2020-04-20-001
- status: current
DASH
- An internet connection
Measurement of the quality at which it would be possible to stream from the current vantage point using the DASH (Dynamic Adaptive Streaming over HTTP) streaming technique, a very simple player, and a reasonable well provisioned nearby streaming server.
None
This is an external experiment originally implemented for Neubot. This document describes the implementation of such test used by OONI Probe.
We are using third party server infrastructure provided by the Measurement Lab consortium (M-Lab). We are also using the server implementation provided by the Neubot project. As such, the privacy policy of M-Lab and the privacy policy of the DASH server apply in addition to OONI's privacy policy.
In DASH a video is divided into fixed time segments. Each segment is encoded at different bitrates. The client downloads the segments, may buffer some of them, and plays them. The client can increase or reduce the bitrate of the video stream from the server, when the network is respectively more or less performant.
This test emulates a very simple player. It basically starts downloading a given segment after the previous segment has been downloaded. It uses the speed at which the segment was downloaded to select the quality (i.e. the bitrate) of the next segment to be downloaded. No previous video segment will be buffered to ensure the streaming does not stall in the event of changing network conditions. As such, if this player was real, a user using it would see:
-
video quality changing for every video segment (higher quality when the network is working better and lower quality when it slows down);
-
occasional stalls when the next video segment is received after the current video segment has finished playing (because the network speed estimate from the previous segment was not accurate enough and/or the network conditions changed).
Real-world video players (e.g. YouTube and Netflix) do no behave like this, of course. Rather, they seek to maintain quality steady and to keep enough segments in the buffer so that streaming continues even if there is a transient network issue.
However, precisely because of its simplicity, this test provides more hints about the network quality. It basically shows at which video bitrate you can typically stream from your vantage point, relying only on the quality of the network to ensure smooth streaming.
Note that the quality that you see is of course correlated to the one of your ISP, but it is also correlated to:
-
whether your computer or device is overloaded;
-
whether your connection with the first router is good (is the cable good? Is the Wi-Fi signal good? Are you close enough to the mobile cell?);
-
whether the server is close enough;
-
whether the server is overloaded;
-
whether the network hosting the server is overloaded;
-
whether the interconnection points are overloaded;
-
if there are other ISPs in the middle, whether their internal networks and interconnection points are overloaded.
In many cases, the M-Lab servers used by default by this test should be close enough to the users. The minimum RTT can, in any case, be a useful metric to confirm that this is actually the case. Also, the server and the network where it is hosted should not be overloaded without M-Lab noticing and reporting this incident.
As explained in the previous section, the client emulated by this test is much simpler than real world clients (e.g. YouTube or Netflix). As such, it may be the case that a real world client could stream videos at a higher quality than the one reported by this test, and without stalls.
We have seen in the past cases where the quality of video providers was significantly reduced because of congestion at interconnection points between video providers and ISPs. This may, in principle, be detected by this test by comparison with historical data. Yet, in practice, this cannot be detected because, in general, the path from the client to the selected M-Lab server is different from the path from the client to a specific video provider's servers. Thus, packets may pass through different interconnection points missing the congested ones.
In its most general implementation, this test will:
-
discover the closest M-Lab server using mlab-ns, unless a server name has been explicitly specified by the user;
-
establish a persistent HTTP connection with said server;
-
set the initial estimated rate at which to attempt streaming;
-
for each segment in the emulated video, then, it will:
2.1. request to the remote server the next segment encoded at the previously estimated rate;
2.2. measure the speed at which the segment was downloaded;
2.3. possibly scale down the speed significantly when the download took more than the duration of a video segment;
2.4. update the rate estimate using some configurable mechanism to obtain a new estimate of the bitrate from the measured speed (see below).
The following defaults apply to the version of the test implemented by used by OONI Probe:
-
the initial rate estimate is 3,000 kbit/s;
-
the duration of a video segment is two seconds;
-
the video consists of 15 segments;
-
the speed is not scaled down when the download takes more than the duration of a video segment;
-
the rate estimate is set equal to the measured speed (this cannot happen in reality because a server cannot encode a video into all the possible bitrates, but is useful to measure network performance, as explained below).
The initial bitrate estimate is set to 3,000 kbit/s because that is the minimum download speed that Netflix reccommends for SD quality. The Neubot implementation used instead 100 kbit/s.
Segments contain two seconds of video. Two seconds is the value used by Microsoft's streaming solution and is the lower end value recommended by Bitmovin. We chose two seconds because that allows us to adapt more quickly to the fluctuating network conditions.
We use fifteen segments so that the overall test duration is around thirty seconds in the common case (fifteen segments each containing two seconds of video).
The Neubot implementation scales down the speed after the download of a segment takes more than the duration of a segment. This was done because Neubot was a background tool and we did not want to overload the network. We decided to disable this behavior by default in OONI Probe, so to better measure the network quality.
The Neubot implementation used a fixed vectors of available bitrates, selecting the highest available bitrate that was lower than the speed with which the last segment was downloaded. In OONI Probe, we decided to disable this behavior by default, so to better measure the network quality.
-
df-000-base
-
df-009-tunnel
{
"failure": null,
"receiver_data": [],
"sender_data": [],
"simple": {}
}
Where simple
contains the summary, failure
is a nullable string containing
the error as defined in df-007-errors.md
, receiver_data
contains the client
side measurements, and sender_data
contains the server measurements.
The sender_data
array is optional. All the other fields MUST be present. More in
detail, the receiver_data
array is like:
[{
"connect_time": 0.019882652,
"elapsed": 0.17025906,
"elapsed_target": 2,
"iteration": 0,
"platform": "darwin",
"rate": 3000,
"received": 750000,
"request_ticks": 2.6875e-05,
"server_url": "https://neubot-mlab-mlab3-mil02.measurement-lab.org/dash/download/750000",
"timestamp": 1587376362,
"version": "0.008000000"
}]
where:
-
connect_time
: time required byconnect()
to complete, which can be an approximation of the minimum RTT, measured in seconds. -
elapsed
: time elapsed since before sending the HTTP request for the segment until the HTTP response body is fully received, measured in seconds. -
elapsed_target
: target for elapsed, measured in seconds. The objective of this experiment is to select the maximum rate such that theelapsed
time is not greater thanelapsed_target
. -
iteration
: number of the segment (should be an integer between one and the maximum number of segments). -
platform
: platform where we're running. -
rate
: bitrate of the segment (in kbit/s), i.e. video quality. -
received
: number of bytes received. -
request_ticks
: moment when the request was issued, relative to some base time, and suitable only for computing time differences. -
timestamp
: number of seconds elapsed since the EPOCH. -
version
: any number greater than "0.007000000" indicates the version of the experiment in OONI Probe Engine, "0.007000000" indicates Measurement Kit, lower values indicate a specific version of Neubot.
Note that real clients possibly include more fields. We are increasingly deprecating legacy fields that do not matter to OONI Probe. As such, this version of this specification is only listing fields that matter with modern implementations of DASH.
The optional sender_data
array is like:
[{
"iteration": 1,
"ticks": 1245.3,
"timestamp": 12345678,
"web100_snap": {}
}]
where:
-
iteration
is likeiteration
in thereceiver_data
. -
ticks
is likerequest_ticks
in thereceiver_data
. -
timestamp
is liketimestamp
in thereceiver_data
. -
web100_snap
contains Web100 variables (which, as of this writing are not collected anymore because M-Lab upgraded its platform and is now using TCPInfo for the same purpose).
The simple
object is like:
{
"connect_latency": 0.019882652,
"median_bitrate": 83985,
"min_playout_delay": 0
}
Where:
-
connect_latency
: same asconnect_time
inreceiver_data
; -
median_bitrate
: median of therate
s inreceiver_data
; -
min_playout_delay
: minimum amount of delay after which the player should have started playing the first segment to ensure smooth streaming. Computed as the sum of the differences between the moment where a segment was received and the moment where it should have been played. If negative, it means it would have been possible to perform smooth streaming without adding further delay.
-
When running in the default configuration, median bitrate at which streaming would have been possible, coupled with the required playout delay. The default test implementation seeks to maximize the bitrate and keep the required playout delay to zero. When the playout delay is significantly larger than zero, the network quality changed during the test.
-
Video quality (e.g.
420p
,720p
) roughly corresponding to the median bitrate downloaded during the test. This can be inferred from information published by popular video streaming sites, e.g. YouTube.
Notwithstanding your privacy settings, this experiment will collect your public IP address. It will not be included in OONI data but it will be collected and saved by the Measurement Lab server you are using, and it will be subsequently published by Measurement Lab. We are working with Measurement Lab to understand whether it will be possible to avoid collecting the IP address in a future version of DASH. The tracking issue for this effort is github.com/ooni/probe-engine#502.
The following example has been trimmed for readability:
{
"annotations": {
"_probe_engine_sanitize_test_keys": "true",
"engine_name": "miniooni",
"engine_version": "0.9.0",
"platform": "macos"
},
"data_format_version": "0.2.0",
"input": null,
"measurement_start_time": "2020-04-20 09:52:40",
"probe_asn": "AS30722",
"probe_cc": "IT",
"probe_ip": "127.0.0.1",
"report_id": "20200420T095240Z_AS30722_spiLF4fBpbo36q1FFGwaSIyLguwxpbQN5pSI1ZiC8ZJ9KeeNW9",
"resolver_asn": "AS30722",
"resolver_ip": "91.80.36.88",
"resolver_network_name": "Vodafone Italia S.p.A.",
"software_name": "miniooni",
"software_version": "0.1.0-dev",
"test_keys": {
"simple": {
"connect_latency": 0.019882652,
"median_bitrate": 83985,
"min_playout_delay": 0
},
"failure": null,
"receiver_data": [
{
"connect_time": 0.019882652,
"elapsed": 0.17025906,
"elapsed_target": 2,
"iteration": 0,
"platform": "darwin",
"rate": 3000,
"received": 750000,
"request_ticks": 2.6875e-05,
"server_url": "https://neubot-mlab-mlab3-mil02.measurement-lab.org/dash/download/750000",
"timestamp": 1587376362,
"version": "0.008000000"
}
]
},
"test_name": "dash",
"test_runtime": 11.817663836,
"test_start_time": "2020-04-20 09:52:39",
"test_version": "0.10.0"
}