LDPC decoder fully working
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89b32316aa
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5effadcbaf
3 changed files with 108 additions and 48 deletions
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@ -16,8 +16,8 @@ args = parser.parse_args()
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lib = C.CDLL('./ldpc_decoder_test.so')
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n = 384
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nodes, bits = 6, 8
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n = 5*19
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nodes, bits = 17, 19
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H, G = pyldpc.make_ldpc(n, nodes, bits, systematic=False, seed=0)
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_1, bits_pos, _2 = scipy.sparse.find(H)
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_, k = G.shape
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@ -26,18 +26,23 @@ st = np.random.RandomState(seed=0)
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test_data = st.randint(0, 2, k)
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d = np.dot(G, test_data) % 2
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x = (-1) ** d
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x[29:] = 0
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bits_pos = bits_pos.astype(np.uint32)
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x = x.astype(np.int8)
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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]
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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)]
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if args.reference:
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ref_out = test_decoder.decode(H, x, 3)
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print('decoder output:', ref_out, flush=True)
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print('msg reconstruction:', pyldpc.get_message(G, ref_out))
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print('reference decoder: ', np.all(np.equal(pyldpc.get_message(G, ref_out), test_data)), flush=True)
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print(ref_out.dtype)
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print('msg reconstruction:', test_decoder.get_message(G, ref_out))
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print('reference decoder: ', np.all(np.equal(test_decoder.get_message(G, ref_out), test_data)), flush=True)
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np.set_printoptions(linewidth=220)
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print(test_data)
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print(test_decoder.get_message(G, ref_out))
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print(test_decoder.get_message(G, ref_out) ^ test_data)
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else:
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out = np.zeros(n, dtype=np.uint8)
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@ -48,6 +53,20 @@ else:
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out.ctypes.data_as(C.POINTER(C.c_int8)),
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25), flush=True)
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print('decoder output:', out)
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print('msg reconstruction:', pyldpc.get_message(G, out))
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print('decoder under test:', np.all(np.equal(pyldpc.get_message(G, out.astype(np.int64)), test_data)))
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print(out.dtype)
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print('msg reconstruction:', test_decoder.get_message(G, out.astype(np.int64)))
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print('decoder under test:', np.all(np.equal(test_decoder.get_message(G, out.astype(np.int64)), test_data)))
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np.set_printoptions(linewidth=220)
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print(test_data)
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print(test_decoder.get_message(G, out.astype(np.int64)))
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G = G.astype(np.int8)
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msg = np.zeros(k, dtype=np.int8)
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lib.get_message(
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n, k,
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G.ctypes.data_as(C.POINTER(C.c_int8)),
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out.astype(np.int8).ctypes.data_as(C.POINTER(C.c_int8)),
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msg.ctypes.data_as(C.POINTER(C.c_int8)))
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print(msg)
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print(msg ^ test_data)
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print('codeword length:', len(x))
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print('data length:', len(test_data))
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