'''[RHS]''' ''09Spt2004'' LZ77 compression is a precursor to LZW compression ([An LZW-compressing virtual filesystem]), I believe. When working on the [Binary image compression challenge], I became interested in writing a pure-tcl implementation of gzip. As gzip uses LZ77 (and Huffman encoding), I decided to start by implementing such an algorithm. Sadly, it's spectacularly slow, so it's not worthwhile in its present form. I figured it would be worth posting, however, in case anyone wanted to play with it. Random Note: The new binary search maxSubstring code takes the encoding of cat.gif from 7.5 hours to 3.5 minutes... yay :) For a very simple explanation of LZ77 compression... It works iterating from the beginning to the end of the string. For each substring [[string range $data $currentIndex end]] it checks to see if it has seen that substring (or any shorter version of it with the same starting point) previously. If it hasn't, it outputs the char at $index. If it has, it outputs a code to say how long ago it saw the substring, and how long it is. As an example: * Data: ''abcdefghijAabcdefBCDdefEFG'' * Output: ''abcdefghijA{offset:11, length:6}BCD{offset:6, length:3}EFG'' Now, for an interesting twist, the match can include the current substring. For example: * Data: ''abcdef bcde bcde bcde bcde 123'' * Output: ''abcdef {offset:6, length:20}123'' I chose to use the following data/constraints (since I'm not sure how gzip does it): * Matches are encoded by an escape character, then the length, then the offset * If both the length and the offset are <= 255, then the escape char is \x01. The length and offset are both encoded in one char * If either the length or offset are > 255, then the escape char is \x02. The length and offset are both encoded in two chars (one short) * If an escape char needs to be outputed, it followed by \x01 to indicate that it is a literal character, not an escape (ie, to escape it) * For short matches (\x01 escapes) the match must be at least 3 characters long) * For long matches (\x02 escapes) the match must be at least 5 characters long) # ############################################# # FILE: lz77.tcl - the code for the compression namespace eval lz77 { variable lookback 255 variable Escape1 "\x01" variable Escape2 "\x02" variable EscEsc "\x01" set K32 [expr {32 * 1024}] } proc ::lz77::K {a b} { return $a } proc ::lz77::encode {data} { variable Escape1 variable Escape2 variable EscEsc variable K32 set output "" set dataLength [string length $data] append output [string index $data 0] for {set i 1} {$i < $dataLength} {incr i} { #puts -nonewline "\n$i: " set foundAt 0 set foundLen 0 # Get the first 32k bytes of the current string set found [maxSubstring $i $data length offset] if { $found && $length > 0 } { if { $offset < 255 & $foundLen < 255 } { set offChar [format %c $offset] set lenChar [format %c $length] append output $Escape1$lenChar$offChar incr i $length incr i -1 } else { append output $Escape2 append output [binary format S $length] append output [binary format S $offset] incr i $length incr i -1 } } else { set char [string index $data $i] if { [string equal $char "$Escape1"] } { append output "$Escape1$EscEsc" } else { append output $char } } } return $output } proc ::lz77::decode {data} { variable Escape1 variable Escape2 variable EscEsc set output "" for {set i 0} {$i < [string length $data]} {incr i} { set char [string index $data $i] if { ($char ne "$Escape1") && ($char ne "$Escape2") } { append output $char } elseif { [string index $data [expr {$i + 1}]] eq "$EscEsc" } { append output $char incr i } else { if { $char eq $Escape1 } { scan [string index $data [incr i]] %c length scan [string index $data [incr i]] %c offset set index [expr {[string length $output] - $offset}] for {set j 0} {$j < $length} {incr j} { append output [string index $output $index] incr index } } else { binary scan [string range $data [incr i] [incr i]] S length binary scan [string range $data [incr i] [incr i]] S offset set index [expr {[string length $output] - $offset}] for {set j 0} {$j < $length} {incr j} { append output [string index $output $index] incr index } } } } return $output } proc ::lz77::maxSubstring {index data &matchLength &matchOffset} { upvar ${&matchLength} returnLength upvar ${&matchOffset} returnOffset variable K32 set matchLength 0 set matchOffset 0 if { $index > $K32 } { set data [string range $data [expr {$index - $K32}] end] set index $K32 } set upperBound [expr {1 + [string length $data] - $index}] if { $upperBound >= $K32 } { set upperBound $K32 } set lowerBound 0 while { ($upperBound > 3) && (($upperBound - $lowerBound) > 1) } { set currentLength [expr {($upperBound + $lowerBound)/2}] if { $currentLength < 3 } { set currentLength 3 } set currString [string range $data $index \ [expr {$index + $currentLength -1}]] set lastIndex [expr {$index + $currentLength -2}] set found 0 if { ([set matchIndex [string last $currString $data $lastIndex]] >= 0) } { set len [string length $currString] if { ($index - $matchIndex) > 255 && $len < 5 } { if { 5 > $matchLength } { set currData [string range $data 0 [expr {$index + $currentLength -2}]] set currString2 [string range $data $index [expr {$index +4}]] set matchIndex2 [string first $currString2 $currData $matchIndex] if { $matchIndex2 >= 0 } { set matchOffset [expr {$index - $matchIndex2}] set matchLength 5 set found 1 } } } else { if { $len > $matchLength } { set matchOffset [expr {$index - $matchIndex}] set matchLength $len set found 1 } } } if { $found } { set lowerBound $currentLength } else { set upperBound $currentLength } } if { $matchLength > 0 } { set returnOffset $matchOffset set returnLength $matchLength return 1 } else { set returnOffset 0 set returnLength 0 return 0 } } And, the tests... # ############################################# # FILE: lz77.test - tests for lz77 package require tcltest namespace import tcltest::* source [file join [file dirname [info script]] lz77.tcl] # ======================================== test encode-1.1 { encode a simple string in using LZ77 } -body { set encoded [::lz77::encode {abcdebcdef}] set expect "abcde\x01\x04\x04" append expect f if { [string length $expect] != [string length $encoded] } { binary scan $expect c* exList binary scan $encoded c* enList puts "ENCODED: $exList -> $enList" return "String lengths were not the same: \ [string length $expect] != [string length $encoded]" } if { ![string equal $expect $encoded] } { binary scan $expect c* exList binary scan $encoded c* enList puts "EXPECTED: $exList\nENCODED : $enList" return "Strings were not equal" } } -result {} test encode-1.2 { encode a simple string in using LZ77 } -body { set encoded [::lz77::encode {Blah blah blah blah blah!}] set expect "Blah b\x01\x12\x05!" if { [string length $expect] != [string length $encoded] } { return "String lengths were not the same: \ [string length $expect] != [string length $encoded]" } if { ![string equal $expect $encoded] } { return "Strings were not equal" } } -result {} test encode-1.3 { encode a string with multiple matches } -body { set string {This is a string with multiple strings within it} set expect "This \x01\x03\x03" append expect "a string with multiple\x01\x07\x15" append expect "s\x01\x05\x16" append expect "in it" set encoded [::lz77::encode $string] if { [string length $expect] != [string length $encoded] } { binary scan $expect c* exList binary scan $encoded c* enList puts "EXPECT: $exList" puts "ENCODE: $enList" return "String lengths were not the same: \ [string length $expect] != [string length $encoded]" } if { ![string equal $expect $encoded] } { binary scan $expect c* exList binary scan $encoded c* enList puts "EXPECT: $exList" puts "ENCODE: $enList" return "Strings were not equal" } } -result {} test encode-1.4 { Encode a long (>255 <255*255) string, to use second escape } -setup { set original "abcdefghij" for {set i 0} {$i < 254} {incr i} { append original [expr {$i % 10}] } append original "abcdefg" set expect "abcdefghij0123456789" append expect "\x01\xF4\x0a" append expect "\x02\x00\x07\x01\x08" } -body { set encoded [::lz77::encode $original] if { ![string equal $expect $encoded] } { binary scan $expect c* exList binary scan $encoded c* enList puts "EXPECT: $exList" puts "ENCODE: $enList" return "Strings were not equal" } } -result {} # ======================================== test decode-1.1 { decode a simple string using LZ77 } -body { set decoded [::lz77::decode "Blah b\x01\x12\x05!"] set expect {Blah blah blah blah blah!} if { [string length $expect] != [string length $decoded] } { puts "$expect != $decoded" return "String lengths were not the same: \ [string length $expect] != [string length $decoded]" } if { ![string equal $expect $decoded] } { puts "$expect != $decoded" return "Strings were not equal" } } -result {} # ======================================== test cycle-1.1 { cycle a string through encode and decode } -body { set original "This is a string with multiple strings within it" set encoded [::lz77::encode $original] set changed [::lz77::decode $encoded] if { ![string equal $original $changed] } { puts "Not Equal:\nORIGINAL: $original\nENCODED : $changed" binary scan $encoded c* enList puts $enList return "The strings were not equal" } return } -result {} test cycle-1.2 { cycle a string through encode and decode } -body { set original "This is a string of text, \ whereherehereherehe parts of the string\ have text that is in other parts of the string" set encoded [::lz77::encode $original] set changed [::lz77::decode $encoded] if { ![string equal $original $changed] } { puts "Not Equal:\nORIGINAL: $original\nENCODED : $changed" binary scan $encoded c* enList puts $enList return "The strings were not equal" } return } -result {} test cycle-1.3 { Encode a long (>255 <255*255) string, to use second escape\ and decode it } -setup { set original "abcdefghij" for {set i 0} {$i < 254} {incr i} { append original [expr {$i % 10}] } append original "abcdefg" } -body { set encoded [::lz77::encode $original] set decoded [::lz77::decode $encoded] if { ![string equal $original $decoded] } { binary scan $original c* orList binary scan $decoded c* deList puts "ORIGINAL: $orList" puts "DECODED : $deList" return "Strings were not equal" } } -result {} test cycle-1.4 { cycle a string through encode and decode } -body { global fName set f [open $fName] set original [read $f] close $f set encoded [::lz77::encode $original] set changed [::lz77::decode $encoded] if { ![string equal $original $changed] } { #puts "Not Equal:\nORIGINAL: $original\nENCODED : $changed" return "The strings were not equal" } return } -result {} # ======================================== # Special cases # When there's an escape in the input text # Encode it as \x01\x01, since we can't have a repeat length of 1 test escape-1.1 { An escape in the input data is coded as the escape, followed\ by \x01 } -setup { unset -nocomplain original expect encoded exList enList } -body { set original "ab\x01" ; append original cd set expect "ab\x01\x01" ; append expect cd set encoded [::lz77::encode $original] if { ![string equal $expect $encoded] } { binary scan $expect c* exList binary scan $encoded c* enList puts "$exList ->\n$enList" return "The strings were not equal" } } -result {} test escape-1.2 { An escape in the input data is coded as the escape, followed\ by \x01 } -setup { unset -nocomplain original expect encoded exList enList } -body { set original "ab\x01" ; append original cd set encoded [::lz77::encode $original] set decoded [::lz77::decode $encoded] if { ![string equal $original $decoded] } { binary scan $original c* orList binary scan $decoded c* deList puts "$orList ->\n$deList" return "The strings were not equal" } } -result {} test escape-1.2 { An escaped escape should not interfere with runs surrounding it } -setup { unset -nocomplain original expect encoded exList enList } -body { set original "abcdebcde\x01" ; append original cd set expect "abcde\x01\x04\x04\x01\x01" ; append expect cd set encoded [::lz77::encode $original] if { ![string equal $expect $encoded] } { binary scan $expect c* exList binary scan $encoded c* enList puts "$exList ->\n$enList" return "The strings were not equal" } } -result {} # If there's multiple matches, get the longest one possible # "These blah is blah blah blah!" # ^ the match for here # ^ should start here # ^ not here test longest-1.1 { Get the longest match possible } -setup { unset -nocomplain original expect encoded exList enList set original {These blah is blah blah blah!} set expect "These blah is\x01\x06\x08" append expect "\x01\x09\x05!" } -body { set encoded [::lz77::encode $original] if { ![string equal $expect $encoded] } { binary scan $expect c* exList binary scan $encoded c* enList puts "Expect: $exList ->\nEncode: $enList" puts "DECODE: [::lz77::decode $encoded]" return "The strings were not equal" } } -result {} # ======================================== test maxSubstring-1.1 { Find the max substring for a string with only one match } -setup { unset -nocomplain length offset set string {abcdefcdefg} set index 6 } -body { set flag [::lz77::maxSubstring $index $string length offset] list $flag $length $offset } -result {1 4 4} test maxSubstring-1.2 { Make sure we can get matches of the min length } -setup { unset -nocomplain length offset set string {This is a} set index 5 } -body { set flag [::lz77::maxSubstring $index $string length offset] list $flag $length $offset } -result {1 3 3} test maxSubstring-1.3 { Return 0 if no match } -setup { unset -nocomplain length offset set string {abcdefghijk} set index 6 } -body { ::lz77::maxSubstring $index $string length offset } -result {0} test maxSubstring-1.4 { Find the max substring for a string with multiple matches } -setup { unset -nocomplain length offset set string {aaaabbbbaaaaaaaa} set index 9 } -body { set flag [::lz77::maxSubstring $index $string length offset] list $flag $length $offset } -result {1 7 1} test maxSubstring-1.5 { For a very long string (>32k), remove everything 32k \ past the index } -setup { unset -nocomplain length offset set original "abcdef" for {set i 0} {$i < 1024} {incr i} { append original "0123456789012345678901234567890123456789" } append original "abcdef" set index 17 } -body { set flag [::lz77::maxSubstring $index $original length offset] list $flag $length $offset } -result {1 32767 10} test maxSubstring-1.6 { For a very long string (>32k), remove anything more than 32k\ before the index } -constraints { slow } -setup { unset -nocomplain length offset set original "abcdef" for {set i 0} {$i < 1024} {incr i} { append original "0123456789012345678901234567890123456789" append original "0123456789012345678901234567890123456789" append original "0123456789012345678901234567890123456789" } append original "abcdef" set index 40000 } -body { set flag [::lz77::maxSubstring $index $original length offset] list $flag $length $offset } -result {1 32767 10} test maxSubstring-1.7 { } -setup { set data "abcdefghij012345678901234567890123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890123abcdefg" set index 274 } -body { set flag [::lz77::maxSubstring $index $data length offset] list $flag $length $offset } -result {1 7 274} ---- [PS] 10Sep04: This brings us terribly close to pure tcl deflate/gzip. Reading http://www.gzip.org/deflate.html suggests that the Huffman coding is not terribly hard to do. [DKF]: I'd estimate that the easiest way to speed this up would be to make [[maxSubstring]] return a list of its three result values instead of using [upvar]. Splitting the result list with [foreach] or [lassign] is much faster... [MS] The usage of [[K]] can also be sped up noticeably: use the idiom [[K $x [[set x {}]]]] instead of [[K $x [[unset x]]]]. Even faster is the bytecompiled variant [[lindex [[list $x [[set x{}]]]] 0]]. Which reminds me ... soon (?) to be the fastest is the plain $x[[set x {}]] - as soon as I get around to implementing FRE 924097 (''optimise {}-appends'' [http://sourceforge.net/tracker/?func=detail&aid=924097&group_id=10894&atid=360894]) ''This optimisation has been committed to HEAD on 2004-09-10 (8.5a2)'' [Peter Spjuth]: Is it intentional that maxSubstring prefers the earliest match? I would think that minimizing offset by prefering the latest match would be better. That would make a more efficient solution possible using [[string last]]. Also, is K really useful with [[string range]]? [RHS] To add some comments... * No, K is not amazingly useful with string range. In most instances, it's slower to use K than to not. I'll retime things using [[K $data [[set data {}]]]] to see if that helps (and the bytecompiled version of lindex) * It's not intentional that it prefers the earlier match. In fact, the later the match the better. However, I was having issues with [[string last]] and the fact that it had to search through data that wasn't an acceptable match (it started past the index). My algorithm has since changed, so I'll probably be changing it to use [[string last]] * All those micro-optimizations, and I forgot the first rule... ''first, make your algorithm faster''. I've since recoded ''maxSubstring'' to do a binary search instead of a linear one, and it's sped things up "considerably". My current implementation is broken (it passes the maxSubstring tests, but not the other ones, so maxSubstring tests are missing something), but I'll post the new code once it works. ---- [Category Compression]