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7917e69..2bc9172 100644 --- a/scripts/WGAN-GP.py +++ b/scripts/WGAN-GP.py @@ -26,12 +26,13 @@ EPOCHS_PER_SAMPLE = 2 BATCH_SIZE = 16 Fs = 16000 -DATA_DIR = r"D:\ML_Datasets\mancini_piano\piano\train" +DATA_DIR = r"D:\ML_Datasets\violin" +INSTRUMENT = "violin" # Define class that contains GAN infrastructure class GAN: def __init__(self, model_dims=MODEL_DIMS, num_samples=NUM_SAMPLES, - gradient_penalty_weight=GRADIENT_PENALTY_WEIGHT, + gradient_penalty_weight=GRADIENT_PENALTY_WEIGHT, instrument=INSTRUMENT, noise_len=NOISE_LEN, batch_size=BATCH_SIZE, sr=Fs): self.model_dims = model_dims self.num_samples = num_samples @@ -51,6 +52,8 @@ class GAN: self.sr = sr + self.instrument = INSTRUMENT + # Loss function for critic def _d_loss_fn(self, r_logit, f_logit): r_loss = - tf.reduce_mean(r_logit) @@ -124,7 +127,8 @@ class GAN: for i in range(num_samples): audio = result[i, :, :] audio = np.reshape(audio, (self.num_samples,)) - librosa.output.write_wav(f"output/piano/{epoch}-{i}.wav", audio, sr=self.sr) + librosa.output.write_wav(f"output/{self.instrument}/{epoch}-{i}.wav", + audio, sr=self.sr) ############################################################################################### @@ -153,7 +157,7 @@ print(f"X_train shape = {(len(X_train),) + X_train[0].shape}") # Save some random training data slices and create baseline generated data for comparison for i in range(10): - librosa.output.write_wav(f"output/piano/real-{i}.wav", + librosa.output.write_wav(f"output/{INSTRUMENT}/real-{i}.wav", X_train[random.randint(0, len(X_train) - 1)], sr=Fs) gan.sample("fake")