changed test_decoder() to accept target frame errors instead of bit errors

This commit is contained in:
2022-11-10 10:21:57 +01:00
parent bef9c8ee3a
commit a6849a1f7d
2 changed files with 8 additions and 6 deletions

View File

@@ -21,7 +21,7 @@ def count_bit_errors(d: np.array, d_hat: np.array) -> int:
def test_decoder(x: np.array,
decoder: typing.Any,
SNRs: typing.Sequence[float] = np.linspace(1, 7, 7),
target_bit_errors: int = 100,
target_frame_errors: int = 100,
N_max: int = 10000) \
-> typing.Tuple[np.array, np.array]:
"""Calculate the Bit Error Rate (BER) for a given decoder for a number of SNRs.
@@ -31,7 +31,7 @@ def test_decoder(x: np.array,
:param x: Codeword to be sent (Element of [0, 1]^n)
:param decoder: Instance of the decoder to be tested
:param SNRs: List of SNRs for which the BER should be calculated
:param target_bit_errors: Number of bit errors after which to stop the simulation
:param target_frame_errors: Number of frame errors after which to stop the simulation
:param N_max: Maximum number of iterations to perform for each SNR
:return: Tuple of numpy arrays of the form (SNRs, BERs)
"""
@@ -46,6 +46,7 @@ def test_decoder(x: np.array,
total_bit_errors = 0
total_bits = 0
total_frame_errors = 0
for n in tqdm(range(N_max), desc=f"Simulating for SNR = {SNR} dB",
position=1,
@@ -58,8 +59,9 @@ def test_decoder(x: np.array,
total_bit_errors += count_bit_errors(x, x_hat)
total_bits += x.size
total_frame_errors += 1 if total_bit_errors > 0 else 0
if total_bit_errors >= target_bit_errors:
if total_frame_errors >= target_frame_errors:
break
BERs.append(total_bit_errors / total_bits)