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GitHub Repository: amanchadha/coursera-deep-learning-specialization
 Path: blob/master/C5 - Sequence Models/Week 1/Jazz improvisation with LSTM/outputs.py
Views: 4819
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music_inference_model_out = [['InputLayer', [(None, 1, 90)], 0], ['InputLayer', [(None, 64)], 0], ['InputLayer', [(None, 64)], 0], ['LSTM', [(None, 64), (None, 64), (None, 64)], 39680, [(None, 1, 90), (None, 64), (None, 64)], 'tanh'], ['Dense', (None, 90), 5850, 'softmax'], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1], ['TensorFlowOpLayer', [(None,)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['RepeatVector', (None, 1, 90), 0, 1]]

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djmodel_out = [['InputLayer', [(None, 30, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['Reshape', (None, 1, 90), 0], ['InputLayer', [(None, 64)], 0], ['InputLayer', [(None, 64)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['LSTM', [(None, 64), (None, 64), (None, 64)], 39680, [(None, 1, 90), (None, 64), (None, 64)], 'tanh'], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['TensorFlowOpLayer', [(None, 90)], 0], ['Dense', (None, 90), 5850, 'softmax']]

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