From 5dfbfcaa206e166ba2192e7a2285f186ea7ebc8a Mon Sep 17 00:00:00 2001 From: Si11ium Date: Fri, 14 Jun 2019 18:32:38 +0200 Subject: [PATCH] Refactor: Step 6: Experiments --- code/experiment.py | 41 ++++++++++++------ code/network.py | 27 +++++++----- code/setups/applying-fixpoints.py | 13 +++--- .../all_data.dill | Bin 274 -> 0 bytes .../all_data.html | 7 --- .../all_names.dill | Bin 80 -> 0 bytes .../experiment.dill | Bin 757 -> 0 bytes .../log.txt | 4 -- .../soup.dill | Bin 131358 -> 0 bytes .../soup.html | 7 --- .../soup.png | Bin 212179 -> 0 bytes code/setups/learn_from_soup.py | 8 ++-- code/setups/mixed-self-fixpoints.py | 4 +- code/setups/soup_trajectorys.py | 39 ++++++++--------- code/soup.py | 8 ++-- 15 files changed, 78 insertions(+), 80 deletions(-) delete mode 100644 code/setups/experiments/exp-learn-from-soup-_1552658566.5572753-0/all_data.dill delete mode 100644 code/setups/experiments/exp-learn-from-soup-_1552658566.5572753-0/all_data.html delete mode 100644 code/setups/experiments/exp-learn-from-soup-_1552658566.5572753-0/all_names.dill delete mode 100644 code/setups/experiments/exp-learn-from-soup-_1552658566.5572753-0/experiment.dill delete mode 100644 code/setups/experiments/exp-learn-from-soup-_1552658566.5572753-0/log.txt delete mode 100644 code/setups/experiments/exp-learn-from-soup-_1552658566.5572753-0/soup.dill delete mode 100644 code/setups/experiments/exp-learn-from-soup-_1552658566.5572753-0/soup.html delete mode 100644 code/setups/experiments/exp-learn-from-soup-_1552658566.5572753-0/soup.png diff --git a/code/experiment.py b/code/experiment.py index 9a96688..078ff3d 100644 --- a/code/experiment.py +++ b/code/experiment.py @@ -9,6 +9,10 @@ from tensorflow.python.keras import backend as K from abc import ABC, abstractmethod +class IllegalArgumentError(ValueError): + pass + + class Experiment(ABC): @staticmethod @@ -69,23 +73,22 @@ class Experiment(ABC): raise NotImplementedError pass - def run_exp(self, network_generator, exp_iterations, prints=False, **kwargs): + def run_exp(self, network_generator, exp_iterations, step_limit=100, prints=False, reset_model=False): # INFO Run_ID needs to be more than 0, so that exp stores the trajectories! for run_id in range(exp_iterations): network = network_generator() - self.run_net(network, 100, run_id=run_id + 1, **kwargs) + self.run_net(network, step_limit, run_id=run_id + 1) self.historical_particles[run_id] = network if prints: print("Fixpoint? " + str(network.is_fixpoint())) - self.reset_model() + if reset_model: + self.reset_model() def reset_all(self): self.reset_model() class FixpointExperiment(Experiment): - if kwargs.get('logging', False): - self.log(self.counters) def __init__(self, **kwargs): kwargs['name'] = self.__class__.__name__ if 'name' not in kwargs else kwargs['name'] @@ -93,11 +96,20 @@ class FixpointExperiment(Experiment): self.counters = dict(divergent=0, fix_zero=0, fix_other=0, fix_sec=0, other=0) self.interesting_fixpoints = [] + def run_exp(self, network_generator, exp_iterations, logging=True, **kwargs): + kwargs.update(reset_model=False) + super(FixpointExperiment, self).run_exp(network_generator, exp_iterations, **kwargs) + if logging: + self.log(self.counters) + self.reset_model() + def run_net(self, net, step_limit=100, run_id=0, **kwargs): - i = 0 - while i < step_limit and not net.is_diverged() and not net.is_fixpoint(): + if len(kwargs): + raise IllegalArgumentError + for i in range(step_limit): + if net.is_diverged() or net.is_fixpoint(): + break net.self_attack() - i += 1 if run_id: net.save_state(time=i) self.count(net) @@ -128,14 +140,17 @@ class FixpointExperiment(Experiment): class MixedFixpointExperiment(FixpointExperiment): - def run_net(self, net, trains_per_application=100, step_limit=100, run_id=0, **kwargs): + def __init__(self, **kwargs): + super(MixedFixpointExperiment, self).__init__(name=kwargs.get('name', self.__class__.__name__)) + + def run_net(self, net, step_limit=100, run_id=0, **kwargs): for i in range(step_limit): if net.is_diverged() or net.is_fixpoint(): break net.self_attack() with tqdm(postfix=["Loss", dict(value=0)]) as bar: - for _ in range(trains_per_application): - loss = net.compiled().train() + for _ in range(kwargs.get('trains_per_application', 100)): + loss = net.train() bar.postfix[1]["value"] = loss bar.update() if run_id: @@ -164,8 +179,8 @@ class SoupExperiment(Experiment): class IdentLearningExperiment(Experiment): - def __init__(self): - super(IdentLearningExperiment, self).__init__(name=self.__class__.__name__) + def __init__(self, **kwargs): + super(IdentLearningExperiment, self).__init__(name=kwargs.get('name', self.__class__.__name__)) def run_net(self, net, trains_per_application=100, step_limit=100, run_id=0, **kwargs): pass diff --git a/code/network.py b/code/network.py index 66a986e..9c0ca89 100644 --- a/code/network.py +++ b/code/network.py @@ -137,6 +137,7 @@ class NeuralNetwork(ABC): super().__init__() self.params = dict(epsilon=0.00000000000001) self.params.update(params) + self.name = params.get('name', self.__class__.__name__) self.keras_params = dict(activation='linear', use_bias=False) self.states = [] self.model: Sequential @@ -532,38 +533,40 @@ if __name__ == '__main__': if True: # WeightWise Neural Network - net_generator = ParticleDecorator(WeightwiseNeuralNetwork(width=2, depth=2).with_keras_params(activation='linear')) + net_generator = lambda : ParticleDecorator( + WeightwiseNeuralNetwork(width=2, depth=2 + ).with_keras_params(activation='linear')) with FixpointExperiment() as exp: exp.run_exp(net_generator, 10, logging=True) exp.reset_all() - if False: + if True: # Aggregating Neural Network - net_generator = ParticleDecorator(AggregatingNeuralNetwork(aggregates=4, width=2, depth=2).with_keras_params()) + net_generator = lambda :ParticleDecorator( + AggregatingNeuralNetwork(aggregates=4, width=2, depth=2 + ).with_keras_params()) with FixpointExperiment() as exp: exp.run_exp(net_generator, 10, logging=True) - exp.reset_all() - if False: + if True: # FFT Aggregation net_generator = lambda: ParticleDecorator( AggregatingNeuralNetwork( aggregates=4, width=2, depth=2, aggregator=AggregatingNeuralNetwork.aggregate_fft ).with_keras_params(activation='linear')) with FixpointExperiment() as exp: - for run_id in tqdm(range(10)): - exp.run_exp(net_generator, 1) - exp.log(exp.counters) - exp.reset_model() + exp.run_exp(net_generator, 10) + exp.log(exp.counters) + exp.reset_model() exp.reset_all() if True: # ok so this works quite realiably run_count = 10000 - net_generator = TrainingNeuralNetworkDecorator( - ParticleDecorator(WeightwiseNeuralNetwork(width=2, depth=2)) - ).with_params(epsilon=0.0001).with_keras_params(optimizer='sgd') + net_generator = lambda : TrainingNeuralNetworkDecorator( + ParticleDecorator(WeightwiseNeuralNetwork(width=2, depth=2) + )).with_params(epsilon=0.0001).with_keras_params(optimizer='sgd') with MixedFixpointExperiment() as exp: for run_id in tqdm(range(run_count+1)): exp.run_exp(net_generator, 1) diff --git a/code/setups/applying-fixpoints.py b/code/setups/applying-fixpoints.py index 2da1579..3e813b6 100644 --- a/code/setups/applying-fixpoints.py +++ b/code/setups/applying-fixpoints.py @@ -7,12 +7,13 @@ sys.path += os.path.join('..', '.') from experiment import * from network import * -import keras.backend as K def generate_counters(): return {'divergent': 0, 'fix_zero': 0, 'fix_other': 0, 'fix_sec': 0, 'other': 0} -def count(counters, net, notable_nets=[]): + +def count(counters, net, notable_nets: list=None): + notable_nets = notable_nets or list() if net.is_diverged(): counters['divergent'] += 1 elif net.is_fixpoint(): @@ -31,7 +32,7 @@ def count(counters, net, notable_nets=[]): if __name__ == '__main__': - with Experiment('applying_fixpoint') as exp: + with FixpointExperiment(name='applying_fixpoint') as exp: exp.trials = 50 exp.run_count = 100 exp.epsilon = 1e-4 @@ -40,7 +41,7 @@ if __name__ == '__main__': for use_bias in [False]: net_generators += [lambda activation=activation, use_bias=use_bias: WeightwiseNeuralNetwork(width=2, depth=2).with_keras_params(activation=activation, use_bias=use_bias)] net_generators += [lambda activation=activation, use_bias=use_bias: AggregatingNeuralNetwork(aggregates=4, width=2, depth=2).with_keras_params(activation=activation, use_bias=use_bias)] - net_generators += [lambda activation=activation, use_bias=use_bias: RecurrentNeuralNetwork(width=2, depth=2).with_keras_params(activation=activation, use_bias=use_bias)] + # net_generators += [lambda activation=activation, use_bias=use_bias: RecurrentNeuralNetwork(width=2, depth=2).with_keras_params(activation=activation, use_bias=use_bias)] all_counters = [] all_notable_nets = [] all_names = [] @@ -50,14 +51,14 @@ if __name__ == '__main__': for _ in tqdm(range(exp.trials)): net = ParticleDecorator(net_generator()) net.with_params(epsilon=exp.epsilon) - name = str(net.net.__class__.__name__) + " activiation='" + str(net.get_keras_params().get('activation')) + "' use_bias=" + str(net.get_keras_params().get('use_bias')) + name = str(net.name) + " activiation='" + str(net.get_keras_params().get('activation')) + "' use_bias=" + str(net.get_keras_params().get('use_bias')) for run_id in range(exp.run_count): loss = net.self_attack() count(counters, net, notable_nets) all_counters += [counters] all_notable_nets += [notable_nets] all_names += [name] - K.clear_session() + exp.reset_model() exp.save(all_counters=all_counters) exp.save(trajectorys=exp.without_particles()) # net types reached in the end diff --git a/code/setups/experiments/exp-learn-from-soup-_1552658566.5572753-0/all_data.dill b/code/setups/experiments/exp-learn-from-soup-_1552658566.5572753-0/all_data.dill deleted file mode 100644 index 95eaad1e6282e46a20082b3a39f70ea276a33ae0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 274 zcmZo*jxA)UEo9V)U}9iks3
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+from tensorflow.python.keras import backend as K from statistics import mean avg = mean @@ -59,7 +59,7 @@ def count(counters, soup, notable_nets=None): if __name__ == '__main__': - with SoupExperiment('learn-from-soup') as exp: + with SoupExperiment(name='learn-from-soup') as exp: exp.soup_size = 10 exp.soup_life = 100 exp.trials = 10 @@ -83,10 +83,10 @@ if __name__ == '__main__': counters = generate_counters() results = [] for _ in tqdm(range(exp.trials)): - soup = Soup(exp.soup_size, lambda net_generator=net_generator,exp=exp: TrainingNeuralNetworkDecorator(net_generator()).with_params(epsilon=exp.epsilon)) + soup = Soup(exp.soup_size, lambda net_generator=net_generator, exp=exp: TrainingNeuralNetworkDecorator(net_generator()).with_params(epsilon=exp.epsilon)) soup.with_params(attacking_rate=-1, learn_from_rate=0.1, train=0, learn_from_severity=learn_from_severity) soup.seed() - name = str(soup.particles[0].net.__class__.__name__) + " activiation='" + str(soup.particles[0].get_keras_params().get('activation')) + "' use_bias=" + str(soup.particles[0].get_keras_params().get('use_bias')) + name = str(soup.particles[0].name) + " activiation='" + str(soup.particles[0].get_keras_params().get('activation')) + "' use_bias=" + str(soup.particles[0].get_keras_params().get('use_bias')) for time in range(exp.soup_life): soup.evolve() count(counters, soup, notable_nets) diff --git a/code/setups/mixed-self-fixpoints.py b/code/setups/mixed-self-fixpoints.py index 1c38bb1..9151527 100644 --- a/code/setups/mixed-self-fixpoints.py +++ b/code/setups/mixed-self-fixpoints.py @@ -9,8 +9,6 @@ sys.path += os.path.join('..', '.') from experiment import * from network import * -import tensorflow.python.keras.backend as K - def generate_counters(): """ @@ -84,7 +82,7 @@ if __name__ == '__main__': if net.is_diverged() or net.is_fixpoint(): break count(counters, net, notable_nets) - keras.backend.clear_session() + exp.reset_model() xs += [trains_per_selfattack] ys += [float(counters['fix_zero'] + counters['fix_other']) / float(exp.trials)] all_names += [name] diff --git a/code/setups/soup_trajectorys.py b/code/setups/soup_trajectorys.py index 4158cf7..e4982b8 100644 --- a/code/setups/soup_trajectorys.py +++ b/code/setups/soup_trajectorys.py @@ -10,23 +10,22 @@ from experiment import * if __name__ == '__main__': if True: - with SoupExperiment("soup") as exp: - for run_id in range(1): - net_generator = lambda: TrainingNeuralNetworkDecorator(WeightwiseNeuralNetwork(2, 2)) \ - .with_keras_params(activation='linear').with_params(epsilon=0.0001) - # net_generator = lambda: TrainingNeuralNetworkDecorator(AggregatingNeuralNetwork(4, 2, 2))\ - # .with_keras_params(activation='linear') - # net_generator = lambda: TrainingNeuralNetworkDecorator(FFTNeuralNetwork(4, 2, 2))\ - # .with_keras_params(activation='linear') - # net_generator = lambda: RecurrentNeuralNetwork(2, 2).with_keras_params(activation='linear').with_params() - soup = Soup(20, net_generator).with_params(remove_divergent=True, remove_zero=True, - train=30, - learn_from_rate=-1) - soup.seed() - for _ in tqdm(range(100)): - soup.evolve() - exp.log(soup.count()) - # you can access soup.historical_particles[particle_uid].states[time_step]['loss'] - # or soup.historical_particles[particle_uid].states[time_step]['weights'] - # from soup.dill - exp.save(soup=soup.without_particles()) + with SoupExperiment(namne="soup") as exp: + net_generator = lambda: TrainingNeuralNetworkDecorator(WeightwiseNeuralNetwork(2, 2)) \ + .with_keras_params(activation='linear').with_params(epsilon=0.0001) + # net_generator = lambda: TrainingNeuralNetworkDecorator(AggregatingNeuralNetwork(4, 2, 2))\ + # .with_keras_params(activation='linear') + # net_generator = lambda: TrainingNeuralNetworkDecorator(FFTNeuralNetwork(4, 2, 2))\ + # .with_keras_params(activation='linear') + # net_generator = lambda: RecurrentNeuralNetwork(2, 2).with_keras_params(activation='linear').with_params() + soup = Soup(20, net_generator).with_params(remove_divergent=True, remove_zero=True, + train=30, + learn_from_rate=-1) + soup.seed() + for _ in tqdm(range(100)): + soup.evolve() + exp.log(soup.count()) + # you can access soup.historical_particles[particle_uid].states[time_step]['loss'] + # or soup.historical_particles[particle_uid].states[time_step]['weights'] + # from soup.dill + exp.save(soup=soup.without_particles()) diff --git a/code/soup.py b/code/soup.py index e38853b..e2680f1 100644 --- a/code/soup.py +++ b/code/soup.py @@ -111,9 +111,9 @@ class Soup(object): if __name__ == '__main__': if True: net_generator = lambda: WeightwiseNeuralNetwork(2, 2).with_keras_params(activation='linear').with_params() - soup_generator = Soup(100, net_generator).with_params(remove_divergent=True, remove_zero=True) + soup_generator = Soup(10, net_generator).with_params(remove_divergent=True, remove_zero=True) exp = SoupExperiment() - exp.run_exp(net_generator, 1000, soup_generator, 1, False) + exp.run_exp(net_generator, 10, soup_generator, 1, False) # net_generator = lambda: FFTNeuralNetwork(2, 2).with_keras_params(activation='linear').with_params() # net_generator = lambda: AggregatingNeuralNetwork(4, 2, 2).with_keras_params(activation='sigmoid')\ @@ -123,10 +123,10 @@ if __name__ == '__main__': if True: net_generator = lambda: TrainingNeuralNetworkDecorator(WeightwiseNeuralNetwork(2, 2)) \ .with_keras_params(activation='linear').with_params(epsilon=0.0001) - soup_generator = lambda: Soup(100, net_generator).with_params(remove_divergent=True, remove_zero=True, train=20) + soup_generator = lambda: Soup(10, net_generator).with_params(remove_divergent=True, remove_zero=True, train=20) exp = SoupExperiment(name="soup") - exp.run_exp(net_generator, 100, soup_generator, 1, False) + exp.run_exp(net_generator, 10, soup_generator, 1, False) # net_generator = lambda: TrainingNeuralNetworkDecorator(AggregatingNeuralNetwork(4, 2, 2)) # .with_keras_params(activation='linear')\