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-rw-r--r--resources/libraries/python/MLRsearch/AbstractMeasurer.py4
-rw-r--r--resources/libraries/python/MLRsearch/AbstractSearchAlgorithm.py15
-rw-r--r--resources/libraries/python/MLRsearch/MultipleLossRatioSearch.py36
-rw-r--r--resources/libraries/python/MLRsearch/ReceiveRateMeasurement.py66
4 files changed, 89 insertions, 32 deletions
diff --git a/resources/libraries/python/MLRsearch/AbstractMeasurer.py b/resources/libraries/python/MLRsearch/AbstractMeasurer.py
index 622b8fdba6..82116f2e43 100644
--- a/resources/libraries/python/MLRsearch/AbstractMeasurer.py
+++ b/resources/libraries/python/MLRsearch/AbstractMeasurer.py
@@ -1,4 +1,4 @@
-# Copyright (c) 2019 Cisco and/or its affiliates.
+# Copyright (c) 2020 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:
@@ -24,7 +24,7 @@ class AbstractMeasurer(metaclass=ABCMeta):
"""Perform trial measurement and return the result.
:param duration: Trial duration [s].
- :param transmit_rate: Target transmit rate [pps].
+ :param transmit_rate: Target transmit rate [tps].
:type duration: float
:type transmit_rate: float
:returns: Structure containing the result of the measurement.
diff --git a/resources/libraries/python/MLRsearch/AbstractSearchAlgorithm.py b/resources/libraries/python/MLRsearch/AbstractSearchAlgorithm.py
index f4f2d3f096..f2bf04e1b1 100644
--- a/resources/libraries/python/MLRsearch/AbstractSearchAlgorithm.py
+++ b/resources/libraries/python/MLRsearch/AbstractSearchAlgorithm.py
@@ -1,4 +1,4 @@
-# Copyright (c) 2019 Cisco and/or its affiliates.
+# Copyright (c) 2020 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:
@@ -30,16 +30,19 @@ class AbstractSearchAlgorithm(metaclass=ABCMeta):
@abstractmethod
def narrow_down_ndr_and_pdr(
- self, fail_rate, line_rate, packet_loss_ratio):
+ self, min_rate, max_rate, packet_loss_ratio):
"""Perform measurements to narrow down intervals, return them.
This will be renamed when custom loss ratio lists are supported.
- :param fail_rate: Minimal target transmit rate [pps].
- :param line_rate: Maximal target transmit rate [pps].
+ :param min_rate: Minimal target transmit rate [tps].
+ Usually, tests are set to fail if search reaches this or below.
+ :param max_rate: Maximal target transmit rate [tps].
+ Usually computed from line rate and various other limits,
+ to prevent failures or duration stretching in Traffic Generator.
:param packet_loss_ratio: Fraction of packets lost, for PDR [1].
- :type fail_rate: float
- :type line_rate: float
+ :type min_rate: float
+ :type max_rate: float
:type packet_loss_ratio: float
:returns: Structure containing narrowed down intervals
and their measurements.
diff --git a/resources/libraries/python/MLRsearch/MultipleLossRatioSearch.py b/resources/libraries/python/MLRsearch/MultipleLossRatioSearch.py
index 2db65ef755..87dc784cbc 100644
--- a/resources/libraries/python/MLRsearch/MultipleLossRatioSearch.py
+++ b/resources/libraries/python/MLRsearch/MultipleLossRatioSearch.py
@@ -157,7 +157,7 @@ class MultipleLossRatioSearch(AbstractSearchAlgorithm):
:returns: The relative width of double logarithmic size.
:rtype: float
"""
- return 1.999 * relative_width - relative_width * relative_width
+ return 1.99999 * relative_width - relative_width * relative_width
# The number should be 2.0, but we want to avoid rounding errors,
# and ensure half of double is not larger than the original value.
@@ -255,52 +255,50 @@ class MultipleLossRatioSearch(AbstractSearchAlgorithm):
1.0 - MultipleLossRatioSearch.half_relative_width(relative_width)
)
- def narrow_down_ndr_and_pdr(
- self, minimum_transmit_rate, maximum_transmit_rate,
- packet_loss_ratio):
+ def narrow_down_ndr_and_pdr(self, min_rate, max_rate, packet_loss_ratio):
"""Perform initial phase, create state object, proceed with next phases.
- :param minimum_transmit_rate: Minimal target transmit rate [pps].
- :param maximum_transmit_rate: Maximal target transmit rate [pps].
+ :param min_rate: Minimal target transmit rate [tps].
+ :param max_rate: Maximal target transmit rate [tps].
:param packet_loss_ratio: Fraction of packets lost, for PDR [1].
- :type minimum_transmit_rate: float
- :type maximum_transmit_rate: float
+ :type min_rate: float
+ :type max_rate: float
:type packet_loss_ratio: float
:returns: Structure containing narrowed down intervals
and their measurements.
:rtype: NdrPdrResult.NdrPdrResult
:raises RuntimeError: If total duration is larger than timeout.
"""
- minimum_transmit_rate = float(minimum_transmit_rate)
- maximum_transmit_rate = float(maximum_transmit_rate)
+ minimum_transmit_rate = float(min_rate)
+ maximum_transmit_rate = float(max_rate)
packet_loss_ratio = float(packet_loss_ratio)
- line_measurement = self.measurer.measure(
+ max_measurement = self.measurer.measure(
self.initial_trial_duration, maximum_transmit_rate)
initial_width_goal = self.final_relative_width
for _ in range(self.number_of_intermediate_phases):
initial_width_goal = self.double_relative_width(initial_width_goal)
max_lo = maximum_transmit_rate * (1.0 - initial_width_goal)
- mrr = max(
- minimum_transmit_rate, min(max_lo, line_measurement.receive_rate)
- )
+ mrr = max(minimum_transmit_rate, min(
+ max_lo, max_measurement.relative_receive_rate
+ ))
mrr_measurement = self.measurer.measure(
self.initial_trial_duration, mrr
)
# Attempt to get narrower width.
if mrr_measurement.loss_fraction > 0.0:
max2_lo = mrr * (1.0 - initial_width_goal)
- mrr2 = min(max2_lo, mrr_measurement.receive_rate)
+ mrr2 = min(max2_lo, mrr_measurement.relative_receive_rate)
else:
mrr2 = mrr / (1.0 - initial_width_goal)
if minimum_transmit_rate < mrr2 < maximum_transmit_rate:
- line_measurement = mrr_measurement
+ max_measurement = mrr_measurement
mrr_measurement = self.measurer.measure(
self.initial_trial_duration, mrr2)
if mrr2 > mrr:
- line_measurement, mrr_measurement = \
- (mrr_measurement, line_measurement)
+ max_measurement, mrr_measurement = \
+ (mrr_measurement, max_measurement)
starting_interval = ReceiveRateInterval(
- mrr_measurement, line_measurement)
+ mrr_measurement, max_measurement)
starting_result = NdrPdrResult(starting_interval, starting_interval)
state = self.ProgressState(
starting_result, self.number_of_intermediate_phases,
diff --git a/resources/libraries/python/MLRsearch/ReceiveRateMeasurement.py b/resources/libraries/python/MLRsearch/ReceiveRateMeasurement.py
index 31a6f8202e..c732e66026 100644
--- a/resources/libraries/python/MLRsearch/ReceiveRateMeasurement.py
+++ b/resources/libraries/python/MLRsearch/ReceiveRateMeasurement.py
@@ -1,4 +1,4 @@
-# Copyright (c) 2019 Cisco and/or its affiliates.
+# Copyright (c) 2020 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:
@@ -17,18 +17,39 @@
class ReceiveRateMeasurement:
"""Structure defining the result of single Rr measurement."""
- def __init__(self, duration, target_tr, transmit_count, loss_count):
+ def __init__(
+ self, duration, target_tr, transmit_count, loss_count,
+ approximated_duration=0.0, partial_transmit_count=0):
"""Constructor, normalize primary and compute secondary quantities.
+ If approximated_duration is nonzero, it is stored.
+ If approximated_duration is zero, duration value is stored.
+ Either way, additional secondary quantities are computed
+ from the store value.
+
+ If there is zero transmit_count, fractions are set to zero.
+
+ In some cases, traffic generator does not attempt all the needed
+ transactions. In that case, nonzero partial_transmit_count
+ holds (an estimate of) count of the actually attempted transactions.
+ This is used to populate some secondary quantities.
+
+ TODO: Use None instead of zero?
+
:param duration: Measurement duration [s].
:param target_tr: Target transmit rate [pps].
If bidirectional traffic is measured, this is bidirectional rate.
:param transmit_count: Number of packets transmitted [1].
:param loss_count: Number of packets transmitted but not received [1].
+ :param approximated_duration: Estimate of the actual time of the trial.
+ :param partial_transmit_count: Estimate count of actually attempted
+ transactions.
:type duration: float
:type target_tr: float
:type transmit_count: int
:type loss_count: int
+ :type approximated_duration: float
+ :type partial_transmit_count: int
"""
self.duration = float(duration)
self.target_tr = float(target_tr)
@@ -38,8 +59,41 @@ class ReceiveRateMeasurement:
self.transmit_rate = transmit_count / self.duration
self.loss_rate = loss_count / self.duration
self.receive_rate = self.receive_count / self.duration
- self.loss_fraction = float(self.loss_count) / self.transmit_count
- # TODO: Do we want to store also the real time (duration + overhead)?
+ self.loss_fraction = (
+ float(self.loss_count) / self.transmit_count
+ if self.transmit_count > 0 else 1.0
+ )
+ self.receive_fraction = (
+ float(self.receive_count) / self.transmit_count
+ if self.transmit_count > 0 else 0.0
+ )
+ self.approximated_duration = (
+ float(approximated_duration) if approximated_duration
+ else self.duration
+ )
+ self.approximated_receive_rate = (
+ self.receive_count / self.approximated_duration
+ if self.approximated_duration > 0.0 else 0.0
+ )
+ # If the traffic generator is unreliable and sends less packets,
+ # the absolute receive rate might be too low for next target.
+ self.partial_transmit_count = (
+ int(partial_transmit_count) if partial_transmit_count
+ else self.transmit_count
+ )
+ self.partial_receive_fraction = (
+ float(self.receive_count) / self.partial_transmit_count
+ if self.partial_transmit_count > 0 else 0.0
+ )
+ self.partial_receive_rate = (
+ self.target_tr * self.partial_receive_fraction
+ )
+ # We use relative packet ratios in order to support cases
+ # where target_tr is in transactions per second,
+ # but there are multiple packets per transaction.
+ self.relative_receive_rate = (
+ self.target_tr * self.receive_count / self.transmit_count
+ )
def __str__(self):
"""Return string reporting input and loss fraction."""
@@ -51,4 +105,6 @@ class ReceiveRateMeasurement:
return f"ReceiveRateMeasurement(duration={self.duration!r}," \
f"target_tr={self.target_tr!r}," \
f"transmit_count={self.transmit_count!r}," \
- f"loss_count={self.loss_count!r})"
+ f"loss_count={self.loss_count!r}," \
+ f"approximated_duration={self.approximated_duration!r}," \
+ f"partial_transmit_count={self.partial_transmit_count!r})"