Created
October 10, 2015 20:03
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huffman estimation
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// Huffman estimation given symbol counts | |
val symbolCountsIn = Array(57728,32858,49395,15703,26381,4506,5797,1129,958,392,164,278,61,206,30,193,19,172,9,150,4,91,4,91,1,71,4,44,2,29,1,28,1,32,0,15,0,8,0,12,0,11,0,15,0,6,0,4,0,0,0,2,0,1,0,2) | |
case class Symbol(count:Int, idx: Int) | |
sealed trait TreeNode { | |
def value:Int | |
} | |
case class SymbolNode(sym: Symbol) extends TreeNode { | |
def value = sym.count | |
} | |
case class JointNode(left:TreeNode, right:TreeNode) extends TreeNode { | |
def value = left.value + right.value | |
} | |
val symbols = symbolCountsIn.filter(_ > 0).zipWithIndex.map(ci => Symbol(ci._1, ci._2)).sortWith((a:Symbol,b:Symbol) => a.count < b.count) | |
var nodes:Seq[TreeNode] = symbols.map(s => SymbolNode(s)).toSeq | |
while (nodes.length > 1) { | |
val first = nodes(0) | |
val second = nodes(1) | |
nodes = nodes.drop(2) | |
nodes :+= JointNode(first, second) | |
nodes = nodes.sortWith(_.value < _.value) | |
} | |
var count = 0 | |
def huffman(node: TreeNode, prefix: String) { | |
node match { | |
case SymbolNode(sym) => | |
println(sym + " -> " + prefix) | |
count += (sym.count * prefix.length); | |
case JointNode(left, right) => | |
huffman(left, prefix + "0") | |
huffman(right, prefix + "1") | |
} | |
} | |
huffman(nodes.head, "") | |
println("bit count: " + count) | |
println("byte count: " + (count/8)) | |
println("Symbol count: " + symbolCountsIn.sum) | |
println("bits per symbol: " + (count.toDouble / symbolCountsIn.sum)) |
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