from __future__ import print_function, division import numpy as np class Alphabet: """ From `Bepler & Berger `_. :param chars: List of characters in alphabet :type chars: byte str :param encoding: Mapping of characters to numbers [default: encoding] :type encoding: np.ndarray :param mask: Set encoding mask [default: False] :type mask: bool :param missing: Number to use for a value outside the alphabet [default: 255] :type missing: int """ def __init__(self, chars, encoding=None, mask=False, missing=255): self.chars = np.frombuffer(chars, dtype=np.uint8) self.encoding = np.zeros(256, dtype=np.uint8) + missing if encoding is None: self.encoding[self.chars] = np.arange(len(self.chars)) self.size = len(self.chars) else: self.encoding[self.chars] = encoding self.size = encoding.max() + 1 self.mask = mask if mask: self.size -= 1 def __len__(self): return self.size def __getitem__(self, i): return chr(self.chars[i]) def encode(self, x): """ Encode a byte string into alphabet indices :param x: Amino acid string :type x: byte str :return: Numeric encoding :rtype: np.ndarray """ x = np.frombuffer(x, dtype=np.uint8) return self.encoding[x] def decode(self, x): """ Decode numeric encoding to byte string of this alphabet :param x: Numeric encoding :type x: np.ndarray :return: Amino acid string :rtype: byte str """ string = self.chars[x] return string.tobytes() class Uniprot21(Alphabet): """ Uniprot 21 Amino Acid Encoding. From `Bepler & Berger `_. """ def __init__(self, mask=False): chars = b"ARNDCQEGHILKMFPSTWYVXOUBZ" encoding = np.arange(len(chars)) encoding[21:] = [11, 4, 20, 20] # encode 'OUBZ' as synonyms super(Uniprot21, self).__init__(chars, encoding=encoding, mask=mask, missing=20)