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An arithmetic coder
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""" | |
A pretty terrible arithmetic coder with a 0th order model. | |
Based on Matt Mahoney's fpaq0 implementation available at | |
http://mattmahoney.net/dc/#fpaq0 | |
""" | |
import sys | |
import os | |
import struct | |
EOF = b'' | |
INTMASK = 0xffffffff | |
def getc(f): | |
c = f.read(1) | |
if c == EOF: | |
return EOF | |
return ord(c) | |
def putc(c, f): | |
f.write(struct.pack('B', c)) | |
class Model(): | |
def __init__(self): | |
self.history = 0 | |
self.counts = {} | |
def predict(self): | |
"Returns a probability of getting 1 next" | |
if self.history not in self.counts: | |
self.counts[self.history] = [0, 0] | |
onecount = 1 + self.counts[self.history][1] | |
zerocount = 1 + self.counts[self.history][0] | |
return int(4096 * onecount / (onecount + zerocount)) | |
def update(self, y): | |
count = self.counts[self.history] | |
count[y] += 1 | |
if count[y] > 65534: | |
count[0] /= 2 | |
count[1] /= 2 | |
self.history = ((self.history << 1) | y) & 0xff | |
class Coder: | |
def __init__(self, fp): | |
self.x1 = 0 | |
self.x2 = 0xffffffff | |
self.fp = fp | |
self.model = Model() | |
class Encoder(Coder): | |
def __init__(self, fp): | |
super().__init__(fp) | |
def encode(self, y): | |
x1 = self.x1 | |
x2 = self.x2 | |
p = self.model.predict() # prob for getting 1 | |
mid = x1 + (p * ((x2 - x1) >> 12)) & INTMASK | |
mid = mid & INTMASK | |
assert(mid >= x1 and mid < x2) | |
if y is 1: | |
x2 = mid | |
else: | |
x1 = mid + 1 # why +1? | |
self.model.update(y) | |
while ((x2 ^ x1) & 0xff000000) == 0: | |
putc(x2 >> 24, self.fp) | |
x1 = (x1 << 8) & INTMASK | |
x2 = ((x2 << 8) | 0xff) & INTMASK | |
self.x1 = x1 | |
self.x2 = x2 | |
def flush(self): | |
x1 = self.x1 | |
x2 = self.x2 | |
while ((x2 ^ x1) & 0xff000000) == 0: | |
putc(x2 >> 24, self.fp) | |
x1 = x1 << 8 | |
x2 = (x2 << 8) | 0xff | |
# why do we write out the last unequal byte? | |
# is x2 now large enough to encode the full range? | |
putc((x2 >> 24) & INTMASK, self.fp) | |
self.x1 = x1 | |
self.x2 = x2 | |
class Decoder(Coder): | |
def __init__(self, fp): | |
super().__init__(fp) | |
self.x = 0 | |
for i in range(4): | |
c = getc(self.fp) | |
if (c == EOF): | |
c = 0 | |
self.x = (self.x << 8) | (c & 0xff) | |
assert (self.x & INTMASK) == self.x | |
def decode(self): | |
x1 = self.x1 | |
x2 = self.x2 | |
x = self.x | |
p = self.model.predict() | |
mid = x1 + (p * ((x2 - x1) >> 12)) & INTMASK | |
mid = mid & INTMASK | |
assert(mid >= x1 and mid < x2) | |
if x < mid: | |
y = 1 | |
x2 = mid | |
elif x >= mid: | |
y = 0 | |
x1 = mid + 1 | |
self.model.update(y) | |
while ((x2 ^ x1) & 0xff000000) == 0: | |
x1 = (x1 << 8) & INTMASK | |
x2 = ((x2 << 8) | 0xff) & INTMASK | |
c = getc(self.fp) | |
if (c == EOF): | |
c = 0 # x shouldn't be read after EOF | |
x = ((x << 8) | c) & INTMASK | |
self.x1 = x1 | |
self.x2 = x2 | |
self.x = x | |
return y | |
if __name__ == "__main__": | |
cmd = sys.argv[1] | |
path = sys.argv[2] | |
outpath = sys.argv[3] | |
print(cmd, path, outpath) | |
if cmd == 'c': | |
size = os.path.getsize(path) | |
fin = open(path, 'rb') | |
fout = open(outpath, 'wb') | |
print(f"Writing file size {size}") | |
fout.write(struct.pack("I", size)) | |
e = Encoder(fout) | |
c = getc(fin) | |
while c != EOF: | |
for i in reversed(range(8)): | |
e.encode((c >> i) & 0x1) | |
c = getc(fin) | |
e.flush() | |
fout.close() | |
fin.close() | |
elif cmd == 'd': | |
fin = open(path, 'rb') | |
size, = struct.unpack("I", fin.read(4)) | |
print(f"Uncompressed file size {size}") | |
fout = open(outpath, 'wb') | |
d = Decoder(fin) | |
c = 0 | |
for index in range(size): | |
c = 0 | |
for i in range(8): | |
c = (c << 1) | d.decode() | |
c = putc(c, fout) | |
fout.close() | |
fin.close() | |
else: | |
print(f"Invalid command {cmd}!") | |
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