openofdm/scripts/commpy/channelcoding/tests/test_ldpc.py
2017-04-03 12:52:21 -04:00

63 lines
1.9 KiB
Python

# Authors: Veeresh Taranalli <veeresht@gmail.com>
# License: BSD 3-Clause
from numpy import array, sqrt, zeros
from numpy.random import randn
from numpy.testing import assert_allclose
from commpy.channelcoding.ldpc import get_ldpc_code_params, ldpc_bp_decode
from commpy.utilities import hamming_dist
import os
from nose.plugins.attrib import attr
@attr('slow')
class TestLDPCCode(object):
@classmethod
def setup_class(cls):
dir = os.path.dirname(__file__)
ldpc_design_file_1 = os.path.join(dir, '../designs/ldpc/gallager/96.33.964.txt')
#ldpc_design_file_1 = "../designs/ldpc/gallager/96.33.964.txt"
cls.ldpc_code_params = get_ldpc_code_params(ldpc_design_file_1)
@classmethod
def teardown_class(cls):
pass
def test_ldpc_bp_decode(self):
N = 96
k = 48
rate = 0.5
Es = 1.0
snr_list = array([2.0, 2.5])
niters = 10000000
tx_codeword = zeros(N, int)
ldpcbp_iters = 100
fer_array_ref = array([200.0/1000, 200.0/2000])
fer_array_test = zeros(len(snr_list))
for idx, ebno in enumerate(snr_list):
noise_std = 1/sqrt((10**(ebno/10.0))*rate*2/Es)
fer_cnt_bp = 0
for iter_cnt in range(niters):
awgn_array = noise_std * randn(N)
rx_word = 1-(2*tx_codeword) + awgn_array
rx_llrs = 2.0*rx_word/(noise_std**2)
[dec_word, out_llrs] = ldpc_bp_decode(rx_llrs, self.ldpc_code_params, 'SPA',
ldpcbp_iters)
num_bit_errors = hamming_dist(tx_codeword, dec_word)
if num_bit_errors > 0:
fer_cnt_bp += 1
if fer_cnt_bp >= 200:
fer_array_test[idx] = float(fer_cnt_bp)/(iter_cnt+1)
break
assert_allclose(fer_array_test, fer_array_ref, rtol=2e-1, atol=0)