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Demoren1Demoren1
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refactor some code
1 parent e5ccd66 commit 9a9aa13

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8 files changed

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-646
lines changed

8 files changed

+1225
-646
lines changed

‎code/data_generator.ipynb

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‎code/gcn-training.ipynb

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‎code/graphics/NAS_Bench-101-form.png

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‎code/graphics/normal_reduction_stacked.png

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‎code/logs.txt

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[{'normal/op_2_0': 'avg_pool_3x3',
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'normal/input_2_0': [1],
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'normal/op_2_1': 'avg_pool_3x3',
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'normal/input_2_1': [0],
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'normal/op_3_0': 'dil_conv_5x5',
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'normal/input_3_0': [0],
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'normal/op_3_1': 'max_pool_3x3',
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'normal/input_3_1': [2],
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'normal/op_4_0': 'dil_conv_3x3',
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'normal/input_4_0': [2],
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'normal/op_4_1': 'dil_conv_5x5',
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'normal/input_4_1': [0],
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'normal/op_5_0': 'dil_conv_3x3',
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'normal/input_5_0': [4],
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'normal/op_5_1': 'dil_conv_5x5',
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'normal/input_5_1': [3],
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'reduce/op_2_0': 'sep_conv_5x5',
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'reduce/input_2_0': [1],
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'reduce/op_2_1': 'dil_conv_5x5',
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'reduce/input_2_1': [0],
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'reduce/op_3_0': 'sep_conv_3x3',
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'reduce/input_3_0': [2],
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'reduce/op_3_1': 'sep_conv_3x3',
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'reduce/input_3_1': [1],
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'reduce/op_4_0': 'sep_conv_3x3',
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'reduce/input_4_0': [2],
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'reduce/op_4_1': 'sep_conv_3x3',
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'reduce/input_4_1': [1],
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'reduce/op_5_0': 'sep_conv_5x5',
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'reduce/input_5_0': [0],
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'reduce/op_5_1': 'sep_conv_5x5',
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'reduce/input_5_1': [3]},
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{'normal/op_2_0': 'dil_conv_5x5',
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'normal/input_2_0': [0],
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'normal/op_2_1': 'dil_conv_3x3',
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'normal/input_2_1': [1],
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'normal/op_3_0': 'dil_conv_3x3',
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'normal/input_3_0': [0],
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'normal/op_3_1': 'max_pool_3x3',
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'normal/input_3_1': [1],
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'normal/op_4_0': 'max_pool_3x3',
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'normal/input_4_0': [2],
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'normal/op_4_1': 'dil_conv_5x5',
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'normal/input_4_1': [3],
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'normal/op_5_0': 'dil_conv_5x5',
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'normal/input_5_0': [2],
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'normal/op_5_1': 'sep_conv_5x5',
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'normal/input_5_1': [0],
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'reduce/op_2_0': 'skip_connect',
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'reduce/input_2_0': [1],
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'reduce/op_2_1': 'sep_conv_5x5',
52-
'reduce/input_2_1': [0],
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'reduce/op_3_0': 'sep_conv_5x5',
54-
'reduce/input_3_0': [0],
55-
'reduce/op_3_1': 'dil_conv_3x3',
56-
'reduce/input_3_1': [1],
57-
'reduce/op_4_0': 'skip_connect',
58-
'reduce/input_4_0': [2],
59-
'reduce/op_4_1': 'sep_conv_5x5',
60-
'reduce/input_4_1': [0],
61-
'reduce/op_5_0': 'skip_connect',
62-
'reduce/input_5_0': [1],
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'reduce/op_5_1': 'avg_pool_3x3',
64-
'reduce/input_5_1': [4]},
65-
...
66-
]
1+
normal/op_2_0: avg_pool_3x3
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normal/input_2_0: [0]
3+
normal/op_2_1: dil_conv_3x3
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normal/input_2_1: [1]
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normal/op_3_0: sep_conv_3x3
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normal/input_3_0: [2]
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normal/op_3_1: sep_conv_3x3
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normal/input_3_1: [0]
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normal/op_4_0: dil_conv_3x3
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normal/input_4_0: [3]
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normal/op_4_1: sep_conv_5x5
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normal/input_4_1: [1]
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normal/op_5_0: dil_conv_3x3
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normal/input_5_0: [0]
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normal/op_5_1: sep_conv_3x3
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normal/input_5_1: [1]
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reduce/op_2_0: skip_connect
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reduce/input_2_0: [0]
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reduce/op_2_1: max_pool_3x3
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reduce/input_2_1: [1]
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reduce/op_3_0: dil_conv_5x5
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reduce/input_3_0: [1]
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reduce/op_3_1: sep_conv_3x3
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reduce/input_3_1: [0]
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reduce/op_4_0: avg_pool_3x3
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reduce/input_4_0: [1]
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reduce/op_4_1: dil_conv_5x5
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reduce/input_4_1: [0]
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reduce/op_5_0: skip_connect
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reduce/input_5_0: [4]
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reduce/op_5_1: sep_conv_3x3
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reduce/input_5_1: [3]
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normal/op_2_0: sep_conv_5x5
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normal/input_2_0: [1]
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normal/op_2_1: sep_conv_5x5
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normal/input_2_1: [0]
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normal/op_3_0: avg_pool_3x3
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normal/input_3_0: [1]
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normal/op_3_1: sep_conv_3x3
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normal/input_3_1: [0]
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normal/op_4_0: sep_conv_3x3
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normal/input_4_0: [0]
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normal/op_4_1: avg_pool_3x3
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normal/input_4_1: [1]
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normal/op_5_0: dil_conv_3x3
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normal/input_5_0: [4]
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normal/op_5_1: sep_conv_3x3
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normal/input_5_1: [2]
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reduce/op_2_0: sep_conv_3x3
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reduce/input_2_0: [1]
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reduce/op_2_1: avg_pool_3x3
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reduce/input_2_1: [0]
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reduce/op_3_0: max_pool_3x3
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reduce/input_3_0: [1]
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reduce/op_3_1: sep_conv_5x5
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reduce/input_3_1: [2]
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reduce/op_4_0: dil_conv_5x5
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reduce/input_4_0: [3]
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reduce/op_4_1: avg_pool_3x3
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reduce/input_4_1: [0]
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reduce/op_5_0: max_pool_3x3
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reduce/input_5_0: [3]
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reduce/op_5_1: sep_conv_5x5
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reduce/input_5_1: [2]
66+
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normal/op_2_0: dil_conv_3x3
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normal/input_2_0: [0]
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normal/op_2_1: dil_conv_5x5
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normal/input_2_1: [1]
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normal/op_3_0: max_pool_3x3
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normal/input_3_0: [0]
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normal/op_3_1: avg_pool_3x3
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normal/input_3_1: [1]
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normal/op_4_0: sep_conv_5x5
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normal/input_4_0: [2]
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normal/op_4_1: sep_conv_5x5
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normal/input_4_1: [3]
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normal/op_5_0: max_pool_3x3
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normal/input_5_0: [0]
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normal/op_5_1: max_pool_3x3
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normal/input_5_1: [1]
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reduce/op_2_0: skip_connect
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reduce/input_2_0: [0]
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reduce/op_2_1: max_pool_3x3
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reduce/input_2_1: [1]
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reduce/op_3_0: sep_conv_3x3
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reduce/input_3_0: [2]
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reduce/op_3_1: dil_conv_5x5
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reduce/input_3_1: [0]
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reduce/op_4_0: avg_pool_3x3
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reduce/input_4_0: [3]
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reduce/op_4_1: avg_pool_3x3
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reduce/input_4_1: [1]
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reduce/op_5_0: dil_conv_3x3
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reduce/input_5_0: [0]
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reduce/op_5_1: dil_conv_3x3
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reduce/input_5_1: [1]
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‎code/train_models.ipynb

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‎code/weights_models_cifar/model_accuracy_weights.pth

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‎code/weights_models_cifar/model_diversity_weights.pth

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