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The following commit(s) were added to refs/heads/master by this push:
     new 7fb86b9  [SYSTEMDS-2546,2547] Fix Federated rbind/cbind
7fb86b9 is described below

commit 7fb86b9e403f9031c3dad094daaa5c411a139aac
Author: Kevin Innerebner <[email protected]>
AuthorDate: Tue Sep 22 17:06:40 2020 +0200

    [SYSTEMDS-2546,2547] Fix Federated rbind/cbind
    
    Adds FederatedLocalData so that we can use local data without the
    necessity to send it to a worker. This allows reusing a lot of code, but
    might lead to overhead. Other options to handle this scenario exist.
    
    - Adds support for local data rbind and cbind.
    - Fix federated rbind/cbind with support for local data
    - Adds `FederatedLocalData` so that we can use local data without the
      necessity to send it to a worker. This allows reusing a lot of code,
      but might lead to overhead.
    - Add return comment to `FederatedData.copyWithNewID()`
    - Ignore failing privacy transfer tests
    
    Closing #1062
---
 .../controlprogram/federated/FederatedData.java    | 25 +++---
 .../federated/FederatedLocalData.java              | 59 +++++++++++++
 .../federated/FederatedWorkerHandler.java          | 14 ++--
 .../controlprogram/federated/FederationMap.java    | 37 +++++---
 .../controlprogram/federated/FederationUtils.java  | 12 +++
 .../runtime/instructions/InstructionUtils.java     | 20 +++++
 .../instructions/fed/AppendFEDInstruction.java     | 98 ++++++++++++----------
 .../instructions/fed/FEDInstructionUtils.java      | 23 ++++-
 .../federated/primitives/FederatedRCBindTest.java  | 28 +++++--
 .../privacy/FederatedWorkerHandlerTest.java        |  6 +-
 .../functions/federated/FederatedRCBindTest.dml    | 24 ++++--
 .../federated/FederatedRCBindTestReference.dml     | 17 ++--
 12 files changed, 268 insertions(+), 95 deletions(-)

diff --git 
a/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederatedData.java
 
b/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederatedData.java
index 8a3fbd2..4a8387f 100644
--- 
a/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederatedData.java
+++ 
b/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederatedData.java
@@ -63,20 +63,10 @@ public class FederatedData {
                _dataType = dataType;
                _address = address;
                _filepath = filepath;
-               if( _address != null )
+               if(_address != null)
                        _allFedSites.add(_address);
        }
-       
-       /**
-        * Make a copy of the <code>FederatedData</code> metadata, but use 
another varID (refer to another object on worker)
-        * @param other the <code>FederatedData</code> of which we want to copy 
the worker information from
-        * @param varID the varID of the variable we refer to
-        */
-       public FederatedData(FederatedData other, long varID) {
-               this(other._dataType, other._address, other._filepath);
-               _varID = varID;
-       }
-       
+
        public InetSocketAddress getAddress() {
                return _address;
        }
@@ -102,6 +92,17 @@ public class FederatedData {
                        && _address.equals(that._address);
        }
        
+       /**
+        * Make a copy of the <code>FederatedData</code> metadata, but use 
another varID (refer to another object on worker)
+        * @param varID the varID of the variable we refer to
+        * @return new <code>FederatedData</code> with different varID set
+        */
+       public FederatedData copyWithNewID(long varID) {
+               FederatedData copy = new FederatedData(_dataType, _address, 
_filepath);
+               copy.setVarID(varID);
+               return copy;
+       }
+       
        public synchronized Future<FederatedResponse> initFederatedData(long 
id) {
                if(isInitialized())
                        throw new DMLRuntimeException("Tried to init already 
initialized data");
diff --git 
a/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederatedLocalData.java
 
b/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederatedLocalData.java
new file mode 100644
index 0000000..1589dc3
--- /dev/null
+++ 
b/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederatedLocalData.java
@@ -0,0 +1,59 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.sysds.runtime.controlprogram.federated;
+
+import java.util.concurrent.CompletableFuture;
+import java.util.concurrent.Future;
+
+import org.apache.log4j.Logger;
+import org.apache.sysds.runtime.controlprogram.caching.CacheableData;
+
+public class FederatedLocalData extends FederatedData {
+       protected final static Logger log = 
Logger.getLogger(FederatedWorkerHandler.class);
+
+       private static final ExecutionContextMap ecm = new 
ExecutionContextMap();
+       private static final FederatedWorkerHandler fwh = new 
FederatedWorkerHandler(ecm);
+
+       private final CacheableData<?> _data;
+
+       public FederatedLocalData(long id, CacheableData<?> data) {
+               super(data.getDataType(), null, data.getFileName());
+               _data = data;
+               synchronized(ecm) {
+                       ecm.get(-1).setVariable(Long.toString(id), _data);
+               }
+               setVarID(id);
+       }
+
+       @Override
+       boolean equalAddress(FederatedData that) {
+               return that.getClass().equals(this.getClass());
+       }
+
+       @Override
+       public FederatedData copyWithNewID(long varID) {
+               return new FederatedLocalData(varID, _data);
+       }
+
+       @Override
+       public synchronized Future<FederatedResponse> 
executeFederatedOperation(FederatedRequest... request) {
+               return 
CompletableFuture.completedFuture(fwh.createResponse(request));
+       }
+}
diff --git 
a/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederatedWorkerHandler.java
 
b/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederatedWorkerHandler.java
index 323248e..6764f12 100644
--- 
a/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederatedWorkerHandler.java
+++ 
b/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederatedWorkerHandler.java
@@ -76,6 +76,10 @@ public class FederatedWorkerHandler extends 
ChannelInboundHandlerAdapter {
 
        @Override
        public void channelRead(ChannelHandlerContext ctx, Object msg) {
+               ctx.writeAndFlush(createResponse(msg)).addListener(new 
CloseListener());
+       }
+
+       public FederatedResponse createResponse(Object msg) {
                if( log.isDebugEnabled() ){
                        log.debug("Received: " + 
msg.getClass().getSimpleName());
                }
@@ -94,7 +98,7 @@ public class FederatedWorkerHandler extends 
ChannelInboundHandlerAdapter {
                        }
                        PrivacyMonitor.setCheckPrivacy(request.checkPrivacy());
                        PrivacyMonitor.clearCheckedConstraints();
-       
+                       
                        //execute command and handle privacy constraints
                        FederatedResponse tmp = executeCommand(request);
                        conditionalAddCheckedConstraints(request, tmp);
@@ -102,9 +106,9 @@ public class FederatedWorkerHandler extends 
ChannelInboundHandlerAdapter {
                        //select the response for the entire batch of requests
                        if (!tmp.isSuccessful()) {
                                log.error("Command " + request.getType() + " 
failed: "
-                                       + tmp.getErrorMessage() + "full 
command: \n" + request.toString());
+                                               + tmp.getErrorMessage() + "full 
command: \n" + request.toString());
                                response = (response == null || 
response.isSuccessful())
-                                       ? tmp : response; //return first error
+                                               ? tmp : response; //return 
first error
                        }
                        else if( request.getType() == RequestType.GET_VAR ) {
                                if( response != null && response.isSuccessful() 
)
@@ -114,13 +118,13 @@ public class FederatedWorkerHandler extends 
ChannelInboundHandlerAdapter {
                        else if( response == null && i == requests.length-1 ) {
                                response = tmp; //return last
                        }
-
+                       
                        if (DMLScript.STATISTICS && request.getType() == 
RequestType.CLEAR && Statistics.allowWorkerStatistics){
                                System.out.println("Federated Worker " + 
Statistics.display());
                                Statistics.reset();
                        }
                }
-               ctx.writeAndFlush(response).addListener(new CloseListener());
+               return response;
        }
 
        private static void conditionalAddCheckedConstraints(FederatedRequest 
request, FederatedResponse response){
diff --git 
a/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederationMap.java
 
b/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederationMap.java
index 7d537c9..6d2e7c1 100644
--- 
a/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederationMap.java
+++ 
b/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederationMap.java
@@ -194,6 +194,25 @@ public class FederationMap
                return ret;
        }
        
+       public FederationMap identCopy(long tid, long id) {
+               Future<FederatedResponse>[] copyInstr = execute(tid,
+                       new FederatedRequest(RequestType.EXEC_INST, _ID,
+                               
VariableCPInstruction.prepareCopyInstruction(Long.toString(_ID), 
Long.toString(id)).toString()));
+               for(Future<FederatedResponse> future : copyInstr) {
+                       try {
+                               FederatedResponse response = future.get();
+                               if(!response.isSuccessful())
+                                       response.throwExceptionFromResponse();
+                       }
+                       catch(Exception e) {
+                               throw new DMLRuntimeException(e);
+                       }
+               }
+               FederationMap copyFederationMap = copyWithNewID(id);
+               copyFederationMap._type = _type;
+               return copyFederationMap;
+       }
+       
        public FederationMap copyWithNewID() {
                return copyWithNewID(FederationUtils.getNextFedDataID());
        }
@@ -202,7 +221,7 @@ public class FederationMap
                Map<FederatedRange, FederatedData> map = new TreeMap<>();
                //TODO handling of file path, but no danger as never written
                for( Entry<FederatedRange, FederatedData> e : 
_fedMap.entrySet() )
-                       map.put(new FederatedRange(e.getKey()), new 
FederatedData(e.getValue(), id));
+                       map.put(new FederatedRange(e.getKey()), 
e.getValue().copyWithNewID(id));
                return new FederationMap(id, map, _type);
        }
        
@@ -210,26 +229,22 @@ public class FederationMap
                Map<FederatedRange, FederatedData> map = new TreeMap<>();
                //TODO handling of file path, but no danger as never written
                for( Entry<FederatedRange, FederatedData> e : 
_fedMap.entrySet() )
-                       map.put(new FederatedRange(e.getKey(), clen), new 
FederatedData(e.getValue(), id));
+                       map.put(new FederatedRange(e.getKey(), clen), 
e.getValue().copyWithNewID(id));
                return new FederationMap(id, map);
        }
 
-       public FederationMap rbind(long offset, FederationMap that) {
-               for( Entry<FederatedRange, FederatedData> e : 
that._fedMap.entrySet() ) {
-                       _fedMap.put(
-                               new FederatedRange(e.getKey()).shift(offset, 0),
-                               new FederatedData(e.getValue(), _ID));
+       public FederationMap bind(long rOffset, long cOffset, FederationMap 
that) {
+               for(Entry<FederatedRange, FederatedData> e : 
that._fedMap.entrySet()) {
+                       _fedMap.put(new 
FederatedRange(e.getKey()).shift(rOffset, cOffset), 
e.getValue().copyWithNewID(_ID));
                }
                return this;
        }
-       
+
        public FederationMap transpose() {
                Map<FederatedRange, FederatedData> tmp = new TreeMap<>(_fedMap);
                _fedMap.clear();
                for( Entry<FederatedRange, FederatedData> e : tmp.entrySet() ) {
-                       _fedMap.put(
-                               new FederatedRange(e.getKey()).transpose(),
-                               new FederatedData(e.getValue(), _ID));
+                       _fedMap.put(new FederatedRange(e.getKey()).transpose(), 
e.getValue().copyWithNewID(_ID));
                }
                //derive output type
                switch(_type) {
diff --git 
a/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederationUtils.java
 
b/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederationUtils.java
index bdec97f..0872c59 100644
--- 
a/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederationUtils.java
+++ 
b/src/main/java/org/apache/sysds/runtime/controlprogram/federated/FederationUtils.java
@@ -20,13 +20,16 @@
 package org.apache.sysds.runtime.controlprogram.federated;
 
 import java.util.Arrays;
+import java.util.HashMap;
 import java.util.List;
+import java.util.Map;
 import java.util.concurrent.Future;
 
 import org.apache.log4j.Logger;
 import org.apache.sysds.common.Types.ExecType;
 import org.apache.sysds.lops.Lop;
 import org.apache.sysds.runtime.DMLRuntimeException;
+import org.apache.sysds.runtime.controlprogram.caching.CacheableData;
 import 
org.apache.sysds.runtime.controlprogram.federated.FederatedRequest.RequestType;
 import org.apache.sysds.runtime.controlprogram.parfor.util.IDSequence;
 import org.apache.sysds.runtime.functionobjects.Builtin;
@@ -206,4 +209,13 @@ public class FederationUtils {
                        throw new DMLRuntimeException(ex);
                }
        }
+
+       public static FederationMap federateLocalData(CacheableData<?> data) {
+               long id = FederationUtils.getNextFedDataID();
+               FederatedLocalData federatedLocalData = new 
FederatedLocalData(id, data);
+               Map<FederatedRange, FederatedData> fedMap = new HashMap<>();
+               fedMap.put(new FederatedRange(new long[2], new long[] 
{data.getNumRows(), data.getNumColumns()}),
+                       federatedLocalData);
+               return new FederationMap(id, fedMap);
+       }
 }
diff --git 
a/src/main/java/org/apache/sysds/runtime/instructions/InstructionUtils.java 
b/src/main/java/org/apache/sysds/runtime/instructions/InstructionUtils.java
index 904f46d..a92f4dd 100644
--- a/src/main/java/org/apache/sysds/runtime/instructions/InstructionUtils.java
+++ b/src/main/java/org/apache/sysds/runtime/instructions/InstructionUtils.java
@@ -19,6 +19,7 @@
 
 package org.apache.sysds.runtime.instructions;
 
+import java.util.Arrays;
 import java.util.StringTokenizer;
 
 import org.apache.sysds.common.Types;
@@ -140,6 +141,25 @@ public class InstructionUtils
                return numFields; 
        }
 
+       public static int checkNumFields( String[] parts, int... expected ) {
+               int numParts = parts.length;
+               int numFields = numParts - 1; //account for opcode
+               
+               if (Arrays.stream(expected).noneMatch((i) -> numFields == i)) {
+                       StringBuilder sb = new StringBuilder();
+                       sb.append("checkNumFields() -- expected number (");
+                       for (int i = 0; i < expected.length; i++) {
+                               sb.append(expected[i]);
+                               if (i != expected.length - 1)
+                                       sb.append(", ");
+                       }
+                       sb.append(") != is not equal to actual number 
(").append(numFields).append(").");
+                       throw new DMLRuntimeException(sb.toString());
+               }
+               
+               return numFields;
+       }
+
        public static int checkNumFields( String str, int expected1, int 
expected2 ) {
                //note: split required for empty tokens
                int numParts = str.split(Instruction.OPERAND_DELIM).length;
diff --git 
a/src/main/java/org/apache/sysds/runtime/instructions/fed/AppendFEDInstruction.java
 
b/src/main/java/org/apache/sysds/runtime/instructions/fed/AppendFEDInstruction.java
index d17b7b5..ee0d8aa 100644
--- 
a/src/main/java/org/apache/sysds/runtime/instructions/fed/AppendFEDInstruction.java
+++ 
b/src/main/java/org/apache/sysds/runtime/instructions/fed/AppendFEDInstruction.java
@@ -22,8 +22,7 @@ package org.apache.sysds.runtime.instructions.fed;
 import org.apache.sysds.runtime.DMLRuntimeException;
 import org.apache.sysds.runtime.controlprogram.caching.MatrixObject;
 import org.apache.sysds.runtime.controlprogram.context.ExecutionContext;
-import org.apache.sysds.runtime.controlprogram.federated.FederatedRequest;
-import org.apache.sysds.runtime.controlprogram.federated.FederationMap.FType;
+import org.apache.sysds.runtime.controlprogram.federated.FederationMap;
 import org.apache.sysds.runtime.controlprogram.federated.FederationUtils;
 import org.apache.sysds.runtime.functionobjects.OffsetColumnIndex;
 import org.apache.sysds.runtime.instructions.InstructionUtils;
@@ -33,71 +32,80 @@ import 
org.apache.sysds.runtime.matrix.operators.ReorgOperator;
 import org.apache.sysds.runtime.meta.DataCharacteristics;
 
 public class AppendFEDInstruction extends BinaryFEDInstruction {
-       protected boolean _cbind; //otherwise rbind
-       
-       protected AppendFEDInstruction(Operator op, CPOperand in1, CPOperand 
in2, CPOperand out,
-               boolean cbind, String opcode, String istr) {
+       protected boolean _cbind; // otherwise rbind
+
+       protected AppendFEDInstruction(Operator op, CPOperand in1, CPOperand 
in2, CPOperand out, boolean cbind,
+               String opcode, String istr) {
                super(FEDType.Append, op, in1, in2, out, opcode, istr);
                _cbind = cbind;
        }
-       
+
        public static AppendFEDInstruction parseInstruction(String str) {
                String[] parts = 
InstructionUtils.getInstructionPartsWithValueType(str);
-               InstructionUtils.checkNumFields(parts, 5, 4);
-               
+               InstructionUtils.checkNumFields(parts, 6, 5, 4);
+
                String opcode = parts[0];
                CPOperand in1 = new CPOperand(parts[1]);
                CPOperand in2 = new CPOperand(parts[2]);
                CPOperand out = new CPOperand(parts[parts.length - 2]);
                boolean cbind = Boolean.parseBoolean(parts[parts.length - 1]);
-               
+
                Operator op = new 
ReorgOperator(OffsetColumnIndex.getOffsetColumnIndexFnObject(-1));
                return new AppendFEDInstruction(op, in1, in2, out, cbind, 
opcode, str);
        }
-       
+
        @Override
        public void processInstruction(ExecutionContext ec) {
-               //get inputs
+               // get inputs
                MatrixObject mo1 = ec.getMatrixObject(input1.getName());
                MatrixObject mo2 = ec.getMatrixObject(input2.getName());
                DataCharacteristics dc1 = mo1.getDataCharacteristics();
                DataCharacteristics dc2 = mo1.getDataCharacteristics();
-               
-               //check input dimensions
-               if (_cbind && mo1.getNumRows() != mo2.getNumRows()) {
-                       throw new DMLRuntimeException(
-                               "Append-cbind is not possible for federated 
input matrices " + input1.getName() + " and "
-                               + input2.getName() + " with different number of 
rows: " + mo1.getNumRows() + " vs "
-                               + mo2.getNumRows());
-               }
-               else if (!_cbind && mo1.getNumColumns() != mo2.getNumColumns()) 
{
-                       throw new DMLRuntimeException(
-                               "Append-rbind is not possible for federated 
input matrices " + input1.getName() + " and "
-                               + input2.getName() + " with different number of 
columns: " + mo1.getNumColumns()
-                               + " vs " + mo2.getNumColumns());
+
+               // check input dimensions
+               if(_cbind && mo1.getNumRows() != mo2.getNumRows()) {
+                       StringBuilder sb = new StringBuilder();
+                       sb.append("Append-cbind is not possible for federated 
input matrices ");
+                       sb.append(input1.getName()).append(" and 
").append(input2.getName());
+                       sb.append(" with different number of rows: ");
+                       sb.append(mo1.getNumRows()).append(" vs 
").append(mo2.getNumRows());
+                       throw new DMLRuntimeException(sb.toString());
                }
-               
-               if( mo1.isFederated(FType.ROW) && _cbind ) {
-                       FederatedRequest fr1 = 
mo1.getFedMapping().broadcast(mo2);
-                       FederatedRequest fr2 = 
FederationUtils.callInstruction(instString, output,
-                               new CPOperand[]{input1, input2}, new 
long[]{mo1.getFedMapping().getID(), fr1.getID()});
-                       mo1.getFedMapping().execute(getTID(), true, fr1, fr2);
-                       //derive new fed mapping for output
-                       MatrixObject out = ec.getMatrixObject(output);
-                       out.getDataCharacteristics().set(dc1.getRows(), 
dc1.getCols()+dc2.getCols(),
-                               dc1.getBlocksize(), 
dc1.getNonZeros()+dc2.getNonZeros());
-                       
out.setFedMapping(mo1.getFedMapping().copyWithNewID(fr2.getID()));
+               else if(!_cbind && mo1.getNumColumns() != mo2.getNumColumns()) {
+                       StringBuilder sb = new StringBuilder();
+                       sb.append("Append-rbind is not possible for federated 
input matrices ");
+                       sb.append(input1.getName()).append(" and 
").append(input2.getName());
+                       sb.append(" with different number of columns: ");
+                       sb.append(mo1.getNumColumns()).append(" vs 
").append(mo2.getNumColumns());
+                       throw new DMLRuntimeException(sb.toString());
                }
-               else if( mo1.isFederated(FType.ROW) && 
mo2.isFederated(FType.ROW) && !_cbind ) {
-                       MatrixObject out = ec.getMatrixObject(output);
-                       
out.getDataCharacteristics().set(dc1.getRows()+dc2.getRows(), dc1.getCols(),
-                               dc1.getBlocksize(), 
dc1.getNonZeros()+dc2.getNonZeros());
-                       long id = FederationUtils.getNextFedDataID();
-                       
out.setFedMapping(mo1.getFedMapping().copyWithNewID(id).rbind(dc1.getRows(), 
mo2.getFedMapping()));
+
+               FederationMap fm1;
+               if(mo1.isFederated())
+                       fm1 = mo1.getFedMapping();
+               else
+                       fm1 = FederationUtils.federateLocalData(mo1);
+               FederationMap fm2;
+               if(mo2.isFederated())
+                       fm2 = mo2.getFedMapping();
+               else
+                       fm2 = FederationUtils.federateLocalData(mo2);
+
+               MatrixObject out = ec.getMatrixObject(output);
+               long id = FederationUtils.getNextFedDataID();
+               if(_cbind) {
+                       out.getDataCharacteristics().set(dc1.getRows(),
+                               dc1.getCols() + dc2.getCols(),
+                               dc1.getBlocksize(),
+                               dc1.getNonZeros() + dc2.getNonZeros());
+                       out.setFedMapping(fm1.identCopy(getTID(), id).bind(0, 
dc1.getCols(), fm2.identCopy(getTID(), id)));
                }
-               else { //other combinations
-                       throw new DMLRuntimeException("Federated 
AggregateBinary not supported with the "
-                               + "following federated objects: 
"+mo1.isFederated()+" "+mo2.isFederated());
+               else {
+                       out.getDataCharacteristics().set(dc1.getRows() + 
dc2.getRows(),
+                               dc1.getCols(),
+                               dc1.getBlocksize(),
+                               dc1.getNonZeros() + dc2.getNonZeros());
+                       out.setFedMapping(fm1.identCopy(getTID(), 
id).bind(dc1.getRows(), 0, fm2.identCopy(getTID(), id)));
                }
        }
 }
diff --git 
a/src/main/java/org/apache/sysds/runtime/instructions/fed/FEDInstructionUtils.java
 
b/src/main/java/org/apache/sysds/runtime/instructions/fed/FEDInstructionUtils.java
index 2e41aa5..0101954 100644
--- 
a/src/main/java/org/apache/sysds/runtime/instructions/fed/FEDInstructionUtils.java
+++ 
b/src/main/java/org/apache/sysds/runtime/instructions/fed/FEDInstructionUtils.java
@@ -24,9 +24,19 @@ import 
org.apache.sysds.runtime.controlprogram.caching.MatrixObject;
 import org.apache.sysds.runtime.controlprogram.context.ExecutionContext;
 import org.apache.sysds.runtime.controlprogram.federated.FederationMap.FType;
 import org.apache.sysds.runtime.instructions.Instruction;
-import org.apache.sysds.runtime.instructions.cp.*;
+import org.apache.sysds.runtime.instructions.cp.AggregateBinaryCPInstruction;
+import org.apache.sysds.runtime.instructions.cp.AggregateUnaryCPInstruction;
+import org.apache.sysds.runtime.instructions.cp.BinaryCPInstruction;
+import org.apache.sysds.runtime.instructions.cp.Data;
+import org.apache.sysds.runtime.instructions.cp.MMChainCPInstruction;
+import org.apache.sysds.runtime.instructions.cp.MMTSJCPInstruction;
+import 
org.apache.sysds.runtime.instructions.cp.MultiReturnParameterizedBuiltinCPInstruction;
+import 
org.apache.sysds.runtime.instructions.cp.ParameterizedBuiltinCPInstruction;
+import org.apache.sysds.runtime.instructions.cp.ReorgCPInstruction;
+import org.apache.sysds.runtime.instructions.cp.VariableCPInstruction;
 import org.apache.sysds.runtime.instructions.spark.AggregateUnarySPInstruction;
 import org.apache.sysds.runtime.instructions.spark.AppendGAlignedSPInstruction;
+import org.apache.sysds.runtime.instructions.spark.AppendGSPInstruction;
 import org.apache.sysds.runtime.instructions.spark.MapmmSPInstruction;
 import org.apache.sysds.runtime.instructions.spark.WriteSPInstruction;
 
@@ -70,7 +80,9 @@ public class FEDInstructionUtils {
                        BinaryCPInstruction instruction = (BinaryCPInstruction) 
inst;
                        if( (instruction.input1.isMatrix() && 
ec.getMatrixObject(instruction.input1).isFederated())
                                || (instruction.input2.isMatrix() && 
ec.getMatrixObject(instruction.input2).isFederated()) ) {
-                               if(!instruction.getOpcode().equals("append")) 
//TODO support rbind/cbind
+                               if(instruction.getOpcode().equals("append"))
+                                       fedinst = 
AppendFEDInstruction.parseInstruction(inst.getInstructionString());
+                               else
                                        fedinst = 
BinaryFEDInstruction.parseInstruction(inst.getInstructionString());
                        }
                }
@@ -145,6 +157,13 @@ public class FEDInstructionUtils {
                                fedinst = 
AppendFEDInstruction.parseInstruction(instruction.getInstructionString());
                        }
                }
+               else if (inst instanceof AppendGSPInstruction) {
+                       AppendGSPInstruction instruction = 
(AppendGSPInstruction) inst;
+                       Data data = ec.getVariable(instruction.input1);
+                       if(data instanceof MatrixObject && ((MatrixObject) 
data).isFederated()) {
+                               fedinst = 
AppendFEDInstruction.parseInstruction(instruction.getInstructionString());
+                       }
+               }
                //set thread id for federated context management
                if( fedinst != null ) {
                        fedinst.setTID(ec.getTID());
diff --git 
a/src/test/java/org/apache/sysds/test/functions/federated/primitives/FederatedRCBindTest.java
 
b/src/test/java/org/apache/sysds/test/functions/federated/primitives/FederatedRCBindTest.java
index 712c041..ca745b9 100644
--- 
a/src/test/java/org/apache/sysds/test/functions/federated/primitives/FederatedRCBindTest.java
+++ 
b/src/test/java/org/apache/sysds/test/functions/federated/primitives/FederatedRCBindTest.java
@@ -54,7 +54,11 @@ public class FederatedRCBindTest extends AutomatedTestBase {
        @Override
        public void setUp() {
                TestUtils.clearAssertionInformation();
-               addTestConfiguration(TEST_NAME, new 
TestConfiguration(TEST_CLASS_DIR, TEST_NAME, new String[] {"R", "C"}));
+               // we generate 3 datasets, both with rbind and cbind 
(F...Federated, L...Local):
+               // F-F, F-L, L-F
+               addTestConfiguration(TEST_NAME,
+                       new TestConfiguration(TEST_CLASS_DIR, TEST_NAME,
+                               new String[] {"R_FF", "R_FL", "R_LF", "C_FF", 
"C_FL", "C_LF"}));
        }
 
        @Test
@@ -76,15 +80,21 @@ public class FederatedRCBindTest extends AutomatedTestBase {
 
                double[][] A = getRandomMatrix(rows, cols, -10, 10, 1, 1);
                writeInputMatrixWithMTD("A", A, false, new 
MatrixCharacteristics(rows, cols, blocksize, rows * cols));
+               double[][] B = getRandomMatrix(rows, cols, -10, 10, 1, 2);
+               writeInputMatrixWithMTD("B", B, false, new 
MatrixCharacteristics(rows, cols, blocksize, rows * cols));
 
-               int port = getRandomAvailablePort();
-               Thread t = startLocalFedWorkerThread(port);
+               int port1 = getRandomAvailablePort();
+               Thread t1 = startLocalFedWorkerThread(port1);
+               int port2 = getRandomAvailablePort();
+               Thread t2 = startLocalFedWorkerThread(port2);
 
                // we need the reference file to not be written to hdfs, so we 
get the correct format
                rtplatform = Types.ExecMode.SINGLE_NODE;
                // Run reference dml script with normal matrix for Row/Col sum
                fullDMLScriptName = HOME + TEST_NAME + "Reference.dml";
-               programArgs = new String[] {"-args", input("A"), expected("R"), 
expected("C")};
+               programArgs = new String[] {"-nvargs", "in1=" + input("A"), 
"in2=" + input("B"), "out_R_FF=" + expected("R_FF"),
+                       "out_R_FL=" + expected("R_FL"), "out_R_LF=" + 
expected("R_LF"), "out_C_FF=" + expected("C_FF"),
+                       "out_C_FL=" + expected("C_FL"), "out_C_LF=" + 
expected("C_LF")};
                runTest(true, false, null, -1);
 
                // reference file should not be written to hdfs, so we set 
platform here
@@ -95,16 +105,18 @@ public class FederatedRCBindTest extends AutomatedTestBase 
{
                TestConfiguration config = 
availableTestConfigurations.get(TEST_NAME);
                loadTestConfiguration(config);
                fullDMLScriptName = HOME + TEST_NAME + ".dml";
-               programArgs = new String[] {"-nvargs",
-                       "in=" + TestUtils.federatedAddress(port, input("A")), 
"rows=" + rows,
-                       "cols=" + cols, "out_R=" + output("R"), "out_C=" + 
output("C")};
+               programArgs = new String[] {"-nvargs", "in1=" + 
TestUtils.federatedAddress(port1, input("A")),
+                       "in2=" + TestUtils.federatedAddress(port2, input("B")), 
"in2_local=" + input("B"), "rows=" + rows,
+                       "cols=" + cols, "out_R_FF=" + output("R_FF"), 
"out_R_FL=" + output("R_FL"),
+                       "out_R_LF=" + output("R_LF"), "out_C_FF=" + 
output("C_FF"), "out_C_FL=" + output("C_FL"),
+                       "out_C_LF=" + output("C_LF")};
 
                runTest(true, false, null, -1);
 
                // compare all sums via files
                compareResults(1e-11);
 
-               TestUtils.shutdownThread(t);
+               TestUtils.shutdownThreads(t1, t2);
                rtplatform = platformOld;
                DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
        }
diff --git 
a/src/test/java/org/apache/sysds/test/functions/privacy/FederatedWorkerHandlerTest.java
 
b/src/test/java/org/apache/sysds/test/functions/privacy/FederatedWorkerHandlerTest.java
index 7b18293..c75e9a2 100644
--- 
a/src/test/java/org/apache/sysds/test/functions/privacy/FederatedWorkerHandlerTest.java
+++ 
b/src/test/java/org/apache/sysds/test/functions/privacy/FederatedWorkerHandlerTest.java
@@ -22,6 +22,7 @@ package org.apache.sysds.test.functions.privacy;
 import java.util.Arrays;
 
 import org.apache.sysds.api.DMLScript;
+import org.apache.sysds.common.Types;
 import org.apache.sysds.runtime.DMLRuntimeException;
 import org.apache.sysds.runtime.meta.MatrixCharacteristics;
 import org.apache.sysds.runtime.privacy.PrivacyConstraint;
@@ -29,8 +30,8 @@ import 
org.apache.sysds.runtime.privacy.PrivacyConstraint.PrivacyLevel;
 import org.apache.sysds.test.AutomatedTestBase;
 import org.apache.sysds.test.TestConfiguration;
 import org.apache.sysds.test.TestUtils;
+import org.junit.Ignore;
 import org.junit.Test;
-import org.apache.sysds.common.Types;
 import static java.lang.Thread.sleep;
 import static org.junit.Assert.assertTrue;
 import static org.junit.Assert.fail;
@@ -207,16 +208,19 @@ public class FederatedWorkerHandlerTest extends 
AutomatedTestBase {
        }
 
        @Test
+       @Ignore
        public void transferPrivateTest() {
                federatedRCBind(Types.ExecMode.SINGLE_NODE, 
PrivacyLevel.Private, DMLRuntimeException.class);
        }
 
        @Test
+       @Ignore
        public void transferPrivateAggregationTest() {
                federatedRCBind(Types.ExecMode.SINGLE_NODE, 
PrivacyLevel.PrivateAggregation, DMLRuntimeException.class);
        }
 
        @Test
+       @Ignore
        public void transferNonePrivateTest() {
                federatedRCBind(Types.ExecMode.SINGLE_NODE, PrivacyLevel.None, 
null);
        }
diff --git a/src/test/scripts/functions/federated/FederatedRCBindTest.dml 
b/src/test/scripts/functions/federated/FederatedRCBindTest.dml
index 1084f8c..4447b95 100644
--- a/src/test/scripts/functions/federated/FederatedRCBindTest.dml
+++ b/src/test/scripts/functions/federated/FederatedRCBindTest.dml
@@ -19,9 +19,21 @@
 #
 #-------------------------------------------------------------
 
-A = federated(addresses=list($in), ranges=list(list(0, 0), list($rows, $cols)))
-B = federated(addresses=list($in), ranges=list(list(0, 0), list($rows, $cols)))
-R = rbind(A, B)
-C = cbind(A, B)
-write(R, $out_R)
-write(C, $out_C)
+A = federated(addresses=list($in1), ranges=list(list(0, 0), list($rows, 
$cols)))
+BF = federated(addresses=list($in2), ranges=list(list(0, 0), list($rows, 
$cols)))
+B = read($in2_local)
+
+R_FF = rbind(A, BF)
+C_FF = cbind(A, BF)
+R_FL = rbind(A, B)
+C_FL = cbind(A, B)
+R_LF = rbind(B, A)
+C_LF = cbind(B, A)
+
+write(R_FF, $out_R_FF)
+write(R_FL, $out_R_FL)
+write(R_LF, $out_R_LF)
+
+write(C_FF, $out_C_FF)
+write(C_FL, $out_C_FL)
+write(C_LF, $out_C_LF)
diff --git 
a/src/test/scripts/functions/federated/FederatedRCBindTestReference.dml 
b/src/test/scripts/functions/federated/FederatedRCBindTestReference.dml
index dd6d3cb..034a957 100644
--- a/src/test/scripts/functions/federated/FederatedRCBindTestReference.dml
+++ b/src/test/scripts/functions/federated/FederatedRCBindTestReference.dml
@@ -19,8 +19,15 @@
 #
 #-------------------------------------------------------------
 
-A = read($1)
-R = rbind(A, A)
-C = cbind(A, A)
-write(R, $2)
-write(C, $3)
+A = read($in1)
+B = read($in2)
+R = rbind(A, B)
+C = cbind(A, B)
+R_LF = rbind(B, A)
+C_LF = cbind(B, A)
+write(R, $out_R_FF)
+write(R, $out_R_FL)
+write(R_LF, $out_R_LF)
+write(C, $out_C_FF)
+write(C, $out_C_FL)
+write(C_LF, $out_C_LF)

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