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# Copyright (c) 2019 - 2022, Ilan Schnell; All Rights Reserved | |
# bitarray is published under the PSF license. | |
# | |
# Author: Ilan Schnell | |
""" | |
Useful utilities for working with bitarrays. | |
""" | |
from __future__ import absolute_import | |
import os | |
import sys | |
from bitarray import bitarray, bits2bytes, get_default_endian | |
from bitarray._util import ( | |
count_n, rindex, parity, count_and, count_or, count_xor, subset, | |
serialize, ba2hex, _hex2ba, ba2base, _base2ba, vl_encode, _vl_decode, | |
canonical_decode, _set_bato, | |
) | |
__all__ = [ | |
'zeros', 'urandom', 'pprint', 'make_endian', 'rindex', 'strip', 'count_n', | |
'parity', 'count_and', 'count_or', 'count_xor', 'subset', | |
'ba2hex', 'hex2ba', 'ba2base', 'base2ba', 'ba2int', 'int2ba', | |
'serialize', 'deserialize', 'vl_encode', 'vl_decode', | |
'huffman_code', 'canonical_huffman', 'canonical_decode', | |
] | |
# tell the _util extension what the bitarray type object is, such that it | |
# can check for instances thereof | |
_set_bato(bitarray) | |
_is_py2 = bool(sys.version_info[0] == 2) | |
def zeros(__length, endian=None): | |
"""zeros(length, /, endian=None) -> bitarray | |
Create a bitarray of length, with all values 0, and optional | |
endianness, which may be 'big', 'little'. | |
""" | |
if not isinstance(__length, (int, long) if _is_py2 else int): | |
raise TypeError("int expected, got '%s'" % type(__length).__name__) | |
a = bitarray(__length, get_default_endian() if endian is None else endian) | |
a.setall(0) | |
return a | |
def urandom(__length, endian=None): | |
"""urandom(length, /, endian=None) -> bitarray | |
Return a bitarray of `length` random bits (uses `os.urandom`). | |
""" | |
a = bitarray(0, get_default_endian() if endian is None else endian) | |
a.frombytes(os.urandom(bits2bytes(__length))) | |
del a[__length:] | |
return a | |
def pprint(__a, stream=None, group=8, indent=4, width=80): | |
"""pprint(bitarray, /, stream=None, group=8, indent=4, width=80) | |
Prints the formatted representation of object on `stream` (which defaults | |
to `sys.stdout`). By default, elements are grouped in bytes (8 elements), | |
and 8 bytes (64 elements) per line. | |
Non-bitarray objects are printed by the standard library | |
function `pprint.pprint()`. | |
""" | |
if stream is None: | |
stream = sys.stdout | |
if not isinstance(__a, bitarray): | |
import pprint as _pprint | |
_pprint.pprint(__a, stream=stream, indent=indent, width=width) | |
return | |
group = int(group) | |
if group < 1: | |
raise ValueError('group must be >= 1') | |
indent = int(indent) | |
if indent < 0: | |
raise ValueError('indent must be >= 0') | |
width = int(width) | |
if width <= indent: | |
raise ValueError('width must be > %d (indent)' % indent) | |
gpl = (width - indent) // (group + 1) # groups per line | |
epl = group * gpl # elements per line | |
if epl == 0: | |
epl = width - indent - 2 | |
type_name = type(__a).__name__ | |
# here 4 is len("'()'") | |
multiline = len(type_name) + 4 + len(__a) + len(__a) // group >= width | |
if multiline: | |
quotes = "'''" | |
elif __a: | |
quotes = "'" | |
else: | |
quotes = "" | |
stream.write("%s(%s" % (type_name, quotes)) | |
for i, b in enumerate(__a): | |
if multiline and i % epl == 0: | |
stream.write('\n%s' % (indent * ' ')) | |
if i % group == 0 and i % epl != 0: | |
stream.write(' ') | |
stream.write(str(b)) | |
if multiline: | |
stream.write('\n') | |
stream.write("%s)\n" % quotes) | |
stream.flush() | |
def make_endian(__a, endian): | |
"""make_endian(bitarray, /, endian) -> bitarray | |
When the endianness of the given bitarray is different from `endian`, | |
return a new bitarray, with endianness `endian` and the same elements | |
as the original bitarray. | |
Otherwise (endianness is already `endian`) the original bitarray is returned | |
unchanged. | |
""" | |
if not isinstance(__a, bitarray): | |
raise TypeError("bitarray expected, got '%s'" % type(__a).__name__) | |
if __a.endian() == endian: | |
return __a | |
return bitarray(__a, endian) | |
def strip(__a, mode='right'): | |
"""strip(bitarray, /, mode='right') -> bitarray | |
Return a new bitarray with zeros stripped from left, right or both ends. | |
Allowed values for mode are the strings: `left`, `right`, `both` | |
""" | |
if not isinstance(__a, bitarray): | |
raise TypeError("bitarray expected, got '%s'" % type(__a).__name__) | |
if not isinstance(mode, str): | |
raise TypeError("str expected for mode, got '%s'" % type(__a).__name__) | |
if mode not in ('left', 'right', 'both'): | |
raise ValueError("mode must be 'left', 'right' or 'both', got %r" % | |
mode) | |
first = 0 | |
if mode in ('left', 'both'): | |
try: | |
first = __a.index(1) | |
except ValueError: | |
return __a[:0] | |
last = len(__a) - 1 | |
if mode in ('right', 'both'): | |
try: | |
last = rindex(__a) | |
except ValueError: | |
return __a[:0] | |
return __a[first:last + 1] | |
def hex2ba(__s, endian=None): | |
"""hex2ba(hexstr, /, endian=None) -> bitarray | |
Bitarray of hexadecimal representation. hexstr may contain any number | |
(including odd numbers) of hex digits (upper or lower case). | |
""" | |
if isinstance(__s, unicode if _is_py2 else str): | |
__s = __s.encode('ascii') | |
if not isinstance(__s, bytes): | |
raise TypeError("str expected, got '%s'" % type(__s).__name__) | |
a = bitarray(4 * len(__s), | |
get_default_endian() if endian is None else endian) | |
_hex2ba(a, __s) | |
return a | |
def base2ba(__n, __s, endian=None): | |
"""base2ba(n, asciistr, /, endian=None) -> bitarray | |
Bitarray of the base `n` ASCII representation. | |
Allowed values for `n` are 2, 4, 8, 16, 32 and 64. | |
For `n=16` (hexadecimal), `hex2ba()` will be much faster, as `base2ba()` | |
does not take advantage of byte level operations. | |
For `n=32` the RFC 4648 Base32 alphabet is used, and for `n=64` the | |
standard base 64 alphabet is used. | |
""" | |
if isinstance(__s, unicode if _is_py2 else str): | |
__s = __s.encode('ascii') | |
if not isinstance(__s, bytes): | |
raise TypeError("str expected, got '%s'" % type(__s).__name__) | |
a = bitarray(_base2ba(__n) * len(__s), | |
get_default_endian() if endian is None else endian) | |
_base2ba(__n, a, __s) | |
return a | |
def ba2int(__a, signed=False): | |
"""ba2int(bitarray, /, signed=False) -> int | |
Convert the given bitarray to an integer. | |
The bit-endianness of the bitarray is respected. | |
`signed` indicates whether two's complement is used to represent the integer. | |
""" | |
if not isinstance(__a, bitarray): | |
raise TypeError("bitarray expected, got '%s'" % type(__a).__name__) | |
length = len(__a) | |
if length == 0: | |
raise ValueError("non-empty bitarray expected") | |
le = bool(__a.endian() == 'little') | |
if length % 8: | |
pad = zeros(8 - length % 8, __a.endian()) | |
__a = __a + pad if le else pad + __a | |
if _is_py2: | |
a = bitarray(__a, 'big') | |
if le: | |
a.reverse() | |
res = int(ba2hex(a), 16) | |
else: # py3 | |
res = int.from_bytes(__a.tobytes(), byteorder=__a.endian()) | |
if signed and res >= 1 << (length - 1): | |
res -= 1 << length | |
return res | |
def int2ba(__i, length=None, endian=None, signed=False): | |
"""int2ba(int, /, length=None, endian=None, signed=False) -> bitarray | |
Convert the given integer to a bitarray (with given endianness, | |
and no leading (big-endian) / trailing (little-endian) zeros), unless | |
the `length` of the bitarray is provided. An `OverflowError` is raised | |
if the integer is not representable with the given number of bits. | |
`signed` determines whether two's complement is used to represent the integer, | |
and requires `length` to be provided. | |
""" | |
if not isinstance(__i, (int, long) if _is_py2 else int): | |
raise TypeError("int expected, got '%s'" % type(__i).__name__) | |
if length is not None: | |
if not isinstance(length, int): | |
raise TypeError("int expected for length") | |
if length <= 0: | |
raise ValueError("length must be > 0") | |
if signed and length is None: | |
raise TypeError("signed requires length") | |
if __i == 0: | |
# there are special cases for 0 which we'd rather not deal with below | |
return zeros(length or 1, endian) | |
if signed: | |
m = 1 << (length - 1) | |
if not (-m <= __i < m): | |
raise OverflowError("signed integer not in range(%d, %d), " | |
"got %d" % (-m, m, __i)) | |
if __i < 0: | |
__i += 1 << length | |
else: # unsigned | |
if __i < 0: | |
raise OverflowError("unsigned integer not positive, got %d" % __i) | |
if length and __i >= (1 << length): | |
raise OverflowError("unsigned integer not in range(0, %d), " | |
"got %d" % (1 << length, __i)) | |
a = bitarray(0, get_default_endian() if endian is None else endian) | |
le = bool(a.endian() == 'little') | |
if _is_py2: | |
s = hex(__i)[2:].rstrip('L') | |
a.extend(hex2ba(s, 'big')) | |
if le: | |
a.reverse() | |
else: # py3 | |
b = __i.to_bytes(bits2bytes(__i.bit_length()), byteorder=a.endian()) | |
a.frombytes(b) | |
if length is None: | |
return strip(a, 'right' if le else 'left') | |
la = len(a) | |
if la > length: | |
a = a[:length] if le else a[-length:] | |
if la < length: | |
pad = zeros(length - la, endian) | |
a = a + pad if le else pad + a | |
assert len(a) == length | |
return a | |
def deserialize(__b): | |
"""deserialize(bytes, /) -> bitarray | |
Return a bitarray given a bytes-like representation such as returned | |
by `serialize()`. | |
""" | |
if isinstance(__b, int): # as bytes(n) will return n NUL bytes | |
raise TypeError("cannot convert 'int' object to bytes") | |
if not isinstance(__b, bytes): | |
__b = bytes(__b) | |
if len(__b) == 0: | |
raise ValueError("non-empty bytes expected") | |
if _is_py2: | |
head = ord(__b[0]) | |
if head >= 32 or head % 16 >= 8: | |
raise ValueError('invalid header byte: 0x%02x' % head) | |
try: | |
return bitarray(__b) | |
except TypeError: | |
raise ValueError('invalid header byte: 0x%02x' % __b[0]) | |
def vl_decode(__stream, endian=None): | |
"""vl_decode(stream, /, endian=None) -> bitarray | |
Decode binary stream (an integer iterator, or bytes-like object), and return | |
the decoded bitarray. This function consumes only one bitarray and leaves | |
the remaining stream untouched. `StopIteration` is raised when no | |
terminating byte is found. | |
Use `vl_encode()` for encoding. | |
""" | |
a = bitarray(32, get_default_endian() if endian is None else endian) | |
_vl_decode(iter(__stream), a) | |
return a | |
# ------------------------------ Huffman coding ----------------------------- | |
def _huffman_tree(__freq_map): | |
"""_huffman_tree(dict, /) -> Node | |
Given a dict mapping symbols to their frequency, construct a Huffman tree | |
and return its root node. | |
""" | |
from heapq import heappush, heappop | |
class Node(object): | |
""" | |
A Node object will either have .symbol (leaf node) or | |
both .child_0 and .child_1 (internal node) attributes. | |
The .freq attributes will always be present. | |
""" | |
def __lt__(self, other): | |
# heapq needs to be able to compare the nodes | |
return self.freq < other.freq | |
minheap = [] | |
# create all leaf nodes and push them onto the queue | |
for sym, f in __freq_map.items(): | |
nd = Node() | |
nd.symbol = sym | |
nd.freq = f | |
heappush(minheap, nd) | |
# repeat the process until only one node remains | |
while len(minheap) > 1: | |
# take the two nodes with smallest frequencies from the queue | |
child_0 = heappop(minheap) | |
child_1 = heappop(minheap) | |
# construct a new (internal) node and push it onto the queue | |
parent = Node() | |
parent.child_0 = child_0 | |
parent.child_1 = child_1 | |
parent.freq = child_0.freq + child_1.freq | |
heappush(minheap, parent) | |
# the single remaining node is the root of the Huffman tree | |
return minheap[0] | |
def huffman_code(__freq_map, endian=None): | |
"""huffman_code(dict, /, endian=None) -> dict | |
Given a frequency map, a dictionary mapping symbols to their frequency, | |
calculate the Huffman code, i.e. a dict mapping those symbols to | |
bitarrays (with given endianness). Note that the symbols are not limited | |
to being strings. Symbols may may be any hashable object (such as `None`). | |
""" | |
if not isinstance(__freq_map, dict): | |
raise TypeError("dict expected, got '%s'" % type(__freq_map).__name__) | |
if endian is None: | |
endian = get_default_endian() | |
b0 = bitarray('0', endian) | |
b1 = bitarray('1', endian) | |
if len(__freq_map) < 2: | |
if len(__freq_map) == 0: | |
raise ValueError("cannot create Huffman code with no symbols") | |
# Only one symbol: Normally if only one symbol is given, the code | |
# could be represented with zero bits. However here, the code should | |
# be at least one bit for the .encode() and .decode() methods to work. | |
# So we represent the symbol by a single code of length one, in | |
# particular one 0 bit. This is an incomplete code, since if a 1 bit | |
# is received, it has no meaning and will result in an error. | |
return {list(__freq_map)[0]: b0} | |
result = {} | |
def traverse(nd, prefix=bitarray(0, endian)): | |
try: # leaf | |
result[nd.symbol] = prefix | |
except AttributeError: # parent, so traverse each of the children | |
traverse(nd.child_0, prefix + b0) | |
traverse(nd.child_1, prefix + b1) | |
traverse(_huffman_tree(__freq_map)) | |
return result | |
def canonical_huffman(__freq_map): | |
"""canonical_huffman(dict, /) -> tuple | |
Given a frequency map, a dictionary mapping symbols to their frequency, | |
calculate the canonical Huffman code. Returns a tuple containing: | |
0. the canonical Huffman code as a dict mapping symbols to bitarrays | |
1. a list containing the number of symbols of each code length | |
2. a list of symbols in canonical order | |
Note: the two lists may be used as input for `canonical_decode()`. | |
""" | |
if not isinstance(__freq_map, dict): | |
raise TypeError("dict expected, got '%s'" % type(__freq_map).__name__) | |
if len(__freq_map) < 2: | |
if len(__freq_map) == 0: | |
raise ValueError("cannot create Huffman code with no symbols") | |
# Only one symbol: see note above in huffman_code() | |
sym = list(__freq_map)[0] | |
return {sym: bitarray('0', 'big')}, [0, 1], [sym] | |
code_length = {} # map symbols to their code length | |
def traverse(nd, length=0): | |
# traverse the Huffman tree, but (unlike in huffman_code() above) we | |
# now just simply record the length for reaching each symbol | |
try: # leaf | |
code_length[nd.symbol] = length | |
except AttributeError: # parent, so traverse each of the children | |
traverse(nd.child_0, length + 1) | |
traverse(nd.child_1, length + 1) | |
traverse(_huffman_tree(__freq_map)) | |
# we now have a mapping of symbols to their code length, | |
# which is all we need | |
table = sorted(code_length.items(), key=lambda item: (item[1], item[0])) | |
maxbits = max(item[1] for item in table) | |
codedict = {} | |
count = (maxbits + 1) * [0] | |
code = 0 | |
for i, (sym, length) in enumerate(table): | |
codedict[sym] = int2ba(code, length, 'big') | |
count[length] += 1 | |
if i + 1 < len(table): | |
code = (code + 1) << (table[i + 1][1] - length) | |
return codedict, count, [item[0] for item in table] | |