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lzari.py
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lzari.py
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#
# lzari.py
#
# By Ross Ridge
#
"""
Implementation of Haruhiko Okumura's LZARI data compression algorithm
in Python. Largely based on LZARI.C, one key difference is the use of
a two level dicitionary look up during compression rather than
LZARI.C's binary search tree.
"""
_SCCS_ID = "@(#) mymc lzari.py 1.6 12/10/04 19:07:53\n"
import sys
import array
import binascii
import string
import time
from bisect import bisect_right
from math import log
try:
import ctypes
import mymcsup
except ImportError:
mymcsup = None
hexlify = binascii.hexlify
__ALL__ = ['lzari_codec', 'string_to_bit_array', 'bit_array_to_string']
#
# Fundamental constants of the LZARI compression alogorithm.
#
# Changing any of these values will create an incompatible implementation.
#
HIST_LEN = 4096
MIN_MATCH_LEN = 3
MAX_MATCH_LEN = 60
ARITH_BITS = 15
QUADRANT1 = 1 << ARITH_BITS
QUADRANT2 = QUADRANT1 * 2
QUADRANT3 = QUADRANT1 * 3
QUADRANT4 = QUADRANT1 * 4
MAX_CUM = QUADRANT1 - 1
MAX_CHAR = (256 + MAX_MATCH_LEN - MIN_MATCH_LEN + 1)
#
# Other constants specific to this implementation
#
MAX_SUFFIX_CHAIN = 50 # limit on how many identical suffixes to try to match
#def debug(value, msg):
# print "@@@ %s %04x" % (msg, value)
debug = lambda value, msg: None
_tr_16 = string.maketrans("0123456789abcdef",
"\x00\x01\x02\x03"
"\x10\x11\x12\x13"
"\x20\x21\x22\x23"
"\x30\x31\x32\x33")
_tr_4 = string.maketrans("0123",
"\x00\x01"
"\x10\x11")
_tr_2 = string.maketrans("01", "\x00\x01")
def string_to_bit_array(s):
"""Convert a string to an array containing a sequence of bits."""
s = binascii.hexlify(s).translate(_tr_16)
s = binascii.hexlify(s).translate(_tr_4)
s = binascii.hexlify(s).translate(_tr_2)
a = array.array('B', s)
return a
_tr_rev_2 = string.maketrans("\x00\x01", "01")
_tr_rev_4 = string.maketrans("\x00\x01"
"\x10\x11",
"0123")
_tr_rev_16 = string.maketrans("\x00\x01\x02\x03"
"\x10\x11\x12\x13"
"\x20\x21\x22\x23"
"\x30\x31\x32\x33",
"0123456789abcdef")
def bit_array_to_string(a):
"""Convert an array containing a sequence of bits to a string."""
remainder = len(a) % 8
if remainder != 0:
a.fromlist([0] * (8 - remainder))
s = a.tostring()
s = binascii.unhexlify(s.translate(_tr_rev_2))
s = binascii.unhexlify(s.translate(_tr_rev_4))
return binascii.unhexlify(s.translate(_tr_rev_16))
def _match(src, pos, hpos, mlen, end):
mlen += 1
if not src.startswith(src[hpos : hpos + mlen], pos):
return None
for i in range(mlen, end):
if src[pos + i] != src[hpos + i]:
return i
return end
def _rehash_table2(src, chars, head, next, next2, hist_invalid):
p = head
table2 = {}
l = []
while p > hist_invalid:
l.append(p)
p = next[p % HIST_LEN]
l.reverse()
for p in l:
p2 = p + MIN_MATCH_LEN
key2 = src[p2 : p2 + chars]
head2 = table2.get(key2, hist_invalid)
next2[p % HIST_LEN] = head2
table2[key2] = p
return table2
class lzari_codec(object):
# despite the name this does not implement a codec compatible
# with Python's codec system
def init(self, decode):
self.high = QUADRANT4
self.low = 0
if decode:
self.code = 0
# reverse the order of sym_cum so bisect_right() can
# be used for faster searching
self.sym_cum = range(0, MAX_CHAR + 1)
else:
self.shifts = 0
self.char_to_symbol = range(1, MAX_CHAR + 1)
self.sym_cum = range(MAX_CHAR, -1, -1)
self.next_table = [None] * HIST_LEN
self.next2_table = [None] * HIST_LEN
self.suffix_table = {}
self.symbol_to_char = [0] + range(MAX_CHAR)
self.sym_freq = [0] + [1] * MAX_CHAR
self.position_cum = [0] * (HIST_LEN + 1)
a = 0
for i in range(HIST_LEN, 0, -1):
a = a + 10000 / (200 + i)
self.position_cum[i - 1] = a
def search(self, table, x):
c = 1
s = len(table) - 1
while True:
a = (s + c) / 2
if table[a] <= x:
s = a
else:
c = a + 1
if c >= s:
break
return c
def update_model_decode(self, symbol):
# A compatible implemention to the one used while compressing.
sym_freq = self.sym_freq
sym_cum = self.sym_cum
if self.sym_cum[MAX_CHAR] >= MAX_CUM:
c = 0
for i in range(MAX_CHAR, 0, -1):
self.sym_cum[MAX_CHAR - i] = c
a = (self.sym_freq[i] + 1) / 2
self.sym_freq[i] = a
c += a
self.sym_cum[MAX_CHAR] = c
freq = sym_freq[symbol]
new_symbol = symbol
while self.sym_freq[new_symbol - 1] == freq:
new_symbol -= 1
# new_symbol = sym_freq.index(freq)
if new_symbol != symbol:
symbol_to_char = self.symbol_to_char
swap_char = symbol_to_char[new_symbol]
char = symbol_to_char[symbol]
symbol_to_char[new_symbol] = char
symbol_to_char[symbol] = swap_char
sym_freq[new_symbol] = freq + 1
for i in range(MAX_CHAR - new_symbol + 1, MAX_CHAR + 1):
sym_cum[i] += 1
def update_model_encode(self, symbol):
sym_freq = self.sym_freq
sym_cum = self.sym_cum
if sym_cum[0] >= MAX_CUM:
c = 0
for i in range(MAX_CHAR, 0, -1):
sym_cum[i] = c
a = (sym_freq[i] + 1) / 2
sym_freq[i] = a
c += a
sym_cum[0] = c
freq = sym_freq[symbol]
new_symbol = symbol
while sym_freq[new_symbol - 1] == freq:
new_symbol -= 1
if new_symbol != symbol:
debug(new_symbol, "a")
swap_char = self.symbol_to_char[new_symbol]
char = self.symbol_to_char[symbol]
self.symbol_to_char[new_symbol] = char
self.symbol_to_char[symbol] = swap_char
self.char_to_symbol[char] = new_symbol
self.char_to_symbol[swap_char] = symbol
sym_freq[new_symbol] += 1
for i in range(new_symbol):
sym_cum[i] += 1
def decode_char(self):
high = self.high
low = self.low
code = self.code
sym_cum = self.sym_cum
_range = high - low
max_cum_freq = sym_cum[MAX_CHAR]
n = ((code - low + 1) * max_cum_freq - 1) / _range
i = bisect_right(sym_cum, n, 1)
high = low + sym_cum[i] * _range / max_cum_freq
low += sym_cum[i - 1] * _range / max_cum_freq
symbol = MAX_CHAR + 1 - i
while True:
if low < QUADRANT2:
if low < QUADRANT1 or high > QUADRANT3:
if high > QUADRANT2:
break
else:
low -= QUADRANT1
code -= QUADRANT1
high -= QUADRANT1
else:
low -= QUADRANT2
code -= QUADRANT2
high -= QUADRANT2
low *= 2
high *= 2
code = code * 2 + self.in_iter()
ret = self.symbol_to_char[symbol]
self.high = high
self.low = low
self.code = code
self.update_model_decode(symbol)
return ret
def decode_position(self):
_range = self.high - self.low
max_cum = self.position_cum[0]
pos = self.search(self.position_cum,
((self.code - self.low + 1)
* max_cum - 1) / _range) - 1
self.high = (self.low +
self.position_cum[pos] * _range / max_cum)
self.low += self.position_cum[pos + 1] * _range / max_cum
while True:
if self.low < QUADRANT2:
if (self.low < QUADRANT1
or self.high > QUADRANT3):
if self.high > QUADRANT2:
return pos
else:
self.low -= QUADRANT1
self.code -= QUADRANT1
self.high -= QUADRANT1
else:
self.low -= QUADRANT2
self.code -= QUADRANT2
self.high -= QUADRANT2
self.low *= 2
self.high *= 2
self.code = self.in_iter() + self.code * 2
def add_suffix_1(self, pos, find):
# naive implemention used for testing
if not find:
return (None, 0)
src = self.src
mlen = min(1000, self.max_match, len(src) - pos)
hist_start = max(pos - HIST_LEN, 0)
while mlen >= MIN_MATCH_LEN:
i = src.rfind(src[pos : pos + mlen], hist_start, pos)
if i != -1:
assert (src[pos : pos + mlen]
== src[i: i + mlen])
return (i, mlen)
mlen -= 1
return (None, -1)
def add_suffix_2(self, pos, find):
# a two level dictionary look up that leverages Python's
# built-in dicts to get something that's hopefully faster
# than implementing binary trees in completely in Python.
src = self.src
suffix_table = self.suffix_table
max_match = min(self.max_match, len(src) - pos)
mlen = -1
mpos = None
hist_invalid = pos - HIST_LEN - 1
modpos = pos % HIST_LEN
pos2 = pos + MIN_MATCH_LEN
key = src[pos : pos2]
a = suffix_table.get(key)
if a != None:
next = self.next_table
next2 = self.next2_table
[count, head, table2, chars] = a
pos3 = pos2 + chars
key2 = src[pos2 : pos3]
min_match2 = MIN_MATCH_LEN + chars
if find:
p = table2.get(key2, hist_invalid)
maxmlen = max_match - min_match2
while p > hist_invalid and mlen != maxmlen:
p3 = p + min_match2
if mpos == None and p3 <= pos:
mpos = p
mlen = 0
if p3 >= pos:
p = next2[p % HIST_LEN]
continue
rlen = _match(src, pos3, p3, mlen,
min(maxmlen, pos - p3))
if rlen != None:
mpos = p
mlen = rlen
p = next2[p % HIST_LEN]
if mpos != None:
mlen += min_match2
elif find:
p = head
maxmlen = min(chars, max_match - MIN_MATCH_LEN)
i = 0
while (p > hist_invalid and i < 50000
and mlen < maxmlen):
assert i < count
i += 1
p2 = p + MIN_MATCH_LEN
l2 = pos - p2
if mpos == None and l2 >= 0:
mpos = p
mlen = 0
if l2 <= 0:
p = next[p % HIST_LEN]
continue
if l2 > maxmlen:
l2 = maxmlen
m = mlen + 1
if src.startswith(src[p2 : p2 + m],
pos2):
mpos = p
for j in range(m, l2):
if (src[pos2 + j]
!= src[p2 + j]):
mlen = j
break
else:
mlen = l2
#rlen = _match(src, pos2, p2, mlen, l2)
#if rlen != None:
# mpos = p
# mlen = rlen
p = next[p % HIST_LEN]
if mpos != None:
mlen += MIN_MATCH_LEN
count += 1
new_chars = int(log(count, 2))
# new_chars = 50
new_chars = min(new_chars, max_match - MIN_MATCH_LEN)
if new_chars > chars:
chars = new_chars
table2 = _rehash_table2(src, chars, head,
next, next2,
hist_invalid)
next[modpos] = head
head = pos
key2 = src[pos2 : pos2 + chars]
head2 = table2.get(key2, hist_invalid)
next2[modpos] = head2
table2[key2] = pos
a[0] = count
a[1] = head
a[2] = table2
a[3] = chars
else:
self.next_table[modpos] = hist_invalid
self.next2_table[modpos] = hist_invalid
key2 = ""
# key2 = src[pos2 : pos2 + 1]
suffix_table[key] = [1, pos, {key2: pos}, len(key2)]
p = pos - HIST_LEN
if p >= 0:
p2 = p + MIN_MATCH_LEN
key = src[p : p2]
a = suffix_table[key]
(count, head, table2, chars) = a
count -= 1
if count == 0:
assert head == p
del suffix_table[key]
else:
key2 = src[p2 : p2 + chars]
if table2[key2] == p:
del table2[key2]
a[0] = count
assert (mpos == None
or src[pos : pos + mlen] == src[mpos : mpos + mlen])
return (mpos, mlen)
def _add_suffix(self, pos, find):
r = self.add_suffix_2(pos, find)
start_pos = self.start_pos
if find and r[0] != None:
print ("%4d %02x %4d %2d"
% (pos - start_pos, ord(self.src[pos]),
r[0] - start_pos, r[1]))
else:
print ("%4d %02x"
% (pos - start_pos, ord(self.src[pos])))
return r
add_suffix = add_suffix_2
def output_bit(self, bit):
self.append_bit(bit)
bit ^= 1
for i in range(self.shifts):
self.append_bit(bit)
self.shifts = 0
def encode_char(self, char):
low = self.low
high = self.high
sym_cum = self.sym_cum
symbol = self.char_to_symbol[char]
range = high - low
high = low + range * sym_cum[symbol - 1] / sym_cum[0]
low += range * sym_cum[symbol] / sym_cum[0]
debug(high, "high");
debug(low, "low");
while True:
if high <= QUADRANT2:
self.output_bit(0)
elif low >= QUADRANT2:
self.output_bit(1)
low -= QUADRANT2
high -= QUADRANT2
elif low >= QUADRANT1 and high <= QUADRANT3:
self.shifts += 1
low -= QUADRANT1
high -= QUADRANT1
else:
break
low *= 2
high *= 2
self.low = low
self.high = high
self.update_model_encode(symbol)
def encode_position(self, position):
position_cum = self.position_cum
low = self.low
high = self.high
range = high - low
high = low + range * position_cum[position] / position_cum[0]
low += range * position_cum[position + 1] / position_cum[0]
debug(high, "high");
debug(low, "low");
while True:
if high <= QUADRANT2:
self.output_bit(0)
elif low >= QUADRANT2:
self.output_bit(1)
low -= QUADRANT2
high -= QUADRANT2
elif low >= QUADRANT1 and high <= QUADRANT3:
self.shifts += 1
low -= QUADRANT1
high -= QUADRANT1
else:
break
low *= 2
high *= 2
self.low = low
self.high = high
def encode(self, src, progress = None):
"""Compress a string."""
length = len(src)
if length == 0:
return ""
out_array = array.array('B')
self.out_array = out_array
self.append_bit = out_array.append
self.init(False)
max_match = min(MAX_MATCH_LEN, length)
self.max_match = max_match
self.src = src = "\x20" * max_match + src
in_length = len(src)
self.start_pos = max_match
for in_pos in range(max_match):
self.add_suffix(in_pos, False)
in_pos += 1
last_percent = -1
while in_pos < in_length:
if progress:
percent = (in_pos - max_match) * 100 / length
if percent != last_percent:
sys.stderr.write("%s%3d%%\r"
% (progress, percent))
last_percent = percent
debug(ord(src[in_pos]), "src")
(match_pos, match_len) = self.add_suffix(in_pos, True)
if match_len < MIN_MATCH_LEN:
self.encode_char(ord(src[in_pos]))
else:
debug(in_pos - match_pos - 1, "match_pos")
debug(match_len, "match_len")
self.encode_char(256 - MIN_MATCH_LEN
+ match_len)
self.encode_position(in_pos - match_pos - 1)
for i in range(match_len - 1):
in_pos += 1
self.add_suffix(in_pos, False)
in_pos += 1
self.shifts += 1
if self.low < QUADRANT1:
self.output_bit(0)
else:
self.output_bit(1)
#for k, v in sorted(self.suffix_table.items()):
# count, head, table2, chars = v
# print hexlify(k), count, head, len(table2), chars
if progress:
sys.stderr.write("%s100%%\n" % progress)
return bit_array_to_string(out_array)
def decode(self, src, out_length, progress = None):
"""Decompress a string."""
a = string_to_bit_array(src)
a.fromlist([0] * 32) # add some extra bits
self.in_iter = iter(a).next
out = array.array('B', "\0") * out_length
outpos = 0
self.init(True)
self.code = 0
for i in range(ARITH_BITS + 2):
self.code += self.code + self.in_iter()
hist_pos = HIST_LEN - MAX_MATCH_LEN
history = [0x20] * hist_pos + [0] * MAX_MATCH_LEN
decode_char = self.decode_char
last_percent = -1
last_time = time.time()
while outpos < out_length:
if progress:
percent = outpos * 100 / out_length
if percent != last_percent:
now = time.time()
if now - last_time >= 1:
sys.stderr.write("%s%3d%%\r"
% (progress, percent))
last_percent = percent
last_time = now
char = decode_char()
if char >= 0x100:
pos = self.decode_position()
length = char - 0x100 + MIN_MATCH_LEN
base = (hist_pos - pos - 1) % HIST_LEN
for off in range(length):
a = history[(base + off) % HIST_LEN]
out[outpos] = a
outpos += 1
history[hist_pos] = a
hist_pos = (hist_pos + 1) % HIST_LEN
else:
out[outpos] = char
outpos += 1
history[hist_pos] = char
hist_pos = (hist_pos + 1) % HIST_LEN
self.in_iter = None
if progress:
sys.stderr.write("%s100%%\n" % progress)
return out.tostring()
if mymcsup == None:
def decode(src, out_length, progress = None):
return lzari_codec().decode(src, out_length, progress)
def encode(src, progress = None):
return lzari_codec().encode(src, progress)
else:
mylzari_decode = mymcsup.mylzari_decode
mylzari_encode = mymcsup.mylzari_encode
mylzari_free_encoded = mymcsup.mylzari_free_encoded
def decode(src, out_length, progress = None):
out = ctypes.create_string_buffer(out_length)
if (mylzari_decode(src, len(src), out, out_length, progress)
== -1):
raise ValueError, "compressed input is corrupt"
return ctypes.string_at(out, out_length)
def encode(src, progress = None):
(r, compressed, comp_len) = mylzari_encode(src, len(src),
progress)
# print r, compressed.value, comp_len
if r == -1:
raise MemoryError, "out of memory during compression"
if compressed.value == None:
return ""
ret = ctypes.string_at(compressed.value, comp_len.value)
mylzari_free_encoded(compressed)
return ret;
def main2(args):
import struct
import os
src = file(args[2], "rb").read()
lzari = lzari_codec()
out = file(args[3], "wb")
start = os.times()
if args[1] == "c":
dest = lzari.encode(src)
now = os.times()
out.write(struct.pack("L", len(src)))
else:
dest = lzari.decode(src[4:],
struct.unpack("L", src[:4])[0])
now = os.times()
out.write(dest)
out.close()
print "time:", now[0] - start[0], now[1] - start[1], now[4] - start[4]
def _get_hotshot_lineinfo(filename):
import hotshot.log
log = hotshot.log.LogReader(filename)
timings = {}
for what, loc, tdelta in log:
if what == hotshot.log.LINE:
a = timings.get(loc)
if a == None:
timings[loc] = [1, tdelta]
else:
a[0] += 1
a[1] += tdelta
return timings.items()
def _dump_hotshot_lineinfo(log):
a = sorted(_get_hotshot_lineinfo(log))
total_count = sum((time[0]
for (loc, time) in a))
total_time = sum((time[1]
for (loc, time) in a))
for (loc, [count, time]) in a:
print ("%8d %6.3f%% %8d %6.3f%%"
% (time, time * 100.0 / total_time,
count, count * 100.0 / total_count)),
print "%s:%d(%s)" % loc
def _dump_hotshot_lineinfo2(log):
cur = None
a = sorted(_get_hotshot_lineinfo(log))
total_count = sum((time[0]
for (loc, time) in a))
total_time = sum((time[1]
for (loc, time) in a))
for ((filename, lineno, fn), [count, time]) in a:
if cur != filename:
if cur != None and f != None:
for line in f:
print line[:-1]
f.close()
try:
f = file(filename, "r")
except OSError:
f = None
cur = filename
l = 0
print "#", filename
if f != None:
while l < lineno:
print f.readline()[:-1]
l += 1
print ("# %8d %6.3f%% %8d %6.3f%%"
% (time, time * 100.0 / total_time,
count, count * 100.0 / total_count))
if cur != None and f != None:
for line in f:
print line[:-1]
f.close()
def main(args):
import os
if args[1] == "pc":
import profile
pr = profile.Profile()
for i in range(5):
print pr.calibrate(100000)
return
elif args[1] == "p":
import profile
ret = 0
# profile.Profile.bias = 5.26e-6
profile.runctx("ret = main2(args[1:])",
globals(), locals())
return ret
elif args[1].startswith("h"):
import hotshot, hotshot.stats
import warnings
warnings.filterwarnings("ignore")
tmp = os.tempnam()
try:
l = args[1].startswith("hl")
p = hotshot.Profile(tmp, l)
ret = p.runcall(main2, args[1:])
p.close()
p = None
if l:
if args[1] == "hl2":
_dump_hotshot_lineinfo2(tmp)
else:
_dump_hotshot_lineinfo(tmp)
else:
hotshot.stats.load(tmp).print_stats()
finally:
try:
os.remove(tmp)
except OSError:
pass
return ret
return main2(args)
if __name__ == '__main__':
sys.exit(main(sys.argv))