Network Working Group                                         M. Handley
Request for Comments: 3448                                      S. Floyd
Category: Standards Track                                           ICIR
                                                              J. Padhye
                                                              Microsoft
                                                              J. Widmer
                                                 University of Mannheim
                                                           January 2003


                  TCP Friendly Rate Control (TFRC):
                        Protocol Specification

Status of this Memo

  This document specifies an Internet standards track protocol for the
  Internet community, and requests discussion and suggestions for
  improvements.  Please refer to the current edition of the "Internet
  Official Protocol Standards" (STD 1) for the standardization state
  and status of this protocol.  Distribution of this memo is unlimited.

Copyright Notice

  Copyright (C) The Internet Society (2003).  All Rights Reserved.

Abstract

  This document specifies TCP-Friendly Rate Control (TFRC).  TFRC is a
  congestion control mechanism for unicast flows operating in a best-
  effort Internet environment.  It is reasonably fair when competing
  for bandwidth with TCP flows, but has a much lower variation of
  throughput over time compared with TCP, making it more suitable for
  applications such as telephony or streaming media where a relatively
  smooth sending rate is of importance.

Table of Contents

  1.  Introduction. . . . . . . . . . . . . . . . . . . . . .  2
  2.  Terminology . . . . . . . . . . . . . . . . . . . . . .  3
  3.  Protocol Mechanism. . . . . . . . . . . . . . . . . . .  3
      3.1. TCP Throughput Equation. . . . . . . . . . . . . .  4
      3.2. Packet Contents. . . . . . . . . . . . . . . . . .  6
           3.2.1. Data Packets. . . . . . . . . . . . . . . .  6
           3.2.2. Feedback Packets. . . . . . . . . . . . . .  7
  4.  Data Sender Protocol. . . . . . . . . . . . . . . . . .  7
      4.1. Measuring the Packet Size. . . . . . . . . . . . .  8
      4.2. Sender Initialization. . . . . . . . . . . . . . .  8




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      4.3. Sender behavior when a feedback packet is
           received. . . . . . . . . . . . . .. . . . . . . .  8
      4.4. Expiration of nofeedback timer . . . . . . . . . .  9
      4.5. Preventing Oscillations. . . . . . . . . . . . . . 10
      4.6. Scheduling of Packet Transmissions . . . . . . . . 11
  5.  Calculation of the Loss Event Rate (p). . . . . . . . . 12
      5.1. Detection of Lost or Marked Packets. . . . . . . . 12
      5.2. Translation from Loss History to Loss Events . . . 13
      5.3. Inter-loss Event Interval. . . . . . . . . . . . . 14
      5.4. Average Loss Interval. . . . . . . . . . . . . . . 14
      5.5. History Discounting. . . . . . . . . . . . . . . . 15
  6.  Data Receiver Protocol. . . . . . . . . . . . . . . . . 17
      6.1. Receiver behavior when a data packet is
           received . . . . . . . . . . . . . . . . . . . . . 18
      6.2. Expiration of feedback timer . . . . . . . . . . . 18
      6.3. Receiver initialization. . . . . . . . . . . . . . 19
           6.3.1. Initializing the Loss History after the
                  First Loss Event . . . . . . . . . .  . . . 19
  7.  Sender-based Variants . . . . . . . . . . . . . . . . . 20
  8.  Implementation Issues . . . . . . . . . . . . . . . . . 20
  9.  Security Considerations . . . . . . . . . . . . . . . . 21
  10. IANA Considerations . . . . . . . . . . . . . . . . . . 22
  11. Acknowledgments . . . . . . . . . . . . . . . . . . . . 22
  12. Non-Normative References. . . . . . . . . . . . . . . . 22
  13. Authors' Addresses. . . . . . . . . . . . . . . . . . . 23
  14. Full Copyright Statement. . . . . . . . . . . . . . . . 24

1.  Introduction

  This document specifies TCP-Friendly Rate Control (TFRC).  TFRC is a
  congestion control mechanism designed for unicast flows operating in
  an Internet environment and competing with TCP traffic [2].  Instead
  of specifying a complete protocol, this document simply specifies a
  congestion control mechanism that could be used in a transport
  protocol such as RTP [7], in an application incorporating end-to-end
  congestion control at the application level, or in the context of
  endpoint congestion management [1].  This document does not discuss
  packet formats or reliability.  Implementation-related issues are
  discussed only briefly, in Section 8.

  TFRC is designed to be reasonably fair when competing for bandwidth
  with TCP flows, where a flow is "reasonably fair" if its sending rate
  is generally within a factor of two of the sending rate of a TCP flow
  under the same conditions.  However, TFRC has a much lower variation
  of throughput over time compared with TCP, which makes it more
  suitable for applications such as telephony or streaming media where
  a relatively smooth sending rate is of importance.




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  The penalty of having smoother throughput than TCP while competing
  fairly for bandwidth is that TFRC responds slower than TCP to changes
  in available bandwidth.  Thus TFRC should only be used when the
  application has a requirement for smooth throughput, in particular,
  avoiding TCP's halving of the sending rate in response to a single
  packet drop.  For applications that simply need to transfer as much
  data as possible in as short a time as possible we recommend using
  TCP, or if reliability is not required, using an Additive-Increase,
  Multiplicative-Decrease (AIMD) congestion control scheme with similar
  parameters to those used by TCP.

  TFRC is designed for applications that use a fixed packet size, and
  vary their sending rate in packets per second in response to
  congestion.  Some audio applications require a fixed interval of time
  between packets and vary their packet size instead of their packet
  rate in response to congestion.  The congestion control mechanism in
  this document cannot be used by those applications; TFRC-PS (for
  TFRC-PacketSize) is a variant of TFRC for applications that have a
  fixed sending rate but vary their packet size in response to
  congestion.  TFRC-PS will be specified in a later document.

  TFRC is a receiver-based mechanism, with the calculation of the
  congestion control information (i.e., the loss event rate) in the
  data receiver rather in the data sender.  This is well-suited to an
  application where the sender is a large server handling many
  concurrent connections, and the receiver has more memory and CPU
  cycles available for computation.  In addition, a receiver-based
  mechanism is more suitable as a building block for multicast
  congestion control.

2.  Terminology

  In this document, the key words "MUST", "MUST NOT", "REQUIRED",
  "SHALL", "SHALL NOT", "SHOULD", "SHOULD NOT", "RECOMMENDED", "MAY",
  and "OPTIONAL" are to be interpreted as described in BCP 14, RFC 2119
  and indicate requirement levels for compliant TFRC implementations.

3.  Protocol Mechanism

  For its congestion control mechanism, TFRC directly uses a throughput
  equation for the allowed sending rate as a function of the loss event
  rate and round-trip time.  In order to compete fairly with TCP, TFRC
  uses the TCP throughput equation, which roughly describes TCP's
  sending rate as a function of the loss event rate, round-trip time,
  and packet size.  We define a loss event as one or more lost or
  marked packets from a window of data, where a marked packet refers to
  a congestion indication from Explicit Congestion Notification (ECN)
  [6].



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  Generally speaking, TFRC's congestion control mechanism works as
  follows:

  o  The receiver measures the loss event rate and feeds this
     information back to the sender.

  o  The sender also uses these feedback messages to measure the
     round-trip time (RTT).

  o  The loss event rate and RTT are then fed into TFRC's throughput
     equation, giving the acceptable transmit rate.

  o  The sender then adjusts its transmit rate to match the calculated
     rate.

  The dynamics of TFRC are sensitive to how the measurements are
  performed and applied.  We recommend specific mechanisms below to
  perform and apply these measurements.  Other mechanisms are possible,
  but it is important to understand how the interactions between
  mechanisms affect the dynamics of TFRC.

3.1.  TCP Throughput Equation

  Any realistic equation giving TCP throughput as a function of loss
  event rate and RTT should be suitable for use in TFRC.  However, we
  note that the TCP throughput equation used must reflect TCP's
  retransmit timeout behavior, as this dominates TCP throughput at
  higher loss rates.  We also note that the assumptions implicit in the
  throughput equation about the loss event rate parameter have to be a
  reasonable match to how the loss rate or loss event rate is actually
  measured.  While this match is not perfect for the throughput
  equation and loss rate measurement mechanisms given below, in
  practice the assumptions turn out to be close enough.

  The throughput equation we currently recommend for TFRC is a slightly
  simplified version of the throughput equation for Reno TCP from [4].
  Ideally we'd prefer a throughput equation based on SACK TCP, but no
  one has yet derived the throughput equation for SACK TCP, and from
  both simulations and experiments, the differences between the two
  equations are relatively minor.

  The throughput equation is:

                                  s
  X =  ----------------------------------------------------------
       R*sqrt(2*b*p/3) + (t_RTO * (3*sqrt(3*b*p/8) * p * (1+32*p^2)))





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  Where:

     X is the transmit rate in bytes/second.

     s is the packet size in bytes.

     R is the round trip time in seconds.

     p is the loss event rate, between 0 and 1.0, of the number of loss
       events as a fraction of the number of packets transmitted.

     t_RTO is the TCP retransmission timeout value in seconds.

     b is the number of packets acknowledged by a single TCP
       acknowledgement.

  We further simplify this by setting t_RTO = 4*R.  A more accurate
  calculation of t_RTO is possible, but experiments with the current
  setting have resulted in reasonable fairness with existing TCP
  implementations [9].  Another possibility would be to set t_RTO =
  max(4R, one second), to match the recommended minimum of one second
  on the RTO [5].

  Many current TCP connections use delayed acknowledgements, sending an
  acknowledgement for every two data packets received, and thus have a
  sending rate modeled by b = 2.  However, TCP is also allowed to send
  an acknowledgement for every data packet, and this would be modeled
  by b = 1.  Because many TCP implementations do not use delayed
  acknowledgements, we recommend b = 1.

  In future, different TCP equations may be substituted for this
  equation.  The requirement is that the throughput equation be a
  reasonable approximation of the sending rate of TCP for conformant
  TCP congestion control.

  The parameters s (packet size), p (loss event rate) and R (RTT) need
  to be measured or calculated by a TFRC implementation.  The
  measurement of s is specified in Section 4.1, measurement of R is
  specified in Section 4.3, and measurement of p is specified in
  Section 5.  In the rest of this document all data rates are measured
  in bytes/second.










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3.2.  Packet Contents

  Before specifying the sender and receiver functionality, we describe
  the contents of the data packets sent by the sender and feedback
  packets sent by the receiver.  As TFRC will be used along with a
  transport protocol, we do not specify packet formats, as these depend
  on the details of the transport protocol used.

3.2.1.  Data Packets

  Each data packet sent by the data sender contains the following
  information:

  o  A sequence number.  This number is incremented by one for each
     data packet transmitted.  The field must be sufficiently large
     that it does not wrap causing two different packets with the same
     sequence number to be in the receiver's recent packet history at
     the same time.

  o  A timestamp indicating when the packet is sent.  We denote by ts_i
     the timestamp of the packet with sequence number i.  The
     resolution of the timestamp should typically be measured in
     milliseconds.  This timestamp is used by the receiver to determine
     which losses belong to the same loss event.  The timestamp is also
     echoed by the receiver to enable the sender to estimate the
     round-trip time, for senders that do not save timestamps of
     transmitted data packets.  We note that as an alternative to a
     timestamp incremented in milliseconds, a "timestamp" that
     increments every quarter of a round-trip time would be sufficient
     for determining when losses belong to the same loss event, in the
     context of a protocol where this is understood by both sender and
     receiver, and where the sender saves the timestamps of transmitted
     data packets.

  o  The sender's current estimate of the round trip time.  The
     estimate reported in packet i is denoted by R_i.  The round-trip
     time estimate is used by the receiver, along with the timestamp,
     to determine when multiple losses belong to the same loss event.
     If the sender sends a coarse-grained "timestamp" that increments
     every quarter of a round-trip time, as discussed above, then the
     sender does not need to send its current estimate of the round
     trip time.









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3.2.2.  Feedback Packets

  Each feedback packet sent by the data receiver contains the following
  information:

  o  The timestamp of the last data packet received.  We denote this by
     t_recvdata.  If the last packet received at the receiver has
     sequence number i, then t_recvdata = ts_i.  This timestamp is used
     by the sender to estimate the round-trip time, and is only needed
     if the sender does not save timestamps of transmitted data
     packets.

  o  The amount of time elapsed between the receipt of the last data
     packet at the receiver, and the generation of this feedback
     report.  We denote this by t_delay.

  o  The rate at which the receiver estimates that data was received
     since the last feedback report was sent.  We denote this by
     X_recv.

  o  The receiver's current estimate of the loss event rate, p.

4.  Data Sender Protocol

  The data sender sends a stream of data packets to the data receiver
  at a controlled rate.  When a feedback packet is received from the
  data receiver, the data sender changes its sending rate, based on the
  information contained in the feedback report.  If the sender does not
  receive a feedback report for two round trip times, it cuts its
  sending rate in half.  This is achieved by means of a timer called
  the nofeedback timer.

  We specify the sender-side protocol in the following steps:

  o  Measurement of the mean packet size being sent.

  o  The sender behavior when a feedback packet is received.

  o  The sender behavior when the nofeedback timer expires.

  o  Oscillation prevention (optional)

  o  Scheduling of transmission on non-realtime operating systems.








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4.1.  Measuring the Packet Size

  The parameter s (packet size) is normally known to an application.
  This may not be so in two cases:

  o  The packet size naturally varies depending on the data.  In this
     case, although the packet size varies, that variation is not
     coupled to the transmit rate.  It should normally be safe to use
     an estimate of the mean packet size for s.

  o  The application needs to change the packet size rather than the
     number of packets per second to perform congestion control.  This
     would normally be the case with packet audio applications where a
     fixed interval of time needs to be represented by each packet.
     Such applications need to have a completely different way of
     measuring parameters.

  The second class of applications are discussed separately in a
  separate document on TFRC-PS.  For the remainder of this section we
  assume the sender can estimate the packet size, and that congestion
  control is performed by adjusting the number of packets sent per
  second.

4.2.  Sender Initialization

  To initialize the sender, the value of X is set to 1 packet/second
  and the nofeedback timer is set to expire after 2 seconds.  The
  initial values for R (RTT) and t_RTO are undefined until they are set
  as described below.  The initial value of tld, for the Time Last
  Doubled during slow-start, is set to -1.

4.3.  Sender behavior when a feedback packet is received

  The sender knows its current sending rate, X, and maintains an
  estimate of the current round trip time, R, and an estimate of the
  timeout interval, t_RTO.

  When a feedback packet is received by the sender at time t_now, the
  following actions should be performed:

  1) Calculate a new round trip sample.
     R_sample = (t_now - t_recvdata) - t_delay.









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  2) Update the round trip time estimate:

           If no feedback has been received before
               R = R_sample;
           Else
               R = q*R + (1-q)*R_sample;

  TFRC is not sensitive to the precise value for the filter constant q,
  but we recommend a default value of 0.9.

  3) Update the timeout interval:

        t_RTO = 4*R.

  4) Update the sending rate as follows:

        If (p > 0)
            Calculate X_calc using the TCP throughput equation.
            X = max(min(X_calc, 2*X_recv), s/t_mbi);
        Else
            If (t_now - tld >= R)
                X = max(min(2*X, 2*X_recv), s/R);
                tld = t_now;

     Note that if p == 0, then the sender is in slow-start phase, where
     it approximately doubles the sending rate each round-trip time
     until a loss occurs.  The s/R term gives a minimum sending rate
     during slow-start of one packet per RTT.  The parameter t_mbi is
     64 seconds, and represents the maximum inter-packet backoff
     interval in the persistent absence of feedback.  Thus, when p > 0
     the sender sends at least one packet every 64 seconds.

  5) Reset the nofeedback timer to expire after max(4*R, 2*s/X)
     seconds.

4.4.  Expiration of nofeedback timer

  If the nofeedback timer expires, the sender should perform the
  following actions:

  1) Cut the sending rate in half.  If the sender has received feedback
     from the receiver, this is done by modifying the sender's cached
     copy of X_recv (the receive rate).  Because the sending rate is
     limited to at most twice X_recv, modifying X_recv limits the
     current sending rate, but allows the sender to slow-start,
     doubling its sending rate each RTT, if feedback messages resume
     reporting no losses.




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        If (X_calc > 2*X_recv)
            X_recv = max(X_recv/2, s/(2*t_mbi));
        Else
            X_recv = X_calc/4;

     The term s/(2*t_mbi) limits the backoff to one packet every 64
     seconds in the case of persistent absence of feedback.

  2) The value of X must then be recalculated as described under point
     (4) above.

     If the nofeedback timer expires when the sender does not yet have
     an RTT sample, and has not yet received any feedback from the
     receiver, then step (1) can be skipped, and the sending rate cut
     in half directly:

        X = max(X/2, s/t_mbi)

  3) Restart the nofeedback timer to expire after max(4*R, 2*s/X)
     seconds.

  Note that when the sender stops sending, the receiver will stop
  sending feedback.  This will cause the nofeedback timer to start to
  expire and decrease X_recv.  If the sender subsequently starts to
  send again, X_recv will limit the transmit rate, and a normal
  slowstart phase will occur until the transmit rate reaches X_calc.

  If the sender has been idle since this nofeedback timer was set and
  X_recv is less than four packets per round-trip time, then X_recv
  should not be halved in response to the timer expiration.  This
  ensures that the allowed sending rate is never reduced to less than
  two packets per round-trip time as a result of an idle period.

4.5.  Preventing Oscillations

  To prevent oscillatory behavior in environments with a low degree of
  statistical multiplexing it is useful to modify sender's transmit
  rate to provide congestion avoidance behavior by reducing the
  transmit rate as the queuing delay (and hence RTT) increases.  To do
  this the sender maintains an estimate of the long-term RTT and
  modifies its sending rate depending on how the most recent sample of
  the RTT differs from this value.  The long-term sample is R_sqmean,
  and is set as follows:

       If no feedback has been received before
           R_sqmean = sqrt(R_sample);
       Else
           R_sqmean = q2*R_sqmean + (1-q2)*sqrt(R_sample);



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  Thus R_sqmean gives the exponentially weighted moving average of the
  square root of the RTT samples.  The constant q2 should be set
  similarly to q, and we recommend a value of 0.9 as the default.

  The sender obtains the base transmit rate, X, from the throughput
  function.  It then calculates a modified instantaneous transmit rate
  X_inst, as follows:

       X_inst = X * R_sqmean / sqrt(R_sample);

  When sqrt(R_sample) is greater than R_sqmean then the queue is
  typically increasing and so the transmit rate needs to be decreased
  for stable operation.

  Note: This modification is not always strictly required, especially
  if the degree of statistical multiplexing in the network is high.
  However, we recommend that it is done because it does make TFRC
  behave better in environments with a low level of statistical
  multiplexing.  If it is not done, we recommend using a very low value
  of q, such that q is close to or exactly zero.

4.6.  Scheduling of Packet Transmissions

  As TFRC is rate-based, and as operating systems typically cannot
  schedule events precisely, it is necessary to be opportunistic about
  sending data packets so that the correct average rate is maintained
  despite the course-grain or irregular scheduling of the operating
  system.  Thus a typical sending loop will calculate the correct
  inter-packet interval, t_ipi, as follows:

       t_ipi = s/X_inst;

  When a sender first starts sending at time t_0, it calculates t_ipi,
  and calculates a nominal send time t_1 = t_0 + t_ipi for packet 1.
  When the application becomes idle, it checks the current time, t_now,
  and then requests re-scheduling after (t_ipi - (t_now - t_0))
  seconds.  When the application is re-scheduled, it checks the current
  time, t_now, again.  If (t_now > t_1 - delta) then packet 1 is sent.

  Now a new t_ipi may be calculated, and used to calculate a nominal
  send time t_2 for packet 2: t2 = t_1 + t_ipi.  The process then
  repeats, with each successive packet's send time being calculated
  from the nominal send time of the previous packet.

  In some cases, when the nominal send time, t_i, of the next packet is
  calculated, it may already be the case that t_now > t_i - delta.  In
  such a case the packet should be sent immediately.  Thus if the
  operating system has coarse timer granularity and the transmit rate



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  is high, then TFRC may send short bursts of several packets separated
  by intervals of the OS timer granularity.

  The parameter delta is to allow a degree of flexibility in the send
  time of a packet.  If the operating system has a scheduling timer
  granularity of t_gran seconds, then delta would typically be set to:

       delta = min(t_ipi/2, t_gran/2);

  t_gran is 10ms on many Unix systems.  If t_gran is not known, a value
  of 10ms can be safely assumed.

5.  Calculation of the Loss Event Rate (p)

  Obtaining an accurate and stable measurement of the loss event rate
  is of primary importance for TFRC.  Loss rate measurement is
  performed at the receiver, based on the detection of lost or marked
  packets from the sequence numbers of arriving packets.  We describe
  this process before describing the rest of the receiver protocol.

5.1.  Detection of Lost or Marked Packets

  TFRC assumes that all packets contain a sequence number that is
  incremented by one for each packet that is sent.  For the purposes of
  this specification, we require that if a lost packet is
  retransmitted, the retransmission is given a new sequence number that
  is the latest in the transmission sequence, and not the same sequence
  number as the packet that was lost.  If a transport protocol has the
  requirement that it must retransmit with the original sequence
  number, then the transport protocol designer must figure out how to
  distinguish delayed from retransmitted packets and how to detect lost
  retransmissions.

  The receiver maintains a data structure that keeps track of which
  packets have arrived and which are missing.  For the purposes of
  specification, we assume that the data structure consists of a list
  of packets that have arrived along with the receiver timestamp when
  each packet was received.  In practice this data structure will
  normally be stored in a more compact representation, but this is
  implementation-specific.

  The loss of a packet is detected by the arrival of at least three
  packets with a higher sequence number than the lost packet.  The
  requirement for three subsequent packets is the same as with TCP, and
  is to make TFRC more robust in the presence of reordering.  In
  contrast to TCP, if a packet arrives late (after 3 subsequent packets
  arrived) in TFRC, the late packet can fill the hole in TFRC's
  reception record, and the receiver can recalculate the loss event



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  rate.  Future versions of TFRC might make the requirement for three
  subsequent packets adaptive based on experienced packet reordering,
  but we do not specify such a mechanism here.

  For an ECN-capable connection, a marked packet is detected as a
  congestion event as soon as it arrives, without having to wait for
  the arrival of subsequent packets.

5.2.  Translation from Loss History to Loss Events

  TFRC requires that the loss fraction be robust to several consecutive
  packets lost where those packets are part of the same loss event.
  This is similar to TCP, which (typically) only performs one halving
  of the congestion window during any single RTT.  Thus the receiver
  needs to map the packet loss history into a loss event record, where
  a loss event is one or more packets lost in an RTT.  To perform this
  mapping, the receiver needs to know the RTT to use, and this is
  supplied periodically by the sender, typically as control information
  piggy-backed onto a data packet.  TFRC is not sensitive to how the
  RTT measurement sent to the receiver is made, but we recommend using
  the sender's calculated RTT, R, (see Section 4.3) for this purpose.

  To determine whether a lost or marked packet should start a new loss
  event, or be counted as part of an existing loss event, we need to
  compare the sequence numbers and timestamps of the packets that
  arrived at the receiver.  For a marked packet S_new, its reception
  time T_new can be noted directly.  For a lost packet, we can
  interpolate to infer the nominal "arrival time".  Assume:

     S_loss is the sequence number of a lost packet.

     S_before is the sequence number of the last packet to arrive with
     sequence number before S_loss.

     S_after is the sequence number of the first packet to arrive with
     sequence number after S_loss.

     T_before is the reception time of S_before.

     T_after is the reception time of S_after.

  Note that T_before can either be before or after T_after due to
  reordering.








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  For a lost packet S_loss, we can interpolate its nominal "arrival
  time" at the receiver from the arrival times of S_before and S_after.
  Thus:

  T_loss = T_before + ( (T_after - T_before)
              * (S_loss - S_before)/(S_after - S_before) );

  Note that if the sequence space wrapped between S_before and S_after,
  then the sequence numbers must be modified to take this into account
  before performing this calculation.  If the largest possible sequence
  number is S_max, and S_before > S_after, then modifying each sequence
  number S by S' = (S + (S_max + 1)/2) mod (S_max + 1) would normally
  be sufficient.

  If the lost packet S_old was determined to have started the previous
  loss event, and we have just determined that S_new has been lost,
  then we interpolate the nominal arrival times of S_old and S_new,
  called T_old and T_new respectively.

  If T_old + R >= T_new, then S_new is part of the existing loss event.
  Otherwise S_new is the first packet in a new loss event.

5.3.  Inter-loss Event Interval

  If a loss interval, A, is determined to have started with packet
  sequence number S_A and the next loss interval, B, started with
  packet sequence number S_B, then the number of packets in loss
  interval A is given by (S_B - S_A).

5.4.  Average Loss Interval

  To calculate the loss event rate p, we first calculate the average
  loss interval.  This is done using a filter that weights the n most
  recent loss event intervals in such a way that the measured loss
  event rate changes smoothly.

  Weights w_0 to w_(n-1) are calculated as:

     If (i < n/2)
        w_i = 1;
     Else
        w_i = 1 - (i - (n/2 - 1))/(n/2 + 1);

  Thus if n=8, the values of w_0 to w_7 are:

     1.0, 1.0, 1.0, 1.0, 0.8, 0.6, 0.4, 0.2





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  The value n for the number of loss intervals used in calculating the
  loss event rate determines TFRC's speed in responding to changes in
  the level of congestion.  As currently specified, TFRC should not be
  used for values of n significantly greater than 8, for traffic that
  might compete in the global Internet with TCP.  At the very least,
  safe operation with values of n greater than 8 would require a slight
  change to TFRC's mechanisms to include a more severe response to two
  or more round-trip times with heavy packet loss.

  When calculating the average loss interval we need to decide whether
  to include the interval since the most recent packet loss event.  We
  only do this if it is sufficiently large to increase the average loss
  interval.

  Thus if the most recent loss intervals are I_0 to I_n, with I_0 being
  the interval since the most recent loss event, then we calculate the
  average loss interval I_mean as:

     I_tot0 = 0;
     I_tot1 = 0;
     W_tot = 0;
     for (i = 0 to n-1) {
       I_tot0 = I_tot0 + (I_i * w_i);
       W_tot = W_tot + w_i;
     }
     for (i = 1 to n) {
       I_tot1 = I_tot1 + (I_i * w_(i-1));
     }
     I_tot = max(I_tot0, I_tot1);
     I_mean = I_tot/W_tot;

  The loss event rate, p is simply:

     p = 1 / I_mean;

5.5.  History Discounting

  As described in Section 5.4, the most recent loss interval is only
  assigned 1/(0.75*n) of the total weight in calculating the average
  loss interval, regardless of the size of the most recent loss
  interval.  This section describes an optional history discounting
  mechanism, discussed further in [3] and [9], that allows the TFRC
  receiver to adjust the weights, concentrating more of the relative
  weight on the most recent loss interval, when the most recent loss
  interval is more than twice as large as the computed average loss
  interval.





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  To carry out history discounting, we associate a discount factor DF_i
  with each loss interval L_i, for i > 0, where each discount factor is
  a floating point number.  The discount array maintains the cumulative
  history of discounting for each loss interval.  At the beginning, the
  values of DF_i in the discount array are initialized to 1:

     for (i = 1 to n) {
       DF_i = 1;
     }

  History discounting also uses a general discount factor DF, also a
  floating point number, that is also initialized to 1.  First we show
  how the discount factors are used in calculating the average loss
  interval, and then we describe later in this section how the discount
  factors are modified over time.

  As described in Section 5.4 the average loss interval is calculated
  using the n previous loss intervals I_1, ..., I_n, and the interval
  I_0 that represents the number of packets received since the last
  loss event.  The computation of the average loss interval using the
  discount factors is a simple modification of the procedure in Section
  5.4, as follows:

     I_tot0 = I_0 * w_0
     I_tot1 = 0;
     W_tot0 = w_0
     W_tot1 = 0;
     for (i = 1 to n-1) {
       I_tot0 = I_tot0 + (I_i * w_i * DF_i * DF);
       W_tot0 = W_tot0 + w_i * DF_i * DF;
     }
     for (i = 1 to n) {
       I_tot1 = I_tot1 + (I_i * w_(i-1) * DF_i);
       W_tot1 = W_tot1 + w_(i-1) * DF_i;
     }
     p = min(W_tot0/I_tot0, W_tot1/I_tot1);

  The general discounting factor, DF is updated on every packet arrival
  as follows.  First, the receiver computes the weighted average I_mean
  of the loss intervals I_1, ..., I_n:

     I_tot = 0;
     W_tot = 0;
     for (i = 1 to n) {
       W_tot = W_tot + w_(i-1) * DF_i;
       I_tot = I_tot + (I_i * w_(i-1) * DF_i);
     }
     I_mean = I_tot / W_tot;



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  This weighted average I_mean is compared to I_0, the number of
  packets received since the last loss event.  If I_0 is greater than
  twice I_mean, then the new loss interval is considerably larger than
  the old ones, and the general discount factor DF is updated to
  decrease the relative weight on the older intervals, as follows:

     if (I_0 > 2 * I_mean) {
       DF = 2 * I_mean/I_0;
       if (DF < THRESHOLD)
         DF = THRESHOLD;
     } else
       DF = 1;

  A nonzero value for THRESHOLD ensures that older loss intervals from
  an earlier time of high congestion are not discounted entirely.  We
  recommend a THRESHOLD of 0.5.  Note that with each new packet
  arrival, I_0 will increase further, and the discount factor DF will
  be updated.

  When a new loss event occurs, the current interval shifts from I_0 to
  I_1, loss interval I_i shifts to interval I_(i+1), and the loss
  interval I_n is forgotten.  The previous discount factor DF has to be
  incorporated into the discount array.  Because DF_i carries the
  discount factor associated with loss interval I_i, the DF_i array has
  to be shifted as well.  This is done as follows:

     for (i = 1 to n) {
       DF_i = DF * DF_i;
     }
     for (i = n-1 to 0 step -1) {
       DF_(i+1) = DF_i;
     }
     I_0 = 1;
     DF_0 = 1;
     DF = 1;

  This completes the description of the optional history discounting
  mechanism.  We emphasize that this is an optional mechanism whose
  sole purpose is to allow TFRC to response somewhat more quickly to
  the sudden absence of congestion, as represented by a long current
  loss interval.

6.  Data Receiver Protocol

  The receiver periodically sends feedback messages to the sender.
  Feedback packets should normally be sent at least once per RTT,
  unless the sender is sending at a rate of less than one packet per
  RTT, in which case a feedback packet should be send for every data



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  packet received.  A feedback packet should also be sent whenever a
  new loss event is detected without waiting for the end of an RTT, and
  whenever an out-of-order data packet is received that removes a loss
  event from the history.

  If the sender is transmitting at a high rate (many packets per RTT)
  there may be some advantages to sending periodic feedback messages
  more than once per RTT as this allows faster response to changing RTT
  measurements, and more resilience to feedback packet loss.  However,
  there is little gain from sending a large number of feedback messages
  per RTT.

6.1.  Receiver behavior when a data packet is received

  When a data packet is received, the receiver performs the following
  steps:

  1) Add the packet to the packet history.

  2) Let the previous value of p be p_prev.  Calculate the new value of
     p as described in Section 5.

  3) If p > p_prev, cause the feedback timer to expire, and perform the
      actions described in Section 6.2

     If p <= p_prev no action need be performed.

     However an optimization might check to see if the arrival of the
     packet caused a hole in the packet history to be filled and
     consequently two loss intervals were merged into one.  If this is
     the case, the receiver might also send feedback immediately.  The
     effects of such an optimization are normally expected to be small.

6.2.  Expiration of feedback timer

  When the feedback timer at the receiver expires, the action to be
  taken depends on whether data packets have been received since the
  last feedback was sent.

  Let the maximum sequence number of a packet at the receiver so far be
  S_m, and the value of the RTT measurement included in packet S_m be
  R_m.  If data packets have been received since the previous feedback
  was sent, the receiver performs the following steps:

  1) Calculate the average loss event rate using the algorithm
     described above.





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  2) Calculate the measured receive rate, X_recv, based on the packets
     received within the previous R_m seconds.

  3) Prepare and send a feedback packet containing the information
     described in Section 3.2.2

  4) Restart the feedback timer to expire after R_m seconds.

  If no data packets have been received since the last feedback was
  sent, no feedback packet is sent, and the feedback timer is restarted
  to expire after R_m seconds.

6.3.  Receiver initialization

  The receiver is initialized by the first packet that arrives at the
  receiver. Let the sequence number of this packet be i.

  When the first packet is received:

     o  Set p=0

     o  Set  X_recv = 0.

     o  Prepare and send a feedback packet.

     o  Set the feedback timer to expire after R_i seconds.

6.3.1.  Initializing the Loss History after the First Loss Event

  The number of packets until the first loss can not be used to compute
  the sending rate directly, as the sending rate changes rapidly during
  this time.  TFRC assumes that the correct data rate after the first
  loss is half of the sending rate when the loss occurred.  TFRC
  approximates this target rate by X_recv, the receive rate over the
  most recent round-trip time.  After the first loss, instead of
  initializing the first loss interval to the number of packets sent
  until the first loss, the TFRC receiver calculates the loss interval
  that would be required to produce the data rate X_recv, and uses this
  synthetic loss interval to seed the loss history mechanism.

  TFRC does this by finding some value p for which the throughput
  equation in Section 3.1 gives a sending rate within 5% of X_recv,
  given the current packet size s and round-trip time R.  The first
  loss interval is then set to 1/p.  (The 5% tolerance is introduced
  simply because the throughput equation is difficult to invert, and we
  want to reduce the costs of calculating p numerically.)





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7.  Sender-based Variants

  It would be possible to implement a sender-based variant of TFRC,
  where the receiver uses reliable delivery to send information about
  packet losses to the sender, and the sender computes the packet loss
  rate and the acceptable transmit rate.  However, we do not specify
  the details of a sender-based variant in this document.

  The main advantages of a sender-based variant of TFRC would be that
  the sender would not have to trust the receiver's calculation of the
  packet loss rate.  However, with the requirement of reliable delivery
  of loss information from the receiver to the sender, a sender-based
  TFRC would have much tighter constraints on the transport protocol in
  which it is embedded.

  In contrast, the receiver-based variant of TFRC specified in this
  document is robust to the loss of feedback packets, and therefore
  does not require the reliable delivery of feedback packets.  It is
  also better suited for applications such as streaming media from web
  servers, where it is typically desirable to offload work from the
  server to the client as much as possible.

  The sender-based and receiver-based variants also have different
  properties in terms of upgrades.  For example, for changes in the
  procedure for calculating the packet loss rate, the sender would have
  to be upgraded in the sender-based variant, and the receiver would
  have to be upgraded in the receiver-based variant.

8.  Implementation Issues

  This document has specified the TFRC congestion control mechanism,
  for use by applications and transport protocols.  This section
  mentions briefly some of the few implementation issues.

  For t_RTO = 4*R and b = 1, the throughput equation in Section 3.1 can
  be expressed as follows:

             s
     X =  --------
          R * f(p)

  for

     f(p) =  sqrt(2*p/3) + (12*sqrt(3*p/8) * p * (1+32*p^2)).

  A table lookup could be used for the function f(p).





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  Many of the multiplications (e.g., q and 1-q for the round-trip time
  average, a factor of 4 for the timeout interval) are or could be by
  powers of two, and therefore could be implemented as simple shift
  operations.

  We note that the optional sender mechanism for preventing
  oscillations described in Section 4.5 uses a square-root computation.

  The calculation of the average loss interval in Section 5.4 involves
  multiplications by the weights w_0 to w_(n-1), which for n=8 are:

     1.0, 1.0, 1.0, 1.0, 0.8, 0.6, 0.4, 0.2.

  With a minor loss of smoothness, it would be possible to use weights
  that were powers of two or sums of powers of two, e.g.,

     1.0, 1.0, 1.0, 1.0, 0.75, 0.5, 0.25, 0.25.

  The optional history discounting mechanism described in Section 5.5
  is used in the calculation of the average loss rate.  The history
  discounting mechanism is invoked only when there has been an
  unusually long interval with no packet losses.  For a more efficient
  operation, the discount factor DF_i could be restricted to be a power
  of two.

9.  Security Considerations

  TFRC is not a transport protocol in its own right, but a congestion
  control mechanism that is intended to be used in conjunction with a
  transport protocol.  Therefore security primarily needs to be
  considered in the context of a specific transport protocol and its
  authentication mechanisms.

  Congestion control mechanisms can potentially be exploited to create
  denial of service.  This may occur through spoofed feedback.  Thus
  any transport protocol that uses TFRC should take care to ensure that
  feedback is only accepted from the receiver of the data.  The precise
  mechanism to achieve this will however depend on the transport
  protocol itself.

  In addition, congestion control mechanisms may potentially be
  manipulated by a greedy receiver that wishes to receive more than its
  fair share of network bandwidth.  A receiver might do this by
  claiming to have received packets that in fact were lost due to
  congestion.  Possible defenses against such a receiver would normally
  include some form of nonce that the receiver must feed back to the
  sender to prove receipt.  However, the details of such a nonce would




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  depend on the transport protocol, and in particular on whether the
  transport protocol is reliable or unreliable.

  We expect that protocols incorporating ECN with TFRC will also want
  to incorporate feedback from the receiver to the sender using the ECN
  nonce [WES02].  The ECN nonce is a modification to ECN that protects
  the sender from the accidental or malicious concealment of marked
  packets.  Again, the details of such a nonce would depend on the
  transport protocol, and are not addressed in this document.

10.  IANA Considerations

  There are no IANA actions required for this document.

11.  Acknowledgments

  We would like to acknowledge feedback and discussions on equation-
  based congestion control with a wide range of people, including
  members of the Reliable Multicast Research Group, the Reliable
  Multicast Transport Working Group, and the End-to-End Research Group.
  We would like to thank Ken Lofgren, Mike Luby, Eduardo Urzaiz,
  Vladica Stanisic, Randall Stewart, Shushan Wen, and Wendy Lee
  ([email protected]) for feedback on earlier versions of this document,
  and to thank Mark Allman for his extensive feedback from using the
  document to produce a working implementation.

12.  Informational References

  [1] Balakrishnan, H., Rahul, H., and S. Seshan, "An Integrated
      Congestion Management Architecture for Internet Hosts," Proc. ACM
      SIGCOMM, Cambridge, MA, September 1999.

  [2] Floyd, S., Handley, M., Padhye, J. and J. Widmer, "Equation-Based
      Congestion Control for Unicast Applications", August 2000, Proc.
      ACM SIGCOMM 2000.

  [3] Floyd, S., Handley, M., Padhye, J. and J. Widmer, "Equation-Based
      Congestion Control for Unicast Applications: the Extended
      Version", ICSI tech report TR-00-03, March 2000.

  [4] Padhye, J., Firoiu, V., Towsley, D. and J. Kurose, "Modeling TCP
      Throughput: A Simple Model and its Empirical Validation", Proc.
      ACM SIGCOMM 1998.

  [5] Paxson V. and M. Allman, "Computing TCP's Retransmission Timer",
      RFC 2988, November 2000.





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  [6] Ramakrishnan, K., Floyd, S. and D. Black, "The Addition of
      Explicit Congestion Notification (ECN) to IP", RFC 3168,
      September 2001.

  [7] Schulzrinne, H., Casner, S., Frederick, R. and V. Jacobson, "RTP:
      A Transport Protocol for Real-Time Applications", RFC 1889,
      January 1996.

  [8] Wetherall, D., Ely, D., N. Spring, S. Savage, and T. Anderson,
      "Robust Congestion Signaling", IEEE International Conference on
      Network Protocols, November 2001.

  [9] Widmer, J., "Equation-Based Congestion Control", Diploma Thesis,
      University of Mannheim, February 2000.  URL
      "http://www.icir.org/tfrc/".

13.  Authors' Addresses

  Mark Handley
  ICIR/ICSI
  1947 Center St, Suite 600
  Berkeley, CA 94708

  EMail: [email protected]


  Sally Floyd
  ICIR/ICSI
  1947 Center St, Suite 600
  Berkeley, CA 94708

  EMail: [email protected]


  Jitendra Padhye
  Microsoft Research

  EMail: [email protected]


  Joerg Widmer
  Lehrstuhl Praktische Informatik IV
  Universitat Mannheim
  L 15, 16 - Room 415
  D-68131 Mannheim
  Germany

  EMail: [email protected]



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14.  Full Copyright Statement

  Copyright (C) The Internet Society (2003).  All Rights Reserved.

  This document and translations of it may be copied and furnished to
  others, and derivative works that comment on or otherwise explain it
  or assist in its implementation may be prepared, copied, published
  and distributed, in whole or in part, without restriction of any
  kind, provided that the above copyright notice and this paragraph are
  included on all such copies and derivative works.  However, this
  document itself may not be modified in any way, such as by removing
  the copyright notice or references to the Internet Society or other
  Internet organizations, except as needed for the purpose of
  developing Internet standards in which case the procedures for
  copyrights defined in the Internet Standards process must be
  followed, or as required to translate it into languages other than
  English.

  The limited permissions granted above are perpetual and will not be
  revoked by the Internet Society or its successors or assigns.

  This document and the information contained herein is provided on an
  "AS IS" basis and THE INTERNET SOCIETY AND THE INTERNET ENGINEERING
  TASK FORCE DISCLAIMS ALL WARRANTIES, EXPRESS OR IMPLIED, INCLUDING
  BUT NOT LIMITED TO ANY WARRANTY THAT THE USE OF THE INFORMATION
  HEREIN WILL NOT INFRINGE ANY RIGHTS OR ANY IMPLIED WARRANTIES OF
  MERCHANTABILITY OR FITNESS FOR A PARTICULAR PURPOSE.

Acknowledgement

  Funding for the RFC Editor function is currently provided by the
  Internet Society.



















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