Re: Second WGLC: draft-ietf-bmwg-dcbench-terminology and methodology

"MORTON, ALFRED C (AL)" <[email protected]>
Newsgroups gmane.ietf.bmwg
Message-ID <4AF73AA205019A4C8A1DDD32C034631D4598DC7370@NJFPSRVEXG0.research.att.com>
Hi Lucien and Jacob,

Here are my comments on the meth draft, below.

Al
(as a participant)



INTRODUCTION, paragraph 12:
OLD:

    Copyright (c) 2013 IETF Trust and the persons identified as the
    document authors.  All rights reserved.

NEW:

 AM Copyright (c) 2016 IETF Trust and the persons identified as the
    document authors.  All rights reserved.


Section 1., paragraph 1:
OLD:

    Traffic patterns in the data center are not uniform and are
    constantly changing. They are dictated by the nature and variety of
    applications utilized in the data center. It can be largely east-west
    traffic flows in one data center and north-south in another, while
    some may combine both. Traffic patterns can be bursty in nature and
    contain  many-to-one, many-to-many, or one-to-many flows. Each flow
    may also be small and latency sensitive or large and throughput
    sensitive while containing a mix of UDP and TCP traffic. All of which
    can coexist in a single cluster and flow through a single network
    device all at the same time. Benchmarking of network devices have
    long used RFC1242, RFC2432, RFC2544, RFC2889 and RFC3918. These
    benchmarks have largely been focused around various latency
    attributes and max throughput of the Device Under Test [DUT] being
    benchmarked. These standards are good at measuring theoretical max
    throughput, forwarding rates and latency under testing conditions
    however, they do not represent real traffic patterns that may affect
    these networking devices.

NEW:

    Traffic patterns in the data center are not uniform and are
    constantly changing. They are dictated by the nature and variety of
    applications utilized in the data center. It can be largely east-west
    traffic flows in one data center and north-south in another, while
    some may combine both. Traffic patterns can be bursty in nature and
    contain  many-to-one, many-to-many, or one-to-many flows. Each flow
    may also be small and latency sensitive or large and throughput
    sensitive while containing a mix of UDP and TCP traffic. All of which
    can coexist in a single cluster and flow through a single network
    device all at the same time. Benchmarking of network devices have
 AM long used RFC1242, RFC2432, RFC2544, RFC2889 and RFC3918. These <<<add [ref#s]
    benchmarks have largely been focused around various latency
 AM attributes and Throughput [2] of the Device Under Test (DUT) being
 AM benchmarked. These standards are good at measuring theoretical
 AM Throughput, forwarding rates and latency under testing conditions
    however, they do not represent real traffic patterns that may affect
    these networking devices.


Section 1.2., paragraph 4:
OLD:

    -Reporting Format

NEW:

 AM -Reporting Format: Additional interpretation of RFC2119 terms:


Section 1.2., paragraph 5:
OLD:

    MUST: minimum test for the scenario described

NEW:

 AM MUST: required metric or benchmark for the scenario described (minimum)


Section 1.2., paragraph 6:
OLD:

    SHOULD: recommended test for the scenario described

NEW:

 AM SHOULD or RECOMMENDED: strongly suggested metric for the scenario described


Section 1.2., paragraph 7:
OLD:

    MAY: ideal test for the scenario described

NEW:

 AM MAY: Comprehensive metric for the scenario described


Section 1.2., paragraph 8:
OLD:

    For each test methodology described, it is key to obtain
    repeatability of the results. The recommendation is to perform enough
    iterations of the given test to make sure the result is accurate,
    this is especially important for section 3) as the buffering testing
    has been historically the least reliable.

NEW:

 AM For each test methodology described, it is critical to obtain
 AM repeatability in the results. The recommendation is to perform enough
 AM iterations of the given test and to make sure the result is consistent,
 AM this is especially important for section 3, as the buffering testing
    has historically been the least reliable.


Section 2.1, paragraph 1:
OLD:

    Provide at maximum rate test for the performance values for
    throughput, latency and jitter. It is meant to provide the tests to
    run and methodology to verify that a DUT is capable of forwarding
    packets at line rate under non-congested conditions.

NEW:

 AM Provide a maximum rate test for the performance values for
 AM Throughput, latency and jitter. It is meant to provide the tests to
 AM perform and methodology to verify that a DUT is capable of forwarding
    packets at line rate under non-congested conditions.


Section 2.2, paragraph 1:
OLD:

    A traffic generator SHOULD be connected to all ports on the DUT. Two
    tests MUST be conducted: a port-pair test [RFC 2544/3918 compliant]
    and also in a full mesh type of DUT test [RFC 2889/3918 compliant].

NEW:

    A traffic generator SHOULD be connected to all ports on the DUT. Two
 AM tests MUST be conducted: a port-pair test [RFC 2544/3918 section ?? compliant]
 AM and also in a full mesh type of DUT test [RFC 2889/3918 section ?? compliant].


Section 2.2, paragraph 2:
OLD:

    For all tests, the percentage of traffic per port capacity sent MUST
    be 99.98% at most, with no PPM adjustment to ensure stressing the DUT
    in worst case conditions. Tests results at a lower rate MAY be
    provided for better understanding of performance increase in terms of
    latency and jitter when the rate is lower than 99.98%. The receiving
    rate of the traffic needs to be captured during this test in % of
    line rate.

NEW:

    For all tests, the percentage of traffic per port capacity sent MUST
    be 99.98% at most, with no PPM adjustment to ensure stressing the DUT
    in worst case conditions. Tests results at a lower rate MAY be
    provided for better understanding of performance increase in terms of
    latency and jitter when the rate is lower than 99.98%. The receiving
 AM rate of the traffic should be reported during this test in % of
    line rate.


Section 2.2, paragraph 3:
OLD:

    The test MUST provide the latency values for minimum, average and
    maximum, for the exact same iteration of the test.

NEW:

 AM The test MUST provide the statistics of minimum, average and
 AM maximum of the latency distribution, for the exact same iteration of the test.


Section 2.2, paragraph 4:
OLD:

    The test MUST provide the jitter values for minimum, average and
    maximum, for the exact same iteration of the test.

NEW:

 AM The test MUST provide the statistics of minimum, average and
 AM maximum of the jitter distribution, for the exact same iteration of the test.


Section 2.3, paragraph 2:
OLD:

    -physical layer calibration information as defined into (Placeholder
    for definitions draft)

NEW:

 AM -physical layer calibration information as defined into (Placeholder
 AM for definitions draft)   ????? ref to terms draft section ???


Section 2.3, paragraph 4:
OLD:

    -reading for throughput received in percentage of bandwidth, while
    sending 99.98% of port capacity on each port, across packet size from
    64 byte all the way to 9216. As guidance, an increment of 64 byte
    packet size between each iteration being ideal, a 256 byte and 512
    bytes being also often time used, the most common packets sizes order
    for the report is: 64b,128b,256b,512b,1024b,1518b,4096,8000,9216b.

NEW:

 AM -reading for Throughput received in percentage of bandwidth, while
 AM sending 99.98% of port capacity on each port, for each packet size from
 AM 64 bytes to 9216 bytes. As guidance, an increment of 64 byte
    packet size between each iteration being ideal, a 256 byte and 512
    bytes being also often time used, the most common packets sizes order
    for the report is: 64b,128b,256b,512b,1024b,1518b,4096,8000,9216b.


Section 2.3, paragraph 5:
OLD:

    The pattern for testing can be expressed using RFC 6985 [IMIX Genome:
    Specification of Variable Packet Sizes for Additional Testing]

NEW:

 AM For IMIX testing, the pattern for testing can be expressed using RFC 6985 [IMIX Genome:
 AM Specification of Variable Packet Sizes for Additional Testing] << add to refs!


Section 2.3, paragraph 6:
OLD:

    -throughput needs to be expressed in % of total transmitted frames
    -for packet drops, they MUST be expressed in packet count value and
    SHOULD be expressed in % of line rate

NEW:

    -throughput needs to be expressed in % of total transmitted frames

 AM -for packet drops, they MUST be expressed as a count of packets and
    SHOULD be expressed in % of line rate


Section 2.3, paragraph 10:
OLD:

    -The tests for throughput, latency and jitter MAY be conducted as
    individual independent events, with proper documentation in the
    report but SHOULD be conducted at the same time.

NEW:

 AM -The tests for Throughput, latency and jitter MAY be conducted as
 AM individual independent trials, with proper documentation in the
    report but SHOULD be conducted at the same time.


Section 3.2, paragraph 2:
OLD:

    The methodology for measuring buffering for a data-center switch is
    based on using known congestion of known fixed packet size along with
    maximum latency value measurements. The maximum latency will increase
    until the first packet drop occurs. At this point, the maximum
    latency value will remain constant. This is the point of inflexion of
    this maximum latency change to a constant value. There MUST be
    multiple ingress ports receiving known amount of frames at a known
    fixed size, destined for the same egress port in order to create a
    known congestion event. The total amount of packets sent from the
    oversubscribed port minus one, multiplied by the packet size
    represents the maximum port buffer size at the measured inflexion
    point.

NEW:

    The methodology for measuring buffering for a data-center switch is
    based on using known congestion of known fixed packet size along with
    maximum latency value measurements. The maximum latency will increase
    until the first packet drop occurs. At this point, the maximum
    latency value will remain constant. This is the point of inflexion of
    this maximum latency change to a constant value. There MUST be
    multiple ingress ports receiving known amount of frames at a known
    fixed size, destined for the same egress port in order to create a
 AM known congestion condition. The total amount of packets sent from the
    oversubscribed port minus one, multiplied by the packet size
    represents the maximum port buffer size at the measured inflexion
    point.


Section 3.2, paragraph 4:
OLD:

    First iteration: ingress port 1 sending line rate to egress port 2,
    while port 3 sending a known low amount of over subscription traffic
    (1% recommended) with a packet size of 64 bytes to egress port 2.
    Measure the buffer size value of the number of frames sent from the
    port sending the oversubscribed traffic up to the inflexion point
    multiplied by the frame size.

NEW:

    First iteration: ingress port 1 sending line rate to egress port 2,
 AM while port 3 sending a known low amount of over-subscription traffic
    (1% recommended) with a packet size of 64 bytes to egress port 2.
    Measure the buffer size value of the number of frames sent from the
    port sending the oversubscribed traffic up to the inflexion point
    multiplied by the frame size.


Section 3.2, paragraph 5:
OLD:

    Second iteration: ingress port 1 sending line rate to egress port 2,
    while port 3 sending a known low amount of over subscription traffic
    (1% recommended) with same packet size 65 bytes to egress port 2.
    Measure the buffer size value of the number of frames sent from the
    port sending the oversubscribed traffic up to the inflexion point
    multiplied by the frame size.

NEW:

    Second iteration: ingress port 1 sending line rate to egress port 2,
 AM while port 3 sending a known low amount of over-subscription traffic
    (1% recommended) with same packet size 65 bytes to egress port 2.
    Measure the buffer size value of the number of frames sent from the
    port sending the oversubscribed traffic up to the inflexion point
    multiplied by the frame size.


Section 3.2, paragraph 6:
OLD:

    Last iteration: ingress port 1 sending line rate to egress port 2,
    while port 3 sending a known low amount of over subscription traffic
    (1% recommended) with same packet size B bytes to egress port 2.
    Measure the buffer size value of the number of frames sent from the
    port sending the oversubscribed traffic up to the inflexion point
    multiplied by the frame size..

NEW:

 AM Continuing iterations: ingress port 1 sending line rate to egress port 2,
 AM while port 3 sending a known low amount of over-subscription traffic
    (1% recommended) with same packet size B bytes to egress port 2.
    Measure the buffer size value of the number of frames sent from the
    port sending the oversubscribed traffic up to the inflexion point
 AM multiplied by the frame size.


Section 3.2, paragraph 7:
OLD:

    When the B value is found to provide the highest buffer size, this is
    the highest buffer efficiency

NEW:

 AM When the B value is found to provide the largest buffer size, then
 AM size B allows the highest buffer efficiency.


Section 3.2, paragraph 9:
OLD:

    At fixed packet size B determined in 3.2.1, for a fixed default COS
    value of 0 and for unicast traffic proceed with the following:

NEW:

 AM At fixed packet size B determined in procedure 1), for a fixed default DSCP ??
    value of 0 and for unicast traffic proceed with the following:


Section 3.2, paragraph 10:
OLD:

    First iteration: ingress port 1 sending line rate to egress port 2,
    while port 3 sending a known low amount of over subscription traffic
    (1% recommended) with same packet size to the egress port 2. Measure
    the buffer size value by multiplying the number of extra frames sent
    by the frame size.

NEW:

    First iteration: ingress port 1 sending line rate to egress port 2,
 AM while port 3 sending a known low amount of over-subscription traffic
    (1% recommended) with same packet size to the egress port 2. Measure
    the buffer size value by multiplying the number of extra frames sent
    by the frame size.


Section 3.2, paragraph 11:
OLD:

    Second iteration:  ingress port 2 sending line rate to egress port 3,
    while port 4 sending a known low amount of over subscription traffic
    (1% recommended) with same packet size to the egress port 3. Measure
    the buffer size value by multiplying the number of extra frames sent
    by the frame size.

NEW:

    Second iteration:  ingress port 2 sending line rate to egress port 3,
 AM while port 4 sending a known low amount of over-subscription traffic
    (1% recommended) with same packet size to the egress port 3. Measure
    the buffer size value by multiplying the number of extra frames sent
    by the frame size.


Section 3.2, paragraph 12:
OLD:

    Last iteration: ingress port N-2 sending line rate traffic to egress
    port N-1, while port N sending a known low amount of over
    subscription traffic (1% recommended) with same packet size to the
    egress port N Measure the buffer size value by multiplying the number
    of extra frames sent by the frame size.

NEW:

    Last iteration: ingress port N-2 sending line rate traffic to egress
 AM port N-1, while port N sending a known low amount of over-
    subscription traffic (1% recommended) with same packet size to the
    egress port N Measure the buffer size value by multiplying the number
    of extra frames sent by the frame size.


Section 3.2, paragraph 13:
OLD:

    This test series MAY be repeated using all different COS values of
    traffic and then using Multicast type of traffic, in order to find if
    there is any COS impact on the buffer size.

NEW:

 AM This test series MAY be repeated using all different DSCP? values of
    traffic and then using Multicast type of traffic, in order to find if
 AM there is any DSCP? impact on the buffer size.


Section 3.2, paragraph 18:
OLD:

    This test series MAY be repeated using all different COS values of
    traffic and then using Multicast type of traffic.

NEW:

 AM This test series MAY be repeated using all different DSCP? values of
    traffic and then using Multicast type of traffic.


Section 3.2, paragraph 23:
OLD:

    This test series MAY be repeated using all different COS values of
    traffic and then using Multicast type of traffic.

NEW:

 AM This test series MAY be repeated using all different DSCP? values of
    traffic and then using Multicast type of traffic.


Section 3.2, paragraph 25:
OLD:

    Also the COS value for the packets SHOULD be provided for each test
    iteration as the buffer allocation size MAY differ per COS value. It
    is RECOMMENDED that the ingress and egress ports are varied in a
    random, but documented fashion in multiple tests to measure the
    buffer size for each port of the DUT.

NEW:

 AM Also the DSCP? value for the packets SHOULD be provided for each test
    iteration as the buffer allocation size MAY differ per COS value. It
    is RECOMMENDED that the ingress and egress ports are varied in a
    random, but documented fashion in multiple tests to measure the
    buffer size for each port of the DUT.


Section 3.3, paragraph 2:
OLD:

     - The packet size used for the most efficient buffer used, along
    with COS value

NEW:

     - The packet size used for the most efficient buffer used, along
 AM with DSCP? value


Section 3.3, paragraph 6:
OLD:

     - The amount of over subscription if different than 1%

NEW:

 AM  - The amount of over-subscription if different than 1%


Section 4.2, paragraph 1:
OLD:

    A traffic generator MUST be connected to all ports on the DUT. In
    order to cause congestion, two or more ingress ports MUST bursts
    packets destined for the same egress port. The simplest of the setups
    would be two ingress ports and one egress port (2-to-1).

NEW:

    A traffic generator MUST be connected to all ports on the DUT. In
 AM order to cause congestion, two or more ingress ports MUST send bursts of
    packets destined for the same egress port. The simplest of the setups
    would be two ingress ports and one egress port (2-to-1).


Section 4.2, paragraph 2:
OLD:

    The burst MUST be measure with an intensity of 100%, meaning the
    burst of packets will be sent with a minimum inter-packet gap. The
    amount of packet contained in the burst will be variable and increase
    until there is a non-zero packet loss measured. The aggregate amount
    of packets from all the senders will be used to calculate the maximum
    amount of microburst the DUT can sustain.

NEW:

 AM The burst MUST be sent with an intensity of 100%, meaning the
    burst of packets will be sent with a minimum inter-packet gap. The
 AM amount of packets contained in the burst will be trial variable and increased
    until there is a non-zero packet loss measured. The aggregate amount
    of packets from all the senders will be used to calculate the maximum
    amount of microburst the DUT can sustain.


Section 4.3, paragraph 2:
OLD:

     - The maximum value of packets received per ingress port with the
    maximum burst size obtained with zero packet loss

NEW:

 AM  - The maximum number of packets received per ingress port with the
    maximum burst size obtained with zero packet loss


Section 4.3, paragraph 5:
OLD:

     - The repeatability of the test needs to be indicated: number of
    iteration of the same test and percentage of variation between
    results (min, max, avg)

NEW:

     - The repeatability of the test needs to be indicated: number of
 AM iterations of the same test and percentage of variation between
    results (min, max, avg)


Section 5.1, paragraph 1:
OLD:

    Head-of-line blocking (HOL blocking) is a performance-limiting
    phenomenon that occurs when packets are held-up by the first packet
    ahead waiting to be transmitted to a different output port. This is
    defined in RFC 2889 section 5.5. Congestion Control. This section
    expands on RFC 2889 in the context of Data Center Benchmarking
    The objective of this test is to understand the DUT behavior under
    head of line blocking scenario and measure the packet loss.

NEW:

    Head-of-line blocking (HOL blocking) is a performance-limiting
    phenomenon that occurs when packets are held-up by the first packet
    ahead waiting to be transmitted to a different output port. This is
 AM defined in RFC 2889 section 5.5, Congestion Control. This section
    expands on RFC 2889 in the context of Data Center Benchmarking

 AM The objective of this test is to understand the DUT behavior under a
    head of line blocking scenario and measure the packet loss.


Section 5.2, paragraph 1:
OLD:

    In order to cause congestion, head of line blocking, groups of four
    ports are used. A group has 2 ingress and 2 egress ports. The first
    ingress port MUST have two flows configured each going to a different
    egress port. The second ingress port will congest the second egress
    port by sending line rate. The goal is to measure if there is loss
    for the first egress port which is not not oversubscribed.

NEW:

 AM In order to cause congestion in the form of head of line blocking, groups of four
    ports are used. A group has 2 ingress and 2 egress ports. The first
    ingress port MUST have two flows configured each going to a different
    egress port. The second ingress port will congest the second egress
    port by sending line rate. The goal is to measure if there is loss
 AM on the flow for the first egress port which is not oversubscribed.


Section 9., paragraph 3:
OLD:

    2) Measure with N/4 groups with N DUT ports

    First iteration: Expand to fully utilize all the DUT ports in
    increments of four. Repeat the methodology of 1) with all the group
    of ports possible to achieve on the device and measure for each port
    group the amount of traffic loss.

NEW:

    2) Measure with N/4 groups with N DUT ports
 AM QUESTION: Is the traffic from ingress split across 4 egress ports (25%)??
    First iteration: Expand to fully utilize all the DUT ports in
    increments of four. Repeat the methodology of 1) with all the group
    of ports possible to achieve on the device and measure for each port
    group the amount of traffic loss.


Section 5.3, paragraph 3:
OLD:

    - If HOLB was observed

NEW:

 AM - If HOLB was observed (Need to say what measurement supports this conclusion)


Section 6.1, paragraph 1:
OLD:

    The objective of this test is to measure the effect of TCP Goodput
    and latency with a mix of large and small flows. The test is designed
    to simulate a mixed environment of stateful flows that require high
    rates of goodput and stateless flows that require low latency.

NEW:

 AM The objective of this test is to measure the values for TCP Goodput
    and latency with a mix of large and small flows. The test is designed
    to simulate a mixed environment of stateful flows that require high
    rates of goodput and stateless flows that require low latency.


Section 6.2, paragraph 8:
OLD:

    First Iteration: 1 Ingress port receiving stateful TCP traffic and 1
    Ingress port receiving stateless traffic destined to 1 Egress Ports

NEW:

    First Iteration: 1 Ingress port receiving stateful TCP traffic and 1
 AM Ingress port receiving stateless traffic destined to 1 Egress Port


Section 6.2, paragraph 9:
OLD:

    Second Iteration: 2 Ingress port receiving stateful TCP traffic and 1
    Ingress port receiving stateless traffic destined to 1 Egress Ports

NEW:

 AM Second Iteration: 2 Ingress ports receiving stateful TCP traffic and 1
 AM Ingress port receiving stateless traffic destined to 1 Egress Port


Section 6.2, paragraph 10:
OLD:

    Last Iteration: N-2 Ingress port receiving stateful TCP traffic and 1
    Ingress port receiving stateless traffic destined to 1 Egress Ports

NEW:

 AM Last Iteration: N-2 Ingress ports receiving stateful TCP traffic and 1
 AM Ingress port receiving stateless traffic destined to 1 Egress Port


Section 6.2, paragraph 12:
OLD:

    During Iterations number of Egress ports MAY vary as well. First
    Iteration: 1 Ingress port receiving stateful TCP traffic and 1
    Ingress port receiving stateless traffic destined to 1 Egress Ports

NEW:

    During Iterations number of Egress ports MAY vary as well. First
    Iteration: 1 Ingress port receiving stateful TCP traffic and 1
 AM Ingress port receiving stateless traffic destined to 1 Egress Port


Section 6.2, paragraph 13:
OLD:

    Second Iteration: 1 Ingress port receiving stateful TCP traffic and 2
    Ingress port receiving stateless traffic destined to 1 Egress Ports

NEW:

    Second Iteration: 1 Ingress port receiving stateful TCP traffic and 2
 AM Ingress port receiving stateless traffic destined to 1 Egress Port


Section 6.2, paragraph 14:
OLD:

    Last Iteration: 1 Ingress port receiving stateful TCP traffic and N-2
    Ingress port receiving stateless traffic destined to 1 Egress Ports

NEW:

    Last Iteration: 1 Ingress port receiving stateful TCP traffic and N-2

 AM Ingress port receiving stateless traffic destined to 1 Egress Port


Section 6.3, paragraph 2:
OLD:

    - Number of ingress and egress ports along with designation of
    stateful or stateless.

NEW:

    - Number of ingress and egress ports along with designation of
 AM stateful or stateless flow assignment.


Section 6.3, paragraph 3:
OLD:

    - Stateful goodput

NEW:

 AM - Stateful flow goodput


Section 6.3, paragraph 4:
OLD:

    - Stateless latency

NEW:

 AM - Stateless flow latency


Section 7.2., paragraph 3:
OLD:

    [5]  Stopp D. and Hickman B., "Methodology for IP Multicast
          Benchmarking", BCP 26, RFC 3918, October 2004.

 7.3.  URL References

NEW:

    [5]  Stopp D. and Hickman B., "Methodology for IP Multicast
 AM       Benchmarking", RFC 3918, October 2004.


Section 7.2., paragraph 4:
OLD:

    [6]  Yanpei Chen, Rean Griffith, Junda Liu, Randy H. Katz, Anthony D.
          Joseph, "Understanding TCP Incast Throughput Collapse in
          Datacenter Networks",
          http://www.eecs.berkeley.edu/~ychen2/professional/TCPIncastWREN2009.pdf".

NEW:

 AM (7.3 heading removed)
    [6]  Yanpei Chen, Rean Griffith, Junda Liu, Randy H. Katz, Anthony D.
          Joseph, "Understanding TCP Incast Throughput Collapse in
          Datacenter Networks",
          http://www.eecs.berkeley.edu/~ychen2/professional/TCPIncastWREN2009.pdf".


> -----Original Message-----
> From: bmwg [mailto:[email protected]] On Behalf Of MORTON, ALFRED C
> (AL)
> Sent: Tuesday, September 13, 2016 2:43 PM
> To: [email protected]
> Subject: [bmwg] Second WGLC: draft-ietf-bmwg-dcbench-terminology and
> methodology
>
> *** Security Advisory: This Message Originated Outside of AT&T ***.
> Reference http://cso.att.com/EmailSecurity/IDSP.html for more
> information.
>
> BMWG:
>
> A WG Last Call period for the Internet-Drafts on
> Data Center Benchmarking Terminology and Methodology:
>
> https://tools.ietf.org/html/draft-ietf-bmwg-dcbench-terminology-05
> https://tools.ietf.org/html/draft-ietf-bmwg-dcbench-methodology-02
>
> will be open from 13 September 2016 through 27 September 2016.
>
> The first WGLC closed on 8 April 2016 with comments.
>
> These drafts are continuing the BMWG Last Call Process. See
> http://www1.ietf.org/mail-archive/web/bmwg/current/msg00846.html
>
> Please read and express your opinion on whether or not these
> Internet-Drafts should be forwarded to the Area Directors for
> publication as Informational RFCs.  Send your comments
> to this list or to the co-chairs [email protected] and
> [email protected]
>
> for the co-chairs,
> Al
>
> _______________________________________________
> bmwg mailing list
> [email protected]
> https://www.ietf.org/mailman/listinfo/bmwg

_______________________________________________
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draft-ietf-bmwg-dcbench-methodology-02acm.txt (text/plain, 30.2 KB)
 



Internet Engineering Task Force                               L. Avramov
Internet-Draft, Intended status: Informational             Cisco Systems
Expires October 29, 2016                                         J. Rapp
April 27, 2016                                                    VMware






                  Data Center Benchmarking Methodology
                 draft-ietf-bmwg-dcbench-methodology-02

Abstract

   The purpose of this informational document is to establish test and
   evaluation methodology and measurement techniques for physical
   network equipment in the data center. 

Status of this Memo

   This Internet-Draft is submitted in full conformance with the
   provisions of BCP 78 and BCP 79.

   Internet-Drafts are working documents of the Internet Engineering
   Task Force (IETF), its areas, and its working groups.  Note that
   other groups may also distribute working documents as Internet-
   Drafts.

   Internet-Drafts are draft documents valid for a maximum of six months
   and may be updated, replaced, or obsoleted by other documents at any
   time.  It is inappropriate to use Internet-Drafts as reference
   material or to cite them other than as "work in progress."

   The list of current Internet-Drafts can be accessed at
   http://www.ietf.org/1id-abstracts.html

   The list of Internet-Draft Shadow Directories can be accessed at
   http://www.ietf.org/shadow.html


Copyright Notice

AM Copyright (c) 2016 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
 


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   (http://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.









































 


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Table of Contents

   1.  Introduction . . . . . . . . . . . . . . . . . . . . . . . . .  3
     1.1.  Requirements Language  . . . . . . . . . . . . . . . . . .  5
     1.2. Methodology format and repeatability recommendation . . . .  5
   2. Line Rate Testing . . . . . . . . . . . . . . . . . . . . . . .  5
     2.1 Objective  . . . . . . . . . . . . . . . . . . . . . . . . .  5
     2.2 Methodology  . . . . . . . . . . . . . . . . . . . . . . . .  5
     2.3 Reporting Format . . . . . . . . . . . . . . . . . . . . . .  6
   3. Buffering Testing . . . . . . . . . . . . . . . . . . . . . . .  7
     3.1 Objective  . . . . . . . . . . . . . . . . . . . . . . . . .  7
     3.2 Methodology  . . . . . . . . . . . . . . . . . . . . . . . .  7
     3.3 Reporting format . . . . . . . . . . . . . . . . . . . . . . 10
   4 Microburst Testing . . . . . . . . . . . . . . . . . . . . . . . 10
     4.1 Objective  . . . . . . . . . . . . . . . . . . . . . . . . . 10
     4.2 Methodology  . . . . . . . . . . . . . . . . . . . . . . . . 10
     4.3 Reporting Format . . . . . . . . . . . . . . . . . . . . . . 11
   5. Head of Line Blocking . . . . . . . . . . . . . . . . . . . . . 11
     5.1 Objective  . . . . . . . . . . . . . . . . . . . . . . . . . 11
     5.2 Methodology  . . . . . . . . . . . . . . . . . . . . . . . . 12
     5.3 Reporting Format . . . . . . . . . . . . . . . . . . . . . . 13
   6. Incast Stateful and Stateless Traffic . . . . . . . . . . . . . 13
     6.1 Objective  . . . . . . . . . . . . . . . . . . . . . . . . . 13
     6.2 Methodology  . . . . . . . . . . . . . . . . . . . . . . . . 13
     6.3 Reporting Format . . . . . . . . . . . . . . . . . . . . . . 15
   7.  References . . . . . . . . . . . . . . . . . . . . . . . . . . 15
     7.1.  Normative References . . . . . . . . . . . . . . . . . . . 16
     7.2.  Informative References . . . . . . . . . . . . . . . . . . 16
     7.3.  URL References . . . . . . . . . . . . . . . . . . . . . . 16
   Authors' Addresses . . . . . . . . . . . . . . . . . . . . . . . . 16



1.  Introduction

   Traffic patterns in the data center are not uniform and are
   constantly changing. They are dictated by the nature and variety of
   applications utilized in the data center. It can be largely east-west
   traffic flows in one data center and north-south in another, while
   some may combine both. Traffic patterns can be bursty in nature and
   contain  many-to-one, many-to-many, or one-to-many flows. Each flow
   may also be small and latency sensitive or large and throughput
   sensitive while containing a mix of UDP and TCP traffic. All of which
   can coexist in a single cluster and flow through a single network
   device all at the same time. Benchmarking of network devices have
AM long used RFC1242, RFC2432, RFC2544, RFC2889 and RFC3918. These <<<add [ref#s]
   benchmarks have largely been focused around various latency
AM attributes and Throughput [2] of the Device Under Test (DUT) being
 


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AM benchmarked. These standards are good at measuring theoretical 
AM Throughput, forwarding rates and latency under testing conditions
   however, they do not represent real traffic patterns that may affect
   these networking devices.

   The following provides a methodology for benchmarking Data Center DUT
   including congestion scenarios, switch buffer analysis, microburst,
   head of line blocking, while also using a wide mix of traffic
   conditions.







































 


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1.1.  Requirements Language

   The key words "MUST", "MUST NOT", "REQUIRED", "SHALL", "SHALL NOT",
   "SHOULD", "SHOULD NOT", "RECOMMENDED", "MAY", and "OPTIONAL" in this
   document are to be interpreted as described in RFC 2119 [6].


1.2. Methodology format and repeatability recommendation

   The format used for each section of this document is the following:

   -Objective

   -Methodology

AM -Reporting Format: Additional interpretation of RFC2119 terms:

AM MUST: required metric or benchmark for the scenario described (minimum)

AM SHOULD or RECOMMENDED: strongly suggested metric for the scenario described

AM MAY: Comprehensive metric for the scenario described

AM For each test methodology described, it is critical to obtain
AM repeatability in the results. The recommendation is to perform enough
AM iterations of the given test and to make sure the result is consistent,
AM this is especially important for section 3, as the buffering testing
   has historically been the least reliable. 


2. Line Rate Testing

2.1 Objective

AM Provide a maximum rate test for the performance values for
AM Throughput, latency and jitter. It is meant to provide the tests to
AM perform and methodology to verify that a DUT is capable of forwarding
   packets at line rate under non-congested conditions.


2.2 Methodology

   A traffic generator SHOULD be connected to all ports on the DUT. Two
AM tests MUST be conducted: a port-pair test [RFC 2544/3918 section ?? compliant]
AM and also in a full mesh type of DUT test [RFC 2889/3918 section ?? compliant]. 

   For all tests, the percentage of traffic per port capacity sent MUST
   be 99.98% at most, with no PPM adjustment to ensure stressing the DUT
 


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   in worst case conditions. Tests results at a lower rate MAY be
   provided for better understanding of performance increase in terms of
   latency and jitter when the rate is lower than 99.98%. The receiving
AM rate of the traffic should be reported during this test in % of
   line rate.

AM The test MUST provide the statistics of minimum, average and
AM maximum of the latency distribution, for the exact same iteration of the test. 

AM The test MUST provide the statistics of minimum, average and
AM maximum of the jitter distribution, for the exact same iteration of the test. 

   Alternatively when a traffic generator CAN NOT be connected to all
   ports on the DUT, a snake test MUST be used for line rate testing,
   excluding latency and jitter as those became then irrelevant. The
   snake test consists in the following method: -connect the first and
   last port of the DUT to a traffic generator-connect back to back
   sequentially all the ports in between: port 2 to 3, port 4 to 5 etc
   to port n-2 to port n-1; where n is the total number of ports of the
   DUT-configure port 1 and 2 in the same vlan X, port 3 and 4 in the
   same vlan Y, etc. port n-1 and port n in the same vlan ZZZ. This
   snake test provides a capability to test line rate for Layer 2 and
   Layer 3 RFC 2544/3918 in instance where a traffic generator with only
   two ports is available. The latency and jitter are not to be
   considered with this test.



2.3 Reporting Format

   The report MUST include:

AM -physical layer calibration information as defined into (Placeholder
AM for definitions draft)   ????? ref to terms draft section ???

   -number of ports used

AM -reading for Throughput received in percentage of bandwidth, while
AM sending 99.98% of port capacity on each port, for each packet size from
AM 64 bytes to 9216 bytes. As guidance, an increment of 64 byte
   packet size between each iteration being ideal, a 256 byte and 512
   bytes being also often time used, the most common packets sizes order
   for the report is: 64b,128b,256b,512b,1024b,1518b,4096,8000,9216b.

AM For IMIX testing, the pattern for testing can be expressed using RFC 6985 [IMIX Genome:
AM Specification of Variable Packet Sizes for Additional Testing] << add to refs!

   -throughput needs to be expressed in % of total transmitted frames
 


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AM -for packet drops, they MUST be expressed as a count of packets and
   SHOULD be expressed in % of line rate

   -for latency and jitter, values expressed in unit of time [usually
   microsecond or nanosecond] reading across packet size from 64 bytes
   to 9216 bytes

   -for latency and jitter, provide minimum, average and maximum values.
   if different iterations are done to gather the minimum, average and
   maximum, it SHOULD be specified in the report along with a
   justification on why the information could not have been gathered at
   the same test iteration

   -for jitter, a histogram describing the population of packets
   measured per latency or latency buckets is RECOMMENDED

AM -The tests for Throughput, latency and jitter MAY be conducted as
AM individual independent trials, with proper documentation in the
   report but SHOULD be conducted at the same time.




3. Buffering Testing

3.1 Objective

   To measure the size of the buffer of a DUT under
   typical|many|multiple conditions. Buffer architectures between
   multiple DUTs can differ and include egress buffering, shared egress
   buffering switch-on-chip [SoC], ingress buffering or a combination.
   The test methodology covers the buffer measurement regardless of
   buffer architecture used in the DUT.

3.2 Methodology

   A traffic generator MUST be connected to all ports on the DUT.

   The methodology for measuring buffering for a data-center switch is
   based on using known congestion of known fixed packet size along with
   maximum latency value measurements. The maximum latency will increase
   until the first packet drop occurs. At this point, the maximum
   latency value will remain constant. This is the point of inflexion of
   this maximum latency change to a constant value. There MUST be
   multiple ingress ports receiving known amount of frames at a known
   fixed size, destined for the same egress port in order to create a
AM known congestion condition. The total amount of packets sent from the
   oversubscribed port minus one, multiplied by the packet size
 


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   represents the maximum port buffer size at the measured inflexion
   point.

   1) Measure the highest buffer efficiency

   First iteration: ingress port 1 sending line rate to egress port 2,
AM while port 3 sending a known low amount of over-subscription traffic
   (1% recommended) with a packet size of 64 bytes to egress port 2.
   Measure the buffer size value of the number of frames sent from the
   port sending the oversubscribed traffic up to the inflexion point
   multiplied by the frame size.

   Second iteration: ingress port 1 sending line rate to egress port 2,
AM while port 3 sending a known low amount of over-subscription traffic
   (1% recommended) with same packet size 65 bytes to egress port 2.
   Measure the buffer size value of the number of frames sent from the
   port sending the oversubscribed traffic up to the inflexion point
   multiplied by the frame size.

AM Continuing iterations: ingress port 1 sending line rate to egress port 2,
AM while port 3 sending a known low amount of over-subscription traffic
   (1% recommended) with same packet size B bytes to egress port 2.
   Measure the buffer size value of the number of frames sent from the
   port sending the oversubscribed traffic up to the inflexion point
AM multiplied by the frame size.

AM When the B value is found to provide the largest buffer size, then
AM size B allows the highest buffer efficiency. 

   2) Measure maximum port buffer size

AM At fixed packet size B determined in procedure 1), for a fixed default DSCP ??
   value of 0 and for unicast traffic proceed with the following:

   First iteration: ingress port 1 sending line rate to egress port 2,
AM while port 3 sending a known low amount of over-subscription traffic
   (1% recommended) with same packet size to the egress port 2. Measure
   the buffer size value by multiplying the number of extra frames sent
   by the frame size.

   Second iteration:  ingress port 2 sending line rate to egress port 3,
AM while port 4 sending a known low amount of over-subscription traffic
   (1% recommended) with same packet size to the egress port 3. Measure
   the buffer size value by multiplying the number of extra frames sent
   by the frame size.

   Last iteration: ingress port N-2 sending line rate traffic to egress
AM port N-1, while port N sending a known low amount of over-
 


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   subscription traffic (1% recommended) with same packet size to the
   egress port N Measure the buffer size value by multiplying the number
   of extra frames sent by the frame size.

AM This test series MAY be repeated using all different DSCP? values of
   traffic and then using Multicast type of traffic, in order to find if
AM there is any DSCP? impact on the buffer size.

   3) Measure maximum port pair buffer sizes

   First iteration: ingress port 1 sending line rate to egress port 2;
   ingress port 3 sending line rate to egress port 4 etc. Ingress port
   N-1 and N will respectively over subscribe at 1% of line rate egress
   port 2 and port 3. Measure the buffer size value by multiplying the
   number of extra frames sent by the frame size for each egress port.

   Second iteration: ingress port 1 sending line rate to egress port 2;
   ingress port 3 sending line rate to egress port 4 etc. Ingress port
   N-1 and N will respectively over subscribe at 1% of line rate egress
   port 4 and port 5. Measure the buffer size value by multiplying the
   number of extra frames sent by the frame size for each egress port.

   Last iteration: ingress port 1 sending line rate to egress port 2;
   ingress port 3 sending line rate to egress port 4 etc. Ingress port
   N-1 and N will respectively over subscribe at 1% of line rate egress
   port N-3 and port N-2. Measure the buffer size value by multiplying
   the number of extra frames sent by the frame size for each egress
   port.

AM This test series MAY be repeated using all different DSCP? values of
   traffic and then using Multicast type of traffic.

   4) Measure maximum DUT buffer size with many to one ports

   First iteration: ingress ports 1,2,... N-1 sending each [(1/[N-
   1])*99.98]+[1/[N-1]] % of line rate per port to the N egress port.

   Second iteration: ingress ports 2,... N sending each [(1/[N-
   1])*99.98]+[1/[N-1]] % of line rate per port to the 1 egress port.

   Last iteration: ingress ports N,1,2...N-2 sending each [(1/[N-
   1])*99.98]+[1/[N-1]] % of line rate per port to the N-1 egress port.

AM This test series MAY be repeated using all different DSCP? values of
   traffic and then using Multicast type of traffic.

   Unicast traffic and then Multicast traffic SHOULD be used in order to
   determine the proportion of buffer for documented selection of tests.
 


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AM Also the DSCP? value for the packets SHOULD be provided for each test
   iteration as the buffer allocation size MAY differ per COS value. It
   is RECOMMENDED that the ingress and egress ports are varied in a
   random, but documented fashion in multiple tests to measure the
   buffer size for each port of the DUT.


3.3 Reporting format

   The report MUST include:

    - The packet size used for the most efficient buffer used, along
AM with DSCP? value

    - The maximum port buffer size for each port

    - The maximum DUT buffer size

    - The packet size used in the test

AM  - The amount of over-subscription if different than 1%

    - The number of ingress and egress ports along with their location
   on the DUT.

    - The repeatability of the test needs to be indicated: number of
   iteration of the same test and percentage of variation between
   results (min, max, avg) 



4 Microburst Testing

4.1 Objective

   To find the maximum amount of packet bursts a DUT can sustain under
   various configurations. 

4.2 Methodology

   A traffic generator MUST be connected to all ports on the DUT. In
AM order to cause congestion, two or more ingress ports MUST send bursts of
   packets destined for the same egress port. The simplest of the setups
   would be two ingress ports and one egress port (2-to-1). 

AM The burst MUST be sent with an intensity of 100%, meaning the
   burst of packets will be sent with a minimum inter-packet gap. The
AM amount of packets contained in the burst will be trial variable and increased
 


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   until there is a non-zero packet loss measured. The aggregate amount
   of packets from all the senders will be used to calculate the maximum
   amount of microburst the DUT can sustain.

   It is RECOMMENDED that the ingress and egress ports are varied in
   multiple tests to measure the maximum microburst capacity.

   The intensity of a microburst MAY be varied in order to obtain the
   microburst capacity at various ingress rates.

   It is RECOMMENDED that all ports on the DUT will be tested
   simultaneously and in various configurations in order to understand
   all the combinations of ingress ports, egress ports and intensities. 

   An example would be:

   First Iteration: N-1 Ingress ports sending to 1 Egress Ports

   Second Iterations: N-2 Ingress ports sending to 2 Egress Ports

   Last Iterations: 2 Ingress ports sending to N-2 Egress Ports

4.3 Reporting Format

   The report MUST include:

AM  - The maximum number of packets received per ingress port with the
   maximum burst size obtained with zero packet loss

    - The packet size used in the test

    - The number of ingress and egress ports along with their location
   on the DUT

    - The repeatability of the test needs to be indicated: number of
AM iterations of the same test and percentage of variation between
   results (min, max, avg) 


5. Head of Line Blocking

5.1 Objective

   Head-of-line blocking (HOL blocking) is a performance-limiting
   phenomenon that occurs when packets are held-up by the first packet
   ahead waiting to be transmitted to a different output port. This is
AM defined in RFC 2889 section 5.5, Congestion Control. This section
   expands on RFC 2889 in the context of Data Center Benchmarking
 


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AM The objective of this test is to understand the DUT behavior under a
   head of line blocking scenario and measure the packet loss.

5.2 Methodology

AM In order to cause congestion in the form of head of line blocking, groups of four
   ports are used. A group has 2 ingress and 2 egress ports. The first
   ingress port MUST have two flows configured each going to a different
   egress port. The second ingress port will congest the second egress
   port by sending line rate. The goal is to measure if there is loss
AM on the flow for the first egress port which is not oversubscribed.


   A traffic generator MUST be connected to at least eight ports on the
   DUT and SHOULD be connected using all the DUT ports.

   1) Measure two groups with eight DUT ports

   First iteration: measure the packet loss for two groups with
   consecutive ports

   The first group is composed of: ingress port 1 is sending 50% of
   traffic to egress port 3 and ingress port 1 is sending 50% of traffic
   to egress port 4. Ingress port 2 is sending line rate to egress port
   4. Measure the amount of traffic loss for the traffic from ingress
   port 1 to egress port 3. 

   The second group is composed of: ingress port 5 is sending 50% of
   traffic to egress port 7 and ingress port 5 is sending 50% of traffic
   to egress port 8. Ingress port 6 is sending line rate to egress port
   8. Measure the amount of traffic loss for the traffic from ingress
   port 5 to egress port 7.


   Second iteration: repeat the first iteration by shifting all the
   ports from N to N+1

   the first group is composed of: ingress port 2 is sending 50% of
   traffic to egress port 4 and ingress port 2 is sending 50% of traffic
   to egress port 5. Ingress port 3 is sending line rate to egress port
   5. Measure the amount of traffic loss for the traffic from ingress
   port 2 to egress port 4. 

   the second group is composed of: ingress port 6 is sending 50% of
   traffic to egress port 8 and ingress port 6 is sending 50% of traffic
   to egress port 9. Ingress port 7 is sending line rate to egress port
   9. Measure the amount of traffic loss for the traffic from ingress
   port 6 to egress port 8.
 


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   Last iteration: when the first port of the first group is connected
   on the last DUT port and the last port of the second group is
   connected to the seventh port of the DUT

   Measure the amount of traffic loss for the traffic from ingress port
   N to egress port 2 and from ingress port 4 to egress port 6.


   2) Measure with N/4 groups with N DUT ports
AM QUESTION: Is the traffic from ingress split across 4 egress ports (25%)??
   First iteration: Expand to fully utilize all the DUT ports in
   increments of four. Repeat the methodology of 1) with all the group
   of ports possible to achieve on the device and measure for each port
   group the amount of traffic loss.

   Second iteration: Shift by +1 the start of each consecutive ports of
   groups

   Last iteration: Shift by N-1 the start of each consecutive ports of
   groups and measure the traffic loss for each port group.



5.3 Reporting Format

   For each test the report MUST include:

   - The port configuration including the number and location of ingress
   and egress ports located on the DUT

AM - If HOLB was observed (Need to say what measurement supports this conclusion)

   - Percent of traffic loss

   - The repeatability of the test needs to be indicated: number of
   iteration of the same test and percentage of variation between
   results (min, max, avg) 

6. Incast Stateful and Stateless Traffic 

6.1 Objective

AM The objective of this test is to measure the values for TCP Goodput
   and latency with a mix of large and small flows. The test is designed
   to simulate a mixed environment of stateful flows that require high
   rates of goodput and stateless flows that require low latency.

6.2 Methodology
 


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   In order to simulate the effects of stateless and stateful traffic on
   the DUT there MUST be multiple ingress ports receiving traffic
   destined for the same egress port. There also MAY be a mix of
   stateful and stateless traffic arriving on a single ingress port. The
   simplest setup would be 2 ingress ports receiving traffic destined to
   the same egress port. 

   One ingress port MUST be maintaining a TCP connection trough the
   ingress port to a receiver connected to an egress port. Traffic in
   the TCP stream MUST be sent at the maximum rate allowed by the
   traffic generator. At the same time the TCP traffic is flowing
   through the DUT the stateless traffic is sent destined to a receiver
   on the same egress port. The stateless traffic MUST be a microburst
   of 100% intensity.

   It is RECOMMENDED that the ingress and egress ports are varied in
   multiple tests to measure the maximum microburst capacity.

   The intensity of a microburst MAY be varied in order to obtain the
   microburst capacity at various ingress rates.

   It is RECOMMENDED that all ports on the DUT be used in the test.

   For example:

   Stateful Traffic port variation:

   During Iterations number of Egress ports MAY vary as well.

   First Iteration: 1 Ingress port receiving stateful TCP traffic and 1
AM Ingress port receiving stateless traffic destined to 1 Egress Port

AM Second Iteration: 2 Ingress ports receiving stateful TCP traffic and 1
AM Ingress port receiving stateless traffic destined to 1 Egress Port

AM Last Iteration: N-2 Ingress ports receiving stateful TCP traffic and 1
AM Ingress port receiving stateless traffic destined to 1 Egress Port

   Stateless Traffic port variation:

   During Iterations number of Egress ports MAY vary as well. First
   Iteration: 1 Ingress port receiving stateful TCP traffic and 1
AM Ingress port receiving stateless traffic destined to 1 Egress Port

   Second Iteration: 1 Ingress port receiving stateful TCP traffic and 2
AM Ingress port receiving stateless traffic destined to 1 Egress Port

   Last Iteration: 1 Ingress port receiving stateful TCP traffic and N-2
 


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AM Ingress port receiving stateless traffic destined to 1 Egress Port

6.3 Reporting Format

   The report MUST include the following:

   - Number of ingress and egress ports along with designation of
AM stateful or stateless flow assignment.

AM - Stateful flow goodput

AM - Stateless flow latency

   - The repeatability of the test needs to be indicated: number of
   iteration of the same test and percentage of variation between
   results (min, max, avg) 

7.  References






























 


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7.1.  Normative References

   [1]   Bradner, S. "Benchmarking Terminology for Network
         Interconnection Devices", RFC 1242, July 1991.

   [2]   Bradner, S. and J. McQuaid, "Benchmarking Methodology for
         Network Interconnect Devices", RFC 2544, March 1999.

7.2.  Informative References

   [3]  Avramov L. and Rapp J., "Data Center Benchmarking Terminology",
         April 2016.

   [4]  Mandeville R. and Perser J., "Benchmarking Methodology for LAN
         Switching Devices", RFC 2889, August 2000.

   [5]  Stopp D. and Hickman B., "Methodology for IP Multicast
AM       Benchmarking", RFC 3918, October 2004.

AM (7.3 heading removed)
   [6]  Yanpei Chen, Rean Griffith, Junda Liu, Randy H. Katz, Anthony D.
         Joseph, "Understanding TCP Incast Throughput Collapse in
         Datacenter Networks",
         http://www.eecs.berkeley.edu/~ychen2/professional/TCPIncastWREN2009.pdf".

Authors' Addresses


         Lucien Avramov
         Cisco Systems
         170 West Tasman drive
         San Jose, CA 95134
         United States
         Phone: +1 408 526 7686
         Email: [email protected]

         Jacob Rapp
         VMware
         3401 Hillview Ave
         Palo Alto, CA
         United States
         Phone: +1 650 857 3367
         Email: [email protected]







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