LDPC decoder fully working

This commit is contained in:
jaseg 2020-02-28 19:30:27 +01:00
parent 89b32316aa
commit 5effadcbaf
3 changed files with 108 additions and 48 deletions

View file

@ -16,8 +16,8 @@ args = parser.parse_args()
lib = C.CDLL('./ldpc_decoder_test.so')
n = 384
nodes, bits = 6, 8
n = 5*19
nodes, bits = 17, 19
H, G = pyldpc.make_ldpc(n, nodes, bits, systematic=False, seed=0)
_1, bits_pos, _2 = scipy.sparse.find(H)
_, k = G.shape
@ -26,18 +26,23 @@ st = np.random.RandomState(seed=0)
test_data = st.randint(0, 2, k)
d = np.dot(G, test_data) % 2
x = (-1) ** d
x[29:] = 0
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]
lib.get_message.argtypes = [C.c_size_t, C.c_size_t, C.POINTER(C.c_int8), C.POINTER(C.c_int8), C.POINTER(C.c_int8)]
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)
print('msg reconstruction:', test_decoder.get_message(G, ref_out))
print('reference decoder: ', np.all(np.equal(test_decoder.get_message(G, ref_out), test_data)), flush=True)
np.set_printoptions(linewidth=220)
print(test_data)
print(test_decoder.get_message(G, ref_out))
print(test_decoder.get_message(G, ref_out) ^ test_data)
else:
out = np.zeros(n, dtype=np.uint8)
@ -48,6 +53,20 @@ else:
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)
print('msg reconstruction:', test_decoder.get_message(G, out.astype(np.int64)))
print('decoder under test:', np.all(np.equal(test_decoder.get_message(G, out.astype(np.int64)), test_data)))
np.set_printoptions(linewidth=220)
print(test_data)
print(test_decoder.get_message(G, out.astype(np.int64)))
G = G.astype(np.int8)
msg = np.zeros(k, dtype=np.int8)
lib.get_message(
n, k,
G.ctypes.data_as(C.POINTER(C.c_int8)),
out.astype(np.int8).ctypes.data_as(C.POINTER(C.c_int8)),
msg.ctypes.data_as(C.POINTER(C.c_int8)))
print(msg)
print(msg ^ test_data)
print('codeword length:', len(x))
print('data length:', len(test_data))