summaryrefslogtreecommitdiff
path: root/controller/fw/ldpc_decoder_test.py
blob: d5cbb247852028050196a77a589c9e92e83cb4a4 (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
import pyldpc
import scipy.sparse
import numpy as np
import test_decoder
import os, sys
import ctypes as C
import argparse

if __name__ != '__main__':
    raise RuntimeError("Please don't import this module, this is a command-line program.")

parser = argparse.ArgumentParser()
parser.add_argument('-r', '--reference', action='store_true', default=False, help='Run reference decoder instead of C implemention')
args = parser.parse_args()

lib = C.CDLL('./ldpc_decoder_test.so')

n = 384
nodes, bits = 6, 8
H, G = pyldpc.make_ldpc(n, nodes, bits, systematic=False, seed=0)
_1, bits_pos, _2 = scipy.sparse.find(H)
_, k = G.shape

st = np.random.RandomState(seed=0)
test_data = st.randint(0, 2, k)
d = np.dot(G, test_data) % 2
x = (-1) ** d

bits_pos = bits_pos.astype(np.uint32)
x = x.astype(np.int8)

lib.decode.argtypes = [C.c_size_t, C.c_size_t, C.c_size_t, C.POINTER(C.c_size_t), C.POINTER(C.c_int8), C.POINTER(C.c_int8), C.c_uint]

if args.reference:
    ref_out = test_decoder.decode(H, x, 3)
    print('decoder output:', ref_out, flush=True)
    print('msg reconstruction:', pyldpc.get_message(G, ref_out))
    print('reference decoder: ', np.all(np.equal(pyldpc.get_message(G, ref_out), test_data)), flush=True)
    print(ref_out.dtype)

else:
    out = np.zeros(n, dtype=np.uint8)
    # print('python data:', x, flush=True)
    print('decoder iterations:', lib.decode(n, nodes, bits,
        bits_pos.ctypes.data_as(C.POINTER(C.c_ulong)),
        x.ctypes.data_as(C.POINTER(C.c_int8)),
        out.ctypes.data_as(C.POINTER(C.c_int8)),
        25), flush=True)
    print('decoder output:', out)
    print('msg reconstruction:', pyldpc.get_message(G, out))
    print('decoder under test:', np.all(np.equal(pyldpc.get_message(G, out.astype(np.int64)), test_data)))
    print(out.dtype)