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@ -35,14 +35,14 @@ class RandomSeed(object):
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class Parameter(RandomSeed):
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"""
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The base hyper-parameter optimization object.
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The base hyperparameter optimization object.
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"""
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_class_type_serialize_name = 'type'
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def __init__(self, name):
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# type: (Optional[str]) -> ()
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"""
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Create a new Parameter for hyper-parameter optimization
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Create a new Parameter for hyperparameter optimization
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:param str name: The new Parameter name. This is the parameter name that will be passed to a Task.
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"""
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@ -125,7 +125,7 @@ class UniformParameterRange(Parameter):
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"""
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Create a parameter to be sampled by the SearchStrategy
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:param str name: The parameter name. Match the Task hyper-parameter name.
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:param str name: The parameter name. Match the Task hyperparameter name.
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:param float min_value: The minimum sample to use for uniform random sampling.
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:param float max_value: The maximum sample to use for uniform random sampling.
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:param float step_size: If not ``None``, set step size (quantization) for value sampling.
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@ -172,7 +172,7 @@ class UniformParameterRange(Parameter):
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class LogUniformParameterRange(UniformParameterRange):
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"""
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Logarithmic uniform randomly sampled hyper-parameter object.
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Logarithmic uniform randomly sampled hyperparameter object.
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"""
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def __init__(
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@ -188,7 +188,7 @@ class LogUniformParameterRange(UniformParameterRange):
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"""
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Create a parameter to be sampled by the SearchStrategy
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:param str name: The parameter name. Match the Task hyper-parameter name.
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:param str name: The parameter name. Match the Task hyperparameter name.
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:param float min_value: The minimum exponent sample to use for uniform random sampling.
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:param float max_value: The maximum exponent sample to use for uniform random sampling.
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:param float base: The base used to raise the sampled exponent.
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@ -228,7 +228,7 @@ class UniformIntegerParameterRange(Parameter):
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"""
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Create a parameter to be sampled by the SearchStrategy.
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:param str name: The parameter name. Match the task hyper-parameter name.
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:param str name: The parameter name. Match the task hyperparameter name.
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:param int min_value: The minimum sample to use for uniform random sampling.
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:param int max_value: The maximum sample to use for uniform random sampling.
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:param int step_size: The default step size is ``1``.
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@ -272,7 +272,7 @@ class UniformIntegerParameterRange(Parameter):
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class DiscreteParameterRange(Parameter):
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"""
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Discrete randomly sampled hyper-parameter object.
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Discrete randomly sampled hyperparameter object.
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"""
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def __init__(self, name, values=()):
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@ -280,7 +280,7 @@ class DiscreteParameterRange(Parameter):
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"""
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Uniformly sample values form a list of discrete options.
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:param str name: The parameter name. Match the task hyper-parameter name.
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:param str name: The parameter name. Match the task hyperparameter name.
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:param list values: The list/tuple of valid parameter values to sample from.
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"""
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super(DiscreteParameterRange, self).__init__(name=name)
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@ -12,7 +12,7 @@ Using the **ClearML** [Logger](https://github.com/allegroai/clearml/blob/master/
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* [Surface diagrams](#surface-diagrams)
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* [Images](#images)
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* Track hyper-parameters and OS environment variables
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* Track hyperparameters and OS environment variables
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* Logging experiment parameter [dictionaries](#logging-experiment-parameter-dictionaries)
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* Specifying [environment variables](#specifying-environment-variables-to-track) to track
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@ -925,7 +925,7 @@ def report_image(self, title, series, iteration, local_path=None, matrix=None, m
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</tbody>
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</table>
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## Hyper-parameters and Environment Variables
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## Hyperparameters and Environment Variables
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### Logging Experiment Parameter Dictionaries
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