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Diffstat (limited to 'resources/libraries/python/MLRsearch/WidthArithmetics.py')
-rw-r--r-- | resources/libraries/python/MLRsearch/WidthArithmetics.py | 135 |
1 files changed, 135 insertions, 0 deletions
diff --git a/resources/libraries/python/MLRsearch/WidthArithmetics.py b/resources/libraries/python/MLRsearch/WidthArithmetics.py new file mode 100644 index 0000000000..81decfd12f --- /dev/null +++ b/resources/libraries/python/MLRsearch/WidthArithmetics.py @@ -0,0 +1,135 @@ +# 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 defining utility functions for manipulating intervals.""" + +import math + + +ROUNDING_CONSTANT = 0.999999 + +def multiply_relative_width(relative_width, coefficient): + """Return relative width corresponding to multiplied logarithmic width. + + The multiplication happens in logarithmic space, + so the resulting relative width is always less than 1. + + :param relative_width: The base relative width to multiply. + :param coefficient: Multiply by this in logarithmic space. + :type relative_width: float + :type coefficient: float + :returns: The relative width of multiplied logarithmic size. + :rtype: float + """ + old_log_width = math.log(1.0 - relative_width) + # Slight decrease to prevent rounding errors from prolonging the search. + # TODO: Make the nines configurable. + new_log_width = old_log_width * coefficient * ROUNDING_CONSTANT + return 1.0 - math.exp(new_log_width) + +def halve_relative_width(relative_width, goal_width): + """Return relative width corresponding to half logarithmic width. + + The logic attempts to save some halvings in future by performing + uneven split. If rounding error risk is detected, + even split is used. + + :param relative_width: The base relative width to halve. + :param goal_width: Width goal for final phase. + :type relative_width: float + :type goal_width: float + :returns: The relative width of half logarithmic size. + :rtype: float + """ + fallback_width = 1.0 - math.sqrt(1.0 - relative_width) + # Wig means Width In Goals. + wig = math.log(1.0 - relative_width) / math.log(1.0 - goal_width) + cwig = math.ceil(wig) + if wig <= 2.0 or cwig != math.ceil(wig * ROUNDING_CONSTANT): + return fallback_width + coefficient = cwig // 2 + new_width = multiply_relative_width(goal_width, coefficient) + return new_width + +def step_down(current_bound, relative_width): + """Return rate of logarithmic width below. + + :param current_bound: The current target transmit rate to move [pps]. + :param relative_width: The base relative width to use. + :type current_bound: float + :type relative_width: float + :returns: Transmit rate smaller by relative width [pps]. + :rtype: float + """ + return current_bound * (1.0 - relative_width) + +def step_up(current_bound, relative_width): + """Return rate of logarithmic width above. + + :param current_bound: The current target transmit rate to move [pps]. + :param relative_width: The base relative width to use. + :type current_bound: float + :type relative_width: float + :returns: Transmit rate larger by logarithmically double width [pps]. + :rtype: float + """ + return current_bound / (1.0 - relative_width) + +def multiple_step_down(current_bound, relative_width, coefficient): + """Return rate of multiplied logarithmic width below. + + The multiplication happens in logarithmic space, + so the resulting applied relative width is always less than 1. + + :param relative_width: The base relative width to double. + :param current_bound: The current target transmit rate to move [pps]. + :param coefficient: Multiply by this in logarithmic space. + :type relative_width: float + :type current_bound: float + :type coefficient: float + :returns: Transmit rate smaller by logarithmically multiplied width [pps]. + :rtype: float + """ + new_width = multiply_relative_width(relative_width, coefficient) + return step_down(current_bound, new_width) + +def multiple_step_up(current_bound, relative_width, coefficient): + """Return rate of double logarithmic width above. + + The multiplication happens in logarithmic space, + so the resulting applied relative width is always less than 1. + + :param current_bound: The current target transmit rate to move [pps]. + :param relative_width: The base relative width to double. + :param coefficient: Multiply by this in logarithmic space. + :type current_bound: float + :type relative_width: float + :type coefficient: float + :returns: Transmit rate larger by logarithmically multiplied width [pps]. + :rtype: float + """ + new_width = multiply_relative_width(relative_width, coefficient) + return step_up(current_bound, new_width) + +def half_step_up(current_bound, relative_width, goal_width): + """Return rate of half logarithmic width above. + + :param relative_width: The base relative width to halve. + :param current_bound: The current target transmit rate to move [pps]. + :type relative_width: float + :type current_bound: float + :returns: Transmit rate larger by logarithmically half width [pps]. + :rtype: float + """ + new_width = halve_relative_width(relative_width, goal_width) + return step_up(current_bound, new_width) |