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| 1 | +# -*- coding: utf-8 -*- |
| 2 | +from __future__ import absolute_import, print_function, division |
| 3 | + |
| 4 | + |
| 5 | +import numpy as np |
| 6 | + |
| 7 | + |
| 8 | +from numcodecs.abc import Codec |
| 9 | +from numcodecs.compat import ndarray_from_buffer, buffer_copy |
| 10 | + |
| 11 | + |
| 12 | +class PackBits(Codec): |
| 13 | + """Codec to pack elements of a boolean array into bits in a uint8 array. |
| 14 | +
|
| 15 | + Examples |
| 16 | + -------- |
| 17 | + >>> import numcodecs as codecs |
| 18 | + >>> import numpy as np |
| 19 | + >>> codec = codecs.PackBits() |
| 20 | + >>> x = np.array([True, False, False, True], dtype=bool) |
| 21 | + >>> y = codec.encode(x) |
| 22 | + >>> y |
| 23 | + array([ 4, 144], dtype=uint8) |
| 24 | + >>> z = codec.decode(y) |
| 25 | + >>> z |
| 26 | + array([ True, False, False, True], dtype=bool) |
| 27 | +
|
| 28 | + Notes |
| 29 | + ----- |
| 30 | + The first element of the encoded array stores the number of bits that |
| 31 | + were padded to complete the final byte. |
| 32 | +
|
| 33 | + """ |
| 34 | + |
| 35 | + codec_id = 'packbits' |
| 36 | + |
| 37 | + def __init__(self): |
| 38 | + pass |
| 39 | + |
| 40 | + def encode(self, buf): |
| 41 | + |
| 42 | + # view input as ndarray |
| 43 | + arr = ndarray_from_buffer(buf, bool) |
| 44 | + |
| 45 | + # determine size of packed data |
| 46 | + n = arr.size |
| 47 | + n_bytes_packed = (n // 8) |
| 48 | + n_bits_leftover = n % 8 |
| 49 | + if n_bits_leftover > 0: |
| 50 | + n_bytes_packed += 1 |
| 51 | + |
| 52 | + # setup output |
| 53 | + enc = np.empty(n_bytes_packed + 1, dtype='u1') |
| 54 | + |
| 55 | + # store how many bits were padded |
| 56 | + if n_bits_leftover: |
| 57 | + n_bits_padded = 8 - n_bits_leftover |
| 58 | + else: |
| 59 | + n_bits_padded = 0 |
| 60 | + enc[0] = n_bits_padded |
| 61 | + |
| 62 | + # apply encoding |
| 63 | + enc[1:] = np.packbits(arr) |
| 64 | + |
| 65 | + return enc |
| 66 | + |
| 67 | + def decode(self, buf, out=None): |
| 68 | + |
| 69 | + # view encoded data as ndarray |
| 70 | + enc = ndarray_from_buffer(buf, 'u1') |
| 71 | + |
| 72 | + # find info how many bits were padded |
| 73 | + n_bits_padded = int(enc[0]) |
| 74 | + |
| 75 | + # apply decoding |
| 76 | + dec = np.unpackbits(enc[1:]) |
| 77 | + |
| 78 | + # remove padded bits |
| 79 | + if n_bits_padded: |
| 80 | + dec = dec[:-n_bits_padded] |
| 81 | + |
| 82 | + # view as boolean array |
| 83 | + dec = dec.view(bool) |
| 84 | + |
| 85 | + # handle destination |
| 86 | + return buffer_copy(dec, out) |
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