From ff3fceccb5f241fd3426ad60bea1957badc96d59 Mon Sep 17 00:00:00 2001 From: Maciek Konstantynowicz Date: Tue, 24 Jul 2018 15:38:55 +0100 Subject: rls1807 report: moved and renamed s/mdr_search/mlr_search/. Change-Id: Ifb97cb74c7f16592aa82dc2b1601407720985bc8 Signed-off-by: Maciek Konstantynowicz (cherry picked from commit dab4b820603978813ab931ac91cf1bee9d8b20a7) --- docs/report/index.rst | 1 - .../documentation/documentation.rst | 4 +- .../vpp_performance_tests/documentation/index.rst | 1 + .../documentation/mlr_search.rst | 283 ++++++++++++++ docs/report/vpp_performance_tests/mdr_search.rst | 413 --------------------- 5 files changed, 286 insertions(+), 416 deletions(-) create mode 100644 docs/report/vpp_performance_tests/documentation/mlr_search.rst delete mode 100644 docs/report/vpp_performance_tests/mdr_search.rst diff --git a/docs/report/index.rst b/docs/report/index.rst index 452861df1b..952905ebc8 100644 --- a/docs/report/index.rst +++ b/docs/report/index.rst @@ -19,7 +19,6 @@ CSIT 18.07 vpp_performance_tests/throughput_speedup_multi_core/index vpp_performance_tests/packet_latency_graphs/index vpp_performance_tests/http_server_performance/index - vpp_performance_tests/mdr_search vpp_performance_tests/test_environment vpp_performance_tests/documentation/index diff --git a/docs/report/vpp_performance_tests/documentation/documentation.rst b/docs/report/vpp_performance_tests/documentation/documentation.rst index f05dc6e0a2..92bde5627f 100644 --- a/docs/report/vpp_performance_tests/documentation/documentation.rst +++ b/docs/report/vpp_performance_tests/documentation/documentation.rst @@ -1,5 +1,5 @@ -VPP Performance Tests -===================== +Test Code Documentation +======================= `CSIT VPP Performance Tests Documentation`_ contains detailed functional description and input parameters for each test case. diff --git a/docs/report/vpp_performance_tests/documentation/index.rst b/docs/report/vpp_performance_tests/documentation/index.rst index 200ac409f3..39a32ba74f 100644 --- a/docs/report/vpp_performance_tests/documentation/index.rst +++ b/docs/report/vpp_performance_tests/documentation/index.rst @@ -4,5 +4,6 @@ Documentation .. toctree:: containers + mlr_search documentation diff --git a/docs/report/vpp_performance_tests/documentation/mlr_search.rst b/docs/report/vpp_performance_tests/documentation/mlr_search.rst new file mode 100644 index 0000000000..f3da3fd138 --- /dev/null +++ b/docs/report/vpp_performance_tests/documentation/mlr_search.rst @@ -0,0 +1,283 @@ +MLRsearch Algorithm +=================== + +Multiple Loss Rate search (MLRsearch) is a new search algorithm +implemented in FD.io CSIT project. MLRsearch discovers multiple packet +throughput rates in a single search, with each rate associated with a +distinct Packet Loss Ratio (PLR) criteria. + +Two throughput measurements used in FD.io CSIT are Non-Drop Rate (NDR, +with zero packet loss, PLR=0) and Partial Drop Rate (PDR, with packet +loss rate not greater than the configured non-zero PLR). MLRsearch +discovers NDR and PDR in a single pass reducing required execution time +compared to separate binary searches for NDR and PDR. MLRsearch reduces +execution time even further by relying on shorter trial durations +of intermediate steps, with only the final measurements +conducted at the specified final trial duration. +This results in the shorter overall search +execution time when compared to a standard NDR/PDR binary search, +while guaranteeing the same or similar results. + +If needed, MLRsearch can be easily adopted to discover more throughput rates +with different pre-defined PLRs. + +.. Note:: All throughput rates are *always* bi-directional + aggregates of two equal (symmetric) uni-directional packet rates + received and reported by an external traffic generator. + +Overview +--------- + +The main properties of MLRsearch: + +- MLRsearch is a duration aware multi-phase multi-rate search algorithm. + + - Initial phase determines promising starting interval for the search. + - Intermediate phases progress towards defined final search criteria. + - Final phase executes measurements according to the final search + criteria. + +- *Initial phase*: + + - Uses link rate as a starting transmit rate and discovers the Maximum + Receive Rate (MRR) used as an input to the first intermediate phase. + +- *Intermediate phases*: + + - Start with initial trial duration (in the first phase) and converge + geometrically towards the final trial duration (in the final phase). + - Track two values for NDR and two for PDR. + + - The values are called (NDR or PDR) lower_bound and upper_bound. + - Each value comes from a specific trial measurement + (most recent for that transmit rate), + and as such the value is associated with that measurement's duration and loss. + - A bound can be invalid, for example if NDR lower_bound + has been measured with nonzero loss. + - Invalid bounds are not real boundaries for the searched value, + but are needed to track interval widths. + - Valid bounds are real boundaries for the searched value. + - Each non-initial phase ends with all bounds valid. + + - Start with a large (lower_bound, upper_bound) interval width and + geometrically converge towards the width goal (measurement resolution) + of the phase. Each phase halves the previous width goal. + - Use internal and external searches: + + - External search - measures at transmit rates outside the (lower_bound, + upper_bound) interval. Activated when a bound is invalid, + to search for a new valid bound by doubling the interval width. + It is a variant of `exponential search`_. + - Internal search - `binary search`_, measures at transmit rates within the + (lower_bound, upper_bound) valid interval, halving the interval width. + +- *Final phase* is executed with the final test trial duration, and the final + width goal that determines resolution of the overall search. + Intermediate phases together with the final phase are called non-initial phases. + +The main benefits of MLRsearch vs. binary search include: + +- In general MLRsearch is likely to execute more search trials overall, but + less trials at a set final duration. +- In well behaving cases it greatly reduces (>50%) the overall duration + compared to a single PDR (or NDR) binary search duration, + while finding multiple drop rates. +- In all cases MLRsearch yields the same or similar results to binary search. +- Note: both binary search and MLRsearch are susceptible to reporting + non-repeatable results across multiple runs for very bad behaving + cases. + +Caveats: + +- Worst case MLRsearch can take longer than a binary search e.g. in case of + drastic changes in behaviour for trials at varying durations. + +Search Implementation +--------------------- + +Following is a brief description of the current MLRsearch +implementation in FD.io CSIT. + +Input Parameters +```````````````` + +#. *maximum_transmit_rate* - maximum packet transmit rate to be used by + external traffic generator, limited by either the actual Ethernet + link rate or traffic generator NIC model capabilities. Sample + defaults: 2 * 14.88 Mpps for 64B 10GE link rate, + 2 * 18.75 Mpps for 64B 40GE NIC maximum rate. +#. *minimum_transmit_rate* - minimum packet transmit rate to be used for + measurements. MLRsearch fails if lower transmit rate needs to be + used to meet search criteria. Default: 2 * 10 kpps (could be higher). +#. *final_trial_duration* - required trial duration for final rate + measurements. Default: 30 sec. +#. *initial_trial_duration* - trial duration for initial MLRsearch phase. + Default: 1 sec. +#. *final_relative_width* - required measurement resolution expressed as + (lower_bound, upper_bound) interval width relative to upper_bound. + Default: 0.5%. +#. *packet_loss_ratio* - maximum acceptable PLR search criteria for + PDR measurements. Default: 0.5%. +#. *number_of_intermediate_phases* - number of phases between the initial + phase and the final phase. Impacts the overall MLRsearch duration. + Less phases are required for well behaving cases, more phases + may be needed to reduce the overall search duration for worse behaving cases. + Default (2). (Value chosen based on limited experimentation to date. + More experimentation needed to arrive to clearer guidelines.) + +Initial phase +````````````` + +1. First trial measures at maximum rate and discovers MRR. + + a. *in*: trial_duration = initial_trial_duration. + b. *in*: offered_transmit_rate = maximum_transmit_rate. + c. *do*: single trial. + d. *out*: measured loss ratio. + e. *out*: mrr = measured receive rate. + +2. Second trial measures at MRR and discovers MRR2. + + a. *in*: trial_duration = initial_trial_duration. + b. *in*: offered_transmit_rate = MRR. + c. *do*: single trial. + d. *out*: measured loss ratio. + e. *out*: mrr2 = measured receive rate. + +3. Third trial measures at MRR2. + + a. *in*: trial_duration = initial_trial_duration. + b. *in*: offered_transmit_rate = MRR2. + c. *do*: single trial. + d. *out*: measured loss ratio. + +Non-initial phases +`````````````````` + +1. Main loop: + + a. *in*: trial_duration for the current phase. + Set to initial_trial_duration for the first intermediate phase; + to final_trial_duration for the final phase; + or to the element of interpolating geometric sequence + for other intermediate phases. + For example with two intermediate phases, trial_duration + of the second intermediate phase is the geometric average + of initial_strial_duration and final_trial_duration. + b. *in*: relative_width_goal for the current phase. + Set to final_relative_width for the final phase; + doubled for each preceding phase. + For example with two intermediate phases, + the first intermediate phase uses quadruple of final_relative_width + and the second intermediate phase uses double of final_relative_width. + c. *in*: ndr_interval, pdr_interval from the previous main loop iteration + or the previous phase. + If the previous phase is the initial phase, both intervals have + lower_bound = MRR2, uper_bound = MRR. + Note that the initial phase is likely to create intervals with invalid bounds. + d. *do*: According to the procedure described in point 2, + either exit the phase (by jumping to 1.g.), + or prepare new transmit rate to measure with. + e. *do*: Perform the trial measurement at the new transmit rate + and trial_duration, compute its loss ratio. + f. *do*: Update the bounds of both intervals, based on the new measurement. + The actual update rules are numerous, as NDR external search + can affect PDR interval and vice versa, but the result + agrees with rules of both internal and external search. + For example, any new measurement below an invalid lower_bound + becomes the new lower_bound, while the old measurement + (previously acting as the invalid lower_bound) + becomes a new and valid upper_bound. + Go to next iteration (1.c.), taking the updated intervals as new input. + g. *out*: current ndr_interval and pdr_interval. + In the final phase this is also considered + to be the result of the whole search. + For other phases, the next phase loop is started + with the current results as an input. + +2. New transmit rate (or exit) calculation (for 1.d.): + + - If there is an invalid bound then prepare for external search: + + - *If* the most recent measurement at NDR lower_bound transmit rate + had the loss higher than zero, then + the new transmit rate is NDR lower_bound + decreased by two NDR interval widths. + - Else, *if* the most recent measurement at PDR lower_bound + transmit rate had the loss higher than PLR, then + the new transmit rate is PDR lower_bound + decreased by two PDR interval widths. + - Else, *if* the most recent measurement at NDR upper_bound + transmit rate had no loss, then + the new transmit rate is NDR upper_bound + increased by two NDR interval widths. + - Else, *if* the most recent measurement at PDR upper_bound + transmit rate had the loss lower or equal to PLR, then + the new transmit rate is PDR upper_bound + increased by two PDR interval widths. + - If interval width is higher than the current phase goal: + + - Else, *if* NDR interval does not meet the current phase width goal, + prepare for internal search. The new transmit rate is + (NDR lower bound + NDR upper bound) / 2. + - Else, *if* PDR interval does not meet the current phase width goal, + prepare for internal search. The new transmit rate is + (PDR lower bound + PDR upper bound) / 2. + - Else, *if* some bound has still only been measured at a lower duration, + prepare to re-measure at the current duration (and the same transmit rate). + The order of priorities is: + + - NDR lower_bound, + - PDR lower_bound, + - NDR upper_bound, + - PDR upper_bound. + - *Else*, do not prepare any new rate, to exit the phase. + This ensures that at the end of each non-initial phase + all intervals are valid, narrow enough, and measured + at current phase trial duration. + +Implementation Deviations +------------------------- + +This document so far has been describing a simplified version of MLRsearch algorithm. +The full algorithm as implemented contains additional logic, +which makes some of the details (but not general ideas) above incorrect. +Here is a short description of the additional logic as a list of principles, +explaining their main differences from (or additions to) the simplified description, +but without detailing their mutual interaction. + +1. *Logarithmic transmit rate.* + In order to better fit the relative width goal, + the interval doubling and halving is done differently. + For example, the middle of 2 and 8 is 4, not 5. +2. *Optimistic maximum rate.* + The increased rate is never higher than the maximum rate. + Upper bound at that rate is always considered valid. +3. *Pessimistic minimum rate.* + The decreased rate is never lower than the minimum rate. + If a lower bound at that rate is invalid, + a phase stops refining the interval further (until it gets re-measured). +4. *Conservative interval updates.* + Measurements above current upper bound never update a valid upper bound, + even if drop ratio is low. + Measurements below current lower bound always update any lower bound + if drop ratio is high. +5. *Ensure sufficient interval width.* + Narrow intervals make external search take more time to find a valid bound. + If the new transmit increased or decreased rate would result in width + less than the current goal, increase/decrease more. + This can happen if the measurement for the other interval + makes the current interval too narrow. + Similarly, take care the measurements in the initial phase + create wide enough interval. +6. *Timeout for bad cases.* + The worst case for MLRsearch is when each phase converges to intervals + way different than the results of the previous phase. + Rather than suffer total search time several times larger + than pure binary search, the implemented tests fail themselves + when the search takes too long (given by argument *timeout*). + +.. _binary search: https://en.wikipedia.org/wiki/Binary_search +.. _exponential search: https://en.wikipedia.org/wiki/Exponential_search +.. _estimation of standard deviation: https://en.wikipedia.org/wiki/Unbiased_estimation_of_standard_deviation +.. _simplified error propagation formula: https://en.wikipedia.org/wiki/Propagation_of_uncertainty#Simplification diff --git a/docs/report/vpp_performance_tests/mdr_search.rst b/docs/report/vpp_performance_tests/mdr_search.rst deleted file mode 100644 index f47c0f5111..0000000000 --- a/docs/report/vpp_performance_tests/mdr_search.rst +++ /dev/null @@ -1,413 +0,0 @@ -Experimental: MDR Search -======================== - -Multiple Drop Rate (MDR) Search is a new search algorithm implemented in -FD.io CSIT project. MDR discovers multiple packet throughput rates in a -single search, with each rate associated with a distinct Packet Loss -Ratio (PLR) criteria. - -Two throughput measurements used in FD.io CSIT are Non-Drop Rate (NDR, -with zero packet loss, PLR=0) and Partial Drop Rate (PDR, with packet -loss rate not greater than the configured non-zero PLR). MDR search -discovers NDR and PDR in a single pass reducing required execution time -compared to separate binary searches for NDR and PDR. MDR reduces -execution time even further by relying on shorter trial durations -of intermediate steps, with only the final measurements -conducted at the specified final trial duration. -This results in the shorter overall search -execution time when compared to a standard NDR/PDR binary search, -while guaranteeing the same or similar results. - -If needed, MDR can be easily adopted to discover more throughput rates -with different pre-defined PLRs. - -.. Note:: All throughput rates are *always* bi-directional - aggregates of two equal (symmetric) uni-directional packet rates - received and reported by an external traffic generator. - -Overview ---------- - -The main properties of MDR search: - -- MDR is a duration aware multi-phase multi-rate search algorithm. - - - Initial phase determines promising starting interval for the search. - - Intermediate phases progress towards defined final search criteria. - - Final phase executes measurements according to the final search - criteria. - -- *Initial phase*: - - - Uses link rate as a starting transmit rate and discovers the Maximum - Receive Rate (MRR) used as an input to the first intermediate phase. - -- *Intermediate phases*: - - - Start with initial trial duration (in the first phase) and converge - geometrically towards the final trial duration (in the final phase). - - Track two values for NDR and two for PDR. - - - The values are called (NDR or PDR) lower_bound and upper_bound. - - Each value comes from a specific trial measurement - (most recent for that transmit rate), - and as such the value is associated with that measurement's duration and loss. - - A bound can be invalid, for example if NDR lower_bound - has been measured with nonzero loss. - - Invalid bounds are not real boundaries for the searched value, - but are needed to track interval widths. - - Valid bounds are real boundaries for the searched value. - - Each non-initial phase ends with all bounds valid. - - - Start with a large (lower_bound, upper_bound) interval width and - geometrically converge towards the width goal (measurement resolution) - of the phase. Each phase halves the previous width goal. - - Use internal and external searches: - - - External search - measures at transmit rates outside the (lower_bound, - upper_bound) interval. Activated when a bound is invalid, - to search for a new valid bound by doubling the interval width. - It is a variant of `exponential search`_. - - Internal search - `binary search`_, measures at transmit rates within the - (lower_bound, upper_bound) valid interval, halving the interval width. - -- *Final phase* is executed with the final test trial duration, and the final - width goal that determines resolution of the overall search. - Intermediate phases together with the final phase are called non-initial phases. - -The main benefits of MDR search vs. binary search include: - -- In general MDR is likely to execute more search trials overall, but - less trials at a set final duration. -- In well behaving cases it greatly reduces (>50%) the overall duration - compared to a single PDR (or NDR) binary search duration, - while finding multiple drop rates. -- In all cases MDR yields the same or similar results to binary search. -- Note: both binary search and MDR are susceptible to reporting - non-repeatable results across multiple runs for very bad behaving - cases. - -Caveats: - -- Worst case MDR can take longer than a binary search e.g. in case of - drastic changes in behaviour for trials at varying durations. - -Search Implementation ---------------------- - -Following is a brief description of the current MDR search -implementation in FD.io CSIT. - -Input Parameters -```````````````` - -#. *maximum_transmit_rate* - maximum packet transmit rate to be used by - external traffic generator, limited by either the actual Ethernet - link rate or traffic generator NIC model capabilities. Sample - defaults: 2 * 14.88 Mpps for 64B 10GE link rate, - 2 * 18.75 Mpps for 64B 40GE NIC maximum rate. -#. *minimum_transmit_rate* - minimum packet transmit rate to be used for - measurements. MDR search fails if lower transmit rate needs to be - used to meet search criteria. Default: 2 * 10 kpps (could be higher). -#. *final_trial_duration* - required trial duration for final rate - measurements. Default: 30 sec. -#. *initial_trial_duration* - trial duration for initial MDR phase. - Default: 1 sec. -#. *final_relative_width* - required measurement resolution expressed as - (lower_bound, upper_bound) interval width relative to upper_bound. - Default: 0.5%. -#. *packet_loss_ratio* - maximum acceptable PLR search criteria for - PDR measurements. Default: 0.5%. -#. *number_of_intermediate_phases* - number of phases between the initial - phase and the final phase. Impacts the overall MDR search duration. - Less phases are required for well behaving cases, more phases - may be needed to reduce the overall search duration for worse behaving cases. - Default (2). (Value chosen based on limited experimentation to date. - More experimentation needed to arrive to clearer guidelines.) - -Initial phase -````````````` - -1. First trial measures at maximum rate and discovers MRR. - - a. *in*: trial_duration = initial_trial_duration. - b. *in*: offered_transmit_rate = maximum_transmit_rate. - c. *do*: single trial. - d. *out*: measured loss ratio. - e. *out*: mrr = measured receive rate. - -2. Second trial measures at MRR and discovers MRR2. - - a. *in*: trial_duration = initial_trial_duration. - b. *in*: offered_transmit_rate = MRR. - c. *do*: single trial. - d. *out*: measured loss ratio. - e. *out*: mrr2 = measured receive rate. - -3. Third trial measures at MRR2. - - a. *in*: trial_duration = initial_trial_duration. - b. *in*: offered_transmit_rate = MRR2. - c. *do*: single trial. - d. *out*: measured loss ratio. - -Non-initial phases -`````````````````` - -1. Main loop: - - a. *in*: trial_duration for the current phase. - Set to initial_trial_duration for the first intermediate phase; - to final_trial_duration for the final phase; - or to the element of interpolating geometric sequence - for other intermediate phases. - For example with two intermediate phases, trial_duration - of the second intermediate phase is the geometric average - of initial_strial_duration and final_trial_duration. - b. *in*: relative_width_goal for the current phase. - Set to final_relative_width for the final phase; - doubled for each preceding phase. - For example with two intermediate phases, - the first intermediate phase uses quadruple of final_relative_width - and the second intermediate phase uses double of final_relative_width. - c. *in*: ndr_interval, pdr_interval from the previous main loop iteration - or the previous phase. - If the previous phase is the initial phase, both intervals have - lower_bound = MRR2, uper_bound = MRR. - Note that the initial phase is likely to create intervals with invalid bounds. - d. *do*: According to the procedure described in point 2, - either exit the phase (by jumping to 1.g.), - or prepare new transmit rate to measure with. - e. *do*: Perform the trial measurement at the new transmit rate - and trial_duration, compute its loss ratio. - f. *do*: Update the bounds of both intervals, based on the new measurement. - The actual update rules are numerous, as NDR external search - can affect PDR interval and vice versa, but the result - agrees with rules of both internal and external search. - For example, any new measurement below an invalid lower_bound - becomes the new lower_bound, while the old measurement - (previously acting as the invalid lower_bound) - becomes a new and valid upper_bound. - Go to next iteration (1.c.), taking the updated intervals as new input. - g. *out*: current ndr_interval and pdr_interval. - In the final phase this is also considered - to be the result of the whole search. - For other phases, the next phase loop is started - with the current results as an input. - -2. New transmit rate (or exit) calculation (for 1.d.): - - - If there is an invalid bound then prepare for external search: - - - *If* the most recent measurement at NDR lower_bound transmit rate - had the loss higher than zero, then - the new transmit rate is NDR lower_bound - decreased by two NDR interval widths. - - Else, *if* the most recent measurement at PDR lower_bound - transmit rate had the loss higher than PLR, then - the new transmit rate is PDR lower_bound - decreased by two PDR interval widths. - - Else, *if* the most recent measurement at NDR upper_bound - transmit rate had no loss, then - the new transmit rate is NDR upper_bound - increased by two NDR interval widths. - - Else, *if* the most recent measurement at PDR upper_bound - transmit rate had the loss lower or equal to PLR, then - the new transmit rate is PDR upper_bound - increased by two PDR interval widths. - - If interval width is higher than the current phase goal: - - - Else, *if* NDR interval does not meet the current phase width goal, - prepare for internal search. The new transmit rate is - (NDR lower bound + NDR upper bound) / 2. - - Else, *if* PDR interval does not meet the current phase width goal, - prepare for internal search. The new transmit rate is - (PDR lower bound + PDR upper bound) / 2. - - Else, *if* some bound has still only been measured at a lower duration, - prepare to re-measure at the current duration (and the same transmit rate). - The order of priorities is: - - - NDR lower_bound, - - PDR lower_bound, - - NDR upper_bound, - - PDR upper_bound. - - *Else*, do not prepare any new rate, to exit the phase. - This ensures that at the end of each non-initial phase - all intervals are valid, narrow enough, and measured - at current phase trial duration. - -Implementation Deviations -------------------------- - -This document so far has been describing a simplified version of MDR search algorithm. -The full algorithm as implemented contains additional logic, -which makes some of the details (but not general ideas) above incorrect. -Here is a short description of the additional logic as a list of principles, -explaining their main differences from (or additions to) the simplified description, -but without detailing their mutual interaction. - -1. *Logarithmic transmit rate.* - In order to better fit the relative width goal, - the interval doubling and halving is done differently. - For example, the middle of 2 and 8 is 4, not 5. -2. *Optimistic maximum rate.* - The increased rate is never higher than the maximum rate. - Upper bound at that rate is always considered valid. -3. *Pessimistic minimum rate.* - The decreased rate is never lower than the minimum rate. - If a lower bound at that rate is invalid, - a phase stops refining the interval further (until it gets re-measured). -4. *Conservative interval updates.* - Measurements above current upper bound never update a valid upper bound, - even if drop ratio is low. - Measurements below current lower bound always update any lower bound - if drop ratio is high. -5. *Ensure sufficient interval width.* - Narrow intervals make external search take more time to find a valid bound. - If the new transmit increased or decreased rate would result in width - less than the current goal, increase/decrease more. - This can happen if the measurement for the other interval - makes the current interval too narrow. - Similarly, take care the measurements in the initial phase - create wide enough interval. -6. *Timeout for bad cases.* - The worst case for MDR search is when each phase converges to intervals - way different than the results of the previous phase. - Rather than suffer total search time several times larger - than pure binary search, the implemented tests fail themselves - when the search takes too long (given by argument *timeout*). - -Test Effectiveness Comparison ------------------------------ - -Introduction -```````````` - -CSIT release 1804 contains two test suites that use the new MDR search -to enable comparison against existing CSIT NDR and PDR binary searches. -The suites got chosen based on the level of consistency of their -historical NDR/PDR results: - -#. *10Ge2P1X520-Ethip4-Ip4Base-Ndrpdr* - yielding very consistent binary - search results. -#. *10Ge2P1X520-Eth-L2Bdbasemaclrn-Eth-2Vhostvr1024-1Vm-Ndrpdr* - yielding - somewhat inconsistent results. - -Here "inconsistent" means the values found differ between runs, -even though the setup and the test are exactly the same. - -The search part of CSIT binary search tests requires a single 5-second warmup -and each trial measurement is set to 10 seconds. - -New tests with MDR search do not have any warmup, as initial measurements -are not critical to the final result. - -Fairness of the following comparison has been achieved -by setting MDR final relative width to values causing the width to match -the binary NDR/PDR result. -Each search algorithm has been run with three different -(final) trial durations: 10s, 30s and 60s. - -Tables below compares overall test duration between the search tests. -For simplicity only data for single thread 64B packet tests is listed, -as it takes the longest in all cases. - -Data in tables is based on result of 6 runs. - -Tables -`````` - -.. note:: The comparison was done for the MDR code - before https://gerrit.fd.io/r/12761 - -.. table:: Table 1. Search part of test duration. - - ==================== ========== =========== =========== ========== =========== =========== - Duration+-avgdev [s] IP4 10s IP4 30s IP4 60s Vhost 10s Vhost 30s Vhost 60s - ==================== ========== =========== =========== ========== =========== =========== - MDR (both intervals) 50.8+-1.2 109.0+-10.0 202.8+-11.7 80.5+-9.0 201.9+-20.6 474.9+-58.2 - NDR binary 98.9+-0.1 278.6+-0.1 548.8+-0.1 119.8+-0.1 339.3+-0.1 669.6+-0.2 - PDR binary 98.9+-0.1 278.6+-0.1 548.8+-0.1 119.7+-0.1 339.3+-0.1 669.5+-0.1 - NDR+PDR sum 197.8+-0.1 557.2+-0.2 1097.6+-0.1 239.5+-0.1 678.7+-0.1 1339.2+-0.1 - ==================== ========== =========== =========== ========== =========== =========== - -.. note:: Here "avgdev" is the estimated difference between - the average duration computed from the limited sample - and a true average duration as its hypothetical limit for infinite samples. - To get the usual "standard deviation" of duration, "avgdev" has to be multiplied - by the square root of the number of samples. - For the subtle details see `estimation of standard deviation`_, - we used zero ACF and c4==1. - -.. table:: Table 2. MDR duration as percentage of NDR duration. - - ==================================== ========= ========= ========= ========= ========= ========= - Fraction+-stdev [%] IP4 10s IP4 30s IP4 60s Vhost 10s Vhost 30s Vhost 60s - ==================================== ========= ========= ========= ========= ========= ========= - MDR duration divided by NDR duration 51.4+-1.2 39.1+-3.6 37.0+-2.1 67.2+-7.5 59.5+-6.1 70.9+-8.7 - ==================================== ========= ========= ========= ========= ========= ========= - -.. note:: Here "stdev" is standard deviation as computed by the - `simplified error propagation formula`_. - -Conclusions -``````````` - -In consistent tests, MDR is on average more than 50% faster -than a single NDR binary search (even though MDR also detects PDR). - -One exception is 10 second final trial duration, -where MDR is (only) almost 50% faster than NDR binary search. -Most probably presence of 2 intermediate phases (instead of just 1) hurts there. - -In inconsistent tests MDR is still somewhat faster than NDR binary search, -but it is not by 50%, and it is hard to quantify as MDR samples have wildly -varying durations. - -Search Time Graphs ------------------- - -The following graphs were created from the data gathered from comparison runs, -for the vhost tests. -The vertical axis has always the same values, -zoomed into the interesting part of the search space. -The faint blue vertical lines separate the phases of MDR search. -The bound lines are sloped just to help locate the previous value, -in reality the bounds are updated instantly at the end of the measurement. - -The graphs do not directly show when a particular bound is invalid. -However this can be gleaned indirectly by identifying -that the measurement does not satisfy that bound's validity conditions -(see point 2a). -Also, the external search follows, and the measurement previously acting -as and invalid upper or lower bound starts acting instead -as a valid lower or upper bound, respectively. - -The following three graphs are for MDR with 10 second final trial duration, -showing different behavior in this inconsistent test, -and different amount of "work" done by each phase. -Also the horizontal axis has the same scaling here. - -.. image:: MDR_10_1.svg -.. image:: MDR_10_2.svg -.. image:: MDR_10_3.svg - -The next graph is for MDR with 60 second final trial duration, -to showcase the final phase takes the most of the overall search time. -The scaling of the horizontal axis is different. - -.. image:: MDR_60.svg - -Finally, here are two graphs showing NDR and PDR binary searches. -The trial duration is again 60 seconds, -but scaling of horizontal axis is once again different. -This shows the binary search spends most time measuring outside -the interesting rate region. - -.. image:: NDR_60.svg -.. image:: PDR_60.svg - -.. _binary search: https://en.wikipedia.org/wiki/Binary_search -.. _exponential search: https://en.wikipedia.org/wiki/Exponential_search -.. _estimation of standard deviation: https://en.wikipedia.org/wiki/Unbiased_estimation_of_standard_deviation -.. _simplified error propagation formula: https://en.wikipedia.org/wiki/Propagation_of_uncertainty#Simplification -- cgit 1.2.3-korg