diff --git a/pregelix/pregelix-dataflow/pom.xml b/pregelix/pregelix-dataflow/pom.xml
index 763ed72..77a76aa 100644
--- a/pregelix/pregelix-dataflow/pom.xml
+++ b/pregelix/pregelix-dataflow/pom.xml
@@ -1,14 +1,15 @@
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+	xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
 	<modelVersion>4.0.0</modelVersion>
 	<artifactId>pregelix-dataflow</artifactId>
 	<packaging>jar</packaging>
 	<name>pregelix-dataflow</name>
 
 	<parent>
-    		<groupId>edu.uci.ics.hyracks</groupId>
-    		<artifactId>pregelix</artifactId>
-    		<version>0.2.3-SNAPSHOT</version>
-  	</parent>
+		<groupId>edu.uci.ics.hyracks</groupId>
+		<artifactId>pregelix</artifactId>
+		<version>0.2.3-SNAPSHOT</version>
+	</parent>
 
 
 	<properties>
@@ -104,13 +105,6 @@
 			<version>0.2.3-SNAPSHOT</version>
 		</dependency>
 		<dependency>
-			<groupId>org.apache.hadoop</groupId>
-			<artifactId>hadoop-core</artifactId>
-			<version>0.20.2</version>
-			<type>jar</type>
-			<scope>compile</scope>
-		</dependency>
-		<dependency>
 			<groupId>edu.uci.ics.hyracks</groupId>
 			<artifactId>hyracks-storage-am-common</artifactId>
 			<version>0.2.3-SNAPSHOT</version>
diff --git a/pregelix/pregelix-dataflow/src/main/java/edu/uci/ics/pregelix/dataflow/HDFSFileWriteOperatorDescriptor.java b/pregelix/pregelix-dataflow/src/main/java/edu/uci/ics/pregelix/dataflow/HDFSFileWriteOperatorDescriptor.java
index c25e4c6..0133d761 100644
--- a/pregelix/pregelix-dataflow/src/main/java/edu/uci/ics/pregelix/dataflow/HDFSFileWriteOperatorDescriptor.java
+++ b/pregelix/pregelix-dataflow/src/main/java/edu/uci/ics/pregelix/dataflow/HDFSFileWriteOperatorDescriptor.java
@@ -64,17 +64,20 @@
         return new AbstractUnaryInputSinkOperatorNodePushable() {
             private RecordDescriptor rd0;
             private FrameDeserializer frameDeserializer;
-            private Configuration conf = confFactory.createConfiguration();
+            private Configuration conf;
             private VertexWriter vertexWriter;
             private TaskAttemptContext context;
             private String TEMP_DIR = "_temporary";
+            private ClassLoader ctxCL;
 
             @Override
             public void open() throws HyracksDataException {
                 rd0 = inputRdFactory == null ? recordDescProvider.getInputRecordDescriptor(getActivityId(), 0)
                         : inputRdFactory.createRecordDescriptor();
                 frameDeserializer = new FrameDeserializer(ctx.getFrameSize(), rd0);
+                ctxCL = Thread.currentThread().getContextClassLoader();
                 Thread.currentThread().setContextClassLoader(this.getClass().getClassLoader());
+                conf = confFactory.createConfiguration();
 
                 VertexOutputFormat outputFormat = BspUtils.createVertexOutputFormat(conf);
                 TaskAttemptID tid = new TaskAttemptID("", 0, true, partition, 0);
@@ -107,7 +110,7 @@
 
             @Override
             public void fail() throws HyracksDataException {
-
+                Thread.currentThread().setContextClassLoader(ctxCL);
             }
 
             @Override
@@ -151,6 +154,8 @@
                     dfs.rename(srcFile, filePath);
                 } catch (IOException e) {
                     throw new HyracksDataException(e);
+                } finally {
+                    Thread.currentThread().setContextClassLoader(ctxCL);
                 }
             }
 
diff --git a/pregelix/pregelix-dataflow/src/main/java/edu/uci/ics/pregelix/dataflow/VertexFileScanOperatorDescriptor.java b/pregelix/pregelix-dataflow/src/main/java/edu/uci/ics/pregelix/dataflow/VertexFileScanOperatorDescriptor.java
index f1b98f5..a38b19e 100644
--- a/pregelix/pregelix-dataflow/src/main/java/edu/uci/ics/pregelix/dataflow/VertexFileScanOperatorDescriptor.java
+++ b/pregelix/pregelix-dataflow/src/main/java/edu/uci/ics/pregelix/dataflow/VertexFileScanOperatorDescriptor.java
@@ -17,15 +17,14 @@
 import java.io.DataOutput;
 import java.io.IOException;
 import java.nio.ByteBuffer;
+import java.util.ArrayList;
+import java.util.Arrays;
 import java.util.List;
-import java.util.logging.Logger;
 
 import org.apache.hadoop.conf.Configuration;
 import org.apache.hadoop.io.Writable;
 import org.apache.hadoop.io.WritableComparable;
 import org.apache.hadoop.mapreduce.InputSplit;
-import org.apache.hadoop.mapreduce.Mapper;
-import org.apache.hadoop.mapreduce.Mapper.Context;
 import org.apache.hadoop.mapreduce.TaskAttemptContext;
 import org.apache.hadoop.mapreduce.TaskAttemptID;
 import org.apache.hadoop.mapreduce.lib.input.FileSplit;
@@ -42,6 +41,8 @@
 import edu.uci.ics.hyracks.dataflow.common.comm.util.FrameUtils;
 import edu.uci.ics.hyracks.dataflow.std.base.AbstractSingleActivityOperatorDescriptor;
 import edu.uci.ics.hyracks.dataflow.std.base.AbstractUnaryOutputSourceOperatorNodePushable;
+import edu.uci.ics.hyracks.hdfs.ContextFactory;
+import edu.uci.ics.hyracks.hdfs2.dataflow.FileSplitsFactory;
 import edu.uci.ics.pregelix.api.graph.Vertex;
 import edu.uci.ics.pregelix.api.io.VertexInputFormat;
 import edu.uci.ics.pregelix.api.io.VertexReader;
@@ -50,38 +51,67 @@
 
 @SuppressWarnings("rawtypes")
 public class VertexFileScanOperatorDescriptor extends AbstractSingleActivityOperatorDescriptor {
-    private static final Logger LOGGER = Logger.getLogger(VertexFileScanOperatorDescriptor.class.getName());
     private static final long serialVersionUID = 1L;
-    private final List<InputSplit> splits;
+    private final FileSplitsFactory splitsFactory;
     private final IConfigurationFactory confFactory;
     private final int fieldSize = 2;
+    private final String[] scheduledLocations;
+    private final boolean[] executed;
 
     /**
      * @param spec
      */
     public VertexFileScanOperatorDescriptor(JobSpecification spec, RecordDescriptor rd, List<InputSplit> splits,
-            IConfigurationFactory confFactory) throws HyracksException {
+            String[] scheduledLocations, IConfigurationFactory confFactory) throws HyracksException {
         super(spec, 0, 1);
-        this.splits = splits;
+        List<FileSplit> fileSplits = new ArrayList<FileSplit>();
+        for (int i = 0; i < splits.size(); i++) {
+            fileSplits.add((FileSplit) splits.get(i));
+        }
+        this.splitsFactory = new FileSplitsFactory(fileSplits);
         this.confFactory = confFactory;
+        this.scheduledLocations = scheduledLocations;
+        this.executed = new boolean[scheduledLocations.length];
+        Arrays.fill(executed, false);
         this.recordDescriptors[0] = rd;
     }
 
     public IOperatorNodePushable createPushRuntime(final IHyracksTaskContext ctx,
             IRecordDescriptorProvider recordDescProvider, final int partition, final int nPartitions)
             throws HyracksDataException {
+        final List<FileSplit> splits = splitsFactory.getSplits();
+
         return new AbstractUnaryOutputSourceOperatorNodePushable() {
-            private Configuration conf = confFactory.createConfiguration();
+            private ClassLoader ctxCL;
+            private ContextFactory ctxFactory = new ContextFactory();
 
             @Override
             public void initialize() throws HyracksDataException {
+                ctxCL = Thread.currentThread().getContextClassLoader();
                 try {
                     Thread.currentThread().setContextClassLoader(this.getClass().getClassLoader());
+                    Configuration conf = confFactory.createConfiguration();
                     writer.open();
-                    loadVertices(ctx, partition);
+                    for (int i = 0; i < scheduledLocations.length; i++) {
+                        if (scheduledLocations[i].equals(ctx.getJobletContext().getApplicationContext().getNodeId())) {
+                            /**
+                             * pick one from the FileSplit queue
+                             */
+                            synchronized (executed) {
+                                if (!executed[i]) {
+                                    executed[i] = true;
+                                } else {
+                                    continue;
+                                }
+                            }
+                            loadVertices(ctx, conf, i);
+                        }
+                    }
                     writer.close();
                 } catch (Exception e) {
                     throw new HyracksDataException(e);
+                } finally {
+                    Thread.currentThread().setContextClassLoader(ctxCL);
                 }
             }
 
@@ -96,22 +126,17 @@
              * @throws InterruptedException
              */
             @SuppressWarnings("unchecked")
-            private void loadVertices(final IHyracksTaskContext ctx, int partitionId) throws IOException,
-                    ClassNotFoundException, InterruptedException, InstantiationException, IllegalAccessException {
+            private void loadVertices(final IHyracksTaskContext ctx, Configuration conf, int splitId)
+                    throws IOException, ClassNotFoundException, InterruptedException, InstantiationException,
+                    IllegalAccessException {
                 ByteBuffer frame = ctx.allocateFrame();
                 FrameTupleAppender appender = new FrameTupleAppender(ctx.getFrameSize());
                 appender.reset(frame, true);
 
                 VertexInputFormat vertexInputFormat = BspUtils.createVertexInputFormat(conf);
                 TaskAttemptContext context = new TaskAttemptContext(conf, new TaskAttemptID());
-                InputSplit split = splits.get(partition);
+                InputSplit split = splits.get(splitId);
 
-                if (split instanceof FileSplit) {
-                    FileSplit fileSplit = (FileSplit) split;
-                    LOGGER.info("read file split: " + fileSplit.getPath() + " location:" + fileSplit.getLocations()[0]
-                            + " start:" + fileSplit.getStart() + " length:" + split.getLength() + " partition:"
-                            + partition);
-                }
                 VertexReader vertexReader = vertexInputFormat.createVertexReader(split, context);
                 vertexReader.initialize(split, context);
                 Vertex readerVertex = (Vertex) BspUtils.createVertex(conf);
@@ -121,8 +146,7 @@
                 /**
                  * set context
                  */
-                Context mapperContext = new Mapper().new Context(conf, new TaskAttemptID(), null, null, null, null,
-                        splits.get(partition));
+                TaskAttemptContext mapperContext = ctxFactory.createContext(conf, splits.get(splitId));
                 Vertex.setContext(mapperContext);
 
                 /**
@@ -166,5 +190,4 @@
             }
         };
     }
-
 }
\ No newline at end of file