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-rw-r--r--resources/libraries/python/jumpavg/BitCountingGroup.py173
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diff --git a/resources/libraries/python/jumpavg/BitCountingGroup.py b/resources/libraries/python/jumpavg/BitCountingGroup.py
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--- a/resources/libraries/python/jumpavg/BitCountingGroup.py
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-# Copyright (c) 2021 Cisco and/or its affiliates.
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at:
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-"""Module holding BitCountingGroup class."""
-
-import copy
-
-from .AvgStdevStats import AvgStdevStats
-from .BitCountingStats import BitCountingStats
-
-
-class BitCountingGroup:
- # TODO: Inherit from collections.abc.Sequence in Python 3.
- """Group of runs which tracks bit count in an efficient manner.
-
- This class contains methods that mutate the internal state,
- use copy() method to save the previous state.
-
- The Sequence-like access is related to the list of runs,
- for example group[0] returns the first run in the list.
- Writable list-like methods are not implemented.
-
- As the group bit count depends on previous average
- and overall maximal value, those values are assumed
- to be known beforehand (and immutable).
-
- As the caller is allowed to divide runs into groups in any way,
- a method to add a single run in an efficient manner is provided.
- """
-
- def __init__(self, run_list=None, stats=None, bits=None,
- max_value=None, prev_avg=None, comment="unknown"):
- """Set the internal state and partially the stats.
-
- A "group" stands for an Iterable of runs, where "run" is either
- a float value, or a stats-like object (only size, avg and stdev
- are accessed). Run is a hypothetical abstract class,
- defining it in Python 2 is too much hassle.
-
- Only a copy of the run list argument value is stored in the instance,
- so it is not a problem if the value object is mutated afterwards.
-
- It is not verified whether the user provided values are valid,
- e.g. whether the stats and bits values reflect the runs.
-
- :param run_list: List of run to compose into this group. Default: empty.
- :param stats: Stats object used for computing bits.
- :param bits: Cached value of information content.
- :param max_value: Maximal sample value to be used for computing.
- :param prev_avg: Average of the previous group, affects bits.
- :param comment: Any string giving more info, e.g. "regression".
- :type run_list: Iterable[Run]
- :type stats: Optional[AvgStdevStats]
- :type bits: Optional[float]
- :type max_value: float
- :type prev_avg: Optional[float]
- :type comment: str
- """
- self.run_list = copy.deepcopy(run_list) if run_list else list()
- self.stats = stats
- self.cached_bits = bits
- self.max_value = max_value
- self.prev_avg = prev_avg
- self.comment = comment
- if self.stats is None:
- self.stats = AvgStdevStats.for_runs(self.run_list)
-
- def __str__(self):
- """Return string with human readable description of the group.
-
- :returns: Readable description.
- :rtype: str
- """
- return f"stats={self.stats} bits={self.cached_bits}"
-
- def __repr__(self):
- """Return string executable as Python constructor call.
-
- :returns: Executable constructor call.
- :rtype: str
- """
- return (
- f"BitCountingGroup(run_list={self.run_list!r},stats={self.stats!r}"
- f",bits={self.cached_bits!r},max_value={self.max_value!r}"
- f",prev_avg={self.prev_avg!r},comment={self.comment!r})"
- )
-
- def __getitem__(self, index):
- """Return the run at the index.
-
- :param index: Index of the run to return.
- :type index: int
- :returns: The run at the index.
- :rtype: Run
- """
- return self.run_list[index]
-
- def __len__(self):
- """Return the number of runs in the group.
-
- :returns: The Length of run_list.
- :rtype: int
- """
- return len(self.run_list)
-
- def copy(self):
- """Return a new instance with copied internal state.
-
- :returns: The copied instance.
- :rtype: BitCountingGroup
- """
- stats = AvgStdevStats.for_runs([self.stats])
- return self.__class__(
- run_list=self.run_list, stats=stats, bits=self.cached_bits,
- max_value=self.max_value, prev_avg=self.prev_avg,
- comment=self.comment)
-
- @property
- def bits(self):
- """Return overall bit content of the group list.
-
- If not cached, compute from stats and cache.
-
- :returns: The overall information content in bits.
- :rtype: float
- """
- if self.cached_bits is None:
- self.cached_bits = BitCountingStats.for_runs(
- [self.stats], self.max_value, self.prev_avg).bits
- return self.cached_bits
-
- def append(self, run):
- """Mutate to add the new run, return self.
-
- Stats are updated, but old bits value is deleted from cache.
-
- :param run: The run value to add to the group.
- :type value: Run
- :returns: The updated self.
- :rtype: BitCountingGroup
- """
- self.run_list.append(run)
- self.stats = AvgStdevStats.for_runs([self.stats, run])
- self.cached_bits = None
- return self
-
- def extend(self, runs):
- """Mutate to add the new runs, return self.
-
- This is saves small amount of computation
- compared to adding runs one by one in a loop.
-
- Stats are updated, but old bits value is deleted from cache.
-
- :param runs: The runs to add to the group.
- :type value: Iterable[Run]
- :returns: The updated self.
- :rtype: BitCountingGroup
- """
- self.run_list.extend(runs)
- self.stats = AvgStdevStats.for_runs([self.stats] + runs)
- self.cached_bits = None
- return self