minrecord.comparator
minrecord.comparator ¶
Contain the comparator base class and some implementations.
minrecord.comparator.BaseComparator ¶
Bases: Generic[T]
, ABC
Define the base comparator class to implement a comparator.
Example usage:
>>> from minrecord import MinScalarComparator
>>> comparator = MinScalarComparator()
>>> comparator.is_better(old_value=0.4, new_value=0.6)
False
>>> comparator.get_initial_best_value()
inf
minrecord.comparator.BaseComparator.equal
abstractmethod
¶
equal(other: Any) -> bool
Indicate if two comparators are equal or not.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
other
|
Any
|
The other object to compare with. |
required |
Returns:
Type | Description |
---|---|
bool
|
|
Example usage:
>>> from minrecord import MinScalarComparator, MaxScalarComparator
>>> comparator = MinScalarComparator()
>>> comparator.equal(MinScalarComparator())
True
>>> comparator.equal(MaxScalarComparator())
False
minrecord.comparator.BaseComparator.get_initial_best_value
abstractmethod
¶
get_initial_best_value() -> T
Get the initial best value.
Returns:
Type | Description |
---|---|
T
|
The initial best value. |
Example usage:
>>> from minrecord import MinScalarComparator
>>> comparator = MinScalarComparator()
>>> comparator.get_initial_best_value()
inf
minrecord.comparator.BaseComparator.is_better
abstractmethod
¶
is_better(old_value: T, new_value: T) -> bool
Indicate if the new value is better than the old value.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
old_value
|
T
|
The old value to compare. |
required |
new_value
|
T
|
The new value to compare. |
required |
Returns:
Type | Description |
---|---|
bool
|
|
Example usage:
>>> from minrecord import MinScalarComparator
>>> comparator = MinScalarComparator()
>>> comparator.is_better(old_value=0.4, new_value=0.6)
False
minrecord.comparator.ComparatorEqualityComparator ¶
Bases: BaseEqualityComparator[BaseComparator]
Implement an equality comparator for BaseBatch
objects.
minrecord.comparator.MaxScalarComparator ¶
Bases: BaseComparator[float]
Implement a max comparator for scalar value.
This comparator can be used to find the maximum value between two scalar values.
Example usage:
>>> from minrecord import MaxScalarComparator
>>> comparator = MaxScalarComparator()
>>> comparator.is_better(old_value=0.4, new_value=0.6)
True
>>> comparator.get_initial_best_value()
-inf
minrecord.comparator.MinScalarComparator ¶
Bases: BaseComparator[float]
Implementation of a min comparator for scalar value.
This comparator can be used to find the minimum value between two scalar values.
Example usage:
>>> from minrecord import MinScalarComparator
>>> comparator = MinScalarComparator()
>>> comparator.is_better(old_value=0.4, new_value=0.6)
False
>>> comparator.get_initial_best_value()
inf