diff --git a/CHANGELOG.md b/CHANGELOG.md index 3167ebf6..5e0bf902 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,3 +1,11 @@ +# Version 1.1.3 + +## Bug-Fixes +- Fix seaborn style name (#82). +- Remove potential sources of nondeterminism in evaluators by not setting seeds randomly (#75). +- Exchange SMAC log examples to fix issue with PDP (#54). +- Fix error when requesting more than 10 colors in a plot (36 colors available now). + # Version 1.1.2 ## Bug-Fixes diff --git a/Makefile b/Makefile index 32e0a018..258de3a9 100644 --- a/Makefile +++ b/Makefile @@ -2,7 +2,7 @@ # are usually completed in github actions. SHELL := /bin/bash -VERSION := 1.1.2 +VERSION := 1.1.3 NAME := DeepCAVE PACKAGE_NAME := deepcave diff --git a/deepcave/__init__.py b/deepcave/__init__.py index 112e1847..75139590 100644 --- a/deepcave/__init__.py +++ b/deepcave/__init__.py @@ -17,7 +17,7 @@ "Source Code": "https://github.com/automl/deepcave", } copyright = f"Copyright {datetime.date.today().strftime('%Y')}, {author}" -version = "1.1.2" +version = "1.1.3" _exec_file = sys.argv[0] _exec_files = ["server.py", "worker.py", "sphinx-build"] diff --git a/deepcave/evaluators/epm/fanova_forest.py b/deepcave/evaluators/epm/fanova_forest.py index ace4971b..2443a622 100644 --- a/deepcave/evaluators/epm/fanova_forest.py +++ b/deepcave/evaluators/epm/fanova_forest.py @@ -30,7 +30,7 @@ def __init__( instance_features: Optional[np.ndarray] = None, pca_components: Optional[int] = 2, cutoffs: Tuple[float, float] = (-np.inf, np.inf), - seed: Optional[int] = None, + seed: int = 0, ): super().__init__( configspace=configspace, diff --git a/deepcave/evaluators/epm/random_forest.py b/deepcave/evaluators/epm/random_forest.py index fc39e001..64d69ad3 100644 --- a/deepcave/evaluators/epm/random_forest.py +++ b/deepcave/evaluators/epm/random_forest.py @@ -56,7 +56,7 @@ def __init__( instance_features: Optional[np.ndarray] = None, pca_components: Optional[int] = 2, log_y: bool = False, - seed: Optional[int] = None, + seed: int = 0, ): self.cs = configspace self.log_y = log_y @@ -295,8 +295,6 @@ def _train(self, X: np.ndarray, Y: np.ndarray) -> None: # Now we can start to prepare the data for the pyrfr data = self._get_data_container(X, Y.flatten()) seed = self.seed - if seed is None: - seed = int(random() * 9999) rng = regression.default_random_engine(seed) diff --git a/deepcave/evaluators/fanova.py b/deepcave/evaluators/fanova.py index d4dc24c7..8507ae2a 100644 --- a/deepcave/evaluators/fanova.py +++ b/deepcave/evaluators/fanova.py @@ -30,7 +30,7 @@ def calculate( objectives: Optional[Union[Objective, List[Objective]]] = None, budget: Optional[Union[int, float]] = None, n_trees: int = 16, - seed: Optional[int] = None, + seed: int = 0, ) -> None: """ Get the data wrt budget and trains the forest on the encoded data. @@ -47,8 +47,8 @@ def calculate( Considered budget. By default None. If None, the highest budget is chosen. n_trees : int, optional How many trees should be used. By default 16. - seed : Optional[int], optional - Random seed. By default None. + seed : int + Random seed. By default 0. """ if objectives is None: objectives = self.run.get_objectives() diff --git a/deepcave/evaluators/lpi.py b/deepcave/evaluators/lpi.py index cb0d1222..404a6af5 100644 --- a/deepcave/evaluators/lpi.py +++ b/deepcave/evaluators/lpi.py @@ -30,7 +30,7 @@ def calculate( budget: Optional[Union[int, float]] = None, continous_neighbors: int = 500, n_trees: int = 10, - seed: Optional[int] = None, + seed: int = 0, ) -> None: """ Prepares the data and trains a RandomForest model. @@ -56,9 +56,6 @@ def calculate( self.default = self.cs.get_default_configuration() self.incumbent_array = self.incumbent.get_array() - # Set the seed - if seed is None: - seed = int(random() * 9999) self.seed = seed self.rs = np.random.RandomState(seed) diff --git a/deepcave/utils/styled_plot.py b/deepcave/utils/styled_plot.py index 04da11a3..b9568f22 100644 --- a/deepcave/utils/styled_plot.py +++ b/deepcave/utils/styled_plot.py @@ -25,7 +25,7 @@ class StyledPlot: """ def __init__(self): - plt.style.use("seaborn") + plt.style.use("seaborn-v0_8") # Set MatPlotLib defaults if find_executable("latex"): diff --git a/deepcave/utils/styled_plotty.py b/deepcave/utils/styled_plotty.py index e4a0b4db..725ebad4 100644 --- a/deepcave/utils/styled_plotty.py +++ b/deepcave/utils/styled_plotty.py @@ -69,9 +69,12 @@ def hex_to_rgb(hex_string: str) -> Tuple[int, int, int]: def get_color(id_: int, alpha: float = 1) -> Union[str, Tuple[float, float, float, float]]: """ - Currently (Plotly version 5.3.1) there are 10 possible colors. + Using Plotly palette for the first 10 ids and Alphabet palette for the next 26, currently 36 colors are possible. """ - color = px.colors.qualitative.Plotly[id_] + if id_ < 10: + color = px.colors.qualitative.Plotly[id_] + else: + color = px.colors.qualitative.Alphabet[id_ - 10] r, g, b = hex_to_rgb(color) return f"rgba({r}, {g}, {b}, {alpha})" diff --git a/logs/SMAC3v1/mlp/run_1/configspace.json b/logs/SMAC3v1/mlp/run_1/configspace.json index 8060f720..677cc445 100644 --- a/logs/SMAC3v1/mlp/run_1/configspace.json +++ b/logs/SMAC3v1/mlp/run_1/configspace.json @@ -1,102 +1,40 @@ { "hyperparameters": [ { - "name": "activation", - "type": "categorical", - "choices": [ - "logistic", - "tanh", - "relu" - ], - "default": "tanh", - "probabilities": null - }, - { - "name": "n_layer", - "type": "uniform_int", - "log": false, - "lower": 1, - "upper": 5, - "default": 1, - "q": null + "name": "alpha", + "type": "uniform_float", + "log": true, + "lower": 1e-08, + "upper": 1.0, + "default": 0.001 }, { - "name": "n_neurons", + "name": "batch_size", "type": "uniform_int", "log": true, - "lower": 8, - "upper": 1024, - "default": 10, - "q": null - }, - { - "name": "solver", - "type": "categorical", - "choices": [ - "lbfgs", - "sgd", - "adam" - ], - "default": "adam", - "probabilities": null + "lower": 4, + "upper": 256, + "default": 32 }, { - "name": "batch_size", + "name": "depth", "type": "uniform_int", "log": false, - "lower": 30, - "upper": 300, - "default": 200, - "q": null - }, - { - "name": "learning_rate", - "type": "categorical", - "choices": [ - "constant", - "invscaling", - "adaptive" - ], - "default": "constant", - "probabilities": null + "lower": 1, + "upper": 3, + "default": 3 }, { "name": "learning_rate_init", "type": "uniform_float", "log": true, - "lower": 0.0001, + "lower": 1e-05, "upper": 1.0, - "default": 0.001, - "q": null - } - ], - "conditions": [ - { - "child": "batch_size", - "parent": "solver", - "type": "IN", - "values": [ - "sgd", - "adam" - ] - }, - { - "child": "learning_rate", - "parent": "solver", - "type": "EQ", - "value": "sgd" - }, - { - "child": "learning_rate_init", - "parent": "solver", - "type": "IN", - "values": [ - "sgd", - "adam" - ] + "default": 0.001 } ], + "conditions": [], "forbiddens": [], - "python_module_version": "0.4.19", - "json_format_version": 0.2 + "python_module_version": "0.6.1", + "json_format_version": 0.4 } \ No newline at end of file diff --git a/logs/SMAC3v1/mlp/run_1/configspace.pcs b/logs/SMAC3v1/mlp/run_1/configspace.pcs new file mode 100644 index 00000000..e73a1f8a --- /dev/null +++ b/logs/SMAC3v1/mlp/run_1/configspace.pcs @@ -0,0 +1,4 @@ +alpha real [1e-08, 1.0] [0.001]log +batch_size integer [4, 256] [32]log +depth integer [1, 3] [3] +learning_rate_init real [1e-05, 1.0] [0.001]log \ No newline at end of file diff --git a/logs/SMAC3v1/mlp/run_1/runhistory.json b/logs/SMAC3v1/mlp/run_1/runhistory.json index 958081e3..63d9a37f 100644 --- a/logs/SMAC3v1/mlp/run_1/runhistory.json +++ b/logs/SMAC3v1/mlp/run_1/runhistory.json @@ -5,16 +5,16 @@ 1, null, 0, - 5.555555555555555 + 0.0 ], [ - 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--- a/logs/SMAC3v1/mlp/run_1/scenario.txt +++ b/logs/SMAC3v1/mlp/run_1/scenario.txt @@ -1,15 +1,14 @@ execdir = . deterministic = True run_obj = quality +multi_objectives = cost overall_obj = par10 +save_results_instantly = True par_factor = 10 cost_for_crash = 2147483647.0 -cutoff = 30.0 -memory_limit = 3072.0 algo_runs_timelimit = inf -wallclock_limit = 1000.0 +wallclock_limit = inf always_race_default = False -ta_run_limit = inf +ta_run_limit = 20.0 initial_incumbent = DEFAULT -pcs_fn = smac3-output_2021-07-21_10:54:48_895577/run_1608637542/configspace.json -save_instantly = True +pcs_fn = smac3-output_2023-07-26_11:43:38_086808/run_2063076045/configspace.json diff --git a/logs/SMAC3v1/mlp/run_1/stats.json b/logs/SMAC3v1/mlp/run_1/stats.json index e697e0aa..ab4ad48b 100644 --- a/logs/SMAC3v1/mlp/run_1/stats.json +++ b/logs/SMAC3v1/mlp/run_1/stats.json @@ -1 +1 @@ -{"submitted_ta_runs": 138, "finished_ta_runs": 138, "n_configs": 115, "wallclock_time_used": 1016.6277630329132, "ta_time_used": 965.1976425647736, "inc_changed": 8, "_n_configs_per_intensify": 137, "_n_calls_of_intensify": 22, "_ema_n_configs_per_intensifiy": 6.582110773672534, "_EMA_ALPHA": 0.2} \ No newline at end of file +{"submitted_ta_runs": 20, "finished_ta_runs": 20, "n_configs": 20, "wallclock_time_used": 58.051737785339355, "ta_time_used": 35.12770199775696, "inc_changed": 6, "_n_configs_per_intensify": 0, "_n_calls_of_intensify": 16, "_ema_n_configs_per_intensifiy": 0.0, "_EMA_ALPHA": 0.2} \ No newline at end of file diff --git a/logs/SMAC3v1/mlp/run_1/traj.json b/logs/SMAC3v1/mlp/run_1/traj.json index cf518c31..d8dd0d49 100644 --- a/logs/SMAC3v1/mlp/run_1/traj.json +++ b/logs/SMAC3v1/mlp/run_1/traj.json @@ -1,9 +1,7 @@ -{"cpu_time": 0.0, "wallclock_time": 0.003139972686767578, "evaluations": 0, "cost": 2147483648, "incumbent": {"activation": "relu", "n_layer": 2, "n_neurons": 387, "solver": "sgd", "batch_size": 82, "learning_rate": "adaptive", "learning_rate_init": 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\"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1085, in __call__\n if self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 82, - null, - 209652396, - 2.7777777777777777, - 0.13521046115753632, - 1.6590993404388428, - 1, - 1677764121.5921943, - 1677764123.2525449, - {} - ], - [ - 83, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764121.6315584, - 1677764121.7402987, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1085, in __call__\n if self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 84, - null, - 209652396, - 2.7777777777777777, - 0.24145930052615294, - 2.719113826751709, - 1, - 1677764121.692441, - 1677764124.4123795, - {} - ], - [ - 85, - null, - 209652396, - 2.7777777777777777, - 0.4201578458681523, - 0.15333938598632812, - 1, - 1677764121.7474267, - 1677764121.9021056, - {} - ], - [ - 86, - null, - 209652396, - 2.7777777777777777, - 0.5684261838440111, - 3.025535821914673, - 1, - 1677764121.7885058, - 1677764124.8149343, - {} - ], - [ - 87, - null, - 209652396, - 2.7777777777777777, - 0.8992773135252244, - 0.22340083122253418, - 1, - 1677764121.8628933, - 1677764122.0877976, - {} - ], - [ - 88, - null, - 209652396, - 2.7777777777777777, - 0.3944552770040236, - 0.44191884994506836, - 1, - 1677764121.924725, - 1677764122.3683138, - {} - ], - [ - 89, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764121.9979382, - 1677764122.303166, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1088, in __call__\n while self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 67, - null, - 209652396, - 8.333333333333332, - 0.04231197771587747, - 8.77565050125122, - 1, - 1677764122.0765502, - 1677764130.853811, - {} - ], - [ - 63, - null, - 209652396, - 8.333333333333332, - 0.11017951098731038, - 4.144869565963745, - 1, - 1677764122.1551335, - 1677764126.3010235, - {} - ], - [ - 68, - null, - 209652396, - 8.333333333333332, - 0.0801361807489942, - 2.2824158668518066, - 1, - 1677764122.2217767, - 1677764124.5057836, - {} - ], - [ - 73, - null, - 209652396, - 8.333333333333332, - 0.03339368616527394, - 0.5033462047576904, - 1, - 1677764122.387034, - 1677764122.8920763, - {} - ], - [ - 79, - null, - 209652396, - 8.333333333333332, - 0.026711544413494215, - 6.540424823760986, - 1, - 1677764122.4745228, - 1677764129.0160522, - {} - ], - [ - 76, - null, - 209652396, - 8.333333333333332, - 0.08013308573197153, - 0.6846628189086914, - 1, - 1677764122.95932, - 1677764123.6456091, - {} - ], - [ - 58, - null, - 209652396, - 25.0, - 0.035622098421541404, - 2.3722996711730957, - 1, - 1677764123.327757, - 1677764125.7017481, - {} - ], - [ - 90, - null, - 209652396, - 2.7777777777777777, - 0.8992757660167131, - 0.14695119857788086, - 1, - 1677764124.0000303, - 1677764124.14867, - {} - ], - [ - 91, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764124.2213323, - 1677764124.7201488, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1085, in __call__\n if self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 92, - null, - 209652396, - 2.7777777777777777, - 0.1764639430516869, - 0.5608668327331543, - 1, - 1677764124.5073981, - 1677764125.0693235, - {} - ], - [ - 93, - null, - 209652396, - 2.7777777777777777, - 0.41454193748065615, - 2.2082488536834717, - 1, - 1677764124.6030204, - 1677764126.8123076, - {} - ], - [ - 94, - null, - 209652396, - 2.7777777777777777, - 0.5782404828226555, - 0.7401382923126221, - 1, - 1677764124.792448, - 1677764125.5336566, - {} - ], - [ - 95, - null, - 209652396, - 2.7777777777777777, - 0.8981631073970907, - 0.43323659896850586, - 1, - 1677764124.8821847, - 1677764125.3172781, - {} - ], - [ - 96, - null, - 209652396, - 2.7777777777777777, - 0.24096564531104914, - 1.9911227226257324, - 1, - 1677764125.157488, - 1677764127.1502407, - {} - ], - [ - 97, - null, - 209652396, - 2.7777777777777777, - 0.34822191272051994, - 2.520148515701294, - 1, - 1677764125.413066, - 1677764127.934932, - {} - ], - [ - 98, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764125.6281948, - 1677764126.0575383, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1088, in __call__\n while self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 82, - null, - 209652396, - 8.333333333333332, - 0.07902352212937169, - 5.701277732849121, - 1, - 1677764125.7904065, - 1677764131.4935918, - {} - ], - [ - 84, - null, - 209652396, - 8.333333333333332, - 0.030047972763850295, - 7.302488088607788, - 1, - 1677764126.1284761, - 1677764133.4328606, - {} - ], - [ - 88, - null, - 209652396, - 8.333333333333332, - 0.23661095636025986, - 1.4842731952667236, - 1, - 1677764126.395607, - 1677764127.8819828, - {} - ], - [ - 99, - null, - 209652396, - 2.7777777777777777, - 0.11462859795728875, - 1.783466100692749, - 1, - 1677764127.0477302, - 1677764128.8322968, - {} - ], - [ - 100, - null, - 209652396, - 2.7777777777777777, - 0.8130315691736305, - 0.7731378078460693, - 1, - 1677764127.2292523, - 1677764128.0034788, - {} - ], - [ - 101, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764127.9539013, - 1677764128.0119393, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1085, in __call__\n if self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 102, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764128.036637, - 1677764128.2285743, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1088, in __call__\n while self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 103, - null, - 209652396, - 2.7777777777777777, - 0.5252940266171464, - 0.17154860496520996, - 1, - 1677764128.1119442, - 1677764128.284444, - {} - ], - [ - 104, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764128.1615868, - 1677764128.7479615, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1088, in __call__\n while self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 105, - null, - 209652396, - 2.7777777777777777, - 0.8119096255029403, - 0.16587543487548828, - 1, - 1677764128.2989693, - 1677764128.4665587, - {} - ], - [ - 106, - null, - 209652396, - 2.7777777777777777, - 0.11910554008047036, - 0.20721793174743652, - 1, - 1677764128.3877163, - 1677764128.5959895, - {} - ], - [ - 107, - null, - 209652396, - 2.7777777777777777, - 0.781313834726091, - 0.5016965866088867, - 1, - 1677764128.5405445, - 1677764129.04336, - {} - ], - [ - 92, - null, - 209652396, - 8.333333333333332, - 0.03060817084493972, - 1.2955350875854492, - 1, - 1677764128.6657379, - 1677764129.9623322, - {} - ], - [ - 96, - null, - 209652396, - 8.333333333333332, - 0.1335530795419373, - 4.846712827682495, - 1, - 1677764128.8396063, - 1677764133.6879714, - {} - ], - [ - 97, - null, - 209652396, - 8.333333333333332, - 0.10965026307644687, - 5.744523525238037, - 1, - 1677764128.9137151, - 1677764134.65997, - {} - ], - [ - 108, - null, - 209652396, - 2.7777777777777777, - 0.8987186629526462, - 0.609586238861084, - 1, - 1677764129.5362968, - 1677764130.1473138, - {} - ], - [ - 109, - null, - 209652396, - 2.7777777777777777, - 0.8998344165892912, - 1.4099643230438232, - 1, - 1677764129.608982, - 1677764131.0199025, - {} - ], - [ - 110, - null, - 209652396, - 2.7777777777777777, - 0.5953775920767564, - 0.16092777252197266, - 1, - 1677764130.0488472, - 1677764130.2108207, - {} - ], - [ - 111, - null, - 209652396, - 2.7777777777777777, - 0.044512534818941574, - 0.2711637020111084, - 1, - 1677764130.2205908, - 1677764130.4927378, - {} - ], - [ - 112, - null, - 209652396, - 2.7777777777777777, - 0.8881352522438873, - 0.16858386993408203, - 1, - 1677764130.2860389, - 1677764130.4557064, - {} - ], - [ - 113, - null, - 209652396, - 2.7777777777777777, - 0.14911482513153818, - 0.22744321823120117, - 1, - 1677764130.5197814, - 1677764130.749138, - {} - ], - [ - 114, - null, - 209652396, - 2.7777777777777777, - 0.2131306097183534, - 0.11277604103088379, - 1, - 1677764130.5985289, - 1677764130.7123184, - {} - ], - [ - 115, - null, - 209652396, - 2.7777777777777777, - 0.89983286908078, - 0.735992431640625, - 1, - 1677764130.7834594, - 1677764131.5204108, - {} - ], - [ - 116, - null, - 209652396, - 2.7777777777777777, - 0.2466326214794181, - 2.354520082473755, - 1, - 1677764130.870363, - 1677764133.226663, - {} - ], - [ - 67, - null, - 209652396, - 25.0, - 0.04453265242958826, - 20.83892011642456, - 1, - 1677764130.9578772, - 1677764151.7978606, - {} - ], - [ - 79, - null, - 209652396, - 25.0, - 0.02282420303311672, - 16.818598985671997, - 1, - 1677764131.0822568, - 1677764147.901892, - {} - ], - [ - 99, - null, - 209652396, - 8.333333333333332, - 0.030617455896007506, - 5.646307706832886, - 1, - 1677764131.561809, - 1677764137.2091577, - {} - ], - [ - 106, - null, - 209652396, - 8.333333333333332, - 0.05232281027545649, - 0.5623140335083008, - 1, - 1677764131.6563463, - 1677764132.219673, - {} - ], - [ - 103, - null, - 209652396, - 8.333333333333332, - 0.4073150727329, - 0.5862164497375488, - 1, - 1677764132.2912061, - 1677764132.8784115, - {} - ], - [ - 117, - null, - 209652396, - 2.7777777777777777, - 0.11741411327762297, - 0.5455176830291748, - 1, - 1677764133.2650886, - 1677764133.812143, - {} - ], - [ - 118, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764133.3437715, - 1677764134.519842, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1088, in __call__\n while self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 119, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764133.498564, - 1677764133.8883476, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1088, in __call__\n while self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 120, - null, - 209652396, - 2.7777777777777777, - 0.5924992262457442, - 0.49329233169555664, - 1, - 1677764133.7517993, - 1677764134.2467036, - {} - ], - [ - 121, - null, - 209652396, - 2.7777777777777777, - 0.5090745899102445, - 0.18823552131652832, - 1, - 1677764133.897976, - 1677764134.087292, - {} - ], - [ - 122, - null, - 209652396, - 2.7777777777777777, - 0.1296502630764469, - 0.29312920570373535, - 1, - 1677764133.9831567, - 1677764134.2779975, - {} - ], - [ - 123, - null, - 209652396, - 2.7777777777777777, - 0.89983286908078, - 0.28429675102233887, - 1, - 1677764134.1783419, - 1677764134.4644504, - {} - ], - [ - 124, - null, - 209652396, - 2.7777777777777777, - 0.8731584648715568, - 0.28374290466308594, - 1, - 1677764134.3332539, - 1677764134.6187565, - {} - ], - [ - 125, - null, - 209652396, - 2.7777777777777777, - 0.89983286908078, - 0.10635566711425781, - 1, - 1677764134.4160984, - 1677764134.5235002, - {} - ], - [ - 84, - null, - 209652396, - 25.0, - 0.023932219127205223, - 18.557093143463135, - 1, - 1677764134.5425212, - 1677764153.1005862, - {} - ], - [ - 111, - null, - 209652396, - 8.333333333333332, - 0.019481584648715633, - 0.9384970664978027, - 1, - 1677764134.6447613, - 1677764135.5849175, - {} - ], - [ - 113, - null, - 209652396, - 8.333333333333332, - 0.02783039306716195, - 0.5489194393157959, - 1, - 1677764134.7263668, - 1677764135.27623, - {} - ], - [ - 114, - null, - 209652396, - 8.333333333333332, - 0.07567780872794805, - 0.3570556640625, - 1, - 1677764134.8146403, - 1677764135.1742513, - {} - ], - [ - 117, - null, - 209652396, - 8.333333333333332, - 0.09015320334261845, - 0.8866939544677734, - 1, - 1677764134.8937652, - 1677764135.7827396, - {} - ], - [ - 122, - null, - 209652396, - 8.333333333333332, - 0.03006035283194064, - 0.6006138324737549, - 1, - 1677764135.2530062, - 1677764135.8546538, - {} - ], - [ - 121, - null, - 209652396, - 8.333333333333332, - 0.3265598885793872, - 0.6978893280029297, - 1, - 1677764135.348486, - 1677764136.0474753, - {} - ], - [ - 92, - null, - 209652396, - 25.0, - 0.02726864747756108, - 3.665513038635254, - 1, - 1677764135.6487548, - 1677764139.3157687, - {} - ], - [ - 111, - null, - 209652396, - 25.0, - 0.018368926029093124, - 2.06205153465271, - 1, - 1677764135.8495483, - 1677764137.9132893, - {} - ], - [ - 126, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764136.7415102, - 1677764137.072886, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1085, in __call__\n if self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 127, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764136.833416, - 1677764137.4211633, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1085, in __call__\n if self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. 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{} - ], - [ - 211, - null, - 209652396, - 2.7777777777777777, - 0.8776183844011142, - 0.11667156219482422, - 1, - 1677764159.0284889, - 1677764159.1471708, - {} - ], - [ - 212, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764159.215053, - 1677764159.3516092, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1085, in __call__\n if self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 213, - null, - 209652396, - 2.7777777777777777, - 0.9003915196533581, - 0.08005523681640625, - 1, - 1677764159.2863796, - 1677764159.3674417, - {} - ], - [ - 214, - null, - 209652396, - 2.7777777777777777, - 0.8814825131538223, - 0.17781972885131836, - 1, - 1677764159.4224887, - 1677764159.6012597, - {} - ], - [ - 215, - null, - 209652396, - 2.7777777777777777, - 0.04284432064376342, - 0.20652532577514648, - 1, - 1677764159.5147805, - 1677764159.7222297, - {} - ], - [ - 204, - null, - 209652396, - 8.333333333333332, - 0.027276385020117644, - 1.133220911026001, - 1, - 1677764159.6123545, - 1677764160.7464676, - {} - ], - [ - 205, - null, - 209652396, - 8.333333333333332, - 0.028944599195295573, - 0.7772011756896973, - 1, - 1677764159.6953933, - 1677764160.4739964, - {} - ], - [ - 201, - null, - 209652396, - 8.333333333333332, - 0.02448932219127209, - 0.7697703838348389, - 1, - 1677764159.7800193, - 1677764160.5512993, - 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"deterministic": false, + "name": "45b19367edbd4d08042213abe8c30647", + "deterministic": true, "objectives": "cost", "crash_cost": Infinity, "termination_cost_threshold": Infinity, - "walltime_limit": 60, + "walltime_limit": Infinity, "cputime_limit": Infinity, "trial_walltime_limit": null, "trial_memory_limit": null, - "n_trials": 500, + "n_trials": 20, "instances": null, "instance_features": null, - "min_budget": 1, - "max_budget": 25, + "min_budget": null, + "max_budget": null, "seed": 0, - "n_workers": 8, + "n_workers": 1, "_meta": { "facade": { - "name": "MultiFidelityFacade" + "name": "BlackBoxFacade" }, "runner": { - "name": "DaskParallelRunner" + "name": "TargetFunctionRunner", + "code": "b't\\x00j\\x01|\\x00|\\x01d\\x01\\x8d\\x02}\\x02|\\x02d\\x02\\x19\\x00S\\x00'" }, "model": { - "name": "RandomForest", + "name": "GaussianProcess", "types": [ - 3, 0, 0, - 3, 0, - 4, 0 ], "bounds": [ - [ - 3, - NaN - ], [ 0, 1.0 @@ -47,48 +41,108 @@ 1.0 ], [ - 3, - NaN - ], - [ - -1.0, + 0, 1.0 ], [ - 4, - NaN - ], - [ - -1.0, + 0, 1.0 ] ], "pca_components": 7, - "n_trees": 10, - "n_points_per_tree": -1, - "ratio_features": 1.0, - "min_samples_split": 2, - "min_samples_leaf": 1, - "max_depth": 1048576, - "eps_purity": 1e-08, - "max_nodes": 1048576, - "bootstrapping": true + "kernel": { + "name": "SumKernel", + "k1": { + "name": "ProductKernel", + "k1": { + "name": "ConstantKernel", + "constant_value": 2.0, + "constant_value_bounds": [ + 4.5399929762484854e-05, + 7.38905609893065 + ], + "operate_on": null, + "has_conditions": false, + "prior": { + "name": "LogNormalPrior", + "seed": 0, + "sigma": 1.0, + "mean": 0.0 + } + }, + "k2": { + "name": "MaternKernel", + "length_scale": [ + 1.0, + 1.0, + 1.0, + 1.0 + ], + "length_scale_bounds": [ + [ + 0.0011660758342839901, + 1.0896579055674775 + ], + [ + 0.0011660758342839901, + 1.0896579055674775 + ], + [ + 0.0011660758342839901, + 1.0896579055674775 + ], + [ + 0.0011660758342839901, + 1.0896579055674775 + ] + ], + "nu": 2.5, + "operate_on": [ + 0, + 1, + 2, + 3 + ], + "has_conditions": false, + "prior": null + }, + "has_conditions": false + }, + "k2": { + "name": "WhiteKernel", + "noise_level": 1e-08, + "noise_level_bounds": [ + 1.3887943864964021e-11, + 7.38905609893065 + ], + "operate_on": null, + "has_conditions": false, + "prior": { + "name": "HorseshoePrior", + "seed": 0, + "scale": 0.1 + } + }, + "has_conditions": false + }, + "n_restarts": 10, + "normalize_y": true }, "acquisition_maximizer": { "name": "LocalAndSortedRandomSearch", "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, - "challengers": 10000, + "challengers": 1000, "seed": 0, "random_search": { "name": "RandomSearch", "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, "challengers": 5000, "seed": 0 @@ -98,7 +152,7 @@ "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, "challengers": 5000, "seed": 0, @@ -111,30 +165,27 @@ "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, "intensifier": { - "name": "SuccessiveHalving", - "max_incumbents": 10, - "seed": 0, - "eta": 3, - "instance_seed_order": "shuffle_once", - "incumbent_selection": "highest_budget" + "name": "Intensifier", + "max_incumbents": 20, + "seed": 0 }, "initial_design": { - "name": "RandomInitialDesign", + "name": "SobolInitialDesign", "n_configs": 5, - "n_configs_per_hyperparameter": 10, + "n_configs_per_hyperparameter": 8, "additional_configs": [], "seed": 0 }, "random_design": { "name": "ProbabilityRandomDesign", "seed": 0, - "probability": 0.2 + "probability": 0.08447232371720552 }, "runhistory_encoder": { - "name": "RunHistoryLogScaledEncoder", + "name": "RunHistoryEncoder", "considered_states": [ 1, 2, @@ -147,11 +198,11 @@ "multi_objective_algorithm": null, "config_selector": { "name": "ConfigSelector", - "retrain_after": 8, + "retrain_after": 1, "retries": 16, "min_trials": 1 }, - "version": "2.0.0b2" + "version": "2.0.0" }, - "output_directory": "smac3_output/a51c7eb78bfca7abe982cbd5dcd9b3ff/0" + "output_directory": "results/runs_sampling_hpobench/smac/NN_alpha_batch_size_depth_learning_rate_init_blood-transfusion-service-center/smac/NN/45b19367edbd4d08042213abe8c30647/0" } \ No newline at end of file diff --git a/logs/SMAC3v2/mlp/run_2/configspace.json b/logs/SMAC3v2/mlp/run_2/configspace.json index 0de38ade..677cc445 100644 --- a/logs/SMAC3v2/mlp/run_2/configspace.json +++ b/logs/SMAC3v2/mlp/run_2/configspace.json @@ -1,101 +1,39 @@ { "hyperparameters": [ { - "name": "activation", - "type": "categorical", - "choices": [ - "logistic", - "tanh", - "relu" - ], - "default": "tanh", - "weights": null - }, - { - "name": "n_layer", - "type": "uniform_int", - "log": false, - "lower": 1, - "upper": 5, - "default": 1, - "q": null + "name": "alpha", + "type": "uniform_float", + "log": true, + "lower": 1e-08, + "upper": 1.0, + "default": 0.001 }, { - "name": "n_neurons", + "name": "batch_size", "type": "uniform_int", "log": true, - "lower": 8, + "lower": 4, "upper": 256, - "default": 10, - "q": null - }, - { - "name": "solver", - "type": "categorical", - "choices": [ - "lbfgs", - "sgd", - "adam" - ], - "default": "adam", - "weights": null + "default": 32 }, { - "name": "batch_size", + "name": "depth", "type": "uniform_int", "log": false, - "lower": 30, - "upper": 300, - "default": 200, - "q": null - }, - { - "name": "learning_rate", - "type": "categorical", - "choices": [ - "constant", - "invscaling", - "adaptive" - ], - "default": "constant", - "weights": null + "lower": 1, + "upper": 3, + "default": 3 }, { "name": "learning_rate_init", "type": "uniform_float", "log": true, - 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{} - ], - [ - 109, - null, - 209652396, - 2.7777777777777777, - 0.08626586196224084, - 0.12186622619628906, - 1, - 1677764433.4064784, - 1677764433.5294206, - {} - ], - [ - 110, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764433.4736514, - 1677764433.9018683, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1088, in __call__\n while self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 111, - null, - 209652396, - 2.7777777777777777, - 0.08403280718043948, - 0.7067029476165771, - 1, - 1677764433.5576282, - 1677764434.266409, - {} - ], - [ - 112, - null, - 209652396, - 2.7777777777777777, - 0.9003899721448468, - 0.46202778816223145, - 1, - 1677764433.6482208, - 1677764434.1121173, - {} - ], - [ - 113, - null, - 209652396, - 2.7777777777777777, - 0.8992757660167131, - 0.3386073112487793, - 1, - 1677764433.7036674, - 1677764434.0434477, - {} - ], - [ - 114, - null, - 209652396, - 2.7777777777777777, - 0.08123491179201481, - 0.42064762115478516, - 1, - 1677764433.9039311, - 1677764434.3264349, - {} - ], - [ - 115, - null, - 209652396, - 2.7777777777777777, - 0.85751779634788, - 0.20978164672851562, - 1, - 1677764433.994007, - 1677764434.20486, - {} - ], - [ - 116, - null, - 209652396, - 2.7777777777777777, - 0.7903373568554627, - 0.5871057510375977, - 1, - 1677764434.134204, - 1677764434.7231207, - {} - ], - [ - 104, - null, - 209652396, - 8.333333333333332, - 0.03951253481894157, - 0.7949225902557373, - 1, - 1677764434.230189, - 1677764435.0261943, - {} - ], - [ - 101, - null, - 209652396, - 8.333333333333332, - 0.11748839368616526, - 0.7068445682525635, - 1, - 1677764434.3019323, - 1677764435.0098808, - {} - ], - [ - 103, - null, - 209652396, - 8.333333333333332, - 0.4073150727329, - 0.5432407855987549, - 1, - 1677764434.387772, - 1677764434.9326162, - {} - ], - [ - 117, - null, - 209652396, - 2.7777777777777777, - 0.8136598576292169, - 0.3954653739929199, - 1, - 1677764434.9397244, - 1677764435.3361473, - {} - ], - [ - 118, - null, - 209652396, - 2.7777777777777777, - 0.89983286908078, - 0.1513211727142334, - 1, - 1677764435.0060842, - 1677764435.1603227, - {} - ], - [ - 119, - null, - 209652396, - 2.7777777777777777, - 0.89983286908078, - 0.4942045211791992, - 1, - 1677764435.077132, - 1677764435.5727642, - {} - ], - [ - 120, - null, - 209652396, - 2.7777777777777777, - Infinity, - 0.0, - 2, - 1677764435.1598034, - 1677764435.2204716, - { - "traceback": "Traceback (most recent call last):\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 158, in run\n rval = self(config_copy, target_function, kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/smac/runner/target_function_runner.py\", line 231, in __call__\n return algorithm(config, **algorithm_kwargs)\n File \"/home/skrebs/Projects/AutoML/SMAC3/examples/2_multi_fidelity/1_mlp_epochs.py\", line 107, in train\n score = cross_val_score(classifier, dataset.data, dataset.target, cv=cv, error_score=\"raise\")\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 515, in cross_val_score\n cv_results = cross_validate(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 266, in cross_validate\n results = parallel(\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 63, in __call__\n return super().__call__(iterable_with_config)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 1085, in __call__\n if self.dispatch_one_batch(iterator):\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 901, in dispatch_one_batch\n self._dispatch(tasks)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 819, in _dispatch\n job = self._backend.apply_async(batch, callback=cb)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 208, in apply_async\n result = ImmediateResult(func)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/_parallel_backends.py\", line 597, in __init__\n self.results = batch()\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in __call__\n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/joblib/parallel.py\", line 288, in \n return [func(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/utils/parallel.py\", line 123, in __call__\n return self.function(*args, **kwargs)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n estimator.fit(X_train, y_train, **fit_params)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 747, in fit\n return self._fit(X, y, incremental=False)\n File \"/home/skrebs/miniconda3/envs/test_smac/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py\", line 491, in _fit\n raise ValueError(\nValueError: Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 121, - null, - 209652396, - 2.7777777777777777, - 0.2993593314763231, - 0.3157362937927246, - 1, - 1677764435.2069418, - 1677764435.5241969, - {} - ], - [ - 122, - null, - 209652396, - 2.7777777777777777, - 0.8876075518415352, - 0.23526883125305176, - 1, - 1677764435.273187, - 1677764435.510393, - {} - ], - [ - 123, - null, - 209652396, - 2.7777777777777777, - 0.89983286908078, - 0.41886138916015625, - 1, - 1677764435.3473907, - 1677764435.7672024, - {} - ], - [ - 124, - null, - 209652396, - 2.7777777777777777, - 0.23263385948622717, - 0.1800856590270996, - 1, - 1677764435.4117594, - 1677764435.593405, - {} - ], - [ - 125, - null, - 209652396, - 2.7777777777777777, - 0.8959362426493346, - 0.2671992778778076, - 1, - 1677764435.4883158, - 1677764435.7572792, - {} - ], - [ - 104, - null, - 209652396, - 25.0, - 0.02727174249458364, - 2.025330066680908, - 1, - 1677764435.5796723, - 1677764437.6059852, - {} - ], - [ - 114, - null, - 209652396, - 8.333333333333332, - 0.059521819870009374, - 0.9242494106292725, - 1, - 1677764435.6625772, - 1677764436.5877764, - {} - ], - [ - 111, - null, - 209652396, - 8.333333333333332, - 0.03895078922934092, - 1.0778846740722656, - 1, - 1677764435.7456312, - 1677764436.824942, - {} - ], - [ - 109, - null, - 209652396, - 8.333333333333332, - 0.0395094398019189, - 0.23889541625976562, - 1, - 1677764435.8074553, - 1677764436.0472887, - {} - ], - [ - 124, - null, - 209652396, - 8.333333333333332, - 0.12798204890126885, - 0.5901145935058594, - 1, - 1677764435.8967173, - 1677764436.487736, - {} - ], - [ - 121, - null, - 209652396, - 8.333333333333332, - 0.07956824512534821, - 0.7816164493560791, - 1, - 1677764435.939444, - 1677764436.7219343, - {} - ], - [ - 117, - null, - 209652396, - 8.333333333333332, - 0.8742757660167131, - 0.755922794342041, - 1, - 1677764435.987044, - 1677764436.7438962, - {} - ], - [ - 126, - null, - 209652396, - 2.7777777777777777, - 0.07455431754874642, - 0.1502063274383545, - 1, - 1677764436.7688816, - 1677764436.9201472, - {} - ], - [ - 127, - null, - 209652396, - 2.7777777777777777, - 0.2860817084493965, - 0.0829155445098877, - 1, - 1677764436.8633873, - 1677764436.9471416, - {} - ], - [ - 128, - null, - 209652396, - 2.7777777777777777, - 0.08737852058186313, - 0.09987163543701172, - 1, - 1677764436.9152665, - 1677764437.0163553, - {} - ], - [ - 129, - null, - 209652396, - 2.7777777777777777, - 0.06733519034354685, - 1.8948233127593994, - 1, - 1677764436.9553072, - 1677764438.8511007, - {} - ], - [ - 130, - null, - 209652396, - 2.7777777777777777, - 0.8992757660167131, - 2.2760660648345947, - 1, - 1677764437.031106, - 1677764439.3079627, - {} - ], - [ - 131, - null, - 209652396, - 2.7777777777777777, - 0.04673475704116381, - 3.251668691635132, - 1, - 1677764437.0834177, - 1677764440.3362777, - {} - ], - [ - 132, - null, - 209652396, - 2.7777777777777777, - 0.8987202104611576, - 1.7504222393035889, - 1, - 1677764437.124438, - 1677764438.8760421, - {} - ], - [ - 133, - null, - 209652396, - 2.7777777777777777, - 0.05285979572887656, - 1.788536787033081, - 1, - 1677764437.1800032, - 1677764438.9693842, - {} - ], - [ - 134, - null, - 209652396, - 2.7777777777777777, - 0.11685082017951098, - 1.5321862697601318, - 1, - 1677764437.2298532, - 1677764438.7634435, - {} - ], - [ - 111, - null, - 209652396, - 25.0, - 0.03116682141751781, - 4.432958126068115, - 1, - 1677764437.2951078, - 1677764441.7295666, - {} - ], - [ - 121, - null, - 209652396, - 25.0, - 0.02448932219127209, - 3.4739389419555664, - 1, - 1677764437.6803854, - 1677764441.1553507, - {} - ], - [ - 135, - null, - 209652396, - 2.7777777777777777, - 0.06287991333952336, - 4.47074556350708, - 1, - 1677764438.8332202, - 1677764443.3050828, - {} - ], - [ - 136, - null, - 209652396, - 2.7777777777777777, - 0.10016248839368613, - 0.28815746307373047, - 1, - 1677764438.9173894, - 1677764439.2067075, - {} - ], - [ - 137, - null, - 209652396, - 2.7777777777777777, - 0.042841225626741086, - 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"walltime_limit": 60, + "walltime_limit": Infinity, "cputime_limit": Infinity, "trial_walltime_limit": null, "trial_memory_limit": null, - "n_trials": 500, + "n_trials": 60, "instances": null, "instance_features": null, - "min_budget": 1, - "max_budget": 25, + "min_budget": null, + "max_budget": null, "seed": 0, - "n_workers": 8, + "n_workers": 1, "_meta": { "facade": { - "name": "MultiFidelityFacade" + "name": "BlackBoxFacade" }, "runner": { - "name": "DaskParallelRunner" + "name": "TargetFunctionRunner", + "code": "b't\\x00j\\x01|\\x00|\\x01d\\x01\\x8d\\x02}\\x02|\\x02d\\x02\\x19\\x00S\\x00'" }, "model": { - "name": "RandomForest", + "name": "GaussianProcess", "types": [ - 3, 0, 0, - 3, 0, - 4, 0 ], "bounds": [ - [ - 3, - NaN - ], [ 0, 1.0 @@ -47,48 +41,108 @@ 1.0 ], [ - 3, - NaN - ], - [ - -1.0, + 0, 1.0 ], [ - 4, - NaN - ], - [ - -1.0, + 0, 1.0 ] ], "pca_components": 7, - "n_trees": 10, - "n_points_per_tree": -1, - "ratio_features": 1.0, - "min_samples_split": 2, - "min_samples_leaf": 1, - "max_depth": 1048576, - "eps_purity": 1e-08, - "max_nodes": 1048576, - "bootstrapping": true + "kernel": { + "name": "SumKernel", + "k1": { + "name": "ProductKernel", + "k1": { + "name": "ConstantKernel", + "constant_value": 2.0, + "constant_value_bounds": [ + 4.5399929762484854e-05, + 7.38905609893065 + ], + "operate_on": null, + "has_conditions": false, + "prior": { + "name": "LogNormalPrior", + "seed": 0, + "sigma": 1.0, + "mean": 0.0 + } + }, + "k2": { + "name": "MaternKernel", + "length_scale": [ + 1.0, + 1.0, + 1.0, + 1.0 + ], + "length_scale_bounds": [ + [ + 0.0011660758342839901, + 1.0896579055674775 + ], + [ + 0.0011660758342839901, + 1.0896579055674775 + ], + [ + 0.0011660758342839901, + 1.0896579055674775 + ], + [ + 0.0011660758342839901, + 1.0896579055674775 + ] + ], + "nu": 2.5, + "operate_on": [ + 0, + 1, + 2, + 3 + ], + "has_conditions": false, + "prior": null + }, + "has_conditions": false + }, + "k2": { + "name": "WhiteKernel", + "noise_level": 1e-08, + "noise_level_bounds": [ + 1.3887943864964021e-11, + 7.38905609893065 + ], + "operate_on": null, + "has_conditions": false, + "prior": { + "name": "HorseshoePrior", + "seed": 0, + "scale": 0.1 + } + }, + "has_conditions": false + }, + "n_restarts": 10, + "normalize_y": true }, "acquisition_maximizer": { "name": "LocalAndSortedRandomSearch", "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, - "challengers": 10000, + "challengers": 1000, "seed": 0, "random_search": { "name": "RandomSearch", "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, "challengers": 5000, "seed": 0 @@ -98,7 +152,7 @@ "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, "challengers": 5000, "seed": 0, @@ -111,30 +165,27 @@ "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, "intensifier": { - "name": "SuccessiveHalving", - "max_incumbents": 10, - "seed": 0, - "eta": 3, - "instance_seed_order": "shuffle_once", - "incumbent_selection": "highest_budget" + "name": "Intensifier", + "max_incumbents": 20, + "seed": 0 }, "initial_design": { - "name": "RandomInitialDesign", - "n_configs": 5, - "n_configs_per_hyperparameter": 10, + "name": "SobolInitialDesign", + "n_configs": 15, + "n_configs_per_hyperparameter": 8, "additional_configs": [], "seed": 0 }, "random_design": { "name": "ProbabilityRandomDesign", "seed": 0, - 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The input data may contain large values and need to be preprocessed.\n", - "error": "ValueError('Solver produced non-finite parameter weights. The input data may contain large values and need to be preprocessed.')" - } - ], - [ - 212, - null, - 209652396, - 2.7777777777777777, - 0.9003915196533581, - 0.08221149444580078, - 1, - 1677768818.7322183, - 1677768818.8159466, - {} - ], - [ - 213, - null, - 209652396, - 2.7777777777777777, - 0.048974001857010285, - 0.3401768207550049, - 1, - 1677768818.8381498, - 1677768819.179327, - {} - ], - [ - 214, - null, - 209652396, - 2.7777777777777777, - 0.04340606623336429, - 0.3699970245361328, - 1, - 1677768818.9192536, - 1677768819.2908697, - {} - ], - [ - 215, - null, - 209652396, - 2.7777777777777777, - 0.12575673166202428, - 0.3900787830352783, - 1, - 1677768819.010568, - 1677768819.4022148, - {} - ], - [ - 193, - null, - 209652396, - 25.0, - 0.025047972763850068, - 2.7534642219543457, - 1, - 1677768819.0835905, - 1677768821.8380713, - {} - ], - [ - 216, - null, - 209652396, - 2.7777777777777777, - 0.11518724852986695, - 0.3051297664642334, - 1, - 1677768819.5924644, - 1677768819.8983846, - 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"33": "Random Search", + "33": "Acquisition Function Maximizer: Local Search", "34": "Acquisition Function Maximizer: Local Search", - "35": "Random Search", + "35": "Acquisition Function Maximizer: Local Search", "36": "Acquisition Function Maximizer: Local Search", "37": "Acquisition Function Maximizer: Local Search", "38": "Acquisition Function Maximizer: Local Search", "39": "Acquisition Function Maximizer: Local Search", - "40": "Acquisition Function Maximizer: Local Search", + "40": "Random Search", "41": "Acquisition Function Maximizer: Local Search", - "42": "Acquisition Function Maximizer: Local Search", - "43": "Random Search", + "42": "Random Search", + "43": "Acquisition Function Maximizer: Local Search", "44": "Acquisition Function Maximizer: Local Search", "45": "Acquisition Function Maximizer: Local Search", "46": "Acquisition Function Maximizer: Local Search", @@ -7156,240 +1860,54 @@ "49": "Acquisition Function Maximizer: Local Search", "50": "Acquisition Function Maximizer: Local Search", "51": "Acquisition Function Maximizer: Local Search", - "52": "Random Search", + "52": "Acquisition Function Maximizer: Local Search", "53": "Acquisition Function Maximizer: Local Search", "54": "Acquisition Function Maximizer: Local Search", "55": "Acquisition Function Maximizer: Local Search", - "56": "Random Search", - "57": "Acquisition Function Maximizer: Random Search (sorted)", - "58": "Acquisition Function Maximizer: Random Search (sorted)", - "59": "Acquisition Function Maximizer: Random Search (sorted)", - "60": "Acquisition Function Maximizer: Random Search (sorted)", - "61": "Acquisition Function Maximizer: Random Search (sorted)", - "62": "Random Search", - "63": "Acquisition Function Maximizer: Random Search (sorted)", - "64": "Random Search", - "65": "Acquisition Function Maximizer: Random Search (sorted)", + "56": "Acquisition Function Maximizer: Local Search", + "57": "Acquisition Function Maximizer: Local Search", + "58": "Acquisition Function Maximizer: Local Search", + "59": "Acquisition Function Maximizer: Local Search", + "60": "Random Search", + "61": "Acquisition Function Maximizer: Local Search", + "62": "Acquisition Function Maximizer: Local Search", + "63": "Acquisition Function Maximizer: Local Search", + "64": "Acquisition Function Maximizer: Local Search", + "65": "Acquisition Function Maximizer: Local Search", "66": "Acquisition Function Maximizer: Local Search", "67": "Acquisition Function Maximizer: Local Search", "68": "Acquisition Function Maximizer: Local Search", "69": "Random Search", - "70": "Random Search", + "70": "Acquisition Function Maximizer: Local Search", "71": "Acquisition Function Maximizer: Local Search", - "72": "Random Search", - "73": "Random Search", - "74": "Acquisition Function Maximizer: Random Search (sorted)", + "72": "Acquisition Function Maximizer: Local Search", + "73": "Acquisition Function Maximizer: Local Search", + "74": "Acquisition Function Maximizer: Local Search", "75": "Acquisition Function Maximizer: Local Search", - "76": "Random Search", + "76": "Acquisition Function Maximizer: Local Search", "77": "Acquisition Function Maximizer: Local Search", - "78": "Random Search", + "78": "Acquisition Function Maximizer: Local Search", "79": "Acquisition Function Maximizer: Local Search", "80": "Acquisition Function Maximizer: Local Search", "81": "Acquisition Function Maximizer: Local Search", "82": "Acquisition Function Maximizer: Local Search", "83": "Acquisition Function Maximizer: Local Search", "84": "Acquisition Function Maximizer: Local Search", - "85": "Random Search", + "85": "Acquisition Function Maximizer: Local Search", "86": "Acquisition Function Maximizer: Local Search", - "87": "Random Search", + "87": "Acquisition Function Maximizer: Local Search", "88": "Acquisition Function Maximizer: Local Search", "89": "Acquisition Function Maximizer: Local Search", - "90": "Random Search", + "90": "Acquisition Function Maximizer: Local Search", "91": "Acquisition Function Maximizer: Local Search", "92": "Acquisition Function Maximizer: Local Search", "93": "Acquisition Function Maximizer: Local Search", "94": "Acquisition Function Maximizer: Local Search", - "95": "Random Search", + "95": "Acquisition Function Maximizer: Local Search", "96": "Acquisition Function Maximizer: Local Search", "97": "Acquisition Function Maximizer: Local Search", - "98": "Acquisition Function Maximizer: Local Search", + "98": "Random Search", "99": "Acquisition Function Maximizer: Local Search", - "100": "Random Search", - "101": "Acquisition Function Maximizer: Local Search", - "102": "Acquisition Function Maximizer: Local Search", - "103": "Random Search", - "104": "Acquisition Function Maximizer: Local Search", - "105": "Random Search", - "106": "Acquisition Function Maximizer: Local Search", - "107": "Random Search", - "108": "Acquisition Function Maximizer: Local Search", - "109": "Acquisition Function Maximizer: Local Search", - "110": "Acquisition Function Maximizer: Local Search", - "111": "Acquisition Function Maximizer: Local Search", - "112": "Acquisition Function Maximizer: Local Search", - "113": "Acquisition Function Maximizer: Local Search", - "114": "Acquisition Function Maximizer: Local Search", - "115": "Acquisition Function Maximizer: Local Search", - "116": "Acquisition Function Maximizer: Local Search", - "117": "Acquisition Function Maximizer: Local Search", - "118": "Acquisition Function Maximizer: Local Search", - "119": "Acquisition Function Maximizer: Local Search", - "120": "Acquisition Function Maximizer: Local Search", - "121": "Acquisition Function Maximizer: Local Search", - "122": "Acquisition Function Maximizer: Local Search", - "123": "Acquisition Function Maximizer: Local Search", - "124": "Acquisition Function Maximizer: Local Search", - "125": "Acquisition Function Maximizer: Local Search", - "126": "Acquisition Function Maximizer: Local Search", - "127": "Acquisition Function Maximizer: Local Search", - "128": "Acquisition Function Maximizer: Local Search", - "129": "Acquisition Function Maximizer: Local Search", - "130": "Acquisition Function Maximizer: Local Search", - "131": "Acquisition Function Maximizer: Local Search", - "132": "Acquisition Function Maximizer: Local Search", - "133": "Acquisition Function Maximizer: Local Search", - "134": "Random Search", - "135": "Acquisition Function Maximizer: Local Search", - "136": "Acquisition Function Maximizer: Local Search", - "137": "Acquisition Function Maximizer: Local Search", - "138": "Acquisition Function Maximizer: Local Search", - "139": "Acquisition Function Maximizer: Local Search", - "140": "Random Search", - "141": "Acquisition Function Maximizer: Local Search", - "142": "Acquisition Function Maximizer: Local Search", - "143": "Acquisition Function Maximizer: Local Search", - "144": "Acquisition Function Maximizer: Local Search", - "145": "Acquisition Function Maximizer: Local Search", - "146": "Acquisition Function Maximizer: Local Search", - "147": "Acquisition Function Maximizer: Local Search", - "148": "Acquisition Function Maximizer: Local Search", - "149": "Acquisition Function Maximizer: Local Search", - "150": "Acquisition Function Maximizer: Local Search", - "151": "Acquisition Function Maximizer: Local Search", - "152": "Acquisition Function Maximizer: Local Search", - "153": "Random Search", - "154": "Acquisition Function Maximizer: Local Search", - "155": "Acquisition Function Maximizer: Local Search", - "156": "Acquisition Function Maximizer: Local Search", - "157": "Random Search", - "158": "Acquisition Function Maximizer: Local Search", - "159": "Random Search", - "160": "Acquisition Function Maximizer: Local Search", - "161": "Random Search", - "162": "Acquisition Function Maximizer: Local Search", - "163": "Acquisition Function Maximizer: Local Search", - "164": "Acquisition Function Maximizer: Local Search", - "165": "Acquisition Function Maximizer: Local Search", - "166": "Random Search", - "167": "Acquisition Function Maximizer: Local Search", - "168": "Acquisition Function Maximizer: Local Search", - "169": "Acquisition Function Maximizer: Local Search", - "170": "Acquisition Function Maximizer: Local Search", - "171": "Acquisition Function Maximizer: Local Search", - "172": "Acquisition Function Maximizer: Local Search", - "173": "Random Search", - "174": "Acquisition Function Maximizer: Local Search", - "175": "Acquisition Function Maximizer: Local Search", - "176": "Random Search", - "177": "Acquisition Function Maximizer: Local Search", - "178": "Random Search", - "179": "Random Search", - "180": "Random Search", - "181": "Acquisition Function Maximizer: Local Search", - "182": "Acquisition Function Maximizer: Local Search", - "183": "Acquisition Function Maximizer: Local Search", - "184": "Acquisition Function Maximizer: Local Search", - "185": "Acquisition Function Maximizer: Local Search", - "186": "Random Search", - "187": "Random Search", - "188": "Acquisition Function Maximizer: Local Search", - "189": "Acquisition Function Maximizer: Local Search", - "190": "Acquisition Function Maximizer: Local Search", - "191": "Acquisition Function Maximizer: Local Search", - "192": "Acquisition Function Maximizer: Local Search", - "193": "Acquisition Function Maximizer: Local Search", - "194": "Acquisition Function Maximizer: Local Search", - "195": "Acquisition Function Maximizer: Local Search", - "196": "Acquisition Function Maximizer: Local Search", - "197": "Acquisition Function Maximizer: Local Search", - "198": "Acquisition Function Maximizer: Local Search", - "199": "Random Search", - "200": "Acquisition Function Maximizer: Local Search", - "201": "Acquisition Function Maximizer: Local Search", - "202": "Acquisition Function Maximizer: Local Search", - "203": "Acquisition Function Maximizer: Local Search", - "204": "Acquisition Function Maximizer: Local Search", - "205": "Random Search", - "206": "Acquisition Function Maximizer: Local Search", - "207": "Acquisition Function Maximizer: Local Search", - "208": "Acquisition Function Maximizer: Local Search", - "209": "Acquisition Function Maximizer: Local Search", - "210": "Random Search", - "211": "Random Search", - "212": "Random Search", - "213": "Acquisition Function Maximizer: Local Search", - "214": "Acquisition Function Maximizer: Local Search", - "215": "Acquisition Function Maximizer: Local Search", - "216": "Acquisition Function Maximizer: Local Search", - "217": "Acquisition Function Maximizer: Local Search", - "218": "Acquisition Function Maximizer: Local Search", - "219": "Acquisition Function Maximizer: Local Search", - "220": "Acquisition Function Maximizer: Local Search", - "221": "Acquisition Function Maximizer: Local Search", - "222": "Acquisition Function Maximizer: Local Search", - "223": "Acquisition Function Maximizer: Local Search", - "224": "Acquisition Function Maximizer: Local Search", - "225": "Acquisition Function Maximizer: Local Search", - "226": "Acquisition Function Maximizer: Local Search", - "227": "Acquisition Function Maximizer: Local Search", - "228": "Acquisition Function Maximizer: Local Search", - "229": "Acquisition Function Maximizer: Local Search", - "230": "Random Search", - "231": "Acquisition Function Maximizer: Local Search", - "232": "Acquisition Function Maximizer: Local Search", - "233": "Acquisition Function Maximizer: Local Search", - "234": "Acquisition Function Maximizer: Local Search", - "235": "Acquisition Function Maximizer: Local Search", - "236": "Acquisition Function Maximizer: Local Search", - "237": "Acquisition Function Maximizer: Local Search", - "238": "Acquisition Function Maximizer: Local Search", - "239": "Random Search", - "240": "Acquisition Function Maximizer: Local Search", - "241": "Acquisition Function Maximizer: Local Search", - "242": "Acquisition Function Maximizer: Local Search", - "243": "Acquisition Function Maximizer: Local Search", - "244": "Acquisition Function Maximizer: Local Search", - "245": "Acquisition Function Maximizer: Local Search", - "246": "Acquisition Function Maximizer: Local Search", - "247": "Random Search", - "248": "Acquisition Function Maximizer: Local Search", - "249": "Random Search", - "250": "Acquisition Function Maximizer: Local Search", - "251": "Acquisition Function Maximizer: Local Search", - "252": "Acquisition Function Maximizer: Local Search", - "253": "Random Search", - "254": "Random Search", - "255": "Acquisition Function Maximizer: Local Search", - "256": "Acquisition Function Maximizer: Local Search", - "257": "Acquisition Function Maximizer: Local Search", - "258": "Acquisition Function Maximizer: Local Search", - "259": "Acquisition Function Maximizer: Local Search", - "260": "Acquisition Function Maximizer: Local Search", - "261": "Random Search", - "262": "Acquisition Function Maximizer: Local Search", - "263": "Acquisition Function Maximizer: Local Search", - "264": "Acquisition Function Maximizer: Local Search", - "265": "Acquisition Function Maximizer: Local Search", - "266": "Acquisition Function Maximizer: Local Search", - "267": "Random Search", - "268": "Random Search", - "269": "Acquisition Function Maximizer: Local Search", - "270": "Acquisition Function Maximizer: Local Search", - "271": "Acquisition Function Maximizer: Local Search", - "272": "Acquisition Function Maximizer: Local Search", - "273": "Acquisition Function Maximizer: Local Search", - "274": "Random Search", - "275": "Acquisition Function Maximizer: Local Search", - "276": "Acquisition Function Maximizer: Local Search", - "277": "Acquisition Function Maximizer: Local Search", - "278": "Acquisition Function Maximizer: Local Search", - "279": "Acquisition Function Maximizer: Local Search", - "280": "Acquisition Function Maximizer: Local Search", - "281": "Acquisition Function Maximizer: Local Search", - "282": "Acquisition Function Maximizer: Local Search", - "283": "Acquisition Function Maximizer: Local Search", - "284": "Acquisition Function Maximizer: Local Search", - "285": "Acquisition Function Maximizer: Local Search", - "286": "Acquisition Function Maximizer: Local Search" + "100": "Acquisition Function Maximizer: Local Search" } } \ No newline at end of file diff --git a/logs/SMAC3v2/mlp/run_3/scenario.json b/logs/SMAC3v2/mlp/run_3/scenario.json index 885637ab..3cdc07a6 100644 --- a/logs/SMAC3v2/mlp/run_3/scenario.json +++ b/logs/SMAC3v2/mlp/run_3/scenario.json @@ -1,43 +1,37 @@ { - "name": "a51c7eb78bfca7abe982cbd5dcd9b3ff", - "deterministic": false, + "name": "dc479edc9fa403fbf15332371b392d51", + "deterministic": true, "objectives": "cost", "crash_cost": Infinity, "termination_cost_threshold": Infinity, - "walltime_limit": 60, + "walltime_limit": Infinity, "cputime_limit": Infinity, "trial_walltime_limit": null, "trial_memory_limit": null, - "n_trials": 500, + "n_trials": 100, "instances": null, "instance_features": null, - "min_budget": 1, - "max_budget": 25, + "min_budget": null, + "max_budget": null, "seed": 0, - "n_workers": 8, + "n_workers": 1, "_meta": { "facade": { - "name": "MultiFidelityFacade" + "name": "BlackBoxFacade" }, "runner": { - "name": "DaskParallelRunner" + "name": "TargetFunctionRunner", + "code": "b't\\x00j\\x01|\\x00|\\x01d\\x01\\x8d\\x02}\\x02|\\x02d\\x02\\x19\\x00S\\x00'" }, "model": { - "name": "RandomForest", + "name": "GaussianProcess", "types": [ - 3, 0, 0, - 3, 0, - 4, 0 ], "bounds": [ - [ - 3, - NaN - ], [ 0, 1.0 @@ -47,48 +41,108 @@ 1.0 ], [ - 3, - NaN - ], - [ - -1.0, + 0, 1.0 ], [ - 4, - NaN - ], - [ - -1.0, + 0, 1.0 ] ], "pca_components": 7, - "n_trees": 10, - "n_points_per_tree": -1, - "ratio_features": 1.0, - "min_samples_split": 2, - "min_samples_leaf": 1, - "max_depth": 1048576, - "eps_purity": 1e-08, - "max_nodes": 1048576, - "bootstrapping": true + "kernel": { + "name": "SumKernel", + "k1": { + "name": "ProductKernel", + "k1": { + "name": "ConstantKernel", + "constant_value": 2.0, + "constant_value_bounds": [ + 4.5399929762484854e-05, + 7.38905609893065 + ], + "operate_on": null, + "has_conditions": false, + "prior": { + "name": "LogNormalPrior", + "seed": 0, + "sigma": 1.0, + "mean": 0.0 + } + }, + "k2": { + "name": "MaternKernel", + "length_scale": [ + 1.0, + 1.0, + 1.0, + 1.0 + ], + "length_scale_bounds": [ + [ + 0.0011660758342839901, + 1.0896579055674775 + ], + [ + 0.0011660758342839901, + 1.0896579055674775 + ], + [ + 0.0011660758342839901, + 1.0896579055674775 + ], + [ + 0.0011660758342839901, + 1.0896579055674775 + ] + ], + "nu": 2.5, + "operate_on": [ + 0, + 1, + 2, + 3 + ], + "has_conditions": false, + "prior": null + }, + "has_conditions": false + }, + "k2": { + "name": "WhiteKernel", + "noise_level": 1e-08, + "noise_level_bounds": [ + 1.3887943864964021e-11, + 7.38905609893065 + ], + "operate_on": null, + "has_conditions": false, + "prior": { + "name": "HorseshoePrior", + "seed": 0, + "scale": 0.1 + } + }, + "has_conditions": false + }, + "n_restarts": 10, + "normalize_y": true }, "acquisition_maximizer": { "name": "LocalAndSortedRandomSearch", "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, - "challengers": 10000, + "challengers": 1000, "seed": 0, "random_search": { "name": "RandomSearch", "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, "challengers": 5000, "seed": 0 @@ -98,7 +152,7 @@ "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, "challengers": 5000, "seed": 0, @@ -111,30 +165,27 @@ "acquisition_function": { "name": "EI", "xi": 0.0, - "log": true + "log": false }, "intensifier": { - "name": "SuccessiveHalving", - "max_incumbents": 10, - "seed": 0, - "eta": 3, - "instance_seed_order": "shuffle_once", - "incumbent_selection": "highest_budget" + "name": "Intensifier", + "max_incumbents": 20, + "seed": 0 }, "initial_design": { - "name": "RandomInitialDesign", - "n_configs": 5, - "n_configs_per_hyperparameter": 10, + "name": "SobolInitialDesign", + "n_configs": 25, + "n_configs_per_hyperparameter": 8, "additional_configs": [], "seed": 0 }, "random_design": { "name": "ProbabilityRandomDesign", "seed": 0, - "probability": 0.2 + "probability": 0.08447232371720552 }, "runhistory_encoder": { - "name": "RunHistoryLogScaledEncoder", + "name": "RunHistoryEncoder", "considered_states": [ 1, 2, @@ -147,11 +198,11 @@ "multi_objective_algorithm": null, "config_selector": { "name": "ConfigSelector", - "retrain_after": 8, + "retrain_after": 1, "retries": 16, "min_trials": 1 }, - "version": "2.0.0b2" + "version": "2.0.0" }, - "output_directory": "smac3_output/a51c7eb78bfca7abe982cbd5dcd9b3ff/0" + "output_directory": "results/runs_sampling_hpobench/smac/NN_alpha_batch_size_depth_learning_rate_init_blood-transfusion-service-center/smac/NN/dc479edc9fa403fbf15332371b392d51/0" } \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index 177ef401..21764f6b 100644 --- a/requirements.txt +++ b/requirements.txt @@ -5,6 +5,7 @@ jsonlines>=3.0.0 pandas>=1.3.4 numpy>=1.22.2 matplotlib>=3.5.1 +seaborn>=0.13.0 pyyaml # AutoML packages @@ -23,4 +24,4 @@ rq>=1.10.1 # Pinning might be removed for dash>2.3.0 werkzeug==2.0.3 -pyPDPPartitioner \ No newline at end of file +pyPDPPartitioner diff --git a/tests/test_evaluators/test_fanova.py b/tests/test_evaluators/test_fanova.py index af57f535..0869e25e 100644 --- a/tests/test_evaluators/test_fanova.py +++ b/tests/test_evaluators/test_fanova.py @@ -21,14 +21,14 @@ def test(self): objective = self.run.get_objective(0) # Calculate - self.evaluator.calculate(objective, budget) + self.evaluator.calculate(objective, budget, seed=0) importances = self.evaluator.get_importances(self.hp_names) - self.evaluator.calculate(objective, budget) + self.evaluator.calculate(objective, budget, seed=42) importances2 = self.evaluator.get_importances(self.hp_names) - # No seed: Different results - assert importances["n_neurons"][1] != importances2["n_neurons"][1] + # Different seed: Different results + assert importances["batch_size"][1] != importances2["batch_size"][1] def test_seed(self): budget = self.run.get_budget(0) @@ -41,8 +41,8 @@ def test_seed(self): self.evaluator.calculate(objective, budget, seed=0) importances2 = self.evaluator.get_importances(self.hp_names) - # No seed: Different results - assert importances["n_neurons"][1] == importances2["n_neurons"][1] + # Same seed: Same results + assert importances["batch_size"][1] == importances2["batch_size"][1] if __name__ == "__main__":