mirror of
https://github.com/hanzo-ml/katib.git
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Ignas BaranauskasandGitHub
af0f32db70
* Chnage the isort profile to black, and add pkg dir for black and flake8 Signed-off-by: Ignas Baranauskas <[email protected]> * Fix the formating Signed-off-by: Ignas Baranauskas <[email protected]> * Fix flake8 lint issues Signed-off-by: Ignas Baranauskas <[email protected]> --------- Signed-off-by: Ignas Baranauskas <[email protected]>
61 lines
2.1 KiB
Python
61 lines
2.1 KiB
Python
# Copyright 2022 The Kubeflow Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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algorithmSettingsValidator = {
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"controller_hidden_size": [int, [1, "inf"]],
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"controller_temperature": [float, [0, "inf"]],
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"controller_tanh_const": [float, [0, "inf"]],
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"controller_entropy_weight": [float, [0.0, "inf"]],
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"controller_baseline_decay": [float, [0.0, 1.0]],
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"controller_learning_rate": [float, [0.0, 1.0]],
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"controller_skip_target": [float, [0.0, 1.0]],
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"controller_skip_weight": [float, [0.0, "inf"]],
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"controller_train_steps": [int, [1, "inf"]],
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"controller_log_every_steps": [int, [1, "inf"]],
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}
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enableNoneSettingsList = [
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"controller_temperature",
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"controller_tanh_const",
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"controller_entropy_weight",
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"controller_skip_weight",
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]
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def parseAlgorithmSettings(settings_raw):
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algorithm_settings_default = {
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"controller_hidden_size": 64,
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"controller_temperature": 5.0,
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"controller_tanh_const": 2.25,
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"controller_entropy_weight": 1e-5,
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"controller_baseline_decay": 0.999,
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"controller_learning_rate": 5e-5,
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"controller_skip_target": 0.4,
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"controller_skip_weight": 0.8,
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"controller_train_steps": 50,
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"controller_log_every_steps": 10,
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}
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for setting in settings_raw:
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s_name = setting.name
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s_value = setting.value
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if s_value == "None":
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algorithm_settings_default[s_name] = None
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else:
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s_type = algorithmSettingsValidator[s_name][0]
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algorithm_settings_default[s_name] = s_type(s_value)
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return algorithm_settings_default
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