Created
April 10, 2015 17:57
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Indexes for SpatialKey and SpaceTimeKey using Uzaygezen
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package geotrellis.spark.io.hadoop | |
import geotrellis.spark._ | |
import geotrellis.raster._ | |
// "com.google.uzaygezen" % "uzaygezen-core" % "0.2" | |
import com.google.uzaygezen.core.CompactHilbertCurve | |
import com.google.uzaygezen.core.MultiDimensionalSpec | |
import com.google.uzaygezen.core.BitVector | |
import com.google.uzaygezen.core.BitVectorFactories | |
import com.google.uzaygezen.core.BacktrackingQueryBuilder | |
import com.google.uzaygezen.core.RegionInspector | |
import com.google.uzaygezen.core.SimpleRegionInspector | |
import com.google.uzaygezen.core.LongContent | |
import com.google.uzaygezen.core.PlainFilterCombiner | |
import com.google.uzaygezen.core.ZoomingSpaceVisitorAdapter | |
import com.google.uzaygezen.core.ranges.LongRange | |
import com.google.uzaygezen.core.ranges.LongRangeHome | |
import com.google.common.base.Functions | |
import com.google.common.collect.ImmutableList | |
import scala.collection.JavaConversions._ | |
import spire.syntax.cfor._ | |
import com.github.nscala_time.time.Imports._ | |
trait KeyIndex[K] { | |
def toIndex(key: K): Long | |
def fromIndex(i: Long): K | |
def indexRanges(keyRange: (K, K)): Seq[(Long, Long)] | |
} | |
/** Represents a row major ordering for SpatialKey */ | |
class RowMajorSpatialKeyIndex(tileLayout: TileLayout) { | |
private val layoutCols = tileLayout.layoutCols | |
def toIndex(key: SpatialKey): Long = | |
toIndex(key.col, key.row) | |
def toIndex(col: Int, row: Int): Long = | |
(layoutCols * row + col).toLong | |
def fromIndex(i: Long): SpatialKey = { | |
val row = (i / layoutCols).toInt | |
val col = (i - (row * layoutCols)).toInt | |
SpatialKey(row, col) | |
} | |
def indexRanges(keyRange: (SpatialKey, SpatialKey)): Seq[(Long, Long)] = { | |
val SpatialKey(colMin, rowMin) = keyRange._1 | |
val SpatialKey(colMax, rowMax) = keyRange._2 | |
val cols = colMax - colMin + 1 | |
val rows = rowMax - rowMin | |
val result = Array.ofDim[(Long, Long)](rowMax - rowMin + 1) | |
cfor(0)(_ <= rows, _ + 1) { i => | |
val row = rowMin + i | |
val min = toIndex(colMin, row) | |
result(i) = (min, min + cols) | |
} | |
result | |
} | |
} | |
class HilbertSpatialKeyIndex(minKey: SpatialKey, maxKey: SpatialKey, spatialResolution: Int) extends KeyIndex[SpatialKey] { | |
val chc = { | |
val dimensionSpec = | |
new MultiDimensionalSpec( | |
List( | |
math.pow(2, spatialResolution).toInt, | |
math.pow(2, spatialResolution).toInt | |
).map(new java.lang.Integer(_)) | |
) | |
new CompactHilbertCurve(dimensionSpec) | |
} | |
def toIndex(key: SpatialKey): Long = { | |
val bitVectors = | |
Array( | |
BitVectorFactories.OPTIMAL.apply(spatialResolution), | |
BitVectorFactories.OPTIMAL.apply(spatialResolution) | |
) | |
bitVectors(0).copyFrom(key.col.toLong) | |
bitVectors(1).copyFrom(key.row.toLong) | |
val hilbertBitVector = BitVectorFactories.OPTIMAL.apply(chc.getSpec.sumBitsPerDimension) | |
chc.index(bitVectors, 0, hilbertBitVector) | |
hilbertBitVector.toExactLong | |
} | |
def fromIndex(i: Long): SpatialKey = { | |
val hilbertBitVector = BitVectorFactories.OPTIMAL.apply(chc.getSpec.sumBitsPerDimension) | |
hilbertBitVector.copyFrom(i) | |
val bitVectors = | |
Array( | |
BitVectorFactories.OPTIMAL.apply(spatialResolution), | |
BitVectorFactories.OPTIMAL.apply(spatialResolution) | |
) | |
chc.indexInverse(hilbertBitVector, bitVectors) | |
SpatialKey(bitVectors(0).toLong.toInt, bitVectors(1).toLong.toInt) | |
} | |
def indexRanges(keyRange: (SpatialKey, SpatialKey)): Seq[(Long, Long)] = { | |
val ranges: java.util.List[LongRange] = | |
List( | |
LongRange.of(keyRange._1.col, keyRange._2.col), | |
LongRange.of(keyRange._1.row, keyRange._2.row) | |
) | |
val regionInspector: RegionInspector[LongRange, LongContent] = | |
SimpleRegionInspector.create( | |
List(ranges), | |
new LongContent(1), | |
Functions.identity[LongRange](), | |
LongRangeHome.INSTANCE, | |
new LongContent(0L) | |
) | |
val combiner = | |
new PlainFilterCombiner[LongRange, java.lang.Long, LongContent, LongRange](LongRange.of(0, 1)); | |
val queryBuilder = | |
BacktrackingQueryBuilder.create( | |
regionInspector, | |
combiner, | |
0, | |
true, | |
LongRangeHome.INSTANCE, | |
new LongContent(0L) | |
) | |
chc.accept(new ZoomingSpaceVisitorAdapter(chc, queryBuilder)) | |
val filteredIndexRanges = queryBuilder.get.getFilteredIndexRanges | |
val size = filteredIndexRanges.size | |
val result = Array.ofDim[(Long, Long)](size) | |
cfor(0)(_ < size, _ + 1) { i => | |
val range = filteredIndexRanges.get(i) | |
result(i) = (range.getIndexRange.getStart, range.getIndexRange.getEnd) | |
} | |
result | |
} | |
} | |
class SpaceTimeKeyIndex(minKey: SpaceTimeKey, maxKey: SpaceTimeKey, spatialResolution: Int, temporalResolution: Int) extends KeyIndex[SpaceTimeKey] { | |
val startMillis = minKey.temporalKey.time.getMillis | |
val timeWidth = maxKey.temporalKey.time.getMillis - startMillis | |
val chc = { | |
val dimensionSpec = | |
new MultiDimensionalSpec( | |
List( | |
math.pow(2, spatialResolution).toInt, | |
math.pow(2, spatialResolution).toInt, | |
math.pow(2, temporalResolution).toInt | |
).map(new java.lang.Integer(_)) | |
) | |
new CompactHilbertCurve(dimensionSpec) | |
} | |
def binTime(key: SpaceTimeKey): Long = | |
((key.temporalKey.time.getMillis - startMillis) * temporalResolution) / timeWidth | |
def toIndex(key: SpaceTimeKey): Long = { | |
val bitVectors = | |
Array( | |
BitVectorFactories.OPTIMAL.apply(spatialResolution), | |
BitVectorFactories.OPTIMAL.apply(spatialResolution), | |
BitVectorFactories.OPTIMAL.apply(temporalResolution) | |
) | |
bitVectors(0).copyFrom(key.spatialKey.col.toLong) | |
bitVectors(1).copyFrom(key.spatialKey.row.toLong) | |
bitVectors(2).copyFrom(binTime(key)) | |
val hilbertBitVector = BitVectorFactories.OPTIMAL.apply(chc.getSpec.sumBitsPerDimension) | |
chc.index(bitVectors, 0, hilbertBitVector) | |
hilbertBitVector.toExactLong | |
} | |
def fromIndex(i: Long): SpaceTimeKey = { | |
val hilbertBitVector = BitVectorFactories.OPTIMAL.apply(chc.getSpec.sumBitsPerDimension) | |
hilbertBitVector.copyFrom(i) | |
val bitVectors = | |
Array( | |
BitVectorFactories.OPTIMAL.apply(spatialResolution), | |
BitVectorFactories.OPTIMAL.apply(spatialResolution), | |
BitVectorFactories.OPTIMAL.apply(temporalResolution) | |
) | |
chc.indexInverse(hilbertBitVector, bitVectors) | |
// Can't really have this, since the index isn't invertable to the key. | |
def timeFromBin(bin: Long): DateTime = ??? | |
SpaceTimeKey(bitVectors(0).toLong.toInt, bitVectors(1).toLong.toInt, timeFromBin(bitVectors(2).toLong)) | |
} | |
def indexRanges(keyRange: (SpaceTimeKey, SpaceTimeKey)): Seq[(Long, Long)] = { | |
val ranges: java.util.List[LongRange] = | |
List( | |
LongRange.of(keyRange._1.spatialKey.col, keyRange._2.spatialKey.col), | |
LongRange.of(keyRange._1.spatialKey.row, keyRange._2.spatialKey.row), | |
LongRange.of(binTime(keyRange._1), binTime(keyRange._2)) | |
) | |
val regionInspector: RegionInspector[LongRange, LongContent] = | |
SimpleRegionInspector.create( | |
List(ranges), | |
new LongContent(1), | |
Functions.identity[LongRange](), | |
LongRangeHome.INSTANCE, | |
new LongContent(0L) | |
) | |
val combiner = | |
new PlainFilterCombiner[LongRange, java.lang.Long, LongContent, LongRange](LongRange.of(0, 1)); | |
val queryBuilder = | |
BacktrackingQueryBuilder.create( | |
regionInspector, | |
combiner, | |
0, | |
true, | |
LongRangeHome.INSTANCE, | |
new LongContent(0L) | |
) | |
chc.accept(new ZoomingSpaceVisitorAdapter(chc, queryBuilder)) | |
val filteredIndexRanges = queryBuilder.get.getFilteredIndexRanges | |
val size = filteredIndexRanges.size | |
val result = Array.ofDim[(Long, Long)](size) | |
cfor(0)(_ < size, _ + 1) { i => | |
val range = filteredIndexRanges.get(i) | |
result(i) = (range.getIndexRange.getStart, range.getIndexRange.getEnd) | |
} | |
result | |
} | |
} |
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