probstructs.ExponentialHistorgram¶
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class
probstructs.
ExponentialHistorgram
¶ Bases:
pybind11_builtins.pybind11_object
Exponential histogram (EH) is a probabilistic data structure that serves as a frequency counter for specific elements in the last N elements from stream.
C++: https://probstructs.readthedocs.io/en/stable/classes.html#exponentialhistorgram
Methods
get
Get the counter for last {window} elements when on the position {tick} in the stream. inc
Increase counter by {delta} when on the position {tick} in the stream. -
__delattr__
¶ Implement delattr(self, name).
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__dir__
()¶ Default dir() implementation.
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__eq__
¶ Return self==value.
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__format__
()¶ Default object formatter.
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__ge__
¶ Return self>=value.
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__getattribute__
¶ Return getattr(self, name).
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__gt__
¶ Return self>value.
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__hash__
¶ Return hash(self).
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__init__
(self: probstructs.ExponentialHistorgram, window: int) → None¶ Create exponential histogram for last {window} elements.
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__init_subclass__
()¶ This method is called when a class is subclassed.
The default implementation does nothing. It may be overridden to extend subclasses.
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__le__
¶ Return self<=value.
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__lt__
¶ Return self<value.
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__ne__
¶ Return self!=value.
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__new__
()¶ Create and return a new object. See help(type) for accurate signature.
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__reduce__
()¶ Helper for pickle.
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__reduce_ex__
()¶ Helper for pickle.
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__repr__
¶ Return repr(self).
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__setattr__
¶ Implement setattr(self, name, value).
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__sizeof__
()¶ Size of object in memory, in bytes.
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__str__
¶ Return str(self).
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__subclasshook__
()¶ Abstract classes can override this to customize issubclass().
This is invoked early on by abc.ABCMeta.__subclasscheck__(). It should return True, False or NotImplemented. If it returns NotImplemented, the normal algorithm is used. Otherwise, it overrides the normal algorithm (and the outcome is cached).
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get
(self: probstructs.ExponentialHistorgram, window: int, tick: int) → int¶ Get the counter for last {window} elements when on the position {tick} in the stream.
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inc
(self: probstructs.ExponentialHistorgram, tick: int, delta: int) → None¶ Increase counter by {delta} when on the position {tick} in the stream.
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