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+
+Internet Engineering Task Force (IETF) A. Morton
+Request for Comments: 9004 AT&T Labs
+Updates: 2544 May 2021
+Category: Informational
+ISSN: 2070-1721
+
+
+ Updates for the Back-to-Back Frame Benchmark in RFC 2544
+
+Abstract
+
+ Fundamental benchmarking methodologies for network interconnect
+ devices of interest to the IETF are defined in RFC 2544. This memo
+ updates the procedures of the test to measure the Back-to-Back Frames
+ benchmark of RFC 2544, based on further experience.
+
+ This memo updates Section 26.4 of RFC 2544.
+
+Status of This Memo
+
+ This document is not an Internet Standards Track specification; it is
+ published for informational purposes.
+
+ This document is a product of the Internet Engineering Task Force
+ (IETF). It represents the consensus of the IETF community. It has
+ received public review and has been approved for publication by the
+ Internet Engineering Steering Group (IESG). Not all documents
+ approved by the IESG are candidates for any level of Internet
+ Standard; see Section 2 of RFC 7841.
+
+ Information about the current status of this document, any errata,
+ and how to provide feedback on it may be obtained at
+ https://www.rfc-editor.org/info/rfc9004.
+
+Copyright Notice
+
+ Copyright (c) 2021 IETF Trust and the persons identified as the
+ document authors. All rights reserved.
+
+ This document is subject to BCP 78 and the IETF Trust's Legal
+ Provisions Relating to IETF Documents
+ (https://trustee.ietf.org/license-info) in effect on the date of
+ publication of this document. Please review these documents
+ carefully, as they describe your rights and restrictions with respect
+ to this document. Code Components extracted from this document must
+ include Simplified BSD License text as described in Section 4.e of
+ the Trust Legal Provisions and are provided without warranty as
+ described in the Simplified BSD License.
+
+Table of Contents
+
+ 1. Introduction
+ 2. Requirements Language
+ 3. Scope and Goals
+ 4. Motivation
+ 5. Prerequisites
+ 6. Back-to-Back Frames
+ 6.1. Preparing the List of Frame Sizes
+ 6.2. Test for a Single Frame Size
+ 6.3. Test Repetition and Benchmark
+ 6.4. Benchmark Calculations
+ 7. Reporting
+ 8. Security Considerations
+ 9. IANA Considerations
+ 10. References
+ 10.1. Normative References
+ 10.2. Informative References
+ Acknowledgments
+ Author's Address
+
+1. Introduction
+
+ The IETF's fundamental benchmarking methodologies are defined in
+ [RFC2544], supported by the terms and definitions in [RFC1242].
+ [RFC2544] actually obsoletes an earlier specification, [RFC1944].
+ Over time, the benchmarking community has updated [RFC2544] several
+ times, including the Device Reset benchmark [RFC6201] and the
+ important Applicability Statement [RFC6815] concerning use outside
+ the Isolated Test Environment (ITE) required for accurate
+ benchmarking. Other specifications implicitly update [RFC2544], such
+ as the IPv6 benchmarking methodologies in [RFC5180].
+
+ Recent testing experience with the Back-to-Back Frame test and
+ benchmark in Section 26.4 of [RFC2544] indicates that an update is
+ warranted [OPNFV-2017] [VSPERF-b2b]. In particular, analysis of the
+ results indicates that buffer size matters when compensating for
+ interruptions of software-packet processing, and this finding
+ increases the importance of the Back-to-Back Frame characterization
+ described here. This memo provides additional rationale and the
+ updated method.
+
+ [RFC2544] provides its own requirements language consistent with
+ [RFC2119], since [RFC1944] (which it obsoletes) predates [RFC2119].
+ All three memos share common authorship. Today, [RFC8174] clarifies
+ the usage of requirements language, so the requirements language
+ presented in this memo are expressed in accordance with [RFC8174].
+ They are intended for those performing/reporting laboratory tests to
+ improve clarity and repeatability, and for those designing devices
+ that facilitate these tests.
+
+2. Requirements Language
+
+ The key words "MUST", "MUST NOT", "REQUIRED", "SHALL", "SHALL NOT",
+ "SHOULD", "SHOULD NOT", "RECOMMENDED", "NOT RECOMMENDED", "MAY", and
+ "OPTIONAL" in this document are to be interpreted as described in
+ BCP 14 [RFC2119] [RFC8174] when, and only when, they appear in all
+ capitals, as shown here.
+
+3. Scope and Goals
+
+ The scope of this memo is to define an updated method to
+ unambiguously perform tests, measure the benchmark(s), and report the
+ results for Back-to-Back Frames (as described in Section 26.4 of
+ [RFC2544]).
+
+ The goal is to provide more efficient test procedures where possible
+ and expand reporting with additional interpretation of the results.
+ The tests described in this memo address the cases in which the
+ maximum frame rate of a single ingress port cannot be transferred to
+ an egress port without loss (for some frame sizes of interest).
+
+ Benchmarks as described in [RFC2544] rely on test conditions with
+ constant frame sizes, with the goal of understanding what network-
+ device capability has been tested. Tests with the smallest size
+ stress the header-processing capacity, and tests with the largest
+ size stress the overall bit-processing capacity. Tests with sizes in
+ between may determine the transition between these two capacities.
+ However, conditions simultaneously sending a mixture of Internet
+ (IMIX) frame sizes, such as those described in [RFC6985], MUST NOT be
+ used in Back-to-Back Frame testing.
+
+ Section 3 of [RFC8239] describes buffer-size testing for physical
+ networking devices in a data center. Those methods measure buffer
+ latency directly with traffic on multiple ingress ports that overload
+ an egress port on the Device Under Test (DUT) and are not subject to
+ the revised calculations presented in this memo. Likewise, the
+ methods of [RFC8239] SHOULD be used for test cases where the egress-
+ port buffer is the known point of overload.
+
+4. Motivation
+
+ Section 3.1 of [RFC1242] describes the rationale for the Back-to-Back
+ Frames benchmark. To summarize, there are several reasons that
+ devices on a network produce bursts of frames at the minimum allowed
+ spacing; and it is, therefore, worthwhile to understand the DUT limit
+ on the length of such bursts in practice. The same document also
+ states:
+
+ | Tests of this parameter are intended to determine the extent of
+ | data buffering in the device.
+
+ Since this test was defined, there have been occasional discussions
+ of the stability and repeatability of the results, both over time and
+ across labs. Fortunately, the Open Platform for Network Function
+ Virtualization (OPNFV) project on Virtual Switch Performance (VSPERF)
+ Continuous Integration (CI) [VSPERF-CI] testing routinely repeats
+ Back-to-Back Frame tests to verify that test functionality has been
+ maintained through development of the test-control programs. These
+ tests were used as a basis to evaluate stability and repeatability,
+ even across lab setups when the test platform was migrated to new DUT
+ hardware at the end of 2016.
+
+ When the VSPERF CI results were examined [VSPERF-b2b], several
+ aspects of the results were considered notable:
+
+ 1. Back-to-Back Frame benchmark was very consistent for some fixed
+ frame sizes, and somewhat variable for other frame sizes.
+
+ 2. The number of Back-to-Back Frames with zero loss reported for
+ large frame sizes was unexpectedly long (translating to 30
+ seconds of buffer time), and no explanation or measurement limit
+ condition was indicated. It was important that the buffering
+ time calculations were part of the referenced testing and
+ analysis [VSPERF-b2b], because the calculated buffer time of 30
+ seconds for some frame sizes was clearly wrong or highly suspect.
+ On the other hand, a result expressed only as a large number of
+ Back-to-Back Frames does not permit such an easy comparison with
+ reality.
+
+ 3. Calculation of the extent of buffer time in the DUT helped to
+ explain the results observed with all frame sizes. For example,
+ tests with some frame sizes cannot exceed the frame-header-
+ processing rate of the DUT, thus, no buffering occurs.
+ Therefore, the results depended on the test equipment and not the
+ DUT.
+
+ 4. It was found that a better estimate of the DUT buffer time could
+ be calculated using measurements of both the longest burst in
+ frames without loss and results from the Throughput tests
+ conducted according to Section 26.1 of [RFC2544]. It is apparent
+ that the DUT's frame-processing rate empties the buffer during a
+ trial and tends to increase the "implied" buffer-size estimate
+ (measured according to Section 26.4 of [RFC2544] because many
+ frames have departed the buffer when the burst of frames ends).
+ A calculation using the Throughput measurement can reveal a
+ "corrected" buffer-size estimate.
+
+ Further, if the Throughput tests of Section 26.1 of [RFC2544] are
+ conducted as a prerequisite, the number of frame sizes required for
+ Back-to-Back Frame benchmarking can be reduced to one or more of the
+ small frame sizes, or the results for large frame sizes can be noted
+ as invalid in the results if tested anyway. These are the larger
+ frame sizes for which the Back-to-Back Frame rate cannot exceed the
+ frame-header-processing rate of the DUT and little or no buffering
+ occurs.
+
+ The material below provides the details of the calculation to
+ estimate the actual buffer storage available in the DUT, using
+ results from the Throughput tests for each frame size and the Max
+ Theoretical Frame Rate for the DUT links (which constrain the minimum
+ frame spacing).
+
+ In reality, there are many buffers and packet-header-processing steps
+ in a typical DUT. The simplified model used in these calculations
+ for the DUT includes a packet-header-processing function with limited
+ rate of operation, as shown in Figure 1.
+
+ |------------ DUT --------|
+ Generator -> Ingress -> Buffer -> HeaderProc -> Egress -> Receiver
+
+ Figure 1: Simplified Model for DUT Testing
+
+ So, in the Back-to-Back Frame testing:
+
+ 1. The ingress burst arrives at Max Theoretical Frame Rate, and
+ initially the frames are buffered.
+
+ 2. The packet-header-processing function (HeaderProc) operates at
+ the "Measured Throughput" (Section 26.1 of [RFC2544]), removing
+ frames from the buffer (this is the best approximation we have,
+ another acceptable approximation is the received frame rate
+ during Back-to-back Frame testing, if Measured Throughput is not
+ available).
+
+ 3. Frames that have been processed are clearly not in the buffer, so
+ the Corrected DUT Buffer Time equation (Section 6.4) estimates
+ and removes the frames that the DUT forwarded on egress during
+ the burst. We define buffer time as the number of frames
+ occupying the buffer divided by the Max Theoretical Frame Rate
+ (on ingress) for the frame size under test.
+
+ 4. A helpful concept is the buffer-filling rate, which is the
+ difference between the Max Theoretical Frame Rate (ingress) and
+ the Measured Throughput (HeaderProc on egress). If the actual
+ buffer size in frames is known, the time to fill the buffer
+ during a measurement can be calculated using the filling rate, as
+ a check on measurements. However, the buffer in the model
+ represents many buffers of different sizes in the DUT data path.
+
+ Knowledge of approximate buffer storage size (in time or bytes) may
+ be useful in estimating whether frame losses will occur if DUT
+ forwarding is temporarily suspended in a production deployment due to
+ an unexpected interruption of frame processing (an interruption of
+ duration greater than the estimated buffer would certainly cause lost
+ frames). In Section 6, the calculations for the correct buffer time
+ use the combination of offered load at Max Theoretical Frame Rate and
+ header-processing speed at 100% of Measured Throughput. Other
+ combinations are possible, such as changing the percent of Measured
+ Throughput to account for other processes reducing the header
+ processing rate.
+
+ The presentation of OPNFV VSPERF evaluation and development of
+ enhanced search algorithms [VSPERF-BSLV] was given and discussed at
+ IETF 102. The enhancements are intended to compensate for transient
+ processor interrupts that may cause loss at near-Throughput levels of
+ offered load. Subsequent analysis of the results indicates that
+ buffers within the DUT can compensate for some interrupts, and this
+ finding increases the importance of the Back-to-Back Frame
+ characterization described here.
+
+5. Prerequisites
+
+ The test setup MUST be consistent with Figure 1 of [RFC2544], or
+ Figure 2 of that document when the tester's sender and receiver are
+ different devices. Other mandatory testing aspects described in
+ [RFC2544] MUST be included, unless explicitly modified in the next
+ section.
+
+ The ingress and egress link speeds and link-layer protocols MUST be
+ specified and used to compute the Max Theoretical Frame Rate when
+ respecting the minimum interframe gap.
+
+ The test results for the Throughput benchmark conducted according to
+ Section 26.1 of [RFC2544] for all frame sizes RECOMMENDED by
+ [RFC2544] MUST be available to reduce the tested-frame-size list or
+ to note invalid results for individual frame sizes (because the burst
+ length may be essentially infinite for large frame sizes).
+
+ Note that:
+
+ * the Throughput and the Back-to-Back Frame measurement-
+ configuration traffic characteristics (unidirectional or
+ bidirectional, and number of flows generated) MUST match.
+
+ * the Throughput measurement MUST be taken under zero-loss
+ conditions, according to Section 26.1 of [RFC2544].
+
+ The Back-to-Back Benchmark described in Section 3.1 of [RFC1242] MUST
+ be measured directly by the tester, where buffer size is inferred
+ from Back-to-Back Frame bursts and associated packet-loss
+ measurements. Therefore, sources of frame loss that are unrelated to
+ consistent evaluation of buffer size SHOULD be identified and removed
+ or mitigated. Example sources include:
+
+ * On-path active components that are external to the DUT
+
+ * Operating-system environment interrupting DUT operation
+
+ * Shared-resource contention between the DUT and other off-path
+ component(s) impacting DUT's behavior, sometimes called the "noisy
+ neighbor" problem with virtualized network functions.
+
+ Mitigations applicable to some of the sources above are discussed in
+ Section 6.2, with the other measurement requirements described below
+ in Section 6.
+
+6. Back-to-Back Frames
+
+ Objective: To characterize the ability of a DUT to process Back-to-
+ Back Frames as defined in [RFC1242].
+
+ The procedure follows.
+
+6.1. Preparing the List of Frame Sizes
+
+ From the list of RECOMMENDED frame sizes (Section 9 of [RFC2544]),
+ select the subset of frame sizes whose Measured Throughput (during
+ prerequisite testing) was less than the Max Theoretical Frame Rate of
+ the DUT/test setup. These are the only frame sizes where it is
+ possible to produce a burst of frames that cause the DUT buffers to
+ fill and eventually overflow, producing one or more discarded frames.
+
+6.2. Test for a Single Frame Size
+
+ Each trial in the test requires the tester to send a burst of frames
+ (after idle time) with the minimum interframe gap and to count the
+ corresponding frames forwarded by the DUT.
+
+ The duration of the trial includes three REQUIRED components:
+
+ 1. The time to send the burst of frames (at the back-to-back rate),
+ determined by the search algorithm.
+
+ 2. The time to receive the transferred burst of frames (at the
+ [RFC2544] Throughput rate), possibly truncated by buffer
+ overflow, and certainly including the latency of the DUT.
+
+ 3. At least 2 seconds not overlapping the time to receive the burst
+ (Component 2, above), to ensure that DUT buffers have depleted.
+ Longer times MUST be used when conditions warrant, such as when
+ buffer times >2 seconds are measured or when burst sending times
+ are >2 seconds, but care is needed, since this time component
+ directly increases trial duration, and many trials and tests
+ comprise a complete benchmarking study.
+
+ The upper search limit for the time to send each burst MUST be
+ configurable to values as high as 30 seconds (buffer time results
+ reported at or near the configured upper limit are likely invalid,
+ and the test MUST be repeated with a higher search limit).
+
+ If all frames have been received, the tester increases the length of
+ the burst according to the search algorithm and performs another
+ trial.
+
+ If the received frame count is less than the number of frames in the
+ burst, then the limit of DUT processing and buffering may have been
+ exceeded, and the burst length for the next trial is determined by
+ the search algorithm (the burst length is typically reduced, but see
+ below).
+
+ Classic search algorithms have been adapted for use in benchmarking,
+ where the search requires discovery of a pair of outcomes, one with
+ no loss and another with loss, at load conditions within the
+ acceptable tolerance or accuracy. Conditions encountered when
+ benchmarking the infrastructure for network function virtualization
+ require algorithm enhancement. Fortunately, the adaptation of Binary
+ Search, and an enhanced Binary Search with Loss Verification, have
+ been specified in Clause 12.3 of [TST009]. These algorithms can
+ easily be used for Back-to-Back Frame benchmarking by replacing the
+ offered load level with burst length in frames. [TST009], Annex B
+ describes the theory behind the enhanced Binary Search with Loss
+ Verification algorithm.
+
+ There are also promising works in progress that may prove useful in
+ Back-to-Back Frame benchmarking. [BMWG-MLRSEARCH] and
+ [BMWG-PLRSEARCH] are two such examples.
+
+ Either the [TST009] Binary Search or Binary Search with Loss
+ Verification algorithms MUST be used, and input parameters to the
+ algorithm(s) MUST be reported.
+
+ The tester usually imposes a (configurable) minimum step size for
+ burst length, and the step size MUST be reported with the results (as
+ this influences the accuracy and variation of test results).
+
+ The original Section 26.4 of [RFC2544] definition is stated below:
+
+ | The back-to-back value is the number of frames in the longest
+ | burst that the DUT will handle without the loss of any frames.
+
+6.3. Test Repetition and Benchmark
+
+ On this topic, Section 26.4 of [RFC2544] requires:
+
+ | The trial length MUST be at least 2 seconds and SHOULD be repeated
+ | at least 50 times with the average of the recorded values being
+ | reported.
+
+ Therefore, the Back-to-Back Frame benchmark is the average of burst-
+ length values over repeated tests to determine the longest burst of
+ frames that the DUT can successfully process and buffer without frame
+ loss. Each of the repeated tests completes an independent search
+ process.
+
+ In this update, the test MUST be repeated N times (the number of
+ repetitions is now a variable that must be reported) for each frame
+ size in the subset list, and each Back-to-Back Frame value MUST be
+ made available for further processing (below).
+
+6.4. Benchmark Calculations
+
+ For each frame size, calculate the following summary statistics for
+ longest Back-to-Back Frame values over the N tests:
+
+ * Average (Benchmark)
+
+ * Minimum
+
+ * Maximum
+
+ * Standard Deviation
+
+ Further, calculate the Implied DUT Buffer Time and the Corrected DUT
+ Buffer Time in seconds, as follows:
+
+ Implied DUT buffer time =
+
+ Average num of Back-to-back Frames / Max Theoretical Frame Rate
+
+ The formula above is simply expressing the burst of frames in units
+ of time.
+
+ The next step is to apply a correction factor that accounts for the
+ DUT's frame forwarding operation during the test (assuming the simple
+ model of the DUT composed of a buffer and a forwarding function,
+ described in Section 4).
+
+ Corrected DUT Buffer Time =
+ / \
+ Implied DUT |Implied DUT Measured Throughput |
+ = Buffer Time - |Buffer Time * -------------------------- |
+ | Max Theoretical Frame Rate |
+ \ /
+
+ where:
+
+ 1. The "Measured Throughput" is the [RFC2544] Throughput Benchmark
+ for the frame size tested, as augmented by methods including the
+ Binary Search with Loss Verification algorithm in [TST009] where
+ applicable and MUST be expressed in frames per second in this
+ equation.
+
+ 2. The "Max Theoretical Frame Rate" is a calculated value for the
+ interface speed and link-layer technology used, and it MUST be
+ expressed in frames per second in this equation.
+
+ The term on the far right in the formula for Corrected DUT Buffer
+ Time accounts for all the frames in the burst that were transmitted
+ by the DUT *while the burst of frames was sent in*. So, these frames
+ are not in the buffer, and the buffer size is more accurately
+ estimated by excluding them. If Measured Throughput is not
+ available, an acceptable approximation is the received frame rate
+ (see Forwarding Rate in [RFC2889] measured during Back-to-back Frame
+ testing).
+
+7. Reporting
+
+ The Back-to-Back Frame results SHOULD be reported in the format of a
+ table with a row for each of the tested frame sizes. There SHOULD be
+ columns for the frame size and the resultant average frame count for
+ each type of data stream tested.
+
+ The number of tests averaged for the benchmark, N, MUST be reported.
+
+ The minimum, maximum, and standard deviation across all complete
+ tests SHOULD also be reported (they are referred to as
+ "Min,Max,StdDev" in Table 1).
+
+ The Corrected DUT Buffer Time SHOULD also be reported.
+
+ If the tester operates using a limited maximum burst length in
+ frames, then this maximum length SHOULD be reported.
+
+ +=============+================+================+================+
+ | Frame Size, | Ave B2B | Min,Max,StdDev | Corrected Buff |
+ | octets | Length, frames | | Time, Sec |
+ +=============+================+================+================+
+ | 64 | 26000 | 25500,27000,20 | 0.00004 |
+ +-------------+----------------+----------------+----------------+
+
+ Table 1: Back-to-Back Frame Results
+
+ Static and configuration parameters (reported with Table 1):
+
+ * Number of test repetitions, N
+
+ * Minimum Step Size (during searches), in frames.
+
+
+ If the tester has a specific (actual) frame rate of interest (less
+ than the Throughput rate), it is useful to estimate the buffer time
+ at that actual frame rate:
+
+ Actual Buffer Time =
+ Max Theoretical Frame Rate
+ = Corrected DUT Buffer Time * --------------------------
+ Actual Frame Rate
+
+ and report this value, properly labeled.
+
+8. Security Considerations
+
+ Benchmarking activities as described in this memo are limited to
+ technology characterization using controlled stimuli in a laboratory
+ environment, with dedicated address space and the other constraints
+ of [RFC2544].
+
+ The benchmarking network topology will be an independent test setup
+ and MUST NOT be connected to devices that may forward the test
+ traffic into a production network or misroute traffic to the test
+ management network. See [RFC6815].
+
+ Further, benchmarking is performed on an "opaque-box" (a.k.a.
+ "black-box") basis, relying solely on measurements observable
+ external to the Device or System Under Test (SUT).
+
+ The DUT developers are commonly independent from the personnel and
+ institutions conducting benchmarking studies. DUT developers might
+ have incentives to alter the performance of the DUT if the test
+ conditions can be detected. Special capabilities SHOULD NOT exist in
+ the DUT/SUT specifically for benchmarking purposes. Procedures
+ described in this document are not designed to detect such activity.
+ Additional testing outside of the scope of this document would be
+ needed and has been used successfully in the past to discover such
+ malpractices.
+
+ Any implications for network security arising from the DUT/SUT SHOULD
+ be identical in the lab and in production networks.
+
+9. IANA Considerations
+
+ This document has no IANA actions.
+
+10. References
+
+10.1. Normative References
+
+ [RFC1242] Bradner, S., "Benchmarking Terminology for Network
+ Interconnection Devices", RFC 1242, DOI 10.17487/RFC1242,
+ July 1991, <https://www.rfc-editor.org/info/rfc1242>.
+
+ [RFC2119] Bradner, S., "Key words for use in RFCs to Indicate
+ Requirement Levels", BCP 14, RFC 2119,
+ DOI 10.17487/RFC2119, March 1997,
+ <https://www.rfc-editor.org/info/rfc2119>.
+
+ [RFC2544] Bradner, S. and J. McQuaid, "Benchmarking Methodology for
+ Network Interconnect Devices", RFC 2544,
+ DOI 10.17487/RFC2544, March 1999,
+ <https://www.rfc-editor.org/info/rfc2544>.
+
+ [RFC6985] Morton, A., "IMIX Genome: Specification of Variable Packet
+ Sizes for Additional Testing", RFC 6985,
+ DOI 10.17487/RFC6985, July 2013,
+ <https://www.rfc-editor.org/info/rfc6985>.
+
+ [RFC8174] Leiba, B., "Ambiguity of Uppercase vs Lowercase in RFC
+ 2119 Key Words", BCP 14, RFC 8174, DOI 10.17487/RFC8174,
+ May 2017, <https://www.rfc-editor.org/info/rfc8174>.
+
+ [RFC8239] Avramov, L. and J. Rapp, "Data Center Benchmarking
+ Methodology", RFC 8239, DOI 10.17487/RFC8239, August 2017,
+ <https://www.rfc-editor.org/info/rfc8239>.
+
+ [TST009] ETSI, "Network Functions Virtualisation (NFV) Release 3;
+ Testing; Specification of Networking Benchmarks and
+ Measurement Methods for NFVI", Rapporteur: A. Morton, ETSI
+ GS NFV-TST 009 v3.4.1, December 2020,
+ <https://www.etsi.org/deliver/etsi_gs/NFV-
+ TST/001_099/009/03.04.01_60/gs_NFV-TST009v030401p.pdf>.
+
+10.2. Informative References
+
+ [BMWG-MLRSEARCH]
+ Konstantynowicz, M., Ed. and V. Polák, Ed., "Multiple Loss
+ Ratio Search for Packet Throughput (MLRsearch)", Work in
+ Progress, Internet-Draft, draft-ietf-bmwg-mlrsearch-00, 9
+ February 2021, <https://tools.ietf.org/html/draft-ietf-
+ bmwg-mlrsearch-00>.
+
+ [BMWG-PLRSEARCH]
+ Konstantynowicz, M., Ed. and V. Polák, Ed., "Probabilistic
+ Loss Ratio Search for Packet Throughput (PLRsearch)", Work
+ in Progress, Internet-Draft, draft-vpolak-bmwg-plrsearch-
+ 03, 6 March 2020, <https://tools.ietf.org/html/draft-
+ vpolak-bmwg-plrsearch-03>.
+
+ [OPNFV-2017]
+ Cooper, T., Rao, S., and A. Morton, "Dataplane
+ Performance, Capacity, and Benchmarking in OPNFV", 15 June
+ 2017,
+ <https://wiki.anuket.io/download/attachments/4404001/
+ VSPERF-Dataplane-Perf-Cap-Bench.pdf?version=1&modification
+ Date=1621191833500&api=v2>.
+
+ [RFC1944] Bradner, S. and J. McQuaid, "Benchmarking Methodology for
+ Network Interconnect Devices", RFC 1944,
+ DOI 10.17487/RFC1944, May 1996,
+ <https://www.rfc-editor.org/info/rfc1944>.
+
+ [RFC2889] Mandeville, R. and J. Perser, "Benchmarking Methodology
+ for LAN Switching Devices", RFC 2889,
+ DOI 10.17487/RFC2889, August 2000,
+ <https://www.rfc-editor.org/info/rfc2889>.
+
+ [RFC5180] Popoviciu, C., Hamza, A., Van de Velde, G., and D.
+ Dugatkin, "IPv6 Benchmarking Methodology for Network
+ Interconnect Devices", RFC 5180, DOI 10.17487/RFC5180, May
+ 2008, <https://www.rfc-editor.org/info/rfc5180>.
+
+ [RFC6201] Asati, R., Pignataro, C., Calabria, F., and C. Olvera,
+ "Device Reset Characterization", RFC 6201,
+ DOI 10.17487/RFC6201, March 2011,
+ <https://www.rfc-editor.org/info/rfc6201>.
+
+ [RFC6815] Bradner, S., Dubray, K., McQuaid, J., and A. Morton,
+ "Applicability Statement for RFC 2544: Use on Production
+ Networks Considered Harmful", RFC 6815,
+ DOI 10.17487/RFC6815, November 2012,
+ <https://www.rfc-editor.org/info/rfc6815>.
+
+ [VSPERF-b2b]
+ Morton, A., "Back2Back Testing Time Series (from CI)", May
+ 2021, <https://wiki.anuket.io/display/HOME/
+ Traffic+Generator+Testing#TrafficGeneratorTesting-
+ AppendixB:Back2BackTestingTimeSeries(fromCI)>.
+
+ [VSPERF-BSLV]
+ Rao, S. and A. Morton, "Evolution of Repeatability in
+ Benchmarking: Fraser Plugfest (Summary for IETF BMWG)",
+ July 2018,
+ <https://datatracker.ietf.org/meeting/102/materials/
+ slides-102-bmwg-evolution-of-repeatability-in-
+ benchmarking-fraser-plugfest-summary-for-ietf-bmwg-00>.
+
+ [VSPERF-CI]
+ Tahhan, M., "OPNFV VSPERF CI", September 2019,
+ <https://wiki.anuket.io/display/HOME/VSPERF+CI>.
+
+Acknowledgments
+
+ Thanks to Trevor Cooper, Sridhar Rao, and Martin Klozik of the VSPERF
+ project for many contributions to the early testing [VSPERF-b2b].
+ Yoshiaki Itou has also investigated the topic and made useful
+ suggestions. Maciek Konstantyowicz and Vratko Polák also provided
+ many comments and suggestions based on extensive integration testing
+ and resulting search-algorithm proposals -- the most up-to-date
+ feedback possible. Tim Carlin also provided comments and support for
+ the document. Warren Kumari's review improved readability in several
+ key passages. David Black, Martin Duke, and Scott Bradner's comments
+ improved the clarity and configuration advice on trial duration.
+ Mališa Vučinić suggested additional text on DUT design cautions in
+ the Security Considerations section.
+
+Author's Address
+
+ Al Morton
+ AT&T Labs
+ 200 Laurel Avenue South
+ Middletown, NJ 07748
+ United States of America
+
+ Phone: +1 732 420 1571
+ Email: acmorton@att.com