bar plots
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@ -1,6 +1,7 @@
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import sys
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sys.path += ['../', './']
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import os
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# Concat top Level dir to system environmental variables
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sys.path += os.path.join('..', '.')
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from util import *
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from experiment import *
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@ -26,7 +27,7 @@ def count(counters, net, notable_nets=[]):
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return counters, notable_nets
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with Experiment('fixpoint-density') as exp:
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exp.trials = 1000
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exp.trials = 100
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exp.epsilon = 1e-4
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net_generators = []
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for activation in ['linear', 'sigmoid', 'relu']:
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@ -43,6 +44,7 @@ with Experiment('fixpoint-density') as exp:
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net = net_generator().with_params(epsilon=exp.epsilon)
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name = str(net.__class__.__name__) + " activiation='" + str(net.get_keras_params().get('activation')) + "' use_bias='" + str(net.get_keras_params().get('use_bias')) + "'"
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count(counters, net, notable_nets)
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K.clear_session()
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all_counters += [counters]
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all_notable_nets += [notable_nets]
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all_names += [name]
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@ -52,4 +54,6 @@ with Experiment('fixpoint-density') as exp:
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for exp_id, counter in enumerate(all_counters):
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exp.log(all_names[exp_id])
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exp.log(all_counters[exp_id])
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exp.log('\n')
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exp.log('\n')
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print('Done')
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