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How to use error_added method in Slash
Best Python code snippet using slash
test_plugin_dependency.py
Source:test_plugin_dependency.py 
...41 def get_name(self):42 return 'plugin b'43 def session_start(self):44 checkpoint2()45 def error_added(self, result, error): # pylint: disable=unused-argument46 pass47 for plugin_cls in [PluginA, PluginB]:48 slash.plugins.manager.install(plugin_cls(), activate_later=True)49 slash.plugins.manager.activate_pending_plugins()50 slash.hooks.session_start() # pylint: disable=no-member51 assert checkpoint1.timestamp < checkpoint2.timestamp52 slash.plugins.manager.deactivate('plugin a')53 with pytest.raises(CannotResolveDependencies) as caught:54 slash.hooks.session_start() # pylint: disable=no-member55 assert caught.value.unmet_dependencies == set(['x'])56def test_provides_globally_needs_specific_hook(checkpoint1, checkpoint2):57 '''58 Plugin A: Provides x at class level59 Plugin B: Needs x for specific hook60 '''61 @slash.plugins.provides('x')62 class PluginA(slash.plugins.interface.PluginInterface):63 def get_name(self):64 return 'plugin a'65 def session_start(self):66 checkpoint1()67 def test_start(self):68 pass69 class PluginB(slash.plugins.interface.PluginInterface):70 def get_name(self):71 return 'plugin b'72 @slash.plugins.needs('x')73 def session_start(self):74 checkpoint2()75 def error_added(self, result, error): # pylint: disable=unused-argument76 pass77 for plugin_cls in [PluginA, PluginB]:78 slash.plugins.manager.install(plugin_cls(), activate_later=True)79 slash.plugins.manager.activate_pending_plugins()80 slash.hooks.session_start() # pylint: disable=no-member81 assert checkpoint1.timestamp < checkpoint2.timestamp82 slash.plugins.manager.deactivate('plugin a')83 with pytest.raises(CannotResolveDependencies) as caught:84 slash.hooks.session_start() # pylint: disable=no-member85 assert caught.value.unmet_dependencies == set(['x'])86def test_provides_globally_needs_specific_hook_which_does_not_exist_at_a(checkpoint2):87 '''88 Plugin A: Provides x at class level89 Plugin B: Needs x for specific hook, this hook does not definied in A90 Expectations:91 Should work in the empty sense92 all non-needing hooks should work, even when missing from A, the specific hook needs to happen in A before B.93 '''94 @slash.plugins.provides('x')95 class PluginA(slash.plugins.interface.PluginInterface):96 def get_name(self):97 return 'plugin a'98 def test_start(self):99 pass100 class PluginB(slash.plugins.interface.PluginInterface):101 def get_name(self):102 return 'plugin b'103 @slash.plugins.needs('x')104 def session_start(self):105 checkpoint2()106 def error_added(self, result, error): # pylint: disable=unused-argument107 pass108 for plugin_cls in [PluginA, PluginB]:109 slash.plugins.manager.install(plugin_cls(), activate_later=True)110 slash.plugins.manager.activate_pending_plugins()111 slash.hooks.session_start() # pylint: disable=no-member112 assert checkpoint2.called113 slash.plugins.manager.deactivate('plugin a')114 with pytest.raises(CannotResolveDependencies) as caught:115 slash.hooks.session_start() # pylint: disable=no-member116 assert caught.value.unmet_dependencies == set(['x'])117def test_provides_specific_hook_needs_globally(checkpoint1, checkpoint2):118 '''119 Plugin A: Provides x on a specific hook120 Plugin B: Needs x at class level121 Expectations:122 This case should fail, because logically the other hooks don't have anyone to provide X for them123 '''124 class PluginA(slash.plugins.interface.PluginInterface):125 def get_name(self):126 return 'plugin a'127 @slash.plugins.provides('x')128 def session_start(self):129 checkpoint1()130 def test_start(self):131 pass132 @slash.plugins.needs('x')133 class PluginB(slash.plugins.interface.PluginInterface):134 def get_name(self):135 return 'plugin b'136 def session_start(self):137 checkpoint2()138 def error_added(self, result, error): # pylint: disable=unused-argument139 pass140 for plugin_cls in [PluginA, PluginB]:141 slash.plugins.manager.install(plugin_cls(), activate_later=True)142 slash.plugins.manager.activate_pending_plugins()143 slash.hooks.session_start() # pylint: disable=no-member144 with pytest.raises(CannotResolveDependencies) as caught:145 slash.hooks.error_added(result=None, error=None) # pylint: disable=no-member146 assert caught.value.unmet_dependencies == set(['x'])147def test_provides_specific_hook_needs_globally_with_this_hook_only(checkpoint1, checkpoint2):148 '''149 Plugin A: Provides x on a specific hook150 Plugin B: Needs x at class level, but only has one hook (the one provided by A)151 '''152 class PluginA(slash.plugins.interface.PluginInterface):153 def get_name(self):154 return 'plugin a'155 @slash.plugins.provides('x')156 def session_start(self):157 checkpoint1()158 def test_start(self):159 pass160 @slash.plugins.needs('x')161 class PluginB(slash.plugins.interface.PluginInterface):162 def get_name(self):163 return 'plugin b'164 def session_start(self):165 checkpoint2()166 for plugin_cls in [PluginA, PluginB]:167 slash.plugins.manager.install(plugin_cls(), activate_later=True)168 slash.plugins.manager.activate_pending_plugins()169 slash.hooks.session_start() # pylint: disable=no-member170 assert checkpoint1.timestamp < checkpoint2.timestamp171 slash.plugins.manager.deactivate('plugin a')172 with pytest.raises(CannotResolveDependencies) as caught:173 slash.hooks.session_start() # pylint: disable=no-member174 assert caught.value.unmet_dependencies == set(['x'])175@pytest.mark.parametrize('needs_parent_level', [True, False])176@pytest.mark.parametrize('provides_parent_level', [True, False])177def test_provides_needs_with_inheritence_on_class_level(checkpoint, checkpoint1, checkpoint2, needs_parent_level, provides_parent_level):178 '''179 Plugin A: Provides x in class level (by it self or by inheritence)180 Plugin b: Needs x in class level (by it self or by inheritence)181 '''182 # pylint: disable=abstract-method183 @maybe_decorate(slash.plugins.provides('x'), provides_parent_level)184 class PluginAParent(slash.plugins.interface.PluginInterface):185 def test_start(self):186 pass187 @maybe_decorate(slash.plugins.provides('x'), not provides_parent_level)188 class PluginA(PluginAParent):189 def get_name(self):190 return 'plugin a'191 def session_start(self):192 checkpoint1()193 @maybe_decorate(slash.plugins.needs('x'), needs_parent_level)194 class PluginBParent(slash.plugins.interface.PluginInterface):195 def error_added(self, result, error): # pylint: disable=unused-argument196 checkpoint()197 @maybe_decorate(slash.plugins.needs('x'), not needs_parent_level)198 class PluginB(PluginBParent):199 def get_name(self):200 return 'plugin b'201 def session_start(self):202 checkpoint2()203 for plugin_cls in [PluginA, PluginB]:204 slash.plugins.manager.install(plugin_cls(), activate_later=True)205 slash.plugins.manager.activate_pending_plugins()206 # session_start hook should be provided the PluginA.session_start method207 slash.hooks.session_start() # pylint: disable=no-member208 assert checkpoint1.timestamp < checkpoint2.timestamp209 # error_added hook should be provided by empty registration of pluginA210 slash.hooks.error_added(result=None, error=None) # pylint: disable=no-member211 assert checkpoint.called212 slash.plugins.manager.deactivate('plugin a')213 with pytest.raises(CannotResolveDependencies) as caught:214 slash.hooks.session_start() # pylint: disable=no-member215 assert caught.value.unmet_dependencies == set(['x'])216 with pytest.raises(CannotResolveDependencies) as caught:217 slash.hooks.error_added() # pylint: disable=no-member218 assert caught.value.unmet_dependencies == set(['x'])219 # Ensure only hooks required by PluginB fails220 slash.hooks.test_end() # pylint: disable=no-member221def test_provides_needs_in_both_inheritence_levels(checkpoint, checkpoint1, checkpoint2):222 # pylint: disable=abstract-method223 @slash.plugins.provides('x')224 class PluginAParent(slash.plugins.interface.PluginInterface):225 def test_start(self):226 pass227 @slash.plugins.provides('y')228 class PluginA(PluginAParent):229 def get_name(self):230 return 'plugin a'231 def session_start(self):232 checkpoint1()233 @slash.plugins.needs('x')234 class PluginBParent(slash.plugins.interface.PluginInterface):235 def error_added(self, result, error): # pylint: disable=unused-argument236 checkpoint()237 @slash.plugins.needs('y')238 class PluginB(PluginBParent):239 def get_name(self):240 return 'plugin b'241 def session_start(self):242 checkpoint2()243 for plugin_cls in [PluginA, PluginB]:244 slash.plugins.manager.install(plugin_cls(), activate_later=True)245 slash.plugins.manager.activate_pending_plugins()246 # session_start hook should be provided the PluginA.session_start method247 slash.hooks.session_start() # pylint: disable=no-member248 assert checkpoint1.timestamp < checkpoint2.timestamp249 # error_added hook should be provided by empty registration of pluginA250 slash.hooks.error_added(result=None, error=None) # pylint: disable=no-member251 assert checkpoint.called252 slash.plugins.manager.deactivate('plugin a')253 with pytest.raises(CannotResolveDependencies) as caught:254 slash.hooks.session_start() # pylint: disable=no-member255 assert caught.value.unmet_dependencies == set(['x', 'y'])256 with pytest.raises(CannotResolveDependencies) as caught:257 slash.hooks.error_added() # pylint: disable=no-member258 assert caught.value.unmet_dependencies == set(['x', 'y'])259 # Ensure only hooks required by PluginB fails260 slash.hooks.test_end() # pylint: disable=no-member261def test_provides_needs_with_inheritence_on_method_level(checkpoint):262 '''263 Plugin A: Provides x in method level (by it self or by inheritence) to test_start & session_start264 Plugin b: Needs x in method level (by it self or by inheritence) on test_start & session_start265 '''266 # pylint: disable=abstract-method267 session_start_a = Checkpoint()268 session_start_b = Checkpoint()269 test_start_a = Checkpoint()270 test_start_b = Checkpoint()271 class PluginAParent(slash.plugins.interface.PluginInterface):272 @slash.plugins.provides('x')273 def test_start(self):274 test_start_a()275 class PluginA(PluginAParent):276 def get_name(self):277 return 'plugin a'278 @slash.plugins.provides('x')279 def session_start(self):280 session_start_a()281 class PluginBParent(slash.plugins.interface.PluginInterface):282 @slash.plugins.needs('x')283 def session_start(self):284 session_start_b()285 def error_added(self, result, error): # pylint: disable=unused-argument286 checkpoint()287 class PluginB(PluginBParent):288 def get_name(self):289 return 'plugin b'290 @slash.plugins.needs('x')291 def test_start(self):292 test_start_b()293 for plugin_cls in [PluginA, PluginB]:294 slash.plugins.manager.install(plugin_cls(), activate_later=True)295 slash.plugins.manager.activate_pending_plugins()296 slash.hooks.session_start() # pylint: disable=no-member297 assert session_start_a.timestamp < session_start_b.timestamp298 slash.hooks.test_start() # pylint: disable=no-member299 assert test_start_a.timestamp < test_start_b.timestamp300 # error_added hook should not need anything301 slash.hooks.error_added(result=None, error=None) # pylint: disable=no-member302 assert checkpoint.called303 slash.plugins.manager.deactivate('plugin a')304 with pytest.raises(CannotResolveDependencies) as caught:305 slash.hooks.session_start() # pylint: disable=no-member306 assert caught.value.unmet_dependencies == set(['x'])307 with pytest.raises(CannotResolveDependencies) as caught:308 slash.hooks.test_start() # pylint: disable=no-member309 slash.hooks.error_added(result=None, error=None) # pylint: disable=no-member310 assert caught.value.unmet_dependencies == set(['x'])311def test_provides_needs_with_child_overrides():312 # pylint: disable=line-too-long313 '''314 | Hook Name | Plugin A | Plugin B |315 |---------------+-------------------------------------------------------------------------+------------------------------------------------------------------------|316 | session_start | Child Provides x in method level, overrides parent's empty registration | Needs x (Parent) & y (Child) in class level |317 | test_start | Child Provides x in method level, overrides parent's real registration | Needs x (Parent) & y (Child) in class level |318 | error_added | x is not provided, overrides parent's real registration | Needs x (Parent) & y (Child) in class level |319 | test_end | x is not provided, overrides parent's empty registration | Needs x (Parent) & y (Child) in class level |320 | session_end | Parent provides x, child provides y - both in class level | Needs x (Parent) & y (Child) in class level, z in (child) method level |321 '''322 # pylint: disable=abstract-method323 session_start_a = Checkpoint()324 session_start_b = Checkpoint()325 test_start_a = Checkpoint()326 test_start_b = Checkpoint()327 @slash.plugins.provides('x')328 class PluginAParent(slash.plugins.interface.PluginInterface):329 def test_start(self):330 test_start_a()331 def error_added(self, result, error): # pylint: disable=unused-argument332 pass333 def session_end(self):334 pass335 @slash.plugins.provides('y')336 class PluginA(PluginAParent):337 def get_name(self):338 return 'plugin a'339 @slash.plugins.provides('x')340 def session_start(self):341 # Overrides empty registration of PluginAParent342 session_start_a()343 @slash.plugins.provides('x')344 def test_start(self):345 # Overrides "real" registration of PluginAParent346 test_start_a()347 def error_added(self, result, error): # pylint: disable=unused-argument348 # Overrides "real" registration of PluginAParent349 pass350 def test_end(self):351 # Overrides empty registration of PluginAParent352 pass353 @slash.plugins.needs('x')354 class PluginBParent(slash.plugins.interface.PluginInterface):355 def session_start(self):356 session_start_b()357 def error_added(self, result, error): # pylint: disable=unused-argument358 pass359 def test_start(self):360 test_start_b()361 def test_end(self):362 pass363 @slash.plugins.needs('y')364 class PluginB(PluginBParent):365 def get_name(self):366 return 'plugin b'367 @slash.plugins.needs('z')368 def session_end(self):369 pass370 for plugin_cls in [PluginA, PluginB]:371 slash.plugins.manager.install(plugin_cls(), activate_later=True)372 slash.plugins.manager.activate_pending_plugins()373 slash.hooks.session_start() # pylint: disable=no-member374 assert session_start_a.timestamp < session_start_b.timestamp375 slash.hooks.test_start() # pylint: disable=no-member376 assert test_start_a.timestamp < test_start_b.timestamp377 slash.hooks.error_added(result=None, error=None) # pylint: disable=no-member378 slash.hooks.test_end() # pylint: disable=no-member379 with pytest.raises(CannotResolveDependencies) as caught:380 slash.hooks.session_end() # pylint: disable=no-member381 assert caught.value.unmet_dependencies == set(['z'])382 slash.plugins.manager.deactivate('plugin a')383 with pytest.raises(CannotResolveDependencies) as caught:384 slash.hooks.session_start() # pylint: disable=no-member385 assert caught.value.unmet_dependencies == set(['x', 'y'])386 with pytest.raises(CannotResolveDependencies) as caught:387 slash.hooks.test_start() # pylint: disable=no-member388 assert caught.value.unmet_dependencies == set(['x', 'y'])389 with pytest.raises(CannotResolveDependencies) as caught:390 slash.hooks.error_added(result=None, error=None) # pylint: disable=no-member391 assert caught.value.unmet_dependencies == set(['x', 'y'])392 with pytest.raises(CannotResolveDependencies) as caught:393 slash.hooks.test_end() # pylint: disable=no-member394 assert caught.value.unmet_dependencies == set(['x', 'y'])395 with pytest.raises(CannotResolveDependencies) as caught:396 slash.hooks.session_end() # pylint: disable=no-member397 assert caught.value.unmet_dependencies == set(['x', 'y', 'z'])398def autoname(plugin):399 def get_name(self):400 return type(self).__name__.lower()401 plugin.get_name = get_name...
change_condition_number.py
Source:change_condition_number.py
1import matplotlib2matplotlib.use("Agg")3import matplotlib.pyplot as plt4plt.rcParams.update({'font.size': 12})5import multiprocessing as mp6import numpy as np7import os8from algorithms.gradient_descent import GradientDescent9from algorithms.iterative_threshold_methods import IterativeThresholdMethods10import utils.constants as constants11from utils.draw import Draw12from utils.error import Error13from utils.generate_data import GenerateData14class ChangeConditionNumber:15 """Simulations on the change of condition number of design matrix.16 """17 def __init__(self, x=constants.X):18 """Set the type of design matrix, anisotropic and some constants.19 """20 self.design = constants.ANISOTROPIC_NAME21 self.steps = constants.GD_STEPS # number of experiments22 self.num_iter = constants.GD_NUM_ITERATION # number of iterations23 self.x_original = x24 self.gd_types = (constants.GD_NAME, constants.FAST_NEWTON_NAME)25 self.iter_types = (constants.IHT_NAME, constants.HTP_NAME)26 self.iterative_threshold_methods = (constants.ISTA_NAME, )27 def _update_algos_map(self, algos_map, algo_name, kappa, error_added):28 """A private function to update @param algos_map.29 30 @param algos_map: key is algo name, value is a dict with kappa-error as key-value pair.31 @param algo_name: the key of algos_map which needs an update.32 e.g. constants.ISTA_NAME, constants.GD_NAME+constants.IHT_NAME, see utils.constants.33 @param kappa: (condition number) It is a key of the map, algos_map[algo_name].34 @param error_added: the error of an experiment with kappa as condition numebr35 and algo_name as the algorithm.36 @return the updated map.37 """38 if algos_map.get(algo_name):39 curr_kappa_error_map = algos_map[algo_name]40 else:41 curr_kappa_error_map = dict()42 if curr_kappa_error_map.get(kappa):43 # if curr_kappa_error_map has a key, kappa.44 curr_kappa_error_map[kappa] += error_added45 else: # if curr_kappa_error_map never see this key.46 curr_kappa_error_map[kappa] = error_added47 algos_map[algo_name] = curr_kappa_error_map48 return algos_map49 def run_one_experiment(self, kappa):50 """Run one experient working for multiprocessing.51 52 @param kappa - condition number.53 @return algo_name gener_error hashmap.54 """55 y, H, self.SIGMA_half = GenerateData(self.design, kappa,56 self.x_original).generate_data()57 algos_map = dict()58 for algo_name in self.iterative_threshold_methods:59 _, best_lambda, gener_error = IterativeThresholdMethods(60 ).get_errors_by_cv(self.x_original, y, H, self.num_iter,61 self.SIGMA_half, algo_name, False)62 # To add {algo_name: {kappa, final_error}} key-value-pair to algos_map.63 algos_map = self._update_algos_map(algos_map, algo_name, kappa,64 gener_error[-1])65 print(algo_name, best_lambda)66 for gd_type in self.gd_types:67 for iter_type in self.iter_types:68 _, best_lambda, gener_error = GradientDescent().get_errors_by_cv(69 self.x_original, y, H, self.num_iter, self.SIGMA_half,70 gd_type, iter_type, False)71 algo_name = gd_type + "+" + iter_type72 algos_map = self._update_algos_map(algos_map, algo_name, kappa,73 gener_error[-1])74 print(algo_name, best_lambda)75 return algos_map76 def compare_condition_numbers(self):77 """Get the change of generalization error w.r.t. condition number.78 """79 algos_map = {}80 for _ in range(self.steps): # Run several experiments81 """Multiprocess.82 If you want to cancel multiprocess, rewrite the line to be 83 "pool = mp.Pool(1)".84 """85 pool = mp.Pool(mp.cpu_count())86 pool_results = pool.map(self.run_one_experiment,87 np.arange(1, 101, 10), 1)88 # To add pool_results into algos_map89 for map_result in pool_results:90 for algo_name in map_result:91 for kappa in map_result[algo_name]:92 error = map_result[algo_name][kappa] / self.steps93 algos_map = self._update_algos_map(94 algos_map, algo_name, kappa, error)95 for algo_name in algos_map:96 Draw().plot_using_a_map(algos_map[algo_name], algo_name)97 # Store @param algos_map in a npy (binary) format.98 with open(99 os.path.dirname(os.path.abspath(__file__)) +100 '/figures/condition number/result_dict.npy', 'wb') as f:101 np.save(f, algos_map)102 plt.xlabel("condition number")103 plt.ylabel("generalization error")104 plt.title("Change condition number of design matrix x " +105 str(np.max(self.x_original)))106 plt.legend()107 plt.savefig(108 os.path.dirname(os.path.abspath(__file__)) +109 "/figures/condition number/comparison by change of condition number x20.pdf"110 )111 plt.clf()112if __name__ == "__main__":113 """To change the true signal, modify x_value.114 """115 x_value = 20.116 x = x_value * np.ones((constants.P))117 x[constants.S:] = 0118 x = np.random.permutation(x)...
support_recovery.py
Source:support_recovery.py
1import matplotlib2matplotlib.use("Agg")3import matplotlib.pyplot as plt4plt.rcParams.update({'font.size': 12})5import multiprocessing as mp6import numpy as np7import os8from algorithms.gradient_descent import GradientDescent9from algorithms.iterative_threshold_methods import IterativeThresholdMethods10import utils.constants as constants11from utils.draw import Draw12from utils.error import Error13from utils.generate_data import GenerateData14class ChangeSignal:15 """Simulations on the change of exact recovery w.r.t. the signal.16 """17 def __init__(self, kappa, error_name=constants.EXACT_RECOVERY_NAME):18 """Initialize.19 """20 self.kappa = kappa21 self.error_name = error_name22 self.design = constants.ANISOTROPIC_NAME23 self.steps = constants.GD_STEPS # number of experiments24 self.num_iter = constants.GD_NUM_ITERATION # number of iterations25 self.gd_types = (constants.GD_NAME, constants.FAST_NEWTON_NAME)26 self.iter_types = (constants.IHT_NAME, constants.HTP_NAME)27 self.iterative_threshold_methods = (constants.ISTA_NAME, )28 def _update_algos_map(self, algos_map, algo_name, a, error_added):29 """A private function to update @param algos_map.30 31 @param algos_map: key is algo name, value is a dict with signal-error as key-value pair.32 @param algo_name: the key of algos_map which needs an update.33 e.g. constants.ISTA_NAME, constants.GD_NAME+constants.IHT_NAME, see utils.constants.34 @param a - the signal value.35 @param error_added: the error to be added to the map.36 @return the updated map.37 """38 if algos_map.get(algo_name):39 curr_map = algos_map[algo_name]40 else:41 curr_map = dict()42 if curr_map.get(a):43 curr_map[a] += error_added44 else:45 curr_map[a] = error_added46 algos_map[algo_name] = curr_map47 return algos_map48 def run_one_experiment(self, a):49 """Run one experiment on the change of exact recovery w.r.t. the signal.50 51 @param a - the value of the true signal52 @return algo_name gener_error hashmap.53 """54 signal = a * np.ones((constants.P))55 signal[constants.S:] = 056 signal = np.random.permutation(signal)57 y, H, self.SIGMA_half = GenerateData(self.design, self.kappa,58 signal).generate_data()59 algos_map = dict()60 for algo_name in self.iterative_threshold_methods:61 _, best_lambda, gener_error = IterativeThresholdMethods(62 self.error_name).get_errors_by_cv(signal, y, H, self.num_iter,63 self.SIGMA_half, algo_name,64 False)65 # To add {algo_name: {a, final_error}} key-value-pair to algos_map.66 algos_map = self._update_algos_map(algos_map, algo_name, a,67 gener_error[-1])68 print(algo_name, best_lambda)69 for gd_type in self.gd_types:70 for iter_type in self.iter_types:71 _, best_lambda, gener_error = GradientDescent(72 constants.FAST_NEWTON_NUM_GD,73 self.error_name).get_errors_by_cv(signal, y, H,74 self.num_iter,75 self.SIGMA_half, gd_type,76 iter_type, False)77 algo_name = gd_type + "+" + iter_type78 algos_map = self._update_algos_map(algos_map, algo_name, a,79 gener_error[-1])80 print(algo_name, best_lambda)81 return algos_map82 def change_signal(self, signal_range):83 """Run several experiments and get the change of exact recovery w.r.t. signal.84 """85 algos_map = {}86 for _ in range(self.steps): # Run several experiments87 for a in signal_range:88 map_result = self.run_one_experiment(a)89 for algo_name in map_result:90 for signal in map_result[algo_name]:91 error = map_result[algo_name][signal] / self.steps92 algos_map = self._update_algos_map(93 algos_map, algo_name, signal, error)94 for algo_name in algos_map:95 Draw().plot_using_a_map(algos_map[algo_name], algo_name)96 # Store @param algos_map in a npy (binary) format.97 with open(98 os.path.dirname(os.path.abspath(__file__)) +99 "/figures/change signal/result_dict_kappa" +100 str(int(self.kappa)) + ".npy", 'wb') as f:101 np.save(f, algos_map)102 plt.xlabel("signal a")103 plt.ylabel("exact recovery")104 plt.title("Change signal with kappa " + str(int(self.kappa)))105 plt.legend()106 plt.savefig(107 os.path.dirname(os.path.abspath(__file__)) +108 "/figures/change signal/comparison by change of signal kappa" +109 str(int(self.kappa)) + ".pdf")110 plt.clf()111if __name__ == "__main__":112 """To change the condition number, modify kappa.113 """114 kappa = 1.115 signal_range = [0.001, 0.005, 0.01, 0.03, 0.05, 0.07, 0.1, 0.15]...
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