Sending Packet Loss Feedback in WebRTC SFUs
One of the responsibilities of WebRTC SFUs is to receive and send RTCP packets. RTCP packets include different types of feedback about audio and video streams and one of the most important RTCP packets is the Receiver Report (RR).
RR packets are sent from the receiver of the media stream towards the sender of that media stream. In case of an SFU the RR are generated and sent from the SFU to the media stream Sender and also from every stream Receiver to the SFU (Figure 1).
The feedback sent inside RR packets include fields to calculate the round-trip-time delay, the jitter and the packet loss introduced by the network.
The packet loss reported in these RR packets is important because the audio and video being sent will be adjusted based on that parameter:
In the next sections you can find a suggestion for how to handle this in three different types of streams: Audio, Video with simulcast and Video without simulcast.
If we want audio FEC to work well for the participant with the weakest link then we have to make sure we report the worse packet loss to the sender.
Because of that the packet loss reported from the SFU to the sender should be the worse packet of the receivers (max(PL1, PL2)).
For example the packet loss reported to the sender will be 20% if one of the receiving participants is experiencing a 20% packet loss in the downlink even if the sender and rest of receivers are in perfect network conditions.
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)
Because of that the packet loss reported from the SFU to the sender should be the packet loss in that link (Sender-SFU) no matter what the packet loss received the Receiver 1 and 2 is.
For example the packet loss reported to the sender will be 0 if the sender uplink is good even if the receivers are experiencing big packet loss in the downlink. That will be corrected with retransmissions and bitrate adaptation done in the SFU by selection a lower resolution/layer to be forwarded to those participants.
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)
This bitrate adaptation is mostly controlled by REMB RTCP packets where the SFU includes the bandwith available in the worse receiver. But packet loss has also an impact on top of the bitrate reported in the REMB packets so we need to decide what packet loss to include in the RR packets.
In this case I think both approaches described in the previous sections can work reasonably well. Either a) the SFU reports back the worse packet loss of the receivers or b) use the packet loss of each receiver to estimate its bandwidth and report only the sender side packet loss in the RR packets.
Note: If you use P2P connections when there are 2 participants in the room and switch to the SFU with Simulcast when there are 3 or more participants in the room you should be almost never in this Video with No-Simulcast and multiple participants case.
You can follow me in Twitter if you are interested in Real Time Communications.
RR packets are sent from the receiver of the media stream towards the sender of that media stream. In case of an SFU the RR are generated and sent from the SFU to the media stream Sender and also from every stream Receiver to the SFU (Figure 1).
The feedback sent inside RR packets include fields to calculate the round-trip-time delay, the jitter and the packet loss introduced by the network.
The packet loss reported in these RR packets is important because the audio and video being sent will be adjusted based on that parameter:
- In case of audio streams the packet loss in the network modifies the level of robustness of the OPUS codec. In presence of high packet loss the sender increases the level of redundancy of the forward error correction (FEC) included in the audio packets.
- In case of video streams the packet loss modifies the video bitrate encoded and sent. In presence of high packet loss the sender decreases the bitrate sent to reduce the possible congestion in the network.
In the next sections you can find a suggestion for how to handle this in three different types of streams: Audio, Video with simulcast and Video without simulcast.
Audio
Opus FEC is sent inband and because of that FEC is end to end (cannot be added/updated in an SFU) and everybody in the room will receive the same level of FEC.If we want audio FEC to work well for the participant with the weakest link then we have to make sure we report the worse packet loss to the sender.
Because of that the packet loss reported from the SFU to the sender should be the worse packet of the receivers (max(PL1, PL2)).
For example the packet loss reported to the sender will be 20% if one of the receiving participants is experiencing a 20% packet loss in the downlink even if the sender and rest of receivers are in perfect network conditions.
Video with Simulcast
When using Simulcast the SFU has the ability to send a different video quality to each participant so there is no need to adapt the sender stream to any specific participant.Because of that the packet loss reported from the SFU to the sender should be the packet loss in that link (Sender-SFU) no matter what the packet loss received the Receiver 1 and 2 is.
For example the packet loss reported to the sender will be 0 if the sender uplink is good even if the receivers are experiencing big packet loss in the downlink. That will be corrected with retransmissions and bitrate adaptation done in the SFU by selection a lower resolution/layer to be forwarded to those participants.
Video with No-Simulcast
When there is no Simulcast the SFU has to send the same video quality to every participant. Because of that it is important that the sender adapts the sending bitrate to the participant with the weakest link (and/or disable the video for some participants).This bitrate adaptation is mostly controlled by REMB RTCP packets where the SFU includes the bandwith available in the worse receiver. But packet loss has also an impact on top of the bitrate reported in the REMB packets so we need to decide what packet loss to include in the RR packets.
In this case I think both approaches described in the previous sections can work reasonably well. Either a) the SFU reports back the worse packet loss of the receivers or b) use the packet loss of each receiver to estimate its bandwidth and report only the sender side packet loss in the RR packets.
Note: If you use P2P connections when there are 2 participants in the room and switch to the SFU with Simulcast when there are 3 or more participants in the room you should be almost never in this Video with No-Simulcast and multiple participants case.
You can follow me in Twitter if you are interested in Real Time Communications.
The correct thing to do is highly dependant n the context. If your SFU has 20 clients with great connections and only 1 with a very bad connection. Do you really want to reduce image quality for everybody?
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