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 = 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 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:', 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) # 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:', 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))