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