First public release of Spy Glass code base

13 files changed, 2261 insertions, 0 deletions

diff --git a/src/main/java/parallelai/spyglass/base/JobLibLoader.java b/src/main/java/parallelai/spyglass/base/JobLibLoader.java
new file mode 100644
index 0000000..af5bdf4
--- /dev/null
+++ b/src/main/java/parallelai/spyglass/base/JobLibLoader.java
@@ -0,0 +1,70 @@
+package parallelai.spyglass.base;
+
+import org.apache.log4j.Logger;
+import org.apache.log4j.LogManager;
+import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.filecache.DistributedCache;
+import org.apache.hadoop.fs.FileSystem;
+import org.apache.hadoop.fs.LocatedFileStatus;
+import org.apache.hadoop.fs.Path;
+import org.apache.hadoop.fs.RemoteIterator;
+
+public class JobLibLoader {
+
+	private static Logger logger = LogManager.getLogger(JobLibLoader.class);
+	
+	public static void loadJars(String libPathStr, Configuration config) {
+		
+
+		try {
+			Path libPath = new Path(libPathStr);
+
+			FileSystem fs = FileSystem.get(config);
+
+			RemoteIterator<LocatedFileStatus> itr = fs.listFiles(libPath, true);
+
+			while (itr.hasNext()) {
+				LocatedFileStatus f = itr.next();
+
+				if (!f.isDirectory() && f.getPath().getName().endsWith("jar")) {
+					logger.info("Loading Jar : " + f.getPath().getName());
+					DistributedCache.addFileToClassPath(f.getPath(), config);
+				}
+			}
+		} catch (Exception e) {
+			e.printStackTrace();
+			logger.error(e.toString());
+		}
+	}
+
+	public static void addFiletoCache(String libPathStr, Configuration config) {
+
+		try {
+			Path filePath = new Path(libPathStr);
+			DistributedCache.addCacheFile(filePath.toUri(), config);
+			// DistributedCache.createSymlink(config);
+
+			// config.set("mapred.cache.files", libPathStr);
+			// config.set("mapred.create.symlink", "yes");
+
+		} catch (Exception e) {
+			e.printStackTrace();
+		}
+	}
+
+	public static Path[] getFileFromCache(String libPathStr,
+			Configuration config) {
+		Path[] localFiles = null;
+		try {
+			logger.info("Local Cache => " + DistributedCache.getLocalCacheFiles(config));
+			logger.info("Hadoop Cache => "+ DistributedCache.getCacheFiles(config));
+			if (DistributedCache.getLocalCacheFiles(config) != null) {
+				localFiles = DistributedCache.getLocalCacheFiles(config);
+			}
+			logger.info("LocalFiles => " + localFiles);
+		} catch (Exception e) {
+			e.printStackTrace();
+		}
+		return localFiles;
+	}
+}
\ No newline at end of file
diff --git a/src/main/java/parallelai/spyglass/hbase/HBaseConstants.java b/src/main/java/parallelai/spyglass/hbase/HBaseConstants.java
new file mode 100644
index 0000000..b546107
--- /dev/null
+++ b/src/main/java/parallelai/spyglass/hbase/HBaseConstants.java
@@ -0,0 +1,19 @@
+package parallelai.spyglass.hbase;
+
+import org.apache.hadoop.conf.Configuration;
+
+public class HBaseConstants {
+  
+  public enum SourceMode {
+    EMPTY,
+    SCAN_ALL,
+    SCAN_RANGE,
+    GET_LIST;
+  }
+
+  public static final String START_KEY = "hbase.%s.startkey";
+  public static final String STOP_KEY = "hbase.%s.stopkey"; 
+  public static final String SOURCE_MODE = "hbase.%s.source.mode";
+  public static final String KEY_LIST = "hbase.%s.key.list";
+
+}
diff --git a/src/main/java/parallelai/spyglass/hbase/HBaseInputFormat.java b/src/main/java/parallelai/spyglass/hbase/HBaseInputFormat.java
new file mode 100644
index 0000000..f1f4fb7
--- /dev/null
+++ b/src/main/java/parallelai/spyglass/hbase/HBaseInputFormat.java
@@ -0,0 +1,531 @@
+package parallelai.spyglass.hbase;
+
+import java.io.IOException;
+import java.net.InetAddress;
+import java.util.ArrayList;
+import java.util.Collection;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Set;
+import java.util.TreeSet;
+import java.util.UUID;
+
+import javax.naming.NamingException;
+
+import org.apache.commons.logging.Log;
+import org.apache.commons.logging.LogFactory;
+import org.apache.hadoop.hbase.HBaseConfiguration;
+import org.apache.hadoop.hbase.HConstants;
+import org.apache.hadoop.hbase.HRegionLocation;
+import org.apache.hadoop.hbase.HServerAddress;
+import org.apache.hadoop.hbase.client.HTable;
+import org.apache.hadoop.hbase.client.Result;
+import org.apache.hadoop.hbase.filter.Filter;
+import org.apache.hadoop.hbase.io.ImmutableBytesWritable;
+import org.apache.hadoop.hbase.util.Addressing;
+import org.apache.hadoop.hbase.util.Bytes;
+import org.apache.hadoop.hbase.util.Pair;
+import org.apache.hadoop.hbase.util.Strings;
+import org.apache.hadoop.mapred.InputFormat;
+import org.apache.hadoop.mapred.InputSplit;
+import org.apache.hadoop.mapred.JobConf;
+import org.apache.hadoop.mapred.JobConfigurable;
+import org.apache.hadoop.mapred.RecordReader;
+import org.apache.hadoop.mapred.Reporter;
+import org.apache.hadoop.net.DNS;
+import org.apache.hadoop.util.StringUtils;
+
+import parallelai.spyglass.hbase.HBaseConstants.SourceMode;
+
+
+public class HBaseInputFormat
+  implements InputFormat<ImmutableBytesWritable, Result>, JobConfigurable {
+  
+  private final Log LOG = LogFactory.getLog(HBaseInputFormat.class);
+
+  private final String id = UUID.randomUUID().toString();
+
+  private byte [][] inputColumns;
+  private HTable table;
+  private HBaseRecordReader tableRecordReader;
+  private Filter rowFilter;
+  private String tableName = "";
+
+  private HashMap<InetAddress, String> reverseDNSCacheMap =
+    new HashMap<InetAddress, String>();
+  
+  private String nameServer = null;
+  
+//  private Scan scan = null;
+
+  
+  @SuppressWarnings("deprecation")
+  @Override
+  public InputSplit[] getSplits(JobConf job, int numSplits) throws IOException {
+    if (this.table == null) {
+      throw new IOException("No table was provided");
+    }
+    
+    if (this.inputColumns == null || this.inputColumns.length == 0) {
+      throw new IOException("Expecting at least one column");
+    }
+    
+    Pair<byte[][], byte[][]> keys = table.getStartEndKeys();
+
+    if (keys == null || keys.getFirst() == null || keys.getFirst().length == 0) {
+      HRegionLocation regLoc = table.getRegionLocation(HConstants.EMPTY_BYTE_ARRAY, false);
+
+      if (null == regLoc) {
+        throw new IOException("Expecting at least one region.");
+      }
+
+      List<HBaseTableSplit> splits = new ArrayList<HBaseTableSplit>(1);
+      HBaseTableSplit split = new HBaseTableSplit(table.getTableName(),
+          HConstants.EMPTY_BYTE_ARRAY, HConstants.EMPTY_BYTE_ARRAY, regLoc
+              .getHostnamePort().split(Addressing.HOSTNAME_PORT_SEPARATOR)[0], SourceMode.EMPTY);
+      splits.add(split);
+      
+      return splits.toArray(new HBaseTableSplit[splits.size()]);
+    }
+    
+    if( keys.getSecond() == null || keys.getSecond().length == 0) {
+      throw new IOException("Expecting at least one region.");
+    }
+    
+    if( keys.getFirst().length != keys.getSecond().length ) {
+      throw new IOException("Regions for start and end key do not match");
+    }
+    
+    byte[] minKey = keys.getFirst()[keys.getFirst().length - 1];
+    byte[] maxKey = keys.getSecond()[0];
+    
+    LOG.info( "".format("SETTING min key (%s) and max key (%s)", Bytes.toString(minKey), Bytes.toString(maxKey)));
+
+    byte [][] regStartKeys = keys.getFirst();
+    byte [][] regStopKeys = keys.getSecond();
+    String [] regions = new String[regStartKeys.length];
+    
+    for( int i = 0; i < regStartKeys.length; i++ ) {
+      minKey = (regStartKeys[i] != null && regStartKeys[i].length != 0 ) && (Bytes.compareTo(regStartKeys[i], minKey) < 0 ) ? regStartKeys[i] : minKey;
+      maxKey = (regStopKeys[i] != null && regStopKeys[i].length != 0) && (Bytes.compareTo(regStopKeys[i], maxKey) > 0 ) ? regStopKeys[i] : maxKey;
+      
+      HServerAddress regionServerAddress = 
+          table.getRegionLocation(keys.getFirst()[i]).getServerAddress();
+        InetAddress regionAddress =
+          regionServerAddress.getInetSocketAddress().getAddress();
+        String regionLocation;
+        try {
+          regionLocation = reverseDNS(regionAddress);
+        } catch (NamingException e) {
+          LOG.error("Cannot resolve the host name for " + regionAddress +
+              " because of " + e);
+          regionLocation = regionServerAddress.getHostname();
+        }
+
+//       HServerAddress regionServerAddress = table.getRegionLocation(keys.getFirst()[i]).getServerAddress();
+//      InetAddress regionAddress = regionServerAddress.getInetSocketAddress().getAddress();
+//
+//      String regionLocation;
+//
+//      try {
+//        regionLocation = reverseDNS(regionAddress);
+//      } catch (NamingException e) {
+//        LOG.error("Cannot resolve the host name for " + regionAddress + " because of " + e);
+//        regionLocation = regionServerAddress.getHostname();
+//      }
+
+//      String regionLocation = table.getRegionLocation(keys.getFirst()[i]).getHostname();
+      
+      LOG.debug( "***** " + regionLocation );
+      
+      if( regionLocation == null || regionLocation.length() == 0 )
+        throw new IOException( "The region info for regiosn " + i + " is null or empty");
+
+      regions[i] = regionLocation;
+      
+      LOG.info("".format("Region (%s) has start key (%s) and stop key (%s)", regions[i], Bytes.toString(regStartKeys[i]), Bytes.toString(regStopKeys[i]) ));
+    }
+    
+    byte[] startRow = HConstants.EMPTY_START_ROW;
+    byte[] stopRow = HConstants.EMPTY_END_ROW;
+    
+    LOG.info( "".format("Found min key (%s) and max key (%s)", Bytes.toString(minKey), Bytes.toString(maxKey)));
+    
+    LOG.info("SOURCE MODE is : " + sourceMode);    
+
+    switch( sourceMode ) {
+    case SCAN_ALL:
+      startRow = HConstants.EMPTY_START_ROW;
+      stopRow = HConstants.EMPTY_END_ROW;
+
+      LOG.info( "".format("SCAN ALL: Found start key (%s) and stop key (%s)", Bytes.toString(startRow), Bytes.toString(stopRow)));
+      break;
+      
+    case SCAN_RANGE:
+      startRow = (startKey != null && startKey.length() != 0) ? Bytes.toBytes(startKey) : HConstants.EMPTY_START_ROW ;
+      stopRow = (stopKey != null && stopKey.length() != 0) ? Bytes.toBytes(stopKey) : HConstants.EMPTY_END_ROW ;
+
+      LOG.info( "".format("SCAN RANGE: Found start key (%s) and stop key (%s)", Bytes.toString(startRow), Bytes.toString(stopRow)));
+      break;
+    }
+    
+    switch( sourceMode ) {
+      case EMPTY:
+      case SCAN_ALL:
+      case SCAN_RANGE:
+      {
+//        startRow = (Bytes.compareTo(startRow, minKey) < 0) ? minKey : startRow;
+//        stopRow = (Bytes.compareTo(stopRow, maxKey) > 0) ? maxKey : stopRow;
+        
+        List<HBaseTableSplit> splits = new ArrayList<HBaseTableSplit>();
+        
+        List<HRegionLocation> validRegions = table.getRegionsInRange(startRow, stopRow);
+        
+        int maxRegions = validRegions.size();
+        int currentRegion = 1;
+        
+        for( HRegionLocation cRegion : validRegions ) {
+          byte [] rStart = cRegion.getRegionInfo().getStartKey();
+          byte [] rStop = cRegion.getRegionInfo().getEndKey();
+          
+          HServerAddress regionServerAddress = cRegion.getServerAddress();
+            InetAddress regionAddress =
+              regionServerAddress.getInetSocketAddress().getAddress();
+            String regionLocation;
+            try {
+              regionLocation = reverseDNS(regionAddress);
+            } catch (NamingException e) {
+              LOG.error("Cannot resolve the host name for " + regionAddress +
+                  " because of " + e);
+              regionLocation = regionServerAddress.getHostname();
+            }
+            
+            byte [] sStart = (startRow == HConstants.EMPTY_START_ROW || (Bytes.compareTo(startRow, rStart) <= 0 ) ? rStart : startRow);
+            byte [] sStop = (stopRow == HConstants.EMPTY_END_ROW || (Bytes.compareTo(stopRow, rStop) >= 0 && rStop.length != 0) ? rStop : stopRow); 
+            
+            LOG.info("".format("BOOL start (%s) stop (%s) length (%d)", 
+                (startRow == HConstants.EMPTY_START_ROW || (Bytes.compareTo(startRow, rStart) <= 0 )),
+                    (stopRow == HConstants.EMPTY_END_ROW || (Bytes.compareTo(stopRow, rStop) >= 0 )),
+                    rStop.length
+                    ));
+          
+          HBaseTableSplit split = new HBaseTableSplit(
+              table.getTableName(),
+              sStart,
+              sStop,
+              regionLocation,
+              SourceMode.SCAN_RANGE
+           );
+          
+          split.setEndRowInclusive( currentRegion == maxRegions );
+
+          currentRegion ++;
+                  
+           LOG.info("".format("START KEY (%s) STOP KEY (%s) rSTART (%s) rSTOP (%s) sSTART (%s) sSTOP (%s) REGION [%s] SPLIT [%s]", 
+               Bytes.toString(startRow), Bytes.toString(stopRow),
+               Bytes.toString(rStart), Bytes.toString(rStop),
+               Bytes.toString(sStart), 
+               Bytes.toString(sStop), 
+               cRegion.getHostnamePort(), split) );
+          
+           splits.add(split);
+        }
+        
+//
+//        for (int i = 0; i < keys.getFirst().length; i++) {
+//
+//          if ( ! includeRegionInSplit(keys.getFirst()[i], keys.getSecond()[i])) {
+//            LOG.info("NOT including regions : " + regions[i]);
+//            continue;
+//          }
+//          
+//          // determine if the given start an stop key fall into the region
+//          if ((startRow.length == 0 || keys.getSecond()[i].length == 0 ||
+//               Bytes.compareTo(startRow, keys.getSecond()[i]) < 0) &&
+//              (stopRow.length == 0 ||
+//               Bytes.compareTo(stopRow, keys.getFirst()[i]) > 0)) {
+//            
+//            byte[] splitStart = startRow.length == 0 ||
+//              Bytes.compareTo(keys.getFirst()[i], startRow) >= 0 ?
+//                keys.getFirst()[i] : startRow;
+//            byte[] splitStop = (stopRow.length == 0 ||
+//              Bytes.compareTo(keys.getSecond()[i], stopRow) <= 0) &&
+//              keys.getSecond()[i].length > 0 ?
+//                keys.getSecond()[i] : stopRow;
+//                HBaseTableSplit split = new HBaseTableSplit(table.getTableName(),
+//              splitStart, splitStop, regions[i], SourceMode.SCAN_RANGE);
+//            splits.add(split);
+//            
+//            LOG.info("getSplits: split -> " + i + " -> " + split);
+//          }
+//        }
+        
+        LOG.info("RETURNED SPLITS: split -> " + splits);
+
+        return splits.toArray(new HBaseTableSplit[splits.size()]);
+      } 
+        
+      case GET_LIST:
+      {
+        if( keyList == null || keyList.size() == 0 ) {
+          throw new IOException("Source Mode is GET_LIST but key list is EMPTY");
+        } 
+        
+        List<HBaseTableSplit> splits = new ArrayList<HBaseTableSplit>();
+        
+        for (int i = 0; i < keys.getFirst().length; i++) {
+
+          if ( ! includeRegionInSplit(keys.getFirst()[i], keys.getSecond()[i])) {
+            continue;
+          }
+          
+          LOG.info("".format("Getting region (%s) subset (%s) to (%s)", regions[i], Bytes.toString(regStartKeys[i]), Bytes.toString(regStartKeys[i] )));
+
+          Set<String> regionsSubSet = null;
+          
+          if( (regStartKeys[i] == null || regStartKeys[i].length == 0) && (regStopKeys[i] == null || regStopKeys[i].length == 0) ) {
+            LOG.info("REGION start is empty");
+            LOG.info("REGION stop is empty");
+            regionsSubSet = keyList;
+          } else if( regStartKeys[i] == null || regStartKeys[i].length == 0 ) {
+            LOG.info("REGION start is empty");
+            regionsSubSet = keyList.headSet(Bytes.toString(regStopKeys[i]), true);
+          } else if( regStopKeys[i] == null || regStopKeys[i].length == 0 ) {
+            LOG.info("REGION stop is empty");
+            regionsSubSet = keyList.tailSet(Bytes.toString(regStartKeys[i]), true);
+          } else if( Bytes.compareTo(regStartKeys[i], regStopKeys[i]) <= 0 ) {
+            regionsSubSet = keyList.subSet(Bytes.toString(regStartKeys[i]), true, Bytes.toString(regStopKeys[i]), true);
+          } else {
+            throw new IOException("".format("For REGION (%s) Start Key (%s) > Stop Key(%s)", 
+                regions[i], Bytes.toString(regStartKeys[i]), Bytes.toString(regStopKeys[i])));
+          }
+          
+          if( regionsSubSet == null || regionsSubSet.size() == 0) {
+            LOG.info( "EMPTY: Key is for region " + regions[i] + " is null");
+            
+            continue;
+          }
+
+          TreeSet<String> regionKeyList = new TreeSet<String>(regionsSubSet);
+
+          LOG.info("".format("Regions [%s] has key list <%s>", regions[i], regionKeyList ));
+            
+          HBaseTableSplit split = new HBaseTableSplit(
+              table.getTableName(), regionKeyList,
+              regions[i], 
+              SourceMode.GET_LIST);
+          splits.add(split);
+        }
+          
+        return splits.toArray(new HBaseTableSplit[splits.size()]);
+      } 
+
+      default:
+        throw new IOException("Unknown source Mode : " + sourceMode );
+    }
+  }
+  
+  private String reverseDNS(InetAddress ipAddress) throws NamingException {
+    String hostName = this.reverseDNSCacheMap.get(ipAddress);
+    if (hostName == null) {
+      hostName = Strings.domainNamePointerToHostName(DNS.reverseDns(ipAddress, this.nameServer));
+      this.reverseDNSCacheMap.put(ipAddress, hostName);
+    }
+    return hostName;
+  }
+
+
+  @Override
+  public RecordReader<ImmutableBytesWritable, Result> getRecordReader(
+      InputSplit split, JobConf job, Reporter reporter) throws IOException {
+    
+    if( ! (split instanceof HBaseTableSplit ) )
+      throw new IOException("Table Split is not type HBaseTableSplit");
+
+    HBaseTableSplit tSplit = (HBaseTableSplit) split;
+    
+    HBaseRecordReader trr = new HBaseRecordReader();
+
+    switch( tSplit.getSourceMode() ) {
+      case SCAN_ALL:
+      case SCAN_RANGE:
+      {
+        LOG.info("".format("For split [%s] we have start key (%s) and stop key (%s)", tSplit, tSplit.getStartRow(), tSplit.getEndRow() ));
+        
+        trr.setStartRow(tSplit.getStartRow());
+        trr.setEndRow(tSplit.getEndRow());
+        trr.setEndRowInclusive(tSplit.getEndRowInclusive());
+      }
+      
+      break;
+      
+      case GET_LIST:
+      {
+        LOG.info("".format("For split [%s] we have key list (%s)", tSplit, tSplit.getKeyList() ));
+        
+        trr.setKeyList(tSplit.getKeyList());
+      }
+      
+      break;
+      
+      default:
+        throw new IOException( "Unknown source mode : " + tSplit.getSourceMode() );
+    }
+    
+    trr.setSourceMode(tSplit.getSourceMode());
+    trr.setHTable(this.table);
+    trr.setInputColumns(this.inputColumns);
+    trr.setRowFilter(this.rowFilter);
+
+    trr.init();
+
+    return trr;
+  }
+  
+  
+  
+  /* Configuration Section */
+
+  /**
+   * space delimited list of columns
+   */
+  public static final String COLUMN_LIST = "hbase.tablecolumns";
+
+  /**
+   * Use this jobconf param to specify the input table
+   */
+  private static final String INPUT_TABLE = "hbase.inputtable";
+
+  private String startKey = null;
+  private String stopKey = null;
+  
+  private SourceMode sourceMode = SourceMode.EMPTY;
+  private TreeSet<String> keyList = null;
+  
+  public void configure(JobConf job) {
+    String tableName = getTableName(job);
+    String colArg = job.get(COLUMN_LIST);
+    String[] colNames = colArg.split(" ");
+    byte [][] m_cols = new byte[colNames.length][];
+    for (int i = 0; i < m_cols.length; i++) {
+      m_cols[i] = Bytes.toBytes(colNames[i]);
+    }
+    setInputColumns(m_cols);
+    
+    try {
+      setHTable(new HTable(HBaseConfiguration.create(job), tableName));
+    } catch (Exception e) {
+      LOG.error( "************* Table could not be created" );
+      LOG.error(StringUtils.stringifyException(e));
+    }
+    
+    LOG.debug("Entered : " + this.getClass() + " : configure()" );
+    
+    sourceMode = SourceMode.valueOf( job.get( String.format(HBaseConstants.SOURCE_MODE, getTableName(job) ) ) ) ;
+    
+    LOG.info( "".format("GOT SOURCE MODE (%s) as (%s) and finally", 
+        String.format(HBaseConstants.SOURCE_MODE, getTableName(job) ), job.get( String.format(HBaseConstants.SOURCE_MODE, getTableName(job) )), sourceMode ));
+
+    switch( sourceMode ) {
+      case SCAN_RANGE:
+        LOG.info("HIT SCAN_RANGE");
+        
+        startKey = getJobProp(job, String.format(HBaseConstants.START_KEY, getTableName(job) ) );
+        stopKey = getJobProp(job, String.format(HBaseConstants.STOP_KEY, getTableName(job) ) );
+
+        LOG.info(String.format("Setting start key (%s) and stop key (%s)", startKey, stopKey) );
+        break;
+        
+      case GET_LIST:
+        LOG.info("HIT GET_LIST");
+        
+        Collection<String> keys = job.getStringCollection(String.format(HBaseConstants.KEY_LIST, getTableName(job)));
+        keyList = new TreeSet<String> (keys);
+        
+        LOG.info( "GOT KEY LIST : " + keys );
+        LOG.info(String.format("SETTING key list (%s)", keyList) );
+
+        break;
+        
+      case EMPTY:
+        LOG.info("HIT EMPTY");
+        
+        sourceMode = sourceMode.SCAN_ALL;
+        break;
+      
+      default:
+        LOG.info("HIT DEFAULT");
+        
+        break;
+    }
+  }
+
+  public void validateInput(JobConf job) throws IOException {
+    // expecting exactly one path
+    String tableName = getTableName(job);
+    
+    if (tableName == null) {
+      throw new IOException("expecting one table name");
+    }
+    LOG.debug("".format("Found Table name [%s]", tableName));
+    
+
+    // connected to table?
+    if (getHTable() == null) {
+      throw new IOException("could not connect to table '" +
+        tableName + "'");
+    }
+    LOG.debug("".format("Found Table [%s]", getHTable().getTableName()));
+
+    // expecting at least one column
+    String colArg = job.get(COLUMN_LIST);
+    if (colArg == null || colArg.length() == 0) {
+      throw new IOException("expecting at least one column");
+    }
+    LOG.debug("".format("Found Columns [%s]", colArg));
+
+    LOG.debug("".format("Found Start & STop Key [%s][%s]", startKey, stopKey));
+    
+    if( sourceMode == SourceMode.EMPTY ) {
+      throw new IOException("SourceMode should not be EMPTY");
+    }
+    
+    if( sourceMode == SourceMode.GET_LIST && (keyList == null || keyList.size() == 0) ) {
+      throw new IOException( "Source mode is GET_LIST bu key list is empty");
+    }
+  }
+  
+  
+  /* Getters & Setters */
+  private HTable getHTable() { return this.table; }
+  private void setHTable(HTable ht) { this.table = ht; }
+  private void setInputColumns( byte [][] ic ) { this.inputColumns = ic; }
+
+  
+  private void setJobProp( JobConf job, String key, String value) {
+    if( job.get(key) != null ) throw new RuntimeException("".format("Job Conf already has key [%s] with value [%s]", key, job.get(key)));
+    job.set(key,  value);
+  }
+  
+  private String getJobProp( JobConf job, String key ) { return job.get(key); }
+  
+  public static void setTableName(JobConf job, String tableName) {
+    // Make sure that table has not been set before
+    String oldTableName = getTableName(job);
+    if(oldTableName != null) {
+      throw new RuntimeException("table name already set to: '"
+        + oldTableName + "'");
+    }
+    
+    job.set(INPUT_TABLE, tableName);
+  }
+  
+  public static String getTableName(JobConf job) {
+    return job.get(INPUT_TABLE);
+  }
+
+  protected boolean includeRegionInSplit(final byte[] startKey, final byte [] endKey) {
+    return true;
+  }
+}
diff --git a/src/main/java/parallelai/spyglass/hbase/HBaseRecordReader.java b/src/main/java/parallelai/spyglass/hbase/HBaseRecordReader.java
new file mode 100644
index 0000000..97077c4
--- /dev/null
+++ b/src/main/java/parallelai/spyglass/hbase/HBaseRecordReader.java
@@ -0,0 +1,325 @@
+package parallelai.spyglass.hbase;
+
+import static org.apache.hadoop.hbase.mapreduce.TableRecordReaderImpl.LOG_PER_ROW_COUNT;
+
+import java.io.IOException;
+import java.util.Set;
+import java.util.TreeSet;
+
+import org.apache.commons.logging.Log;
+import org.apache.commons.logging.LogFactory;
+import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.hbase.client.Get;
+import org.apache.hadoop.hbase.client.HTable;
+import org.apache.hadoop.hbase.client.Result;
+import org.apache.hadoop.hbase.client.ResultScanner;
+import org.apache.hadoop.hbase.client.Scan;
+import org.apache.hadoop.hbase.client.ScannerCallable;
+import org.apache.hadoop.hbase.filter.Filter;
+import org.apache.hadoop.hbase.io.ImmutableBytesWritable;
+import org.apache.hadoop.hbase.mapreduce.TableInputFormat;
+import org.apache.hadoop.hbase.util.Bytes;
+import org.apache.hadoop.hbase.util.Writables;
+import org.apache.hadoop.mapred.RecordReader;
+import org.apache.hadoop.util.StringUtils;
+
+import parallelai.spyglass.hbase.HBaseConstants.SourceMode;
+
+
+public class HBaseRecordReader implements RecordReader<ImmutableBytesWritable, Result> {
+
+  static final Log LOG = LogFactory.getLog(HBaseRecordReader.class);
+
+  private byte [] startRow;
+  private byte [] endRow;
+  private byte [] lastSuccessfulRow;
+  private TreeSet<String> keyList;
+  private SourceMode sourceMode;
+  private Filter trrRowFilter;
+  private ResultScanner scanner;
+  private HTable htable;
+  private byte [][] trrInputColumns;
+  private long timestamp;
+  private int rowcount;
+  private boolean logScannerActivity = false;
+  private int logPerRowCount = 100;
+  private boolean endRowInclusive = true;
+
+  /**
+   * Restart from survivable exceptions by creating a new scanner.
+   *
+   * @param firstRow
+   * @throws IOException
+   */
+  public void restartRangeScan(byte[] firstRow) throws IOException {
+    Scan currentScan;
+    if ((endRow != null) && (endRow.length > 0)) {
+      if (trrRowFilter != null) {
+        Scan scan = new Scan(firstRow, (endRowInclusive ?  
+            Bytes.add(endRow, new byte[] {0}) : endRow ) );
+        
+        TableInputFormat.addColumns(scan, trrInputColumns);
+        scan.setFilter(trrRowFilter);
+        scan.setCacheBlocks(false);
+        this.scanner = this.htable.getScanner(scan);
+        currentScan = scan;
+      } else {
+        LOG.debug("TIFB.restart, firstRow: " +
+            Bytes.toString(firstRow) + ", endRow: " +
+            Bytes.toString(endRow));
+        Scan scan = new Scan(firstRow, (endRowInclusive ? Bytes.add(endRow, new byte[] {0}) : endRow ));
+        TableInputFormat.addColumns(scan, trrInputColumns);
+        this.scanner = this.htable.getScanner(scan);
+        currentScan = scan;
+      }
+    } else {
+      LOG.debug("TIFB.restart, firstRow: " +
+          Bytes.toStringBinary(firstRow) + ", no endRow");
+
+      Scan scan = new Scan(firstRow);
+      TableInputFormat.addColumns(scan, trrInputColumns);
+      scan.setFilter(trrRowFilter);
+      this.scanner = this.htable.getScanner(scan);
+      currentScan = scan;
+    }
+    if (logScannerActivity) {
+      LOG.info("Current scan=" + currentScan.toString());
+      timestamp = System.currentTimeMillis();
+      rowcount = 0;
+    }
+  }
+
+  public TreeSet<String> getKeyList() {
+    return keyList;
+  }
+
+  public void setKeyList(TreeSet<String> keyList) {
+    this.keyList = keyList;
+  }
+
+  public SourceMode getSourceMode() {
+    return sourceMode;
+  }
+
+  public void setSourceMode(SourceMode sourceMode) {
+    this.sourceMode = sourceMode;
+  }
+
+  public byte[] getEndRow() {
+    return endRow;
+  }
+  
+  public void setEndRowInclusive(boolean isInclusive) {
+    endRowInclusive = isInclusive;
+  }
+  
+  public boolean getEndRowInclusive() {
+    return endRowInclusive;
+  }
+  
+  private byte [] nextKey = null;
+
+  /**
+   * Build the scanner. Not done in constructor to allow for extension.
+   *
+   * @throws IOException
+   */
+  public void init() throws IOException {
+    switch( sourceMode ) {
+      case SCAN_ALL:
+      case SCAN_RANGE:
+        restartRangeScan(startRow);
+        break;
+        
+      case GET_LIST:
+        nextKey = Bytes.toBytes(keyList.pollFirst());
+        break;
+        
+      default:
+        throw new IOException(" Unknown source mode : " + sourceMode );
+    }
+  }
+
+  byte[] getStartRow() {
+    return this.startRow;
+  }
+  /**
+   * @param htable the {@link HTable} to scan.
+   */
+  public void setHTable(HTable htable) {
+    Configuration conf = htable.getConfiguration();
+    logScannerActivity = conf.getBoolean(
+      ScannerCallable.LOG_SCANNER_ACTIVITY, false);
+    logPerRowCount = conf.getInt(LOG_PER_ROW_COUNT, 100);
+    this.htable = htable;
+  }
+
+  /**
+   * @param inputColumns the columns to be placed in {@link Result}.
+   */
+  public void setInputColumns(final byte [][] inputColumns) {
+    this.trrInputColumns = inputColumns;
+  }
+
+  /**
+   * @param startRow the first row in the split
+   */
+  public void setStartRow(final byte [] startRow) {
+    this.startRow = startRow;
+  }
+
+  /**
+   *
+   * @param endRow the last row in the split
+   */
+  public void setEndRow(final byte [] endRow) {
+    this.endRow = endRow;
+  }
+
+  /**
+   * @param rowFilter the {@link Filter} to be used.
+   */
+  public void setRowFilter(Filter rowFilter) {
+    this.trrRowFilter = rowFilter;
+  }
+
+  @Override
+  public void close() {
+	  if (this.scanner != null) this.scanner.close();
+  }
+
+  /**
+   * @return ImmutableBytesWritable
+   *
+   * @see org.apache.hadoop.mapred.RecordReader#createKey()
+   */
+  @Override
+  public ImmutableBytesWritable createKey() {
+    return new ImmutableBytesWritable();
+  }
+
+  /**
+   * @return RowResult
+   *
+   * @see org.apache.hadoop.mapred.RecordReader#createValue()
+   */
+  @Override
+  public Result createValue() {
+    return new Result();
+  }
+
+  @Override
+  public long getPos() {
+    // This should be the ordinal tuple in the range;
+    // not clear how to calculate...
+    return 0;
+  }
+
+  @Override
+  public float getProgress() {
+    // Depends on the total number of tuples and getPos
+    return 0;
+  }
+
+  /**
+   * @param key HStoreKey as input key.
+   * @param value MapWritable as input value
+   * @return true if there was more data
+   * @throws IOException
+   */
+  @Override
+  public boolean next(ImmutableBytesWritable key, Result value)
+  throws IOException {
+    
+    switch(sourceMode) {
+      case SCAN_ALL:
+      case SCAN_RANGE:
+      {
+        
+        Result result;
+        try {
+          try {
+            result = this.scanner.next();
+            if (logScannerActivity) {
+              rowcount ++;
+              if (rowcount >= logPerRowCount) {
+                long now = System.currentTimeMillis();
+                LOG.info("Mapper took " + (now-timestamp)
+                  + "ms to process " + rowcount + " rows");
+                timestamp = now;
+                rowcount = 0;
+              }
+            }
+          } catch (IOException e) {
+            // try to handle all IOExceptions by restarting
+            // the scanner, if the second call fails, it will be rethrown
+            LOG.debug("recovered from " + StringUtils.stringifyException(e));
+            if (lastSuccessfulRow == null) {
+              LOG.warn("We are restarting the first next() invocation," +
+                  " if your mapper has restarted a few other times like this" +
+                  " then you should consider killing this job and investigate" +
+                  " why it's taking so long.");
+            }
+            if (lastSuccessfulRow == null) {
+              restartRangeScan(startRow);
+            } else {
+              restartRangeScan(lastSuccessfulRow);
+              this.scanner.next();    // skip presumed already mapped row
+            }
+            result = this.scanner.next();
+          }
+
+          if (result != null && result.size() > 0) {
+            key.set(result.getRow());
+            lastSuccessfulRow = key.get();
+            Writables.copyWritable(result, value);
+            return true;
+          }
+          return false;
+        } catch (IOException ioe) {
+          if (logScannerActivity) {
+            long now = System.currentTimeMillis();
+            LOG.info("Mapper took " + (now-timestamp)
+              + "ms to process " + rowcount + " rows");
+            LOG.info(ioe);
+            String lastRow = lastSuccessfulRow == null ?
+              "null" : Bytes.toStringBinary(lastSuccessfulRow);
+            LOG.info("lastSuccessfulRow=" + lastRow);
+          }
+          throw ioe;
+        }
+      }
+      
+      case GET_LIST:
+      {
+        Result result;
+        if( nextKey != null ) {
+          result = this.htable.get(new Get(nextKey));
+          
+          if (result != null && result.size() > 0) {
+        	System.out.println("KeyList => " + keyList);
+        	System.out.println("Result => " + result);
+        	if (keyList != null || !keyList.isEmpty()) {
+        		
+        		String newKey = keyList.pollFirst();
+        		System.out.println("New Key => " + newKey);
+        		nextKey = (newKey == null || newKey.length() == 0) ? null : Bytes.toBytes(newKey);
+        	} else {
+        		nextKey = null;
+        	}
+            key.set(result.getRow());
+            lastSuccessfulRow = key.get();
+            Writables.copyWritable(result, value);
+            return true;
+          }
+          return false;
+        } else {
+          return false;
+        }
+      }
+      
+      default:
+        throw new IOException("Unknown source mode : " + sourceMode );
+    } 
+  }
+}
diff --git a/src/main/java/parallelai/spyglass/hbase/HBaseScheme.java b/src/main/java/parallelai/spyglass/hbase/HBaseScheme.java
new file mode 100644
index 0000000..e5acc30
--- /dev/null
+++ b/src/main/java/parallelai/spyglass/hbase/HBaseScheme.java
@@ -0,0 +1,336 @@
+/*
+ * Copyright (c) 2009 Concurrent, Inc.
+ *
+ * This work has been released into the public domain
+ * by the copyright holder. This applies worldwide.
+ *
+ * In case this is not legally possible:
+ * The copyright holder grants any entity the right
+ * to use this work for any purpose, without any
+ * conditions, unless such conditions are required by law.
+ */
+
+package parallelai.spyglass.hbase;
+
+import cascading.flow.FlowProcess;
+import cascading.scheme.Scheme;
+import cascading.scheme.SinkCall;
+import cascading.scheme.SourceCall;
+import cascading.tap.Tap;
+import cascading.tuple.Fields;
+import cascading.tuple.Tuple;
+import cascading.tuple.TupleEntry;
+import cascading.util.Util;
+import org.apache.hadoop.hbase.client.Put;
+import org.apache.hadoop.hbase.client.Result;
+import org.apache.hadoop.hbase.io.ImmutableBytesWritable;
+import org.apache.hadoop.hbase.mapred.TableOutputFormat;
+import org.apache.hadoop.hbase.util.Bytes;
+import org.apache.hadoop.mapred.JobConf;
+import org.apache.hadoop.mapred.OutputCollector;
+import org.apache.hadoop.mapred.RecordReader;
+//import org.mortbay.log.Log;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.io.IOException;
+import java.util.Arrays;
+import java.util.HashSet;
+
+/**
+ * The HBaseScheme class is a {@link Scheme} subclass. It is used in conjunction with the {@HBaseTap} to
+ * allow for the reading and writing of data to and from a HBase cluster.
+ *
+ * @see HBaseTap
+ */
+public class HBaseScheme
+//    extends Scheme<JobConf, RecordReader, OutputCollector, Object[], Object[]> {
+      extends Scheme<JobConf, RecordReader, OutputCollector, Object[], Object[]> {
+  /** Field LOG */
+  private static final Logger LOG = LoggerFactory.getLogger(HBaseScheme.class);
+
+  /** Field keyFields */
+  private Fields keyField;
+  
+  /** Long timestamp */
+  private long timeStamp;
+ 
+  /** String familyNames */
+  private String[] familyNames;
+  /** Field valueFields */
+  private Fields[] valueFields;
+
+  /** String columns */
+  private transient String[] columns;
+  /** Field fields */
+  private transient byte[][] fields;
+ 
+
+  /**
+   * Constructor HBaseScheme creates a new HBaseScheme instance.
+   *
+   * @param keyFields   of type Fields
+   * @param familyName  of type String
+   * @param valueFields of type Fields
+   */
+  public HBaseScheme(Fields keyFields, String familyName, Fields valueFields) {
+    this(keyFields, new String[]{familyName}, Fields.fields(valueFields));
+  }
+
+  /**
+   * Constructor HBaseScheme creates a new HBaseScheme instance.
+   *
+   * @param keyFields   of type Fields
+   * @param familyNames of type String[]
+   * @param valueFields of type Fields[]
+   */
+  public HBaseScheme(Fields keyFields, String[] familyNames, Fields[] valueFields) {
+    this.keyField = keyFields;
+    this.familyNames = familyNames;
+    this.valueFields = valueFields;
+    this.timeStamp = System.currentTimeMillis();
+    
+    setSourceSink(this.keyField, this.valueFields);
+
+    validate();
+  }
+
+  /**
+   * Constructor HBaseScheme creates a new HBaseScheme instance.
+   *
+   * @param keyFields   of type Fields
+   * @param timeStamp   of type Long
+   * @param familyNames of type String[]
+   * @param valueFields of type Fields[]
+   */
+  public HBaseScheme(Fields keyFields, long timeStamp, String[] familyNames, Fields[] valueFields) {
+    this.keyField = keyFields;
+    this.timeStamp = timeStamp;
+    this.familyNames = familyNames;
+    this.valueFields = valueFields;
+
+    setSourceSink(this.keyField, this.valueFields);
+
+    validate();
+  }  
+    
+  /**
+   * Constructor HBaseScheme creates a new HBaseScheme instance using fully qualified column names
+   *
+   * @param keyField    of type String
+   * @param valueFields of type Fields
+   */
+  public HBaseScheme(Fields keyField, Fields valueFields) {
+    this(keyField, Fields.fields(valueFields));
+  }
+
+  /**
+   * Constructor HBaseScheme creates a new HBaseScheme instance using fully qualified column names
+   *
+   * @param keyField    of type Field
+   * @param valueFields of type Field[]
+   */
+  public HBaseScheme(Fields keyField, Fields[] valueFields) {
+    this.keyField = keyField;
+    this.valueFields = valueFields;
+    this.timeStamp = System.currentTimeMillis();
+    
+    validate();
+
+    setSourceSink(this.keyField, this.valueFields);
+  }
+
+  private void validate() {
+    if (keyField.size() != 1) {
+      throw new IllegalArgumentException("may only have one key field, found: " + keyField.print());
+    }
+  }
+
+  private void setSourceSink(Fields keyFields, Fields[] columnFields) {
+    Fields allFields = keyFields;
+
+    if (columnFields.length != 0) {
+      allFields = Fields.join(keyFields, Fields.join(columnFields)); // prepend
+    }
+
+    setSourceFields(allFields);
+    setSinkFields(allFields);
+  }
+
+  /**
+   * Method getFamilyNames returns the set of familyNames of this HBaseScheme object.
+   *
+   * @return the familyNames (type String[]) of this HBaseScheme object.
+   */
+  public String[] getFamilyNames() {
+    HashSet<String> familyNameSet = new HashSet<String>();
+
+    if (familyNames == null) {
+      for (String columnName : columns(null, this.valueFields)) {
+        int pos = columnName.indexOf(":");
+        familyNameSet.add(hbaseColumn(pos > 0 ? columnName.substring(0, pos) : columnName));
+      }
+    } else {
+      for (String familyName : familyNames) {
+        familyNameSet.add(familyName);
+      }
+    }
+    return familyNameSet.toArray(new String[0]);
+  }
+
+  @Override
+  public void sourcePrepare(FlowProcess<JobConf> flowProcess,
+      SourceCall<Object[], RecordReader> sourceCall) {
+    Object[] pair =
+        new Object[]{sourceCall.getInput().createKey(), sourceCall.getInput().createValue()};
+
+    sourceCall.setContext(pair);
+  }
+
+  @Override
+  public void sourceCleanup(FlowProcess<JobConf> flowProcess,
+      SourceCall<Object[], RecordReader> sourceCall) {
+    sourceCall.setContext(null);
+  }
+
+  @Override
+  public boolean source(FlowProcess<JobConf> flowProcess,
+      SourceCall<Object[], RecordReader> sourceCall) throws IOException {
+    Tuple result = new Tuple();
+
+    Object key = sourceCall.getContext()[0];
+    Object value = sourceCall.getContext()[1];
+    boolean hasNext = sourceCall.getInput().next(key, value);
+    if (!hasNext) { return false; }
+
+    // Skip nulls
+    if (key == null || value == null) { return true; }
+
+    ImmutableBytesWritable keyWritable = (ImmutableBytesWritable) key;
+    Result row = (Result) value;
+    result.add(keyWritable);
+
+    for (int i = 0; i < this.familyNames.length; i++) {
+      String familyName = this.familyNames[i];
+      byte[] familyNameBytes = Bytes.toBytes(familyName);
+      Fields fields = this.valueFields[i];
+      for (int k = 0; k < fields.size(); k++) {
+        String fieldName = (String) fields.get(k);
+        byte[] fieldNameBytes = Bytes.toBytes(fieldName);
+        byte[] cellValue = row.getValue(familyNameBytes, fieldNameBytes);
+        if (cellValue == null) {
+            cellValue = new byte[0];
+        }
+        result.add(new ImmutableBytesWritable(cellValue));
+      }
+    }
+
+    sourceCall.getIncomingEntry().setTuple(result);
+
+    return true;
+  }
+
+  @Override
+  public void sink(FlowProcess<JobConf> flowProcess, SinkCall<Object[], OutputCollector> sinkCall)
+      throws IOException {
+    TupleEntry tupleEntry = sinkCall.getOutgoingEntry();
+    OutputCollector outputCollector = sinkCall.getOutput();
+    Tuple key = tupleEntry.selectTuple(keyField);
+    ImmutableBytesWritable keyBytes = (ImmutableBytesWritable) key.getObject(0);
+    Put put = new Put(keyBytes.get(), this.timeStamp);
+
+    for (int i = 0; i < valueFields.length; i++) {
+      Fields fieldSelector = valueFields[i];
+      TupleEntry values = tupleEntry.selectEntry(fieldSelector);
+
+      for (int j = 0; j < values.getFields().size(); j++) {
+        Fields fields = values.getFields();
+        Tuple tuple = values.getTuple();
+
+        ImmutableBytesWritable valueBytes = (ImmutableBytesWritable) tuple.getObject(j);
+        put.add(Bytes.toBytes(familyNames[i]), Bytes.toBytes((String) fields.get(j)), valueBytes.get());
+      }
+    }
+
+    outputCollector.collect(null, put);
+  }
+
+  @Override
+  public void sinkConfInit(FlowProcess<JobConf> process,
+      Tap<JobConf, RecordReader, OutputCollector> tap, JobConf conf) {
+    conf.setOutputFormat(TableOutputFormat.class);
+
+    conf.setOutputKeyClass(ImmutableBytesWritable.class);
+    conf.setOutputValueClass(Put.class);
+  }
+
+  @Override
+  public void sourceConfInit(FlowProcess<JobConf> process,
+      Tap<JobConf, RecordReader, OutputCollector> tap, JobConf conf) {
+    conf.setInputFormat(HBaseInputFormat.class);
+
+    String columns = getColumns();
+    LOG.debug("sourcing from columns: {}", columns);
+    conf.set(HBaseInputFormat.COLUMN_LIST, columns);
+  }
+
+  private String getColumns() {
+    return Util.join(columns(this.familyNames, this.valueFields), " ");
+  }
+
+  private String[] columns(String[] familyNames, Fields[] fieldsArray) {
+    if (columns != null) { return columns; }
+
+    int size = 0;
+
+    for (Fields fields : fieldsArray) { size += fields.size(); }
+
+    columns = new String[size];
+
+    int count = 0;
+
+    for (int i = 0; i < fieldsArray.length; i++) {
+      Fields fields = fieldsArray[i];
+
+      for (int j = 0; j < fields.size(); j++) {
+        if (familyNames == null) { columns[count++] = hbaseColumn((String) fields.get(j)); } else {
+          columns[count++] = hbaseColumn(familyNames[i]) + (String) fields.get(j);
+        }
+      }
+    }
+
+    return columns;
+  }
+
+  private String hbaseColumn(String column) {
+    if (column.indexOf(":") < 0) { return column + ":"; }
+
+    return column;
+  }
+
+  @Override
+  public boolean equals(Object object) {
+    if (this == object) { return true; }
+    if (object == null || getClass() != object.getClass()) { return false; }
+    if (!super.equals(object)) { return false; }
+
+    HBaseScheme that = (HBaseScheme) object;
+
+    if (!Arrays.equals(familyNames, that.familyNames)) { return false; }
+    if (keyField != null ? !keyField.equals(that.keyField) : that.keyField != null) {
+      return false;
+    }
+    if (!Arrays.equals(valueFields, that.valueFields)) { return false; }
+
+    return true;
+  }
+
+  @Override
+  public int hashCode() {
+    int result = super.hashCode();
+    result = 31 * result + (keyField != null ? keyField.hashCode() : 0);
+    result = 31 * result + (familyNames != null ? Arrays.hashCode(familyNames) : 0);
+    result = 31 * result + (valueFields != null ? Arrays.hashCode(valueFields) : 0);
+    return result;
+  }
+}
diff --git a/src/main/java/parallelai/spyglass/hbase/HBaseTableSplit.java b/src/main/java/parallelai/spyglass/hbase/HBaseTableSplit.java
new file mode 100644
index 0000000..1d48e1d
--- /dev/null
+++ b/src/main/java/parallelai/spyglass/hbase/HBaseTableSplit.java
@@ -0,0 +1,190 @@
+package parallelai.spyglass.hbase;
+
+import java.awt.event.KeyListener;
+import java.io.DataInput;
+import java.io.DataOutput;
+import java.io.IOException;
+import java.io.Serializable;
+import java.util.Set;
+import java.util.TreeSet;
+
+import org.apache.commons.logging.Log;
+import org.apache.commons.logging.LogFactory;
+import org.apache.hadoop.hbase.HConstants;
+import org.apache.hadoop.hbase.util.Bytes;
+import org.apache.hadoop.mapred.InputSplit;
+
+import parallelai.spyglass.hbase.HBaseConstants.SourceMode;
+
+
+public class HBaseTableSplit implements InputSplit, Comparable<HBaseTableSplit>, Serializable {
+
+  private final Log LOG = LogFactory.getLog(HBaseTableSplit.class);
+  
+  private byte [] m_tableName = null;
+  private byte [] m_startRow = null;
+  private byte [] m_endRow = null;
+  private String m_regionLocation = null;
+  private TreeSet<String> m_keyList = null;
+  private SourceMode m_sourceMode = SourceMode.EMPTY;
+  private boolean m_endRowInclusive = true;
+
+  /** default constructor */
+  public HBaseTableSplit() {
+    this(HConstants.EMPTY_BYTE_ARRAY, HConstants.EMPTY_BYTE_ARRAY,
+      HConstants.EMPTY_BYTE_ARRAY, "", SourceMode.EMPTY);
+  }
+
+  /**
+   * Constructor
+   * @param tableName
+   * @param startRow
+   * @param endRow
+   * @param location
+   */
+  public HBaseTableSplit(final byte [] tableName, final byte [] startRow, final byte [] endRow,
+      final String location, final SourceMode sourceMode) {
+    this.m_tableName = tableName;
+    this.m_startRow = startRow;
+    this.m_endRow = endRow;
+    this.m_regionLocation = location;
+    this.m_sourceMode = sourceMode;
+  }
+  
+  public HBaseTableSplit( final byte [] tableName, final TreeSet<String> keyList, final String location, final SourceMode sourceMode ) {
+    this.m_tableName = tableName;
+    this.m_keyList = keyList;
+    this.m_sourceMode = sourceMode;
+    this.m_regionLocation = location;
+  }
+
+  /** @return table name */
+  public byte [] getTableName() {
+    return this.m_tableName;
+  }
+
+  /** @return starting row key */
+  public byte [] getStartRow() {
+    return this.m_startRow;
+  }
+
+  /** @return end row key */
+  public byte [] getEndRow() {
+    return this.m_endRow;
+  }
+  
+  public boolean getEndRowInclusive() {
+    return m_endRowInclusive;
+  }
+  
+  public void setEndRowInclusive(boolean isInclusive) {
+    m_endRowInclusive = isInclusive;
+  }
+  
+  /** @return list of keys to get */
+  public TreeSet<String> getKeyList() {
+    return m_keyList;
+  }
+  
+  /** @return get the source mode */
+  public SourceMode getSourceMode() {
+    return m_sourceMode;
+  }
+
+  /** @return the region's hostname */
+  public String getRegionLocation() {
+    LOG.info("REGION GETTER : " + m_regionLocation);
+    
+    return this.m_regionLocation;
+  }
+
+  public String[] getLocations() {
+    LOG.info("REGION ARRAY : " + m_regionLocation);
+
+    return new String[] {this.m_regionLocation};
+  }
+
+  @Override
+  public long getLength() {
+    // Not clear how to obtain this... seems to be used only for sorting splits
+    return 0;
+  }
+
+  @Override
+  public void readFields(DataInput in) throws IOException {
+    LOG.info("READ ME : " + in.toString());
+
+    this.m_tableName = Bytes.readByteArray(in);
+    this.m_regionLocation = Bytes.toString(Bytes.readByteArray(in));
+    this.m_sourceMode = SourceMode.valueOf(Bytes.toString(Bytes.readByteArray(in)));
+    
+    switch(this.m_sourceMode) {
+      case SCAN_RANGE:
+        this.m_startRow = Bytes.readByteArray(in);
+        this.m_endRow = Bytes.readByteArray(in);
+        this.m_endRowInclusive = Bytes.toBoolean(Bytes.readByteArray(in));
+        break;
+        
+      case GET_LIST:
+        this.m_keyList = new TreeSet<String>();
+        
+        int m = Bytes.toInt(Bytes.readByteArray(in));
+        
+        for( int i = 0; i < m; i++) {
+          this.m_keyList.add(Bytes.toString(Bytes.readByteArray(in)));
+        }
+        break;
+    }
+    
+    LOG.info("READ and CREATED : " + this);
+  }
+
+  @Override
+  public void write(DataOutput out) throws IOException {
+    LOG.info("WRITE : " + this);
+
+    Bytes.writeByteArray(out, this.m_tableName);
+    Bytes.writeByteArray(out, Bytes.toBytes(this.m_regionLocation));
+    Bytes.writeByteArray(out, Bytes.toBytes(this.m_sourceMode.name()));
+    
+    switch( this.m_sourceMode ) {
+      case SCAN_RANGE:
+        Bytes.writeByteArray(out, this.m_startRow);
+        Bytes.writeByteArray(out, this.m_endRow);
+        Bytes.writeByteArray(out, Bytes.toBytes(this.m_endRowInclusive));
+        break;
+        
+      case GET_LIST:
+        Bytes.writeByteArray(out, Bytes.toBytes(this.m_keyList.size()));
+        
+        for( String k: this.m_keyList ) {
+          Bytes.writeByteArray(out, Bytes.toBytes(k));
+        }
+        break;
+    }
+
+    LOG.info("WROTE : " + out.toString());
+  }
+
+  @Override
+  public String toString() {
+    return "".format("Table Name (%s) Region (%s) Source Mode (%s) Start Key (%s) Stop Key (%s) Key List (%s)", 
+        Bytes.toString(m_tableName), m_regionLocation, m_sourceMode, Bytes.toString(m_startRow), Bytes.toString(m_endRow), m_keyList);
+  }
+
+  @Override
+  public int compareTo(HBaseTableSplit o) {
+    switch(m_sourceMode) {
+      case SCAN_ALL:
+      case SCAN_RANGE:
+        return Bytes.compareTo(getStartRow(), o.getStartRow());
+        
+      case GET_LIST:
+        return m_keyList.equals( o.getKeyList() ) ? 0 : -1; 
+        
+      default:
+        return -1;
+    }
+    
+  }
+}
\ No newline at end of file
diff --git a/src/main/java/parallelai/spyglass/hbase/HBaseTap.java b/src/main/java/parallelai/spyglass/hbase/HBaseTap.java
new file mode 100644
index 0000000..9a0ed0e
--- /dev/null
+++ b/src/main/java/parallelai/spyglass/hbase/HBaseTap.java
@@ -0,0 +1,360 @@
+/*
+ * Copyright (c) 2009 Concurrent, Inc.
+ *
+ * This work has been released into the public domain
+ * by the copyright holder. This applies worldwide.
+ *
+ * In case this is not legally possible:
+ * The copyright holder grants any entity the right
+ * to use this work for any purpose, without any
+ * conditions, unless such conditions are required by law.
+ */
+
+package parallelai.spyglass.hbase;
+
+import cascading.flow.FlowProcess;
+import cascading.tap.SinkMode;
+import cascading.tap.Tap;
+import cascading.tap.hadoop.io.HadoopTupleEntrySchemeIterator;
+import cascading.tuple.TupleEntryCollector;
+import cascading.tuple.TupleEntryIterator;
+
+import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.fs.Path;
+import org.apache.hadoop.hbase.HBaseConfiguration;
+import org.apache.hadoop.hbase.HColumnDescriptor;
+import org.apache.hadoop.hbase.HTableDescriptor;
+import org.apache.hadoop.hbase.MasterNotRunningException;
+import org.apache.hadoop.hbase.ZooKeeperConnectionException;
+import org.apache.hadoop.hbase.client.HBaseAdmin;
+import org.apache.hadoop.hbase.mapreduce.TableOutputFormat;
+import org.apache.hadoop.mapred.FileInputFormat;
+import org.apache.hadoop.mapred.JobConf;
+import org.apache.hadoop.mapred.OutputCollector;
+import org.apache.hadoop.mapred.RecordReader;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import parallelai.spyglass.hbase.HBaseConstants.SourceMode;
+import sun.reflect.generics.reflectiveObjects.NotImplementedException;
+
+import java.io.IOException;
+import java.io.Serializable;
+import java.util.ArrayList;
+import java.util.Map.Entry;
+import java.util.UUID;
+
+/**
+ * The HBaseTap class is a {@link Tap} subclass. It is used in conjunction with
+ * the {@HBaseFullScheme} to allow for the reading and writing
+ * of data to and from a HBase cluster.
+ */
+public class HBaseTap extends Tap<JobConf, RecordReader, OutputCollector> {
+  /** Field LOG */
+  private static final Logger LOG = LoggerFactory.getLogger(HBaseTap.class);
+
+  private final String id = UUID.randomUUID().toString();
+
+  /** Field SCHEME */
+  public static final String SCHEME = "hbase";
+
+  /** Field hBaseAdmin */
+  private transient HBaseAdmin hBaseAdmin;
+ 
+  /** Field hostName */
+  private String quorumNames;
+  /** Field tableName */
+  private String tableName;
+
+  /**
+   * Constructor HBaseTap creates a new HBaseTap instance.
+   *
+   * @param tableName
+   *          of type String
+   * @param HBaseFullScheme
+   *          of type HBaseFullScheme
+   */
+  public HBaseTap(String tableName, HBaseScheme HBaseFullScheme) {
+    super(HBaseFullScheme, SinkMode.UPDATE);
+    this.tableName = tableName;
+  }
+
+  /**
+   * Constructor HBaseTap creates a new HBaseTap instance.
+   *
+   * @param tableName
+   *          of type String
+   * @param HBaseFullScheme
+   *          of type HBaseFullScheme
+   * @param sinkMode
+   *          of type SinkMode
+   */
+  public HBaseTap(String tableName, HBaseScheme HBaseFullScheme, SinkMode sinkMode) {
+    super(HBaseFullScheme, sinkMode);
+    this.tableName = tableName;
+  }
+
+  /**
+   * Constructor HBaseTap creates a new HBaseTap instance.
+   *
+   * @param tableName
+   *          of type String
+   * @param HBaseFullScheme
+   *          of type HBaseFullScheme
+   */
+  public HBaseTap(String quorumNames, String tableName, HBaseScheme HBaseFullScheme) {
+    super(HBaseFullScheme, SinkMode.UPDATE);
+    this.quorumNames = quorumNames;
+    this.tableName = tableName;
+  }
+
+  /**
+   * Constructor HBaseTap creates a new HBaseTap instance.
+   *
+   * @param tableName
+   *          of type String
+   * @param HBaseFullScheme
+   *          of type HBaseFullScheme
+   * @param sinkMode
+   *          of type SinkMode
+   */
+  public HBaseTap(String quorumNames, String tableName, HBaseScheme HBaseFullScheme, SinkMode sinkMode) {
+    super(HBaseFullScheme, sinkMode);
+    this.quorumNames = quorumNames;
+    this.tableName = tableName;
+  }
+
+  /**
+   * Method getTableName returns the tableName of this HBaseTap object.
+   *
+   * @return the tableName (type String) of this HBaseTap object.
+   */
+  public String getTableName() {
+    return tableName;
+  }
+
+  public Path getPath() {
+    return new Path(SCHEME + ":/" + tableName.replaceAll(":", "_"));
+  }
+
+  protected HBaseAdmin getHBaseAdmin(JobConf conf) throws MasterNotRunningException, ZooKeeperConnectionException {
+    if (hBaseAdmin == null) {
+      Configuration hbaseConf = HBaseConfiguration.create(conf);
+      hBaseAdmin = new HBaseAdmin(hbaseConf);
+    }
+
+    return hBaseAdmin;
+  }
+
+  @Override
+  public void sinkConfInit(FlowProcess<JobConf> process, JobConf conf) {
+    if(quorumNames != null) {
+      conf.set("hbase.zookeeper.quorum", quorumNames);
+    }
+
+    LOG.debug("sinking to table: {}", tableName);
+
+    if (isReplace() && conf.get("mapred.task.partition") == null) {
+      try {
+        deleteResource(conf);
+
+      } catch (IOException e) {
+        throw new RuntimeException("could not delete resource: " + e);
+      }
+    }
+
+    else if (isUpdate()) {
+      try {
+          createResource(conf);
+      } catch (IOException e) {
+          throw new RuntimeException(tableName + " does not exist !", e);
+      }
+
+    }
+
+    conf.set(TableOutputFormat.OUTPUT_TABLE, tableName);
+    super.sinkConfInit(process, conf);
+  }
+
+  @Override
+  public String getIdentifier() {
+    return id;
+  }
+
+  @Override
+  public TupleEntryIterator openForRead(FlowProcess<JobConf> jobConfFlowProcess, RecordReader recordReader) throws IOException {
+    return new HadoopTupleEntrySchemeIterator(jobConfFlowProcess, this, recordReader);
+  }
+
+  @Override
+  public TupleEntryCollector openForWrite(FlowProcess<JobConf> jobConfFlowProcess, OutputCollector outputCollector) throws IOException {
+    HBaseTapCollector hBaseCollector = new HBaseTapCollector( jobConfFlowProcess, this );
+    hBaseCollector.prepare();
+    return hBaseCollector;
+  }
+
+  @Override
+  public boolean createResource(JobConf jobConf) throws IOException {
+    HBaseAdmin hBaseAdmin = getHBaseAdmin(jobConf);
+
+    if (hBaseAdmin.tableExists(tableName)) {
+      return true;
+    }
+
+    LOG.info("creating hbase table: {}", tableName);
+
+    HTableDescriptor tableDescriptor = new HTableDescriptor(tableName);
+
+    String[] familyNames = ((HBaseScheme) getScheme()).getFamilyNames();
+
+    for (String familyName : familyNames) {
+      tableDescriptor.addFamily(new HColumnDescriptor(familyName));
+    }
+
+    hBaseAdmin.createTable(tableDescriptor);
+
+    return true;
+  }
+
+  @Override
+  public boolean deleteResource(JobConf jobConf) throws IOException {
+    // TODO: for now we don't do anything just to be safe
+    return true;
+  }
+
+  @Override
+  public boolean resourceExists(JobConf jobConf) throws IOException {
+    return getHBaseAdmin(jobConf).tableExists(tableName);
+  }
+
+  @Override
+  public long getModifiedTime(JobConf jobConf) throws IOException {
+    return System.currentTimeMillis(); // currently unable to find last mod time
+                                       // on a table
+  }
+
+  @Override
+  public void sourceConfInit(FlowProcess<JobConf> process, JobConf conf) {
+    // a hack for MultiInputFormat to see that there is a child format
+    FileInputFormat.setInputPaths( conf, getPath() );
+
+    if(quorumNames != null) {
+      conf.set("hbase.zookeeper.quorum", quorumNames);
+    }
+
+    LOG.debug("sourcing from table: {}", tableName);
+
+    // TODO: Make this a bit smarter to store table name per flow.
+//    process.getID();
+//    
+//    super.getFullIdentifier(conf);
+    
+    HBaseInputFormat.setTableName(conf, tableName);
+    
+    for( SourceConfig sc : sourceConfigList) {
+      sc.configure(conf);
+    }
+    
+    super.sourceConfInit(process, conf);
+  }
+
+  @Override
+  public boolean equals(Object object) {
+    if (this == object) {
+      return true;
+    }
+    if (object == null || getClass() != object.getClass()) {
+      return false;
+    }
+    if (!super.equals(object)) {
+      return false;
+    }
+
+    HBaseTap hBaseTap = (HBaseTap) object;
+
+    if (tableName != null ? !tableName.equals(hBaseTap.tableName) : hBaseTap.tableName != null) {
+      return false;
+    }
+
+    return true;
+  }
+
+  @Override
+  public int hashCode() {
+    int result = super.hashCode();
+    result = 31 * result + (tableName != null ? tableName.hashCode() : 0);
+    return result;
+  }
+  
+  private static class SourceConfig implements Serializable {
+    public String tableName = null;
+    public SourceMode sourceMode = SourceMode.SCAN_ALL;
+    public String startKey = null;
+    public String stopKey = null;
+    public String [] keyList = null;
+    
+    public void configure(Configuration jobConf) {
+      switch( sourceMode ) {
+        case SCAN_RANGE:
+          jobConf.set( String.format(HBaseConstants.SOURCE_MODE, tableName), sourceMode.toString());
+          
+          if( startKey != null && startKey.length() > 0 )
+            jobConf.set( String.format(HBaseConstants.START_KEY, tableName), startKey);
+          
+          if( stopKey != null && stopKey.length() > 0 )
+            jobConf.set( String.format(HBaseConstants.STOP_KEY, tableName), stopKey);
+          
+          LOG.info("".format("Setting SOURCE MODE (%s) to (%s)", String.format(HBaseConstants.SOURCE_MODE, tableName), sourceMode.toString()));
+          LOG.info("".format("Setting START KEY (%s) to (%s)", String.format(HBaseConstants.START_KEY, tableName), startKey));
+          LOG.info("".format("Setting STOP KEY (%s) to (%s)", String.format(HBaseConstants.STOP_KEY, tableName), stopKey));
+          break;
+          
+        case GET_LIST:
+          jobConf.set( String.format(HBaseConstants.SOURCE_MODE, tableName), sourceMode.toString());
+          jobConf.setStrings( String.format(HBaseConstants.KEY_LIST, tableName), keyList);
+
+          LOG.info("".format("Setting SOURCE MODE (%s) to (%s)", String.format(HBaseConstants.SOURCE_MODE, tableName), sourceMode.toString()));
+          LOG.info("".format("Setting KEY LIST (%s) to (%s)", String.format(HBaseConstants.KEY_LIST, tableName), keyList));
+          break;
+          
+        default:
+          jobConf.set( String.format(HBaseConstants.SOURCE_MODE, tableName), sourceMode.toString());
+
+          LOG.info("".format("Setting SOURCE MODE (%s) to (%s)", String.format(HBaseConstants.SOURCE_MODE, tableName), sourceMode.toString()));
+          break;
+      }
+    }
+  }
+  
+  private ArrayList<SourceConfig> sourceConfigList = new ArrayList<SourceConfig>();
+
+  public void setHBaseRangeParms(String startKey, String stopKey ) {
+    SourceConfig sc = new SourceConfig();
+    
+    sc.sourceMode = SourceMode.SCAN_RANGE;
+    sc.tableName = tableName;
+    sc.startKey = startKey;
+    sc.stopKey = stopKey;
+    
+    sourceConfigList.add(sc);
+  }
+
+  public void setHBaseListParms(String [] keyList ) {
+    SourceConfig sc = new SourceConfig();
+    
+    sc.sourceMode = SourceMode.GET_LIST;
+    sc.tableName = tableName;
+    sc.keyList = keyList;
+    
+    sourceConfigList.add(sc);
+  }
+  
+  public void setHBaseScanAllParms() {
+    SourceConfig sc = new SourceConfig();
+    
+    sc.sourceMode = SourceMode.SCAN_ALL;
+    sc.tableName = tableName;
+
+    sourceConfigList.add(sc);
+  }
+}
diff --git a/src/main/java/parallelai/spyglass/hbase/HBaseTapCollector.java b/src/main/java/parallelai/spyglass/hbase/HBaseTapCollector.java
new file mode 100644
index 0000000..098f957
--- /dev/null
+++ b/src/main/java/parallelai/spyglass/hbase/HBaseTapCollector.java
@@ -0,0 +1,117 @@
+/**
+ * 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 parallelai.spyglass.hbase;
+
+import cascading.flow.FlowProcess;
+import cascading.flow.hadoop.HadoopFlowProcess;
+import cascading.tap.Tap;
+import cascading.tap.TapException;
+import cascading.tuple.TupleEntrySchemeCollector;
+import org.apache.hadoop.mapred.*;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.io.IOException;
+
+/**
+ * Class HBaseTapCollector is a kind of
+ * {@link cascading.tuple.TupleEntrySchemeCollector} that writes tuples to the
+ * resource managed by a particular {@link HBaseTap} instance.
+ */
+public class HBaseTapCollector extends TupleEntrySchemeCollector implements OutputCollector {
+  /** Field LOG */
+  private static final Logger LOG = LoggerFactory.getLogger(HBaseTapCollector.class);
+  /** Field conf */
+  private final JobConf conf;
+  /** Field writer */
+  private RecordWriter writer;
+  /** Field flowProcess */
+  private final FlowProcess<JobConf> hadoopFlowProcess;
+  /** Field tap */
+  private final Tap<JobConf, RecordReader, OutputCollector> tap;
+  /** Field reporter */
+  private final Reporter reporter = Reporter.NULL;
+
+  /**
+   * Constructor TapCollector creates a new TapCollector instance.
+   * 
+   * @param flowProcess
+   * @param tap
+   *          of type Tap
+   * @throws IOException
+   *           when fails to initialize
+   */
+  public HBaseTapCollector(FlowProcess<JobConf> flowProcess, Tap<JobConf, RecordReader, OutputCollector> tap) throws IOException {
+    super(flowProcess, tap.getScheme());
+    this.hadoopFlowProcess = flowProcess;
+    this.tap = tap;
+    this.conf = new JobConf(flowProcess.getConfigCopy());
+    this.setOutput(this);
+  }
+
+  @Override
+  public void prepare() {
+    try {
+      initialize();
+    } catch (IOException e) {
+      throw new RuntimeException(e);
+    }
+
+    super.prepare();
+  }
+
+  private void initialize() throws IOException {
+    tap.sinkConfInit(hadoopFlowProcess, conf);
+    OutputFormat outputFormat = conf.getOutputFormat();
+    LOG.info("Output format class is: " + outputFormat.getClass().toString());
+    writer = outputFormat.getRecordWriter(null, conf, tap.getIdentifier(), Reporter.NULL);
+    sinkCall.setOutput(this);
+  }
+
+  @Override
+  public void close() {
+    try {
+      LOG.info("closing tap collector for: {}", tap);
+      writer.close(reporter);
+    } catch (IOException exception) {
+      LOG.warn("exception closing: {}", exception);
+      throw new TapException("exception closing HBaseTapCollector", exception);
+    } finally {
+      super.close();
+    }
+  }
+
+  /**
+   * Method collect writes the given values to the {@link Tap} this instance
+   * encapsulates.
+   * 
+   * @param writableComparable
+   *          of type WritableComparable
+   * @param writable
+   *          of type Writable
+   * @throws IOException
+   *           when
+   */
+  public void collect(Object writableComparable, Object writable) throws IOException {
+    if (hadoopFlowProcess instanceof HadoopFlowProcess)
+      ((HadoopFlowProcess) hadoopFlowProcess).getReporter().progress();
+
+    writer.write(writableComparable, writable);
+  }
+}
diff --git a/src/main/scala/parallelai/spyglass/base/JobBase.scala b/src/main/scala/parallelai/spyglass/base/JobBase.scala
new file mode 100644
index 0000000..7040fa7
--- /dev/null
+++ b/src/main/scala/parallelai/spyglass/base/JobBase.scala
@@ -0,0 +1,75 @@
+package parallelai.spyglass.base
+
+import com.twitter.scalding.Job
+import com.twitter.scalding.Args
+import org.apache.hadoop.fs.Path
+import org.apache.hadoop.conf.Configuration
+import org.apache.hadoop.fs.FileSystem
+import org.apache.hadoop.filecache.DistributedCache
+import com.twitter.scalding.Mode
+import com.twitter.scalding.HadoopMode
+import com.typesafe.config.ConfigFactory
+import org.slf4j.Logger
+import org.slf4j.LoggerFactory
+import com.twitter.scalding.NullSource
+
+class JobBase(args: Args) extends Job(args) {
+  def getOrElseString(key: String, default: String): String = {
+    args.m.getOrElse[List[String]](key, List(default)).head
+  }
+   
+  def getOrElseList(key: String, default: List[String]): List[String] = {
+    args.m.getOrElse[List[String]](key, default)
+  }   
+
+  def getString(key: String): String = {
+    args.m.get(key) match {
+      case Some(v) => v.head
+      case None => sys.error(String.format("Argument [%s] - NOT FOUND", key))
+    }
+  }
+  
+  def getList(key: String): List[String] = {
+    args.m.get(key) match {
+      case Some(v) => v
+      case None => sys.error(String.format("Argument [%s] - NOT FOUND", key))
+    }
+  }
+  
+  def getJobConf(): Configuration = {
+	AppConfig.jobConfig
+  }  
+
+  
+  val appConfig = ConfigFactory.parseFile(new java.io.File(getString("app.conf.path")))
+  
+  val log = LoggerFactory.getLogger(getOrElseString("app.log.name", this.getClass().getName()))
+  
+  def modeString(): String = {
+      Mode.mode match {
+        case x:HadoopMode  => "--hdfs"
+        case _ => "--local"
+    }
+  }
+  
+  // Execute at instantiation
+  Mode.mode match {
+    case x:HadoopMode => {
+      log.info("In Hadoop Mode")
+      JobLibLoader.loadJars(getString("job.lib.path"), AppConfig.jobConfig);
+    }
+    case _ => {
+      log.info("In Local Mode")
+    }
+  }
+  
+  def registerNullSourceSinkTaps(): Unit = {
+    val expectedSampleEndToEndOutput = List(("", ""),("", ""),("", ""))
+	val sourceTap = NullSource
+			.writeFrom(expectedSampleEndToEndOutput)
+  }
+}
+
+object AppConfig {
+  implicit var jobConfig : Configuration = new Configuration()
+}
\ No newline at end of file
diff --git a/src/main/scala/parallelai/spyglass/base/JobRunner.scala b/src/main/scala/parallelai/spyglass/base/JobRunner.scala
new file mode 100644
index 0000000..b3a9af0
--- /dev/null
+++ b/src/main/scala/parallelai/spyglass/base/JobRunner.scala
@@ -0,0 +1,23 @@
+package parallelai.spyglass.base
+
+import org.apache.hadoop.conf.Configuration
+import com.twitter.scalding.Tool
+import org.apache.hadoop
+ 
+object JobRunner {
+  def main(args : Array[String]) {
+    val conf: Configuration = new Configuration
+    
+    // TODO replace println with logging
+    if (args.contains("--heapInc")) {
+	    println("Setting JVM Memory/Heap Size for every child mapper and reducer.");
+	    val jvmOpts = "-Xmx4096m -XX:+PrintGCDetails -XX:+UseG1GC -XX:InitiatingHeapOccupancyPercent=50"
+	    println("**** JVM Options : " + jvmOpts )
+	    conf.set("mapred.child.java.opts", jvmOpts);
+    }
+     
+    AppConfig.jobConfig = conf
+     
+    hadoop.util.ToolRunner.run(conf, new Tool, args);
+  }
+}
\ No newline at end of file
diff --git a/src/main/scala/parallelai/spyglass/hbase/HBaseSource.scala b/src/main/scala/parallelai/spyglass/hbase/HBaseSource.scala
new file mode 100644
index 0000000..e46ef50
--- /dev/null
+++ b/src/main/scala/parallelai/spyglass/hbase/HBaseSource.scala
@@ -0,0 +1,82 @@
+package parallelai.spyglass.hbase
+
+import java.io.IOException
+import org.apache.hadoop.hbase.io.ImmutableBytesWritable
+import org.apache.hadoop.hbase.util.Bytes
+import com.twitter.scalding.AccessMode
+import com.twitter.scalding.Hdfs
+import com.twitter.scalding.Mode
+import com.twitter.scalding.Read
+import com.twitter.scalding.Source
+import com.twitter.scalding.Write
+import cascading.scheme.Scheme
+import cascading.tap.SinkMode
+import cascading.tap.Tap
+import cascading.tuple.Fields
+import org.apache.hadoop.mapred.RecordReader
+import scala.compat.Platform
+import org.apache.hadoop.mapred.OutputCollector
+import org.apache.hadoop.mapred.JobConf
+import parallelai.spyglass.hbase.HBaseConstants.SourceMode
+
+object Conversions {
+  implicit def bytesToString(bytes: Array[Byte]): String = Bytes.toString(bytes)
+  implicit def bytesToLong(bytes: Array[Byte]): Long = augmentString(bytesToString(bytes)).toLong
+  implicit def ibwToString(ibw: ImmutableBytesWritable): String = bytesToString(ibw.get())
+  implicit def stringToibw(s: String):ImmutableBytesWritable = new ImmutableBytesWritable(Bytes.toBytes(s))
+}
+
+class HBaseSource(
+    tableName: String = null,
+    quorumNames: String = "localhost",
+    keyFields: Fields = null,
+    familyNames: Array[String] = null,
+    valueFields: Array[Fields] = null,
+    timestamp: Long = Platform.currentTime,
+    sourceMode: SourceMode = SourceMode.SCAN_ALL,
+    startKey: String = null,
+    stopKey: String = null,
+    keyList: List[String] = null
+  ) extends Source {
+    
+  override val hdfsScheme = new HBaseScheme(keyFields, timestamp, familyNames, valueFields)
+    .asInstanceOf[Scheme[JobConf, RecordReader[_, _], OutputCollector[_, _], _, _]]
+
+  override def createTap(readOrWrite: AccessMode)(implicit mode: Mode): Tap[_, _, _] = {
+    val hBaseScheme = hdfsScheme match {
+      case hbase: HBaseScheme => hbase
+      case _ => throw new ClassCastException("Failed casting from Scheme to HBaseScheme")
+    } 
+    mode match { 
+      case hdfsMode @ Hdfs(_, _) => readOrWrite match {
+        case Read => { 
+          val hbt = new HBaseTap(quorumNames, tableName, hBaseScheme, SinkMode.KEEP)
+          
+          sourceMode match {
+            case SourceMode.SCAN_RANGE => {
+              hbt.setHBaseRangeParms(startKey, stopKey)
+            }
+            case SourceMode.SCAN_ALL => {
+              hbt.setHBaseScanAllParms()
+            }
+            case SourceMode.GET_LIST => {
+              if( keyList == null ) 
+                throw new IOException("Key list cannot be null when Source Mode is " + sourceMode)
+              
+              hbt.setHBaseListParms(keyList.toArray[String])
+            }
+            case _ => throw new IOException("Unknown Source Mode (%)".format(sourceMode))
+          }
+          
+          hbt.asInstanceOf[Tap[_,_,_]]
+        }
+        case Write => {
+          val hbt = new HBaseTap(quorumNames, tableName, hBaseScheme, SinkMode.UPDATE)
+          
+          hbt.asInstanceOf[Tap[_,_,_]]
+        }
+      }
+      case _ => super.createTap(readOrWrite)(mode)
+    }
+  }
+}
diff --git a/src/main/scala/parallelai/spyglass/hbase/example/HBaseExample.scala b/src/main/scala/parallelai/spyglass/hbase/example/HBaseExample.scala
new file mode 100644
index 0000000..4c86b07
--- /dev/null
+++ b/src/main/scala/parallelai/spyglass/hbase/example/HBaseExample.scala
@@ -0,0 +1,99 @@
+package parallelai.spyglass.hbase.example
+
+import org.apache.hadoop.conf.Configuration
+import org.apache.hadoop.hbase.HBaseConfiguration
+import org.apache.hadoop.hbase.client.HConnectionManager
+import org.apache.hadoop.hbase.client.HTable
+import org.apache.hadoop.hbase.util.Bytes
+import org.apache.log4j.Level
+import org.apache.log4j.Logger
+
+import com.twitter.scalding._
+import com.twitter.scalding.Args
+
+import parallelai.spyglass.base.JobBase
+import parallelai.spyglass.hbase.HBaseSource
+import parallelai.spyglass.hbase.HBaseConstants.SourceMode
+
+class HBaseExample(args: Args) extends JobBase(args) {
+
+  val isDebug: Boolean = args("debug").toBoolean
+
+  if (isDebug) Logger.getRootLogger().setLevel(Level.DEBUG)
+
+  val output = args("output")
+
+  println(output)
+
+  val jobConf = getJobConf
+
+  val quorumNames = "cldmgr.prod.bigdata.bskyb.com:2181"
+
+  case class HBaseTableStore(
+      conf: Configuration,
+      quorum: String,
+      tableName: String) {
+
+    val tableBytes = Bytes.toBytes(tableName)
+    val connection = HConnectionManager.getConnection(conf)
+    val maxThreads = conf.getInt("hbase.htable.threads.max", 1)
+
+    conf.set("hbase.zookeeper.quorum", quorumNames);
+
+    val htable = new HTable(HBaseConfiguration.create(conf), tableName)
+
+  }
+
+  val hTableStore = HBaseTableStore(getJobConf, quorumNames, "skybet.test.tbet")
+
+  val hbs2 = new HBaseSource(
+    "table_name",
+    "quorum_name:2181",
+    'key,
+    Array("column_family"),
+    Array('column_name),
+    sourceMode = SourceMode.GET_LIST, keyList = List("5003914", "5000687", "5004897"))
+    .read
+    .write(Tsv(output.format("get_list")))
+
+  val hbs3 = new HBaseSource(
+    "table_name",
+    "quorum_name:2181",
+    'key,
+    Array("column_family"),
+    Array('column_name),
+    sourceMode = SourceMode.SCAN_ALL) //, stopKey = "99460693")
+    .read
+    .write(Tsv(output.format("scan_all")))
+
+  val hbs4 = new HBaseSource(
+    "table_name",
+    "quorum_name:2181",
+    'key,
+    Array("column_family"),
+    Array('column_name),
+    sourceMode = SourceMode.SCAN_RANGE, stopKey = "5003914")
+    .read
+    .write(Tsv(output.format("scan_range_to_end")))
+
+  val hbs5 = new HBaseSource(
+    "table_name",
+    "quorum_name:2181",
+    'key,
+    Array("column_family"),
+    Array('column_name),
+    sourceMode = SourceMode.SCAN_RANGE, startKey = "5003914")
+    .read
+    .write(Tsv(output.format("scan_range_from_start")))
+
+  val hbs6 = new HBaseSource(
+    "table_name",
+    "quorum_name:2181",
+    'key,
+    Array("column_family"),
+    Array('column_name),
+    sourceMode = SourceMode.SCAN_RANGE, startKey = "5003914", stopKey = "5004897")
+    .read
+    .write(Tsv(output.format("scan_range_between")))
+
+} 
\ No newline at end of file
diff --git a/src/main/scala/parallelai/spyglass/hbase/example/HBaseExampleRunner.scala b/src/main/scala/parallelai/spyglass/hbase/example/HBaseExampleRunner.scala
new file mode 100644
index 0000000..d6b762e
--- /dev/null
+++ b/src/main/scala/parallelai/spyglass/hbase/example/HBaseExampleRunner.scala
@@ -0,0 +1,34 @@
+package parallelai.spyglass.hbase.example
+
+import com.twitter.scalding.Tool
+import org.joda.time.format.DateTimeFormat
+import java.util.Formatter.DateTime
+
+object HBaseExampleRunner extends App {
+  val appPath = System.getenv("BIGDATA_APPCONF_PATH") 
+  assert  (appPath != null, {"Environment Variable BIGDATA_APPCONF_PATH is undefined or Null"})
+  println( "Application Path is [%s]".format(appPath) )
+  
+  val modeString = if( args.length == 0 ) { "--hdfs" } else { args(0) match {
+    case "hdfs" => "--hdfs"
+    case _ => "--local"
+  }}
+  
+  println(modeString)
+  
+  val jobLibPath = modeString match {
+    case "--hdfs" => {
+      val jobLibPath = System.getenv("BIGDATA_JOB_LIB_PATH") 
+      assert  (jobLibPath != null, {"Environment Variable BIGDATA_JOB_LIB_PATH is undefined or Null"})
+      println( "Job Library Path Path is [%s]".format(jobLibPath) )
+      jobLibPath
+    }
+    case _ => ""
+  }
+
+  val output = "HBaseTest.%s.tsv"
+
+  Tool.main(Array(classOf[HBaseExample].getName, modeString, "--app.conf.path", appPath,
+    "--output", output, "--debug", "true", "--job.lib.path", jobLibPath ))
+ 
+}
\ No newline at end of file