+1] += ts[c].score(data); }
java
public static void scoreTree(double data[], float preds[], CompressedTree[] ts) { for( int c=0; c<ts.length; c++ ) if( ts[c] != null ) preds[ts.length==1?0:c+1] += ts[c].score(data); }
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Score given tree on the row of data. @param data row of data @param preds array to hold resulting prediction @param ts a tree representation (single regression tree, or multi tree)
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/gbm/DTreeUtils.java#L15-L19
train
h2oai/h2o-2
src/main/java/water/api/RequestServer.java
RequestServer.registerRequest
public static Request registerRequest(Request req) { assert req.supportedVersions().length > 0; for (API_VERSION ver : req.supportedVersions()) { String href = req.href(ver); assert (! _requests.containsKey(href)) : "Request with href "+href+" already registered"; _requests.put(href,req); ...
java
public static Request registerRequest(Request req) { assert req.supportedVersions().length > 0; for (API_VERSION ver : req.supportedVersions()) { String href = req.href(ver); assert (! _requests.containsKey(href)) : "Request with href "+href+" already registered"; _requests.put(href,req); ...
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Registers the request with the request server.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/RequestServer.java#L277-L286
train
h2oai/h2o-2
src/main/java/water/api/RequestServer.java
RequestServer.start
public static void start() { new Thread( new Runnable() { @Override public void run() { while( true ) { try { // Try to get the NanoHTTP daemon started SERVER = new RequestServer(H2O._apiSocket); break; } catch( Exception ioe ) { ...
java
public static void start() { new Thread( new Runnable() { @Override public void run() { while( true ) { try { // Try to get the NanoHTTP daemon started SERVER = new RequestServer(H2O._apiSocket); break; } catch( Exception ioe ) { ...
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Keep spinning until we get to launch the NanoHTTPD
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/RequestServer.java#L361-L376
train
h2oai/h2o-2
src/main/java/water/Atomic.java
Atomic.invoke
public final T invoke( Key key ) { RPC<Atomic<T>> rpc = fork(key); return (T)(rpc == null ? this : rpc.get()); // Block for it }
java
public final T invoke( Key key ) { RPC<Atomic<T>> rpc = fork(key); return (T)(rpc == null ? this : rpc.get()); // Block for it }
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Block until it completes, even if run remotely
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Atomic.java#L33-L36
train
h2oai/h2o-2
src/main/java/water/genmodel/GenUtils.java
GenUtils.concat
public static String[] concat(String[] ...aa) { int l = 0; for (String[] a : aa) l += a.length; String[] r = new String[l]; l = 0; for (String[] a : aa) { System.arraycopy(a, 0, r, l, a.length); l += a.length; } return r; }
java
public static String[] concat(String[] ...aa) { int l = 0; for (String[] a : aa) l += a.length; String[] r = new String[l]; l = 0; for (String[] a : aa) { System.arraycopy(a, 0, r, l, a.length); l += a.length; } return r; }
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Concatenate given list of arrays into one long array. <p>Expect not null array.</p> @param aa list of string arrays @return a long array create by concatenation of given arrays.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/genmodel/GenUtils.java#L14-L24
train
h2oai/h2o-2
h2o-samples/src/main/java/samples/expert/Frames.java
Frames.parse
public static Frame parse(File file) { Key fkey = NFSFileVec.make(file); Key dest = Key.make(file.getName()); Frame frame = ParseDataset2.parse(dest, new Key[] { fkey }); return frame; }
java
public static Frame parse(File file) { Key fkey = NFSFileVec.make(file); Key dest = Key.make(file.getName()); Frame frame = ParseDataset2.parse(dest, new Key[] { fkey }); return frame; }
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Parse a dataset into a Frame.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/h2o-samples/src/main/java/samples/expert/Frames.java#L45-L50
train
h2oai/h2o-2
h2o-samples/src/main/java/samples/expert/Frames.java
Frames.create
public static Frame create(String[] headers, double[][] rows) { Futures fs = new Futures(); Vec[] vecs = new Vec[rows[0].length]; Key keys[] = new Vec.VectorGroup().addVecs(vecs.length); for( int c = 0; c < vecs.length; c++ ) { AppendableVec vec = new AppendableVec(keys[c]); NewChunk chunk =...
java
public static Frame create(String[] headers, double[][] rows) { Futures fs = new Futures(); Vec[] vecs = new Vec[rows[0].length]; Key keys[] = new Vec.VectorGroup().addVecs(vecs.length); for( int c = 0; c < vecs.length; c++ ) { AppendableVec vec = new AppendableVec(keys[c]); NewChunk chunk =...
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Creates a frame programmatically.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/h2o-samples/src/main/java/samples/expert/Frames.java#L55-L69
train
h2oai/h2o-2
src/main/java/water/fvec/FileVec.java
FileVec.chunkIdx
@Override public Value chunkIdx( int cidx ) { final long nchk = nChunks(); assert 0 <= cidx && cidx < nchk; Key dkey = chunkKey(cidx); Value val1 = DKV.get(dkey);// Check for an existing one... will fetch data as needed if( val1 != null ) return val1; // Found an existing one? // Lazily create a...
java
@Override public Value chunkIdx( int cidx ) { final long nchk = nChunks(); assert 0 <= cidx && cidx < nchk; Key dkey = chunkKey(cidx); Value val1 = DKV.get(dkey);// Check for an existing one... will fetch data as needed if( val1 != null ) return val1; // Found an existing one? // Lazily create a...
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Touching the DVec will force the file load.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/fvec/FileVec.java#L68-L88
train
h2oai/h2o-2
src/main/java/water/api/Frames.java
Frames.summarizeAndEnhanceFrame
private static void summarizeAndEnhanceFrame(FrameSummary summary, Frame frame, boolean find_compatible_models, Map<String, Model> all_models, Map<String, Set<String>> all_models_cols) { UniqueId unique_id = frame.getUniqueId(); summary.id = unique_id.getId(); summary.key = unique_id.getKey(); summary.c...
java
private static void summarizeAndEnhanceFrame(FrameSummary summary, Frame frame, boolean find_compatible_models, Map<String, Model> all_models, Map<String, Set<String>> all_models_cols) { UniqueId unique_id = frame.getUniqueId(); summary.id = unique_id.getId(); summary.key = unique_id.getKey(); summary.c...
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Summarize fields in water.fvec.Frame.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Frames.java#L145-L158
train
h2oai/h2o-2
src/main/java/water/api/Frames.java
Frames.serveOneOrAll
private Response serveOneOrAll(Map<String, Frame> framesMap) { // returns empty sets if !this.find_compatible_models Pair<Map<String, Model>, Map<String, Set<String>>> models_info = fetchModels(); Map<String, Model> all_models = models_info.getFirst(); Map<String, Set<String>> all_models_cols = models_i...
java
private Response serveOneOrAll(Map<String, Frame> framesMap) { // returns empty sets if !this.find_compatible_models Pair<Map<String, Model>, Map<String, Set<String>>> models_info = fetchModels(); Map<String, Model> all_models = models_info.getFirst(); Map<String, Set<String>> all_models_cols = models_i...
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For one or more Frame from the KV store, sumamrize and enhance them and Response containing a map of them.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Frames.java#L172-L201
train
h2oai/h2o-2
src/main/java/water/fvec/TransfVec.java
TransfVec.compose
public static Vec compose(TransfVec origVec, int[][] transfMap, String[] domain, boolean keepOrig) { // Do a mapping from INT -> ENUM -> this vector ENUM int[][] domMap = Utils.compose(new int[][] {origVec._values, origVec._indexes }, transfMap); Vec result = origVec.masterVec().makeTransf(domMap[0], domMap...
java
public static Vec compose(TransfVec origVec, int[][] transfMap, String[] domain, boolean keepOrig) { // Do a mapping from INT -> ENUM -> this vector ENUM int[][] domMap = Utils.compose(new int[][] {origVec._values, origVec._indexes }, transfMap); Vec result = origVec.masterVec().makeTransf(domMap[0], domMap...
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Compose given origVector with given transformation. Always returns a new vector. Original vector is kept if keepOrig is true. @param origVec @param transfMap @param keepOrig @return a new instance of {@link TransfVec} composing transformation of origVector and tranfsMap
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/fvec/TransfVec.java#L127-L133
train
h2oai/h2o-2
src/main/java/water/api/Inspector.java
Inspector.redirect
public static Response redirect(Request req, Key src_key) { return Response.redirect(req, "/2/Inspector", "src_key", src_key.toString()); }
java
public static Response redirect(Request req, Key src_key) { return Response.redirect(req, "/2/Inspector", "src_key", src_key.toString()); }
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Called from some other page, to redirect that other page to this page.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Inspector.java#L83-L85
train
h2oai/h2o-2
src/main/java/water/fvec/NewChunk.java
NewChunk.addr
public void addr( NewChunk nc ) { long [] tmpl = _ls; _ls = nc._ls; nc._ls = tmpl; int [] tmpi = _xs; _xs = nc._xs; nc._xs = tmpi; tmpi = _id; _id = nc._id; nc._id = tmpi; double[] tmpd = _ds; _ds = nc._ds; nc._ds = tmpd; int tmp = _sparseLen; _sparseLen=nc._sparseLen; nc._sparseLe...
java
public void addr( NewChunk nc ) { long [] tmpl = _ls; _ls = nc._ls; nc._ls = tmpl; int [] tmpi = _xs; _xs = nc._xs; nc._xs = tmpi; tmpi = _id; _id = nc._id; nc._id = tmpi; double[] tmpd = _ds; _ds = nc._ds; nc._ds = tmpd; int tmp = _sparseLen; _sparseLen=nc._sparseLen; nc._sparseLe...
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PREpend all of 'nc' onto the current NewChunk. Kill nc.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/fvec/NewChunk.java#L309-L317
train
h2oai/h2o-2
src/main/java/water/fvec/NewChunk.java
NewChunk.append2
void append2( long l, int x ) { if(_id == null || l != 0){ if(_ls == null || _sparseLen == _ls.length) { append2slow(); // again call append2 since calling append2slow might have changed things (eg might have switched to sparse and l could be 0) append2(l,x); return; } ...
java
void append2( long l, int x ) { if(_id == null || l != 0){ if(_ls == null || _sparseLen == _ls.length) { append2slow(); // again call append2 since calling append2slow might have changed things (eg might have switched to sparse and l could be 0) append2(l,x); return; } ...
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Fast-path append long data
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/fvec/NewChunk.java#L320-L335
train
h2oai/h2o-2
src/main/java/water/UKV.java
UKV.put
static public void put( Key key, Value val, Futures fs ) { assert !val.isLockable(); Value res = DKV.put(key,val,fs); assert res == null || !res.isLockable(); }
java
static public void put( Key key, Value val, Futures fs ) { assert !val.isLockable(); Value res = DKV.put(key,val,fs); assert res == null || !res.isLockable(); }
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have to use the Lockable interface for all updates.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/UKV.java#L26-L30
train
h2oai/h2o-2
src/main/java/water/UKV.java
UKV.put
static public void put( Key key, Freezable fr ) { if( fr == null ) UKV.remove(key); else UKV.put(key,new Value(key, fr)); }
java
static public void put( Key key, Freezable fr ) { if( fr == null ) UKV.remove(key); else UKV.put(key,new Value(key, fr)); }
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Also, allow auto-serialization
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/UKV.java#L54-L57
train
h2oai/h2o-2
src/main/java/water/H2ONode.java
H2ONode.remove_task_tracking
void remove_task_tracking( int task ) { RPC.RPCCall rpc = _work.get(task); if( rpc == null ) return; // Already stopped tracking // Atomically attempt to remove the 'dt'. If we win, we are the sole // thread running the dt.onAckAck. Also helps GC: the 'dt' is done (sent // to client and we rece...
java
void remove_task_tracking( int task ) { RPC.RPCCall rpc = _work.get(task); if( rpc == null ) return; // Already stopped tracking // Atomically attempt to remove the 'dt'. If we win, we are the sole // thread running the dt.onAckAck. Also helps GC: the 'dt' is done (sent // to client and we rece...
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Stop tracking a remote task, because we got an ACKACK.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/H2ONode.java#L315-L338
train
h2oai/h2o-2
src/main/java/water/util/FrameUtils.java
FrameUtils.frame
public static Frame frame(String[] names, double[]... rows) { assert names == null || names.length == rows[0].length; Futures fs = new Futures(); Vec[] vecs = new Vec[rows[0].length]; Key keys[] = Vec.VectorGroup.VG_LEN1.addVecs(vecs.length); for( int c = 0; c < vecs.length; c++ ) { Appendable...
java
public static Frame frame(String[] names, double[]... rows) { assert names == null || names.length == rows[0].length; Futures fs = new Futures(); Vec[] vecs = new Vec[rows[0].length]; Key keys[] = Vec.VectorGroup.VG_LEN1.addVecs(vecs.length); for( int c = 0; c < vecs.length; c++ ) { Appendable...
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Create a new frame based on given row data. @param names names of frame columns @param rows data given in the form of rows @return new frame which contains columns named according given names and including given data
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/util/FrameUtils.java#L31-L46
train
h2oai/h2o-2
src/main/java/water/util/FrameUtils.java
FrameUtils.parseFrame
public static Frame parseFrame(Key okey, File ...files) { assert files.length > 0 : "Ups. No files to parse!"; for (File f : files) if (!f.exists()) throw new RuntimeException("File not found " + f); // Create output key if not specified if(okey == null) okey = Key.make(files[0].getN...
java
public static Frame parseFrame(Key okey, File ...files) { assert files.length > 0 : "Ups. No files to parse!"; for (File f : files) if (!f.exists()) throw new RuntimeException("File not found " + f); // Create output key if not specified if(okey == null) okey = Key.make(files[0].getN...
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Parse given file into the form of frame represented by the given key. @param okey destination key for parsed frame @param files files to parse @return a new frame
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/util/FrameUtils.java#L54-L67
train
h2oai/h2o-2
src/main/java/water/ga/GoogleAnalytics.java
GoogleAnalytics.processCustomDimensionParameters
private void processCustomDimensionParameters(@SuppressWarnings("rawtypes") GoogleAnalyticsRequest request, List<NameValuePair> postParms) { Map<String, String> customDimParms = new HashMap<String, String>(); for (String defaultCustomDimKey : defaultRequest.customDimentions().keySet()) { customDimParms.pu...
java
private void processCustomDimensionParameters(@SuppressWarnings("rawtypes") GoogleAnalyticsRequest request, List<NameValuePair> postParms) { Map<String, String> customDimParms = new HashMap<String, String>(); for (String defaultCustomDimKey : defaultRequest.customDimentions().keySet()) { customDimParms.pu...
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Processes the custom dimensions and adds the values to list of parameters, which would be posted to GA. @param request @param postParms
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/ga/GoogleAnalytics.java#L217-L232
train
h2oai/h2o-2
src/main/java/water/ga/GoogleAnalytics.java
GoogleAnalytics.processCustomMetricParameters
private void processCustomMetricParameters(@SuppressWarnings("rawtypes") GoogleAnalyticsRequest request, List<NameValuePair> postParms) { Map<String, String> customMetricParms = new HashMap<String, String>(); for (String defaultCustomMetricKey : defaultRequest.custommMetrics().keySet()) { customMetricParm...
java
private void processCustomMetricParameters(@SuppressWarnings("rawtypes") GoogleAnalyticsRequest request, List<NameValuePair> postParms) { Map<String, String> customMetricParms = new HashMap<String, String>(); for (String defaultCustomMetricKey : defaultRequest.custommMetrics().keySet()) { customMetricParm...
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Processes the custom metrics and adds the values to list of parameters, which would be posted to GA. @param request @param postParms
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/ga/GoogleAnalytics.java#L240-L255
train
h2oai/h2o-2
src/main/java/water/fvec/CBSChunk.java
CBSChunk.clen
public static int clen(int values, int bpv) { int len = (values*bpv) >> 3; return values*bpv % 8 == 0 ? len : len + 1; }
java
public static int clen(int values, int bpv) { int len = (values*bpv) >> 3; return values*bpv % 8 == 0 ? len : len + 1; }
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Returns compressed len of the given array length if the value if represented by bpv-bits.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/fvec/CBSChunk.java#L84-L87
train
h2oai/h2o-2
src/main/java/water/TaskGetKey.java
TaskGetKey.get
public static Value get( H2ONode target, Key key, int priority ) { RPC<TaskGetKey> rpc, old; while( true ) { // Repeat until we get a unique TGK installed per key // Do we have an old TaskGetKey in-progress? rpc = TGKS.get(key); if( rpc != null && rpc._dt._priority >= priority ) ...
java
public static Value get( H2ONode target, Key key, int priority ) { RPC<TaskGetKey> rpc, old; while( true ) { // Repeat until we get a unique TGK installed per key // Do we have an old TaskGetKey in-progress? rpc = TGKS.get(key); if( rpc != null && rpc._dt._priority >= priority ) ...
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Get a value from a named remote node
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/TaskGetKey.java#L26-L44
train
h2oai/h2o-2
src/main/java/water/api/RequestBuilders.java
RequestBuilders.build
protected String build(Response response) { StringBuilder sb = new StringBuilder(); sb.append("<div class='container'>"); sb.append("<div class='row-fluid'>"); sb.append("<div class='span12'>"); sb.append(buildJSONResponseBox(response)); if( response._status == Response.Status.done ) response.to...
java
protected String build(Response response) { StringBuilder sb = new StringBuilder(); sb.append("<div class='container'>"); sb.append("<div class='row-fluid'>"); sb.append("<div class='span12'>"); sb.append(buildJSONResponseBox(response)); if( response._status == Response.Status.done ) response.to...
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Builds the HTML for the given response. This is the root of the HTML. Should display all what is needed, including the status, timing, etc. Then call the recursive builders for the response's JSON.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/RequestBuilders.java#L60-L85
train
h2oai/h2o-2
src/main/java/water/Boot.java
Boot.addExternalJars
public void addExternalJars(File file) throws IllegalAccessException, InvocationTargetException, MalformedURLException { assert file.exists() : "Unable to find external file: " + file.getAbsolutePath(); if( file.isDirectory() ) { for( File f : file.listFiles() ) addExternalJars(f); } else if( file.get...
java
public void addExternalJars(File file) throws IllegalAccessException, InvocationTargetException, MalformedURLException { assert file.exists() : "Unable to find external file: " + file.getAbsolutePath(); if( file.isDirectory() ) { for( File f : file.listFiles() ) addExternalJars(f); } else if( file.get...
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Adds all jars in given directory to the classpath.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Boot.java#L343-L352
train
h2oai/h2o-2
src/main/java/water/Boot.java
Boot.extractInternalFiles
private void extractInternalFiles() throws IOException { Enumeration entries = _h2oJar.entries(); while( entries.hasMoreElements() ) { ZipEntry e = (ZipEntry) entries.nextElement(); String name = e.getName(); if( e.isDirectory() ) continue; // mkdirs() will handle these if(! name.endsWit...
java
private void extractInternalFiles() throws IOException { Enumeration entries = _h2oJar.entries(); while( entries.hasMoreElements() ) { ZipEntry e = (ZipEntry) entries.nextElement(); String name = e.getName(); if( e.isDirectory() ) continue; // mkdirs() will handle these if(! name.endsWit...
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Extracts the libraries from the jar file to given local path.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Boot.java#L355-L384
train
h2oai/h2o-2
src/main/java/water/Boot.java
Boot.loadClass
@Override public synchronized Class loadClass( String name, boolean resolve ) throws ClassNotFoundException { assert !name.equals(Weaver.class.getName()); Class z = loadClass2(name); // Do all the work in here if( resolve ) resolveClass(z); // Resolve here instead in the work method return z; }
java
@Override public synchronized Class loadClass( String name, boolean resolve ) throws ClassNotFoundException { assert !name.equals(Weaver.class.getName()); Class z = loadClass2(name); // Do all the work in here if( resolve ) resolveClass(z); // Resolve here instead in the work method return z; }
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search, THEN the System or parent loader.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Boot.java#L424-L429
train
h2oai/h2o-2
src/main/java/water/Boot.java
Boot.loadClass2
private final Class loadClass2( String name ) throws ClassNotFoundException { Class z = findLoadedClass(name); // Look for pre-existing class if( z != null ) return z; if( _weaver == null ) _weaver = new Weaver(); z = _weaver.weaveAndLoad(name, this); // Try the Happy Class Loader if( z != null )...
java
private final Class loadClass2( String name ) throws ClassNotFoundException { Class z = findLoadedClass(name); // Look for pre-existing class if( z != null ) return z; if( _weaver == null ) _weaver = new Weaver(); z = _weaver.weaveAndLoad(name, this); // Try the Happy Class Loader if( z != null )...
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Run the class lookups in my favorite non-default order.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Boot.java#L432-L446
train
h2oai/h2o-2
src/main/java/water/api/DocGen.java
FieldDoc.arg
private RequestArguments.Argument arg(Request R) { if( _arg != null ) return _arg; Class clzz = R.getClass(); // An amazing crazy API from the JDK again. Cannot search for protected // fields without either (1) throwing NoSuchFieldException if you ask in // a subclass, or (2) sorting thro...
java
private RequestArguments.Argument arg(Request R) { if( _arg != null ) return _arg; Class clzz = R.getClass(); // An amazing crazy API from the JDK again. Cannot search for protected // fields without either (1) throwing NoSuchFieldException if you ask in // a subclass, or (2) sorting thro...
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Specific accessors for input arguments. Not valid for JSON output fields.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/DocGen.java#L104-L123
train
h2oai/h2o-2
h2o-samples/src/main/java/samples/launchers/CloudRemote.java
CloudRemote.launchEC2
public static void launchEC2(Class<? extends Job> job, int boxes) throws Exception { EC2 ec2 = new EC2(); ec2.boxes = boxes; Cloud c = ec2.resize(); launch(c, job); }
java
public static void launchEC2(Class<? extends Job> job, int boxes) throws Exception { EC2 ec2 = new EC2(); ec2.boxes = boxes; Cloud c = ec2.resize(); launch(c, job); }
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Starts EC2 machines and builds a cluster.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/h2o-samples/src/main/java/samples/launchers/CloudRemote.java#L25-L30
train
h2oai/h2o-2
src/main/java/hex/singlenoderf/Tree.java
Tree.compute2
@Override public void compute2() { if(Job.isRunning(_jobKey)) { Timer timer = new Timer(); _stats[0] = new ThreadLocal<hex.singlenoderf.Statistic>(); _stats[1] = new ThreadLocal<hex.singlenoderf.Statistic>(); Data d = _sampler.sample(_data, _seed, _modelKey, _local_mode); ...
java
@Override public void compute2() { if(Job.isRunning(_jobKey)) { Timer timer = new Timer(); _stats[0] = new ThreadLocal<hex.singlenoderf.Statistic>(); _stats[1] = new ThreadLocal<hex.singlenoderf.Statistic>(); Data d = _sampler.sample(_data, _seed, _modelKey, _local_mode); ...
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Actually build the tree
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/singlenoderf/Tree.java#L139-L181
train
h2oai/h2o-2
src/main/java/hex/singlenoderf/Tree.java
Tree.appendKey
static void appendKey(Key model, final Key tKey, final Key dtKey, final String tString, final int tree_id) { final int selfIdx = H2O.SELF.index(); new TAtomic<SpeeDRFModel>() { @Override public SpeeDRFModel atomic(SpeeDRFModel old) { if(old == null) return null; return SpeeDRFModel.make(ol...
java
static void appendKey(Key model, final Key tKey, final Key dtKey, final String tString, final int tree_id) { final int selfIdx = H2O.SELF.index(); new TAtomic<SpeeDRFModel>() { @Override public SpeeDRFModel atomic(SpeeDRFModel old) { if(old == null) return null; return SpeeDRFModel.make(ol...
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which serializes "for free".
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/singlenoderf/Tree.java#L185-L193
train
h2oai/h2o-2
src/main/java/hex/singlenoderf/Tree.java
Tree.toKey
public Key toKey() { AutoBuffer bs = new AutoBuffer(); bs.put4(_data_id); bs.put8(_seed); bs.put1(_producerId); _tree.write(bs); Key key = Key.make((byte)1,Key.DFJ_INTERNAL_USER, H2O.SELF); DKV.put(key,new Value(key, bs.buf())); return key; }
java
public Key toKey() { AutoBuffer bs = new AutoBuffer(); bs.put4(_data_id); bs.put8(_seed); bs.put1(_producerId); _tree.write(bs); Key key = Key.make((byte)1,Key.DFJ_INTERNAL_USER, H2O.SELF); DKV.put(key,new Value(key, bs.buf())); return key; }
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Write the Tree to a random Key homed here.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/singlenoderf/Tree.java#L609-L618
train
h2oai/h2o-2
src/main/java/hex/singlenoderf/Tree.java
Tree.classify
public static double classify( AutoBuffer ts, double[] ds, double badat, boolean regression ) { ts.get4(); // Skip tree-id ts.get8(); // Skip seed ts.get1(); // Skip producer id byte b; while( (b = (byte) ts.get1()) != '[' ) { // While not a leaf indicator assert b == '(' || b == 'S'...
java
public static double classify( AutoBuffer ts, double[] ds, double badat, boolean regression ) { ts.get4(); // Skip tree-id ts.get8(); // Skip seed ts.get1(); // Skip producer id byte b; while( (b = (byte) ts.get1()) != '[' ) { // While not a leaf indicator assert b == '(' || b == 'S'...
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Classify on the compressed tree bytes, from the pre-packed double data
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/singlenoderf/Tree.java#L660-L683
train
h2oai/h2o-2
src/main/java/hex/singlenoderf/Tree.java
Tree.compress
public TreeModel.CompressedTree compress() { // Log.info(Sys.RANDF, _tree.toString(new StringBuilder(), Integer.MAX_VALUE).toString()); int size = _tree.dtreeSize(); if (_tree instanceof LeafNode) { size += 3; } AutoBuffer ab = new AutoBuffer(size); if( _tree instanceof LeafNode) ab.p...
java
public TreeModel.CompressedTree compress() { // Log.info(Sys.RANDF, _tree.toString(new StringBuilder(), Integer.MAX_VALUE).toString()); int size = _tree.dtreeSize(); if (_tree instanceof LeafNode) { size += 3; } AutoBuffer ab = new AutoBuffer(size); if( _tree instanceof LeafNode) ab.p...
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Build a compressed-tree struct
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/hex/singlenoderf/Tree.java#L738-L751
train
h2oai/h2o-2
src/main/java/water/api/FrameSplitPage.java
FrameSplitPage.execImpl
@Override protected void execImpl() { Frame frame = source; if (shuffle) { // FIXME: switch to global shuffle frame = MRUtils.shuffleFramePerChunk(Utils.generateShuffledKey(frame._key), frame, seed); frame.delete_and_lock(null).unlock(null); // save frame to DKV // delete frame on the en...
java
@Override protected void execImpl() { Frame frame = source; if (shuffle) { // FIXME: switch to global shuffle frame = MRUtils.shuffleFramePerChunk(Utils.generateShuffledKey(frame._key), frame, seed); frame.delete_and_lock(null).unlock(null); // save frame to DKV // delete frame on the en...
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Run the function
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/FrameSplitPage.java#L65-L91
train
h2oai/h2o-2
src/main/java/water/util/UIUtils.java
UIUtils.qlink
public static <T> String qlink(Class<T> page, Key k, String content) { return qlink(page, "source", k, content ); }
java
public static <T> String qlink(Class<T> page, Key k, String content) { return qlink(page, "source", k, content ); }
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Return the query link to this page
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/util/UIUtils.java#L10-L12
train
h2oai/h2o-2
src/main/java/water/MemoryManager.java
MemoryManager.malloc
public static Object malloc(int elems, long bytes, int type, Object orig, int from ) { return malloc(elems,bytes,type,orig,from,false); }
java
public static Object malloc(int elems, long bytes, int type, Object orig, int from ) { return malloc(elems,bytes,type,orig,from,false); }
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Catches OutOfMemory, clears cache & retries.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/MemoryManager.java#L222-L224
train
h2oai/h2o-2
src/main/java/water/MemoryManager.java
MemoryManager.tryReserveTaskMem
public static boolean tryReserveTaskMem(long m){ if(!CAN_ALLOC)return false; if( m == 0 ) return true; assert m >= 0:"m < 0: " + m; long current = _taskMem.addAndGet(-m); if(current < 0){ _taskMem.addAndGet(m); return false; } return true; }
java
public static boolean tryReserveTaskMem(long m){ if(!CAN_ALLOC)return false; if( m == 0 ) return true; assert m >= 0:"m < 0: " + m; long current = _taskMem.addAndGet(-m); if(current < 0){ _taskMem.addAndGet(m); return false; } return true; }
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Try to reserve memory needed for task execution and return true if succeeded. Tasks have a shared pool of memory which they should ask for in advance before they even try to allocate it. This method is another backpressure mechanism to make sure we do not exhaust system's resources by running too many tasks at the sa...
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/MemoryManager.java#L310-L320
train
h2oai/h2o-2
src/main/java/water/parser/CsvParser.java
CsvParser.determineSeparatorCounts
private static int[] determineSeparatorCounts(String from, int single_quote) { int[] result = new int[separators.length]; byte[] bits = from.getBytes(); boolean in_quote = false; for( int j=0; j< bits.length; j++ ) { byte c = bits[j]; if( (c == single_quote) || (c == CHAR_DOUBLE_QUOTE) ) ...
java
private static int[] determineSeparatorCounts(String from, int single_quote) { int[] result = new int[separators.length]; byte[] bits = from.getBytes(); boolean in_quote = false; for( int j=0; j< bits.length; j++ ) { byte c = bits[j]; if( (c == single_quote) || (c == CHAR_DOUBLE_QUOTE) ) ...
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Dermines the number of separators in given line. Correctly handles quoted tokens.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/parser/CsvParser.java#L512-L526
train
h2oai/h2o-2
src/main/java/water/parser/CsvParser.java
CsvParser.determineTokens
private static String[] determineTokens(String from, byte separator, int single_quote) { ArrayList<String> tokens = new ArrayList(); byte[] bits = from.getBytes(); int offset = 0; int quotes = 0; while (offset < bits.length) { while ((offset < bits.length) && (bits[offset] == CHAR_SPACE)) ++of...
java
private static String[] determineTokens(String from, byte separator, int single_quote) { ArrayList<String> tokens = new ArrayList(); byte[] bits = from.getBytes(); int offset = 0; int quotes = 0; while (offset < bits.length) { while ((offset < bits.length) && (bits[offset] == CHAR_SPACE)) ++of...
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Determines the tokens that are inside a line and returns them as strings in an array. Assumes the given separator.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/parser/CsvParser.java#L531-L576
train
h2oai/h2o-2
src/main/java/water/api/Models.java
Models.summarizeAndEnhanceModel
protected static void summarizeAndEnhanceModel(ModelSummary summary, Model model, boolean find_compatible_frames, Map<String, Frame> all_frames, Map<String, Set<String>> all_frames_cols) { if (model instanceof GLMModel) { summarizeGLMModel(summary, (GLMModel) model); } else if (model instanceof DRF.DRFMod...
java
protected static void summarizeAndEnhanceModel(ModelSummary summary, Model model, boolean find_compatible_frames, Map<String, Frame> all_frames, Map<String, Set<String>> all_frames_cols) { if (model instanceof GLMModel) { summarizeGLMModel(summary, (GLMModel) model); } else if (model instanceof DRF.DRFMod...
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Summarize subclasses of water.Model.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Models.java#L168-L190
train
h2oai/h2o-2
src/main/java/water/api/Models.java
Models.summarizeModelCommonFields
private static void summarizeModelCommonFields(ModelSummary summary, Model model) { String[] names = model._names; summary.warnings = model.warnings; summary.model_algorithm = model.getClass().toString(); // fallback only // model.job() is a local copy; on multinode clusters we need to get from the D...
java
private static void summarizeModelCommonFields(ModelSummary summary, Model model) { String[] names = model._names; summary.warnings = model.warnings; summary.model_algorithm = model.getClass().toString(); // fallback only // model.job() is a local copy; on multinode clusters we need to get from the D...
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Summarize fields which are generic to water.Model.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Models.java#L196-L231
train
h2oai/h2o-2
src/main/java/water/api/Models.java
Models.summarizeGLMModel
private static void summarizeGLMModel(ModelSummary summary, hex.glm.GLMModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "GLM"; JsonObject all_params = (model.get_params()).toJSON(); summary.critical_parameters = whiteli...
java
private static void summarizeGLMModel(ModelSummary summary, hex.glm.GLMModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "GLM"; JsonObject all_params = (model.get_params()).toJSON(); summary.critical_parameters = whiteli...
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Summarize fields which are specific to hex.glm.GLMModel.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Models.java#L244-L254
train
h2oai/h2o-2
src/main/java/water/api/Models.java
Models.summarizeDRFModel
private static void summarizeDRFModel(ModelSummary summary, hex.drf.DRF.DRFModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "BigData RF"; JsonObject all_params = (model.get_params()).toJSON(); summary.critical_parameter...
java
private static void summarizeDRFModel(ModelSummary summary, hex.drf.DRF.DRFModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "BigData RF"; JsonObject all_params = (model.get_params()).toJSON(); summary.critical_parameter...
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Summarize fields which are specific to hex.drf.DRF.DRFModel.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Models.java#L267-L277
train
h2oai/h2o-2
src/main/java/water/api/Models.java
Models.summarizeSpeeDRFModel
private static void summarizeSpeeDRFModel(ModelSummary summary, hex.singlenoderf.SpeeDRFModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "Random Forest"; JsonObject all_params = (model.get_params()).toJSON(); summary.cr...
java
private static void summarizeSpeeDRFModel(ModelSummary summary, hex.singlenoderf.SpeeDRFModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "Random Forest"; JsonObject all_params = (model.get_params()).toJSON(); summary.cr...
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Summarize fields which are specific to hex.drf.DRF.SpeeDRFModel.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Models.java#L289-L299
train
h2oai/h2o-2
src/main/java/water/api/Models.java
Models.summarizeDeepLearningModel
private static void summarizeDeepLearningModel(ModelSummary summary, hex.deeplearning.DeepLearningModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "DeepLearning"; JsonObject all_params = (model.get_params()).toJSON(); s...
java
private static void summarizeDeepLearningModel(ModelSummary summary, hex.deeplearning.DeepLearningModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "DeepLearning"; JsonObject all_params = (model.get_params()).toJSON(); s...
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Summarize fields which are specific to hex.deeplearning.DeepLearningModel.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Models.java#L311-L321
train
h2oai/h2o-2
src/main/java/water/api/Models.java
Models.summarizeGBMModel
private static void summarizeGBMModel(ModelSummary summary, hex.gbm.GBM.GBMModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "GBM"; JsonObject all_params = (model.get_params()).toJSON(); summary.critical_parameters = whi...
java
private static void summarizeGBMModel(ModelSummary summary, hex.gbm.GBM.GBMModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "GBM"; JsonObject all_params = (model.get_params()).toJSON(); summary.critical_parameters = whi...
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Summarize fields which are specific to hex.gbm.GBM.GBMModel.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Models.java#L333-L343
train
h2oai/h2o-2
src/main/java/water/api/Models.java
Models.summarizeNBModel
private static void summarizeNBModel(ModelSummary summary, hex.nb.NBModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "Naive Bayes"; JsonObject all_params = (model.get_params()).toJSON(); summary.critical_parameters = wh...
java
private static void summarizeNBModel(ModelSummary summary, hex.nb.NBModel model) { // add generic fields such as column names summarizeModelCommonFields(summary, model); summary.model_algorithm = "Naive Bayes"; JsonObject all_params = (model.get_params()).toJSON(); summary.critical_parameters = wh...
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Summarize fields which are specific to hex.nb.NBModel.
[ "Summarize", "fields", "which", "are", "specific", "to", "hex", ".", "nb", ".", "NBModel", "." ]
be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Models.java#L355-L365
train
h2oai/h2o-2
src/main/java/water/api/Models.java
Models.fetchAll
protected Map<String, Model> fetchAll() { return H2O.KeySnapshot.globalSnapshot().fetchAll(water.Model.class); }
java
protected Map<String, Model> fetchAll() { return H2O.KeySnapshot.globalSnapshot().fetchAll(water.Model.class); }
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Fetch all Models from the KV store.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Models.java#L370-L372
train
h2oai/h2o-2
src/main/java/water/api/Models.java
Models.serveOneOrAll
private Response serveOneOrAll(Map<String, Model> modelsMap) { // returns empty sets if !this.find_compatible_frames Pair<Map<String, Frame>, Map<String, Set<String>>> frames_info = fetchFrames(); Map<String, Frame> all_frames = frames_info.getFirst(); Map<String, Set<String>> all_frames_cols = frames_i...
java
private Response serveOneOrAll(Map<String, Model> modelsMap) { // returns empty sets if !this.find_compatible_frames Pair<Map<String, Frame>, Map<String, Set<String>>> frames_info = fetchFrames(); Map<String, Frame> all_frames = frames_info.getFirst(); Map<String, Set<String>> all_frames_cols = frames_i...
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Fetch all the Models from the KV store, sumamrize and enhance them, and return a map of them.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/api/Models.java#L386-L415
train
h2oai/h2o-2
src/main/java/water/fvec/ParseDataset2.java
ParseProgress.make
static ParseProgress make( Key[] fkeys ) { long total = 0; for( Key fkey : fkeys ) total += getVec(fkey).length(); return new ParseProgress(0,total); }
java
static ParseProgress make( Key[] fkeys ) { long total = 0; for( Key fkey : fkeys ) total += getVec(fkey).length(); return new ParseProgress(0,total); }
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Total number of steps is equal to total bytecount across files
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/fvec/ParseDataset2.java#L159-L164
train
h2oai/h2o-2
src/main/java/water/score/ScoreModel.java
ScoreModel.xml2jname
protected static String xml2jname( String xml ) { // Convert pname to a valid java name StringBuilder nn = new StringBuilder(); char[] cs = xml.toCharArray(); if( !Character.isJavaIdentifierStart(cs[0]) ) nn.append('X'); for( char c : cs ) { if( !Character.isJavaIdentifierPart(c) ) { ...
java
protected static String xml2jname( String xml ) { // Convert pname to a valid java name StringBuilder nn = new StringBuilder(); char[] cs = xml.toCharArray(); if( !Character.isJavaIdentifierStart(cs[0]) ) nn.append('X'); for( char c : cs ) { if( !Character.isJavaIdentifierPart(c) ) { ...
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Convert an XML name to a java name
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/score/ScoreModel.java#L22-L37
train
h2oai/h2o-2
src/main/java/water/score/ScoreModel.java
ScoreModel.uniqueClassName
protected static String uniqueClassName(String name) { // Make a unique class name String cname = xml2jname(name); if( CLASS_NAMES.contains(cname) ) { int i=0; while( CLASS_NAMES.contains(cname+i) ) i++; cname = cname+i; } CLASS_NAMES.add(cname); return cname; }
java
protected static String uniqueClassName(String name) { // Make a unique class name String cname = xml2jname(name); if( CLASS_NAMES.contains(cname) ) { int i=0; while( CLASS_NAMES.contains(cname+i) ) i++; cname = cname+i; } CLASS_NAMES.add(cname); return cname; }
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Make a unique class name for jit'd subclasses of ScoreModel
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/score/ScoreModel.java#L44-L54
train
h2oai/h2o-2
src/main/java/water/score/ScoreModel.java
ScoreModel.columnMapping
public int[] columnMapping( String[] features ) { int[] map = new int[_colNames.length]; for( int i=0; i<_colNames.length; i++ ) { map[i] = -1; // Assume it is missing for( int j=0; j<features.length; j++ ) { if( _colNames[i].equals(features[j]) ) { if( map[i] != -1 ) ...
java
public int[] columnMapping( String[] features ) { int[] map = new int[_colNames.length]; for( int i=0; i<_colNames.length; i++ ) { map[i] = -1; // Assume it is missing for( int j=0; j<features.length; j++ ) { if( _colNames[i].equals(features[j]) ) { if( map[i] != -1 ) ...
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needs, then this map will contain a -1 for the missing feature index.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/score/ScoreModel.java#L61-L74
train
h2oai/h2o-2
src/main/java/water/Value.java
Value.setHdfs
public void setHdfs() { assert onICE(); byte[] mem = memOrLoad(); // Get into stable memory _persist = Value.HDFS|Value.NOTdsk; Persist.I[Value.HDFS].store(this); removeIce(); // Remove from ICE disk assert onHDFS(); // Flip to HDFS _mem = mem; // Close a race with the H2O...
java
public void setHdfs() { assert onICE(); byte[] mem = memOrLoad(); // Get into stable memory _persist = Value.HDFS|Value.NOTdsk; Persist.I[Value.HDFS].store(this); removeIce(); // Remove from ICE disk assert onHDFS(); // Flip to HDFS _mem = mem; // Close a race with the H2O...
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Set persistence to HDFS from ICE
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Value.java#L211-L219
train
h2oai/h2o-2
src/main/java/water/Value.java
Value.openStream
public InputStream openStream(ProgressMonitor p) throws IOException { if(onNFS() ) return PersistNFS .openStream(_key ); if(onHDFS()) return PersistHdfs.openStream(_key,p); if(onS3() ) return PersistS3 .openStream(_key,p); if(onTachyon()) return PersistTachyon.openStream(_key,p); if( isFrame() ) ...
java
public InputStream openStream(ProgressMonitor p) throws IOException { if(onNFS() ) return PersistNFS .openStream(_key ); if(onHDFS()) return PersistHdfs.openStream(_key,p); if(onS3() ) return PersistS3 .openStream(_key,p); if(onTachyon()) return PersistTachyon.openStream(_key,p); if( isFrame() ) ...
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Creates a Stream for reading bytes
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Value.java#L281-L289
train
h2oai/h2o-2
src/main/java/water/Value.java
Value.lowerActiveGetCount
void lowerActiveGetCount( H2ONode h2o ) { assert _key.home(); // Only the HOME node for a key tracks replicas assert h2o != H2O.SELF;// Do not track self as a replica while( true ) { // Repeat, in case racing GETs are bumping the counter int old = _rwlock.get(); // Read the lock-word a...
java
void lowerActiveGetCount( H2ONode h2o ) { assert _key.home(); // Only the HOME node for a key tracks replicas assert h2o != H2O.SELF;// Do not track self as a replica while( true ) { // Repeat, in case racing GETs are bumping the counter int old = _rwlock.get(); // Read the lock-word a...
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Atomically lower active GET count
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Value.java#L502-L516
train
h2oai/h2o-2
src/main/java/water/Value.java
Value.startRemotePut
void startRemotePut() { assert !_key.home(); int x = 0; // assert I am waiting on threads with higher priority? while( (x=_rwlock.get()) != -1 ) // Spin until rwlock==-1 if( x == 1 || RW_CAS(0,1,"remote_need_notify") ) try { ForkJoinPool.managedBlock(this); } catch( InterruptedException e ...
java
void startRemotePut() { assert !_key.home(); int x = 0; // assert I am waiting on threads with higher priority? while( (x=_rwlock.get()) != -1 ) // Spin until rwlock==-1 if( x == 1 || RW_CAS(0,1,"remote_need_notify") ) try { ForkJoinPool.managedBlock(this); } catch( InterruptedException e ...
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Block this thread until all prior remote PUTs complete - to force remote-PUT ordering on the home node.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/Value.java#L564-L571
train
h2oai/h2o-2
src/main/java/water/util/RString.java
RString.clear
public void clear() { for( Placeholder p : _placeholders.values() ) { p.start.removeTill(p.end); } }
java
public void clear() { for( Placeholder p : _placeholders.values() ) { p.start.removeTill(p.end); } }
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they can be used again.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/util/RString.java#L273-L277
train
h2oai/h2o-2
src/main/java/water/util/RString.java
RString.replace
public void replace(String what, Object with) { if (what.charAt(0)=='$') throw new RuntimeException("$ is now control char that denotes URL encoding!"); for (Placeholder p : _placeholders.get(what)) p.end.insertAndAdvance(with.toString()); for (Placeholder p : _placeholders.get("$"+what)) ...
java
public void replace(String what, Object with) { if (what.charAt(0)=='$') throw new RuntimeException("$ is now control char that denotes URL encoding!"); for (Placeholder p : _placeholders.get(what)) p.end.insertAndAdvance(with.toString()); for (Placeholder p : _placeholders.get("$"+what)) ...
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another in order.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/util/RString.java#L304-L316
train
h2oai/h2o-2
src/main/java/water/util/RString.java
RString.restartGroup
public RString restartGroup(String what) { List<Placeholder> all = _placeholders.get(what); assert all.size() == 1; Placeholder result = all.get(0); if( result.group == null ) { throw new NoSuchElementException("Element " + what + " is not a group."); } result.group.clear(); return re...
java
public RString restartGroup(String what) { List<Placeholder> all = _placeholders.get(what); assert all.size() == 1; Placeholder result = all.get(0); if( result.group == null ) { throw new NoSuchElementException("Element " + what + " is not a group."); } result.group.clear(); return re...
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can be filled again.
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be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1
https://github.com/h2oai/h2o-2/blob/be350f3f2c2fb6f135cc07c41f83fd0e4f521ac1/src/main/java/water/util/RString.java#L320-L330
train
belaban/JGroups
src/org/jgroups/protocols/AUTH.java
AUTH.handleAuthHeader
protected boolean handleAuthHeader(GMS.GmsHeader gms_hdr, AuthHeader auth_hdr, Message msg) { if(needsAuthentication(gms_hdr)) { if(this.auth_token.authenticate(auth_hdr.getToken(), msg)) return true; // authentication passed, send message up the stack else { ...
java
protected boolean handleAuthHeader(GMS.GmsHeader gms_hdr, AuthHeader auth_hdr, Message msg) { if(needsAuthentication(gms_hdr)) { if(this.auth_token.authenticate(auth_hdr.getToken(), msg)) return true; // authentication passed, send message up the stack else { ...
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Handles a GMS header @param gms_hdr @param msg @return true if the message should be passed up, or else false
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/protocols/AUTH.java#L214-L227
train
belaban/JGroups
src/org/jgroups/util/TimeScheduler3.java
TimeScheduler3.stop
public synchronized void stop() { Thread tmp=runner; runner=null; if(tmp != null) { tmp.interrupt(); try {tmp.join(500);} catch(InterruptedException e) {} } // we may need to do multiple iterations as the iterator works on a copy and tasks might have been...
java
public synchronized void stop() { Thread tmp=runner; runner=null; if(tmp != null) { tmp.interrupt(); try {tmp.join(500);} catch(InterruptedException e) {} } // we may need to do multiple iterations as the iterator works on a copy and tasks might have been...
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Stops the timer, cancelling all tasks
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/util/TimeScheduler3.java#L158-L190
train
belaban/JGroups
src/org/jgroups/blocks/cs/NioBaseServer.java
NioBaseServer.printBuffers
@ManagedOperation(description="Prints the send and receive buffers") public String printBuffers() { StringBuilder sb=new StringBuilder("\n"); synchronized(this) { for(Map.Entry<Address,Connection> entry: conns.entrySet()) { NioConnection val=(NioConnection)entry.getValue(...
java
@ManagedOperation(description="Prints the send and receive buffers") public String printBuffers() { StringBuilder sb=new StringBuilder("\n"); synchronized(this) { for(Map.Entry<Address,Connection> entry: conns.entrySet()) { NioConnection val=(NioConnection)entry.getValue(...
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Prints send and receive buffers for all connections
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/blocks/cs/NioBaseServer.java#L76-L87
train
belaban/JGroups
src/org/jgroups/util/RingBufferSeqno.java
RingBufferSeqno.stable
public void stable(long seqno) { lock.lock(); try { if(seqno <= low) return; if(seqno > hd) throw new IllegalArgumentException("seqno " + seqno + " cannot be bigger than hd (" + hd + ")"); int from=index(low+1), length=(int)(seqno - lo...
java
public void stable(long seqno) { lock.lock(); try { if(seqno <= low) return; if(seqno > hd) throw new IllegalArgumentException("seqno " + seqno + " cannot be bigger than hd (" + hd + ")"); int from=index(low+1), length=(int)(seqno - lo...
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Nulls elements between low and seqno and forwards low
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/util/RingBufferSeqno.java#L278-L301
train
belaban/JGroups
src/org/jgroups/demos/wb/GraphPanel.java
GraphPanel.adjustNodes
public void adjustNodes(java.util.List<Address> v) { Node n; boolean removed=false; synchronized(nodes) { for(int i=0; i < nodes.size(); i++) { n=nodes.get(i); if(!v.contains(n.addr)) { System.out.println("adjustNodes(): node " + n...
java
public void adjustNodes(java.util.List<Address> v) { Node n; boolean removed=false; synchronized(nodes) { for(int i=0; i < nodes.size(); i++) { n=nodes.get(i); if(!v.contains(n.addr)) { System.out.println("adjustNodes(): node " + n...
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Removes nodes that are not in the view
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/demos/wb/GraphPanel.java#L113-L129
train
belaban/JGroups
src/org/jgroups/demos/Chat.java
Chat.start
public void start(JChannel ch) throws Exception { channel=ch; channel.setReceiver(this); channel.connect("ChatCluster"); eventLoop(); channel.close(); }
java
public void start(JChannel ch) throws Exception { channel=ch; channel.setReceiver(this); channel.connect("ChatCluster"); eventLoop(); channel.close(); }
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/demos/Chat.java#L24-L30
train
belaban/JGroups
src/org/jgroups/util/ResponseCollector.java
ResponseCollector.waitForAllResponses
public boolean waitForAllResponses(long timeout) { if(timeout <= 0) timeout=2000L; return cond.waitFor(this::hasAllResponses, timeout, TimeUnit.MILLISECONDS); }
java
public boolean waitForAllResponses(long timeout) { if(timeout <= 0) timeout=2000L; return cond.waitFor(this::hasAllResponses, timeout, TimeUnit.MILLISECONDS); }
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Waits until all responses have been received, or until a timeout has elapsed. @param timeout Number of milliseconds to wait max. This value needs to be greater than 0, or else it will be adjusted to 2000 @return boolean True if all responses have been received within timeout ms, else false (e.g. if interrupted)
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/util/ResponseCollector.java#L160-L164
train
belaban/JGroups
src/org/jgroups/util/ForwardQueue.java
ForwardQueue.deliveryTableSize
public int deliveryTableSize() { int retval=0; for(BoundedHashMap<Long,Long> val: delivery_table.values()) retval+=val.size(); return retval; }
java
public int deliveryTableSize() { int retval=0; for(BoundedHashMap<Long,Long> val: delivery_table.values()) retval+=val.size(); return retval; }
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Total size of all queues of the delivery table
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/util/ForwardQueue.java#L81-L86
train
belaban/JGroups
src/org/jgroups/util/ForwardQueue.java
ForwardQueue.canDeliver
protected boolean canDeliver(Address sender, long seqno) { BoundedHashMap<Long,Long> seqno_set=delivery_table.get(sender); if(seqno_set == null) { seqno_set=new BoundedHashMap<>(delivery_table_max_size); BoundedHashMap<Long,Long> existing=delivery_table.put(sender,seqno_set); ...
java
protected boolean canDeliver(Address sender, long seqno) { BoundedHashMap<Long,Long> seqno_set=delivery_table.get(sender); if(seqno_set == null) { seqno_set=new BoundedHashMap<>(delivery_table_max_size); BoundedHashMap<Long,Long> existing=delivery_table.put(sender,seqno_set); ...
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Checks if seqno has already been received from sender. This weeds out duplicates. Note that this method is never called concurrently for the same sender.
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/util/ForwardQueue.java#L236-L245
train
belaban/JGroups
src/org/jgroups/auth/Krb5TokenUtils.java
Krb5TokenUtils.generateSecuritySubject
public static Subject generateSecuritySubject(String jassLoginConfig, String username, String password) throws LoginException { LoginContext loginCtx = null; try { // "Client" references the JAAS configuration in the jaas.conf file. loginCtx = new LoginContext...
java
public static Subject generateSecuritySubject(String jassLoginConfig, String username, String password) throws LoginException { LoginContext loginCtx = null; try { // "Client" references the JAAS configuration in the jaas.conf file. loginCtx = new LoginContext...
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Authenticate against the KDC using JAAS.
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/auth/Krb5TokenUtils.java#L42-L60
train
belaban/JGroups
src/org/jgroups/auth/Krb5TokenUtils.java
Krb5TokenUtils.initiateSecurityContext
public static byte[] initiateSecurityContext(Subject subject, String servicePrincipalName) throws GSSException { GSSManager manager = GSSManager.getInstance(); GSSName serverName = manager.createName(servicePrincipalName, GSSName.NT_HOSTBASED_SERVICE); final GSSContext context = manager.c...
java
public static byte[] initiateSecurityContext(Subject subject, String servicePrincipalName) throws GSSException { GSSManager manager = GSSManager.getInstance(); GSSName serverName = manager.createName(servicePrincipalName, GSSName.NT_HOSTBASED_SERVICE); final GSSContext context = manager.c...
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Generate the service ticket that will be passed to the cluster master for authentication
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/auth/Krb5TokenUtils.java#L63-L84
train
belaban/JGroups
src/org/jgroups/auth/Krb5TokenUtils.java
Krb5TokenUtils.validateSecurityContext
public static String validateSecurityContext(Subject subject, final byte[] serviceTicket) throws GSSException { // Accept the context and return the client principal name. return Subject.doAs(subject, (PrivilegedAction<String>)() -> { try { // Identify the server that commun...
java
public static String validateSecurityContext(Subject subject, final byte[] serviceTicket) throws GSSException { // Accept the context and return the client principal name. return Subject.doAs(subject, (PrivilegedAction<String>)() -> { try { // Identify the server that commun...
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Validate the service ticket by extracting the client principal name
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/auth/Krb5TokenUtils.java#L87-L103
train
belaban/JGroups
src/org/jgroups/ViewId.java
ViewId.compareTo
public int compareTo(ViewId other) { return id > other.id ? 1 : id < other.id ? -1 : creator.compareTo(other.creator); }
java
public int compareTo(ViewId other) { return id > other.id ? 1 : id < other.id ? -1 : creator.compareTo(other.creator); }
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Establishes an order between 2 ViewIds. The comparison is done on the IDs, if they are equal, we use the creator. @return 0 for equality, value less than 0 if smaller, greater than 0 if greater.
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/ViewId.java#L86-L88
train
belaban/JGroups
src/org/jgroups/protocols/pbcast/ViewHandler.java
ViewHandler.processing
public <T extends ViewHandler<R>> T processing(boolean flag) { lock.lock(); try { setProcessing(flag); return (T)this; } finally { lock.unlock(); } }
java
public <T extends ViewHandler<R>> T processing(boolean flag) { lock.lock(); try { setProcessing(flag); return (T)this; } finally { lock.unlock(); } }
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To be used by testing only!
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/protocols/pbcast/ViewHandler.java#L139-L148
train
belaban/JGroups
src/org/jgroups/protocols/pbcast/ViewHandler.java
ViewHandler.process
protected void process(Collection<R> requests) { for(;;) { while(!requests.isEmpty()) { removeAndProcess(requests); // remove matching requests and process them } lock.lock(); try { if(requests.isEmpty()) { setPr...
java
protected void process(Collection<R> requests) { for(;;) { while(!requests.isEmpty()) { removeAndProcess(requests); // remove matching requests and process them } lock.lock(); try { if(requests.isEmpty()) { setPr...
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We're guaranteed that only one thread will be called with this method at any time
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/protocols/pbcast/ViewHandler.java#L241-L257
train
belaban/JGroups
src/org/jgroups/util/Promise.java
Promise.setResult
public void setResult(T obj) { lock.lock(); try { result=obj; hasResult=true; cond.signal(true); } finally { lock.unlock(); } }
java
public void setResult(T obj) { lock.lock(); try { result=obj; hasResult=true; cond.signal(true); } finally { lock.unlock(); } }
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Sets the result and notifies any threads waiting for it
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/util/Promise.java#L96-L106
train
belaban/JGroups
src/org/jgroups/util/Promise.java
Promise._getResultWithTimeout
protected T _getResultWithTimeout(final long timeout) throws TimeoutException { if(timeout <= 0) cond.waitFor(this::hasResult); else if(!cond.waitFor(this::hasResult, timeout, TimeUnit.MILLISECONDS)) throw new TimeoutException(); return result; }
java
protected T _getResultWithTimeout(final long timeout) throws TimeoutException { if(timeout <= 0) cond.waitFor(this::hasResult); else if(!cond.waitFor(this::hasResult, timeout, TimeUnit.MILLISECONDS)) throw new TimeoutException(); return result; }
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Blocks until a result is available, or timeout milliseconds have elapsed. Needs to be called with lock held @param timeout in ms @return An object @throws TimeoutException If a timeout occurred (implies that timeout > 0)
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/util/Promise.java#L143-L149
train
belaban/JGroups
src/org/jgroups/protocols/pbcast/ServerGmsImpl.java
ServerGmsImpl.handleViewChange
public void handleViewChange(View view, Digest digest) { if(gms.isLeaving() && !view.containsMember(gms.local_addr)) return; View prev_view=gms.view(); gms.installView(view, digest); Address prev_coord=prev_view != null? prev_view.getCoord() : null, curr_coord=view.getCoord()...
java
public void handleViewChange(View view, Digest digest) { if(gms.isLeaving() && !view.containsMember(gms.local_addr)) return; View prev_view=gms.view(); gms.installView(view, digest); Address prev_coord=prev_view != null? prev_view.getCoord() : null, curr_coord=view.getCoord()...
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Called by the GMS when a VIEW is received. @param view The view to be installed @param digest If view is a MergeView, the digest contains the seqnos of all members and has to be set by GMS
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bd3ca786aa57fed41dfbc10a94b1281e388be03b
https://github.com/belaban/JGroups/blob/bd3ca786aa57fed41dfbc10a94b1281e388be03b/src/org/jgroups/protocols/pbcast/ServerGmsImpl.java#L63-L71
train