diff --git a/README.md b/README.md index 2e1548466..2670d5b9a 100644 --- a/README.md +++ b/README.md @@ -11,12 +11,11 @@ This module comprises the following features: * Adds `BurstyApplication` and `BurstSink` as ns-3 applications: they allow to model complex applications by sending large data packets over UDP sockets, fragmenting them into bursts of smaller packets, and reassembling the packets at the receiver, if possible * A tracing system allows to obtain burst-level and fragment-level information at both the transmitter and receiver side -* Models a Virtual Reality traffic source -* 10 of the acquired VR traffic traces can be found in [model/BurstGeneratorTraces/](model/BurstGeneratorTraces/) and can be used directly in a simulation, using the `TraceFileBurstGenerator` +* Models Virtual Reality traffic sources with realistic head movements in popular VR applications +* 40 of the acquired VR traffic traces can be found in [model/BurstGeneratorTraces/](model/BurstGeneratorTraces/) and can be used directly in a simulation, using the `TraceFileBurstGenerator`. More information can be found in the folder and in the documentation. * Additional traffic models can be implemented by simply extending the `BurstGenerator` interface Future releases will aim to: -* Improve, add, and diversify the VR traffic traces, including realistic head movements in popular VR applications * Model second-order statistics for VR traffic * Include a head-rotation model, coupled with the VR traffic generator * Optionally include sound traffic in the VR traffic generator, other than video traffic @@ -78,6 +77,7 @@ Compiling standalone documentation: 1. Open with your browser the file `contrib/vr-app/doc/models/build/html/bursty-framework.html` to visualize the documentation of the model -## Reference paper +## Reference papers -Mattia Lecci, Andrea Zanella, Michele Zorzi, "An ns-3 Implementation of a Bursty Traffic Framework for Virtual Reality Sources," accepted to Workshop on ns-3 (WNS3), Jun. 2021, Virtual Event, USA, Pre-print available: [arXiv:2103.04609](https://arxiv.org/abs/2103.04609) \ No newline at end of file +* M. Lecci, M. Drago, A. Zanella, M. Zorzi, "An Open Framework for Analyzing and Modeling XR Network Traffic," Submitted to IEEE Access, Pre-print available: [arXiv:2108.04577](https://arxiv.org/abs/2108.04577). +* Mattia Lecci, Andrea Zanella, Michele Zorzi, "An ns-3 Implementation of a Bursty Traffic Framework for Virtual Reality Sources," Workshop on ns-3 (WNS3), Jun. 2021, Virtual Event, USA, Open access DOI: [10.1145/3460797.3460807](https://doi.org/10.1145/3460797.3460807). \ No newline at end of file diff --git a/doc/source/bursty-framework.rst b/doc/source/bursty-framework.rst index 596402746..733e4aed8 100644 --- a/doc/source/bursty-framework.rst +++ b/doc/source/bursty-framework.rst @@ -7,7 +7,7 @@ The framework aims at supporting large packets sent across a network, fragmented Model Description ***************** -This model is described in `[WNS3-2021]`_. +This model is described in `[WNS3-2021]`_ and was later improved in `[Access21]`_. It was originally designed to model an Virtual Reality traffic source, although the bursty framework is more general. @@ -27,7 +27,14 @@ The framework comes with three generators already implemented: - ``SimpleBurstGenerator``: the user can specify ``RandomVariableStream`` for the packet size and period. - ``TraceFileBurstGenerator``: traffic trace files are imported and executed in ns-3, allowing the user to import real traffic traces into its simulations. Some traces representing a VR traffic source are included. -- ``VrBurstGenerator``: implements a traffic model able to emulate Virtual Reality traffic, as described in `[WNS3-2021]`_. +- ``VrBurstGenerator``: implements a traffic model able to simulate VR traffic sources, as described in `[Access21]`_. The model is based on over 4 hours of acquisitions while playing three different applications targeting different types of interactions. Specifically: + + #. *Minecraft*: an extremely popular game, with the mod *Vivecraft* enabling both room-scale or seated VR experiences. The user can explore by walking or swimming, and interact with the virtual world by cutting trees, digging holes, crafting tools, etc. + #. *Virus Popper*: during this fast-paced educational game, many cartoony-looking viruses swarm a virtual room, and the user has to attack them with cleaning tools for survival. + #. *Google Earth VR - Tour*: the VR version of Google earth, allowing you to explore the world with satellite imagery, 3D terrain of the entire globe, and 3D buildings in hundreds of cities around the world. The SteamVR application allows you to make tours, teleporting the user all around the world every few seconds. + #. *Google Earth VR - Cities*: in this case, a more interactive experience is yielded, allowing the user to fully explore cities or landmarks for as long as they want. + +Please note that *Google Earth VR* was used in two different ways, thus allowing us to analyze two different versions of a same application. Bursty Application description ############################## @@ -102,4 +109,8 @@ References .. _`[WNS3-2021]`: -[WNS3-2021] Mattia Lecci, Andrea Zanella, Michele Zorzi, "An ns-3 Implementation of a Bursty Traffic Framework for Virtual Reality Sources," accepted to Workshop on ns-3 (WNS3), 2021, Preprint available: `arXiv:2103.04609 `_. \ No newline at end of file +[WNS3-2021] Mattia Lecci, Andrea Zanella, Michele Zorzi, "An ns-3 Implementation of a Bursty Traffic Framework for Virtual Reality Sources," Workshop on ns-3 (WNS3), Jun. 2021, Virtual Event, USA, Open access DOI: `10.1145/3460797.3460807 `_. + +.. _`[Access21]`: + +[Access21] Mattia Lecci, Matteo Drago, Andrea Zanella, Michele Zorzi, "An Open Framework for Analyzing and Modeling XR Network Traffic," submitted to IEEE Access, 2021, Preprint available: `arXiv:2108.04577 `_. \ No newline at end of file diff --git a/examples/bursty-application-example.cc b/examples/bursty-application-example.cc index a664f36d1..88f708d7d 100644 --- a/examples/bursty-application-example.cc +++ b/examples/bursty-application-example.cc @@ -146,7 +146,7 @@ main (int argc, char *argv[]) BurstSinkHelper burstSinkHelper ("ns3::UdpSocketFactory", InetSocketAddress (sinkAddress, portNumber)); - // Install HTTP client + // Install burst sink ApplicationContainer clientApps = burstSinkHelper.Install (nodes.Get (0)); Ptr burstSink = clientApps.Get (0)->GetObject (); diff --git a/examples/trace-file-burst-application-example.cc b/examples/trace-file-burst-application-example.cc index ac00c4d58..9452ce7e9 100644 --- a/examples/trace-file-burst-application-example.cc +++ b/examples/trace-file-burst-application-example.cc @@ -28,6 +28,7 @@ #include "ns3/seq-ts-size-frag-header.h" #include "ns3/bursty-helper.h" #include "ns3/burst-sink-helper.h" +#include "ns3/trace-file-burst-generator.h" /** * Example of BurstyApplication using a TraceFileBurstGenerator. @@ -61,7 +62,7 @@ int main (int argc, char *argv[]) { std::string traceFolder = "contrib/vr-app/model/BurstGeneratorTraces/"; // example traces can be found here - std::string traceFile = "steam_init_20mbps_30fps_5min_usb_still.csv"; + std::string traceFile = "ge_cities_20mbps_30fps.csv"; double startTime = 0; double simTime = 20; @@ -111,6 +112,18 @@ main (int argc, char *argv[]) ApplicationContainer serverApps = burstyHelper.Install (nodes.Get (1)); Ptr burstyApp = serverApps.Get (0)->GetObject (); + // Extract TraceFileBurstGenerator and check if able to fill the entire simulation + PointerValue val; + burstyApp->GetAttribute ("BurstGenerator", val); + Ptr tfbg = DynamicCast (val.GetObject ()); + NS_ASSERT_MSG (tfbg, "The bursty application should be a TraceFileBurstGenerator"); + + if (startTime + simTime > tfbg->GetTraceDuration ()) + { + NS_LOG_WARN ("The trace file will end before the simulation ends. Please choose a different " + << "start time, a longer trace, or reduce the simulation duration."); + } + // Create burst sink helper BurstSinkHelper burstSinkHelper ("ns3::UdpSocketFactory", InetSocketAddress (sinkAddress, portNumber)); diff --git a/examples/vr-app-n-stas.cc b/examples/vr-app-n-stas.cc index b5706e279..7bc3f11fc 100644 --- a/examples/vr-app-n-stas.cc +++ b/examples/vr-app-n-stas.cc @@ -133,6 +133,7 @@ main (int argc, char *argv[]) double distance = 1; // the distance from the AP [m] std::string appRate = "50Mbps"; // the app target data rate double frameRate = 60; // the app frame rate [FPS] + std::string vrAppName = "VirusPopper"; // the app name std::string burstGeneratorType = "model"; // type of burst generator {"model", "trace", "deterministic"} double simulationTime = 10; // simulation time in seconds @@ -141,6 +142,7 @@ main (int argc, char *argv[]) // cmd.AddValue ("distance", "the distance from the AP [m]", distance); cmd.AddValue ("appRate", "the app target data rate", appRate); cmd.AddValue ("frameRate", "the app frame rate [FPS]", frameRate); + cmd.AddValue ("vrAppName", "the app name", vrAppName); cmd.AddValue ("burstGeneratorType", "type of burst generator {\"model\", \"trace\", \"deterministic\"}", burstGeneratorType); @@ -149,7 +151,7 @@ main (int argc, char *argv[]) uint32_t fragmentSize = 1472; //bytes uint32_t channelWidth = 160; // MHz - bool sgi = false; // Use short guard interval + bool sgi = true; // Use short guard interval LogComponentEnableAll (LOG_PREFIX_ALL); LogComponentEnable ("VrAppNStas", LOG_INFO); @@ -239,18 +241,43 @@ main (int argc, char *argv[]) if (burstGeneratorType == "model") { - NS_LOG_DEBUG ("VR generator with framerate=" << frameRate << ", appRate=" << appRate); + NS_LOG_DEBUG ("VR generator with framerate=" << frameRate << ", appRate=" << appRate << ", vrAppName=" << vrAppName); client.SetBurstGenerator ("ns3::VrBurstGenerator", "FrameRate", DoubleValue (frameRate), - "TargetDataRate", DataRateValue (DataRate (appRate))); + "TargetDataRate", DataRateValue (DataRate (appRate)), + "VrAppName", StringValue (vrAppName)); } else if (burstGeneratorType == "trace") { uint32_t dataRateMbps = uint32_t (DataRate (appRate).GetBitRate () / 1e6); + std::string appAbbrev; + if (vrAppName == "VirusPopper") + { + appAbbrev = "vp"; + } + else if (vrAppName == "Minecraft") + { + appAbbrev = "mc"; + } + else if (vrAppName == "GoogleEarthVrCities") + { + appAbbrev = "ge_cities"; + } + else if (vrAppName == "GoogleEarthVrTour") + { + appAbbrev = "ge_tour"; + } + else + { + NS_ABORT_MSG ("vrAppName=" << vrAppName << " was not recognized"); + } + std::ostringstream filenameSs; - filenameSs << GetInputPath () << "src/applications/model/BurstGeneratorTraces/" - << dataRateMbps << "mbps_" << uint32_t (frameRate) << "fps.csv"; + filenameSs << GetInputPath () << "contrib/vr-app/model/BurstGeneratorTraces/" + << appAbbrev << "_" + << dataRateMbps << "mbps_" + << uint32_t (frameRate) << "fps.csv"; NS_LOG_DEBUG ("Trace file generator with filename=" << filenameSs.str ()); @@ -283,6 +310,7 @@ main (int argc, char *argv[]) ApplicationContainer clientApps = client.Install (wifiStaNodes); Ptr x = CreateObjectWithAttributes ( "Min", DoubleValue (0), "Max", DoubleValue (1)); + Ptr y = CreateObject (); for (uint32_t i = 0; i < nStas; i++) { Time startTime = Seconds (x->GetValue ()); @@ -296,7 +324,12 @@ main (int argc, char *argv[]) Ptr tfbg = DynamicCast (val.GetObject ()); if (tfbg) { - tfbg->SetAttribute ("StartTime", DoubleValue (i * simulationTime)); + NS_ABORT_MSG_IF (tfbg->GetTraceDuration () < simulationTime, + "Trace too short for this simulation"); + + double traceStartTime = y->GetValue (0, tfbg->GetTraceDuration () - simulationTime); + NS_LOG_UNCOND ("STA" << i << " will start its trace from " << traceStartTime); + tfbg->SetAttribute ("StartTime", DoubleValue (traceStartTime)); } } clientApps.Stop (Seconds (simulationTime + 1)); diff --git a/examples/vr-application-example.cc b/examples/vr-application-example.cc index 9704aa6e6..b3cbe41fe 100644 --- a/examples/vr-application-example.cc +++ b/examples/vr-application-example.cc @@ -28,6 +28,7 @@ #include "ns3/seq-ts-size-frag-header.h" #include "ns3/bursty-helper.h" #include "ns3/burst-sink-helper.h" +#include "ns3/vr-burst-generator.h" using namespace ns3; @@ -62,10 +63,12 @@ main (int argc, char *argv[]) double simTime = 20; double frameRate = 30; std::string targetDataRate = "40Mbps"; + std::string vrAppName = "VirusPopper"; CommandLine cmd (__FILE__); cmd.AddValue ("frameRate", "VR application frame rate [FPS].", frameRate); cmd.AddValue ("targetDataRate", "Target data rate of the VR application.", targetDataRate); + cmd.AddValue ("vrAppName", "The VR application on which the model is based upon.", vrAppName); cmd.AddValue ("simTime", "Length of simulation [s].", simTime); cmd.Parse (argc, argv); @@ -102,7 +105,8 @@ main (int argc, char *argv[]) burstyHelper.SetAttribute ("FragmentSize", UintegerValue (1200)); burstyHelper.SetBurstGenerator ("ns3::VrBurstGenerator", "FrameRate", DoubleValue (frameRate), - "TargetDataRate", DataRateValue (DataRate (targetDataRate))); + "TargetDataRate", DataRateValue (DataRate (targetDataRate)), + "VrAppName", StringValue(vrAppName)); // Install bursty application ApplicationContainer serverApps = burstyHelper.Install (nodes.Get (1)); diff --git a/model/BurstGeneratorTraces/10mbps_30fps.csv b/model/BurstGeneratorTraces/10mbps_30fps.csv deleted file mode 100644 index 3bf59a959..000000000 --- a/model/BurstGeneratorTraces/10mbps_30fps.csv +++ /dev/null @@ -1,16744 +0,0 @@ -# Frame rate: 30 FPS -# Data rate: 10 Mbps -# Description: Using USB tethering rather than WiFi. Sound streaming off. About 30 seconds of recording. Phone perfectly still, laying on the table with the screen facing upwards. Using pcsignetgpu01. -# CSV Format: burstSizeBytes, timeToNextFrameSeconds -42398,0.033776 -21199,0.03307 -54868,0.033879000000000006 -57362,0.032348 -48633,0.034497 -42398,0.032899999999999985 -24940,0.03393300000000002 -57362,0.03287899999999999 -46139,0.033858 -46139,0.03301700000000002 -41151,0.038744 -42398,0.034592999999999985 -53621,0.033955999999999986 -53621,0.03189200000000003 -38657,0.03481299999999993 -24940,0.032599000000000045 -33669,0.03493199999999996 -52374,0.030870000000000064 -41151,0.03505499999999995 -48633,0.03166600000000008 -47386,0.03371499999999994 -54868,0.03491299999999997 -48633,0.03286100000000003 -44892,0.03174500000000002 -41151,0.034721 -49880,0.03324300000000002 -54868,0.03321599999999991 -41151,0.032604999999999995 -46139,0.03485400000000005 -23693,0.032945 -41151,0.03452799999999989 -52374,0.03390900000000019 -47386,0.03422599999999987 -46139,0.032779000000000114 -47386,0.03317700000000001 -101007,0.032658999999999994 -22446,0.03483299999999989 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than WiFi. Sound streaming off. About 30 seconds of recording. Phone perfectly still, laying on the table with the screen facing upwards. 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Sound streaming off. About 30 seconds of recording. Phone perfectly still, laying on the table with the screen facing upwards. 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Sound streaming off. About 30 seconds of recording. Phone perfectly still, laying on the table with the screen facing upwards. 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-38657,0.016953999999941516 -36163,0.01597700000002078 -36163,0.0 diff --git a/model/BurstGeneratorTraces/30mbps_30fps.csv b/model/BurstGeneratorTraces/30mbps_30fps.csv deleted file mode 100644 index e73c72de5..000000000 --- a/model/BurstGeneratorTraces/30mbps_30fps.csv +++ /dev/null @@ -1,16635 +0,0 @@ -# Frame rate: 30 FPS -# Data rate: 30 Mbps -# Description: Using USB tethering rather than WiFi. Sound streaming off. About 30 seconds of recording. Phone perfectly still, laying on the table with the screen facing upwards. 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Sound streaming off. About 30 seconds of recording. Phone perfectly still, laying on the table with the screen facing upwards. 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Sound streaming off. About 30 seconds of recording. Phone perfectly still, laying on the table with the screen facing upwards. 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Sound streaming off. About 30 seconds of recording. Phone perfectly still, laying on the table with the screen facing upwards. 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Sound streaming off. About 30 seconds of recording. Phone perfectly still, laying on the table with the screen facing upwards. 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Sound streaming off. About 30 seconds of recording. Phone perfectly still, laying on the table with the screen facing upwards. 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indication of the name of the streamed application. Specifically, + - `vp` stands for _Virus Popper_ + - `mc` stands for _Minecraft_ + - `ge_cities` stands for _Google Earth VR - Cities_ + - `ge_tour` stands for _Google Earth VR - Tour_ +* `dataRate`: the target data rate +* `frameRate`: the target frame rate + +Some additional meta data might be found in the commented header of the `.csv` file. + +For further information please check the reference paper: +* M. Lecci, M. Drago, A. Zanella, M. Zorzi, "An Open Framework for Analyzing and Modeling XR Network Traffic," Submitted to IEEE Access, Pre-print available: [arXiv:2108.04577](https://arxiv.org/abs/2108.04577). + +NOTE: `.csv` traces are based on acquisitions of real VR traffic streaming. Target data and frame rate are only indicative and may vary over time as well as in average. \ No newline at end of file diff --git a/model/BurstGeneratorTraces/ge_cities_10mbps_30fps.csv b/model/BurstGeneratorTraces/ge_cities_10mbps_30fps.csv new file mode 100644 index 000000000..205cd483a --- /dev/null +++ b/model/BurstGeneratorTraces/ge_cities_10mbps_30fps.csv @@ -0,0 +1,10746 @@ +# Application: Google Earth VR - Cities +# Frame rate: 30 FPS +# Data rate: 10 Mbps +# Trace duration: 357.973344 s +# Average throughput: 10.79077896928549 Mbps +# CSV Format: burstSizeBytes, timeToNextFrameSeconds +42174,0.032182 +47286,0.03376199999999999 +44730,0.03296500000000001 +47286,0.034869999999999984 +47286,0.032806 +29394,0.033559000000000005 +29394,0.031862 +31950,0.03398799999999999 +48564,0.034945000000000004 +56232,0.03984500000000002 +53676,0.032876000000000016 +42174,0.033508999999999955 +40896,0.03186800000000001 +23004,0.03294800000000003 +39618,0.03506099999999995 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+++ b/model/BurstGeneratorTraces/ge_cities_30mbps_30fps.csv @@ -0,0 +1,10806 @@ +# Application: Google Earth VR - Cities +# Frame rate: 30 FPS +# Data rate: 30 Mbps +# Trace duration: 359.957622 s +# Average throughput: 31.969212909179625 Mbps +# CSV Format: burstSizeBytes, timeToNextFrameSeconds +135468,0.031429 +146970,0.03385200000000001 +134190,0.029337000000000002 +148248,0.033667 +135468,0.034194 +136746,0.03207199999999999 +122688,0.034734000000000015 +121410,0.03387599999999996 +121410,0.030281000000000002 +138024,0.024931000000000036 +144414,0.03385699999999997 +144414,0.03169900000000003 +131634,0.03478300000000001 +123966,0.03295499999999996 +126522,0.03213899999999997 +126522,0.033732000000000095 +148248,0.03284199999999993 +118854,0.03544400000000003 +148248,0.032795999999999936 +141858,0.03266800000000003 +135468,0.032704999999999984 +122688,0.035136000000000056 +135468,0.03269 +126522,0.033162000000000025 +143136,0.03362799999999999 +125244,0.03303099999999992 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a/model/BurstGeneratorTraces/ge_cities_50mbps_60fps.csv b/model/BurstGeneratorTraces/ge_cities_50mbps_60fps.csv new file mode 100644 index 000000000..a5d9aec5f --- /dev/null +++ b/model/BurstGeneratorTraces/ge_cities_50mbps_60fps.csv @@ -0,0 +1,13362 @@ +# Application: Google Earth VR - Cities +# Frame rate: 60 FPS +# Data rate: 50 Mbps +# Trace duration: 222.74647 s +# Average throughput: 53.860793753544115 Mbps +# CSV Format: burstSizeBytes, timeToNextFrameSeconds +116298,0.014960000000002083 +115020,0.015985999999998057 +118854,0.018122000000001748 +129078,0.0166959999999996 +107352,0.016092999999997915 +117576,0.015904000000002583 +122688,0.017924999999998192 +111186,0.015875000000001194 +103518,0.016918999999997908 +99684,0.01710000000000278 +98406,0.015686999999999784 +97128,0.017047999999999064 +98406,0.01593300000000042 +112464,0.018073000000001116 +107352,0.016074999999997175 +111186,0.016833000000001874 +108630,0.017112000000000904 +115020,0.014972000000000207 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000000000..8dbfa3df0 --- /dev/null +++ b/model/BurstGeneratorTraces/ge_tour_10mbps_60fps.csv @@ -0,0 +1,27060 @@ +# Application: Google Earth VR - Tour +# Frame rate: 60 FPS +# Data rate: 10 Mbps +# Trace duration: 451.562437 s +# Average throughput: 11.198113150408034 Mbps +# CSV Format: burstSizeBytes, timeToNextFrameSeconds +23004,0.016764 +23004,0.016991 +26838,0.017029999999999997 +19170,0.015999 +23004,0.015990000000000004 +20448,0.017933000000000004 +20448,0.015895000000000006 +20448,0.017173999999999995 +28116,0.015847 +19170,0.017858999999999986 +21726,0.016543000000000002 +25560,0.01606200000000002 +25560,0.016820999999999975 +28116,0.015971000000000013 +16614,0.016972000000000015 +23004,0.01675399999999999 +23004,0.016139999999999988 +21726,0.017290000000000028 +25560,0.016573999999999978 +24282,0.016996999999999984 +20448,0.01699400000000001 +31950,0.016946000000000017 +19170,0.015888999999999986 +20448,0.01707000000000003 +25560,0.016893999999999965 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a/model/BurstGeneratorTraces/ge_tour_20mbps_30fps.csv b/model/BurstGeneratorTraces/ge_tour_20mbps_30fps.csv new file mode 100644 index 000000000..523ad4037 --- /dev/null +++ b/model/BurstGeneratorTraces/ge_tour_20mbps_30fps.csv @@ -0,0 +1,12755 @@ +# Application: Google Earth VR - Tour +# Frame rate: 30 FPS +# Data rate: 20 Mbps +# Trace duration: 424.95134199999995 s +# Average throughput: 21.356676416849627 Mbps +# CSV Format: burstSizeBytes, timeToNextFrameSeconds +77958,0.03395099999999829 +85626,0.032859999999999445 +77958,0.032970000000002386 +83070,0.03352999999999895 +86904,0.03292899999999932 +89460,0.03421700000000172 +86904,0.032654999999998324 +88182,0.03084400000000187 +88182,0.03431299999999737 +86904,0.03361800000000059 +88182,0.036191000000002305 +93294,0.030819999999998515 +93294,0.03396100000000146 +94572,0.03244499999999917 +94572,0.03477200000000025 +81792,0.03446199999999777 +93294,0.03097100000000097 +90738,0.03387199999999879 +95850,0.03298600000000107 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b/model/BurstGeneratorTraces/ge_tour_20mbps_60fps.csv new file mode 100644 index 000000000..69818ae84 --- /dev/null +++ b/model/BurstGeneratorTraces/ge_tour_20mbps_60fps.csv @@ -0,0 +1,27973 @@ +# Application: Google Earth VR - Tour +# Frame rate: 60 FPS +# Data rate: 20 Mbps +# Trace duration: 466.14193300000005 s +# Average throughput: 21.387096277390686 Mbps +# CSV Format: burstSizeBytes, timeToNextFrameSeconds +42174,0.016966999999999732 +48564,0.019617000000000218 +48564,0.015359000000000123 +40896,0.014955000000000052 +40896,0.01694299999999993 +53676,0.017946999999999935 +44730,0.014975999999999878 +47286,0.01800600000000019 +42174,0.015905999999999754 +34506,0.015897000000000272 +43452,0.018025999999999875 +46008,0.015919999999999934 +43452,0.01592400000000005 +46008,0.018038999999999916 +42174,0.015887000000000207 +51120,0.016979999999999773 +33228,0.01703600000000005 +43452,0.01695800000000025 +43452,0.015497999999999568 +51120,0.01632200000000017 +26838,0.01696199999999992 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b/model/BurstGeneratorTraces/mc_40mbps_60fps.csv @@ -0,0 +1,18211 @@ +# Application: Minecraft +# Frame rate: 60 FPS +# Data rate: 40 Mbps +# Trace duration: 304.95953099999997 s +# Average throughput: 43.872010493090634 Mbps +# CSV Format: burstSizeBytes, timeToNextFrameSeconds +98406,0.005964999999999998 +94572,0.052907 +89460,0.029997999999999997 +95850,0.0058980000000000005 +97128,0.015045000000000003 +100962,0.01904800000000001 +102240,0.016859999999999986 +100962,0.014796000000000004 +93294,0.015660000000000007 +94572,0.017952999999999997 +100962,0.015585999999999989 +102240,0.016426999999999997 +99684,0.01797399999999999 +100962,0.014203000000000021 +107352,0.017730999999999997 +103518,0.019027000000000016 +116298,0.016005999999999965 +115020,0.018695000000000017 +95850,0.01617400000000002 +109908,0.01589999999999997 +104796,0.014935000000000032 +108630,0.015788999999999997 +99684,0.017108999999999985 +102240,0.01756599999999997 +99684,0.01736500000000002 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b/model/BurstGeneratorTraces/vp_10mbps_30fps.csv @@ -0,0 +1,10752 @@ +# Application: Virus Popper +# Frame rate: 30 FPS +# Data rate: 10 Mbps +# Trace duration: 358.173916 s +# Average throughput: 10.778113903749484 Mbps +# CSV Format: burstSizeBytes, timeToNextFrameSeconds +42174,0.032816 +47286,0.035051 +51120,0.032933000000000004 +54954,0.03320200000000001 +60066,0.033316999999999986 +57510,0.03387899999999999 +58788,0.033929000000000015 +49842,0.03200600000000001 +54954,0.03281400000000001 +53676,0.03295699999999996 +54954,0.03473700000000002 +49842,0.033231999999999984 +46008,0.032891000000000004 +49842,0.03392700000000004 +48564,0.03310399999999997 +49842,0.03264800000000001 +53676,0.03576800000000002 +51120,0.032837000000000005 +51120,0.034023000000000025 +47286,0.03181099999999992 +54954,0.03392200000000001 +21726,0.031105999999999967 +20448,0.03412700000000002 +21726,0.03222599999999998 +24282,0.03412000000000004 +33228,0.03258899999999998 +29394,0.03419800000000006 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b/model/BurstGeneratorTraces/vp_20mbps_60fps.csv @@ -0,0 +1,33666 @@ +# Application: Virus Popper +# Frame rate: 60 FPS +# Data rate: 20 Mbps +# Trace duration: 561.083583 s +# Average throughput: 21.53046799802731 Mbps +# CSV Format: burstSizeBytes, timeToNextFrameSeconds +42174,0.016157 +40896,0.016794 +42174,0.016973999999999996 +49842,0.015912999999999997 +38340,0.01702400000000001 +40896,0.017942 +40896,0.017139 +47286,0.015808000000000003 +42174,0.016873 +42174,0.015888999999999986 +43452,0.017154000000000003 +47286,0.015796000000000004 +44730,0.01693800000000001 +47286,0.017765999999999976 +42174,0.015152000000000027 +38340,0.01793 +46008,0.01604899999999998 +48564,0.017986000000000002 +38340,0.016919000000000017 +47286,0.015915000000000012 +44730,0.015961999999999976 +38340,0.016957 +48564,0.015851999999999977 +42174,0.018591000000000024 +44730,0.01441300000000001 +34506,0.01646700000000001 +47286,0.018033999999999994 +38340,0.01702300000000001 +35784,0.01600199999999996 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a/model/BurstGeneratorTraces/vp_50mbps_30fps.csv b/model/BurstGeneratorTraces/vp_50mbps_30fps.csv new file mode 100644 index 000000000..38797a5d7 --- /dev/null +++ b/model/BurstGeneratorTraces/vp_50mbps_30fps.csv @@ -0,0 +1,11620 @@ +# Application: Virus Popper +# Frame rate: 30 FPS +# Data rate: 50 Mbps +# Trace duration: 387.168826 s +# Average throughput: 46.8981110788088 Mbps +# CSV Format: burstSizeBytes, timeToNextFrameSeconds +231318,0.033630999999999744 +250488,0.03318800000000088 +231318,0.02951699999999846 +171252,0.034890000000000754 +199368,0.03405200000000086 +189144,0.031311999999999784 +185310,0.03647599999999862 +181476,0.03243900000000011 +178920,0.033991000000000327 +184032,0.032434000000000296 +175086,0.032382999999999384 +172530,0.034262000000000015 +195534,0.03412500000000129 +180198,0.03181299999999965 +178920,0.03486200000000039 +196812,0.03336999999999968 +190422,0.03237000000000023 +172530,0.034411999999999665 +189144,0.03179699999999919 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DoubleValue (0.0), - MakeDoubleAccessor (&TraceFileBurstGenerator::m_startTime), MakeDoubleChecker (0.0)); + MakeDoubleAccessor (&TraceFileBurstGenerator::GetStartTime, + &TraceFileBurstGenerator::SetStartTime), + MakeDoubleChecker (0.0)); return tid; } @@ -73,6 +76,51 @@ TraceFileBurstGenerator::DoDispose (void) BurstGenerator::DoDispose (); } +void +TraceFileBurstGenerator::SetStartTime (double startTime) +{ + NS_LOG_FUNCTION (this << startTime); + if (startTime != m_startTime) + { + m_startTime = startTime; + m_isFinalized = false; + } +} + +double +TraceFileBurstGenerator::GetStartTime (void) const +{ + return m_startTime; +} + +void +TraceFileBurstGenerator::SetTraceFile (std::string traceFile) +{ + NS_LOG_FUNCTION (this << traceFile); + if (traceFile != m_traceFile) + { + m_traceFile = traceFile; + m_isFinalized = false; + } +} + +std::string +TraceFileBurstGenerator::GetTraceFile (void) const +{ + return m_traceFile; +} + +double +TraceFileBurstGenerator::GetTraceDuration (void) +{ + if (!m_isFinalized) + { + ImportTrace (); + } + + return m_traceDuration; +} + bool TraceFileBurstGenerator::HasNextBurst (void) { @@ -122,6 +170,7 @@ TraceFileBurstGenerator::ImportTrace (void) CsvReader csv (m_traceFile); ClearBurstQueue (); + m_traceDuration = 0; double cumulativeStartTime = 0; uint32_t burstSize; double period; @@ -145,6 +194,7 @@ TraceFileBurstGenerator::ImportTrace (void) if (cumulativeStartTime >= m_startTime) { m_burstQueue.push (std::make_pair (burstSize, Seconds (period))); + m_traceDuration += period; } cumulativeStartTime += period; } // while FetchNextRow diff --git a/model/trace-file-burst-generator.h b/model/trace-file-burst-generator.h index a7ea65c54..f023ae9df 100644 --- a/model/trace-file-burst-generator.h +++ b/model/trace-file-burst-generator.h @@ -59,10 +59,23 @@ class TraceFileBurstGenerator : public BurstGenerator */ virtual bool HasNextBurst (void) override; + /** + * \brief Returns the duration of the imported trace starting from the StartTime attribute + * \return the duration of the trace + */ + double GetTraceDuration (void); + protected: virtual void DoDispose (void) override; private: + // Private attribute accessors + void SetStartTime (double startTime); + double GetStartTime (void) const; + + void SetTraceFile (std::string traceFile); + std::string GetTraceFile (void) const; + /** * Clears the burst queue */ @@ -75,6 +88,7 @@ class TraceFileBurstGenerator : public BurstGenerator std::string m_traceFile{""}; //!< The name of the trace file double m_startTime{0.0}; //!< The trace will only generate traced traffic after a start time offset + double m_traceDuration{-1.0}; //!< The duration of the trace file considering the start time bool m_isFinalized{false}; //!< The generator is finalized only once ImportTrace ends with no errors std::queue> m_burstQueue; //!< The burst information read from the trace }; diff --git a/model/vr-burst-generator.cc b/model/vr-burst-generator.cc index e70701c61..8f5df7a79 100644 --- a/model/vr-burst-generator.cc +++ b/model/vr-burst-generator.cc @@ -21,6 +21,7 @@ #include "ns3/random-variable-stream.h" #include "ns3/double.h" #include "ns3/data-rate.h" +#include "ns3/enum.h" #include "ns3/nstime.h" #include "ns3/object-factory.h" #include "vr-burst-generator.h" @@ -41,7 +42,8 @@ VrBurstGenerator::GetTypeId (void) .SetGroupName ("Applications") .AddConstructor () .AddAttribute ("FrameRate", - "The frame rate of the VR application [FPS].", + "The frame rate of the VR application [FPS]. " + "Only 30 and 60 FPS are currently supported.", DoubleValue (60), MakeDoubleAccessor (&VrBurstGenerator::SetFrameRate, &VrBurstGenerator::GetFrameRate), @@ -51,7 +53,15 @@ VrBurstGenerator::GetTypeId (void) DataRateValue (DataRate ("20Mbps")), MakeDataRateAccessor (&VrBurstGenerator::SetTargetDataRate, &VrBurstGenerator::GetTargetDataRate), - MakeDataRateChecker ()); + MakeDataRateChecker ()) + .AddAttribute ("VrAppName", + "The VR application on which the model is based upon. Check the documentation for further information.", + EnumValue (VrAppName::VirusPopper), + MakeEnumAccessor (&VrBurstGenerator::m_appName), + MakeEnumChecker (VrAppName::VirusPopper, "VirusPopper", + VrAppName::Minecraft, "Minecraft", + VrAppName::GoogleEarthVrCities, "GoogleEarthVrCities", + VrAppName::GoogleEarthVrTour, "GoogleEarthVrTour")); return tid; } @@ -91,7 +101,8 @@ VrBurstGenerator::SetFrameRate (double frameRate) { NS_LOG_FUNCTION (this << frameRate); - NS_ABORT_MSG_IF (frameRate <= 0, "Frame rate must be positive, instead: " << frameRate); + NS_ABORT_MSG_UNLESS (frameRate == 30 || frameRate == 60, + "Frame rate must be either 30 or 60 FPS, instead frameRate=" << frameRate); m_frameRate = frameRate; SetupModel (); @@ -121,6 +132,21 @@ VrBurstGenerator::GetTargetDataRate (void) const return m_targetDataRate; } +void +VrBurstGenerator::SetVrAppName (VrBurstGenerator::VrAppName vrAppName) +{ + NS_LOG_FUNCTION (this << vrAppName); + + m_appName = vrAppName; + SetupModel (); +} + +VrBurstGenerator::VrAppName +VrBurstGenerator::GetVrAppName (void) const +{ + return m_appName; +} + bool VrBurstGenerator::HasNextBurst (void) { @@ -151,53 +177,126 @@ VrBurstGenerator::SetupModel () { NS_LOG_FUNCTION (this); - double S = m_targetDataRate.GetBitRate () / 8.0 / m_frameRate; // expected frame size [B] - double ifi = 1.0 / m_frameRate; // expected inter frame interarrival [s] + double alpha{0}; + double beta{0}; + double gamma{0}; + double delta{0}; + double epsilon{0}; + + switch (m_appName) + { + case VrAppName::VirusPopper: + alpha = 0.17843005544386825; + beta = -0.24033549; + if (m_frameRate == 60) + { + gamma = 0.03720502322046791; + } + else if (m_frameRate == 30) + { + delta = 0.014333111298430356; + epsilon = 0.17636808; + } + else + { + NS_ABORT_MSG ("Unexpected frame rate: " << m_frameRate); + } + break; + + case VrAppName::Minecraft: + alpha = 0.18570635904452573; + beta = -0.18721216; + if (m_frameRate == 60) + { + gamma = 0.07132669841811076; + } + else if (m_frameRate == 30) + { + delta = 0.024192743507827373; + epsilon = 0.22666163; + } + else + { + NS_ABORT_MSG ("Unexpected frame rate: " << m_frameRate); + } + break; + + case VrAppName::GoogleEarthVrCities: + alpha = 0.259684566301378; + beta = -0.25390119; + if (m_frameRate == 60) + { + gamma = 0.034571656202610615; + } + else if (m_frameRate == 30) + { + delta = 0.008953037116942649; + epsilon = 0.3119082; + } + else + { + NS_ABORT_MSG ("Unexpected frame rate: " << m_frameRate); + } + break; + + case VrAppName::GoogleEarthVrTour: + alpha = 0.25541435742159037; + beta = -0.20308171; + if (m_frameRate == 60) + { + gamma = 0.03468230656563422; + } + else if (m_frameRate == 30) + { + delta = 0.010559650431826953; + epsilon = 0.27560183; + } + else + { + NS_ABORT_MSG ("Unexpected frame rate: " << m_frameRate); + } + break; + + default: + NS_ABORT_MSG ("m_appName was not recognized"); + break; + } + + double fsAvg = m_targetDataRate.GetBitRate () / 8.0 / m_frameRate; // expected frame size [B] + double ifiAvg = 1.0 / m_frameRate; // expected inter frame interarrival [s] + double targetRate_mbps = m_targetDataRate.GetBitRate () / 1e6; // Model frame size stats - double sP = 0.9008; - double sI = 1.1764; - - double aP = 9.0399; - double aI = 26.2065; - double bP = 0.6251; - double bI = 0.5730; - - double wP = 0.6400; // wI = 1 - wP - - double meanP = sP * S; - double stdP = aP * std::pow (S, bP); - - double meanI = sI * S; - double stdI = aI * std::pow (S, bI); - - NS_LOG_DEBUG ("Frame size: 2 component GMM with " - << "N1(mean=" << meanP << ",std=" << stdP << ") with wP=" << wP << ", " - << "N2(mean=" << meanI << ",std=" << stdI << ") with wI=" << 1 - wP); - - Ptr rvP = CreateObjectWithAttributes ( - "Mean", DoubleValue (meanP), - "Variance", DoubleValue (stdP * stdP), - "Bound", DoubleValue (meanP)); // avoid negative frame sizes - Ptr rvI = CreateObjectWithAttributes ( - "Mean", DoubleValue (meanI), - "Variance", DoubleValue (stdI * stdI), - "Bound", DoubleValue (meanI)); // avoid negative frame sizes - - m_frameSizeRv = CreateObject (); - std::vector wCdf{wP, 1.0}; - std::vector> rvs{rvP, rvI}; - m_frameSizeRv->SetRvs (wCdf, rvs); - - // Model inter frame interarrival - double location = ifi; - double ifiStd = 0.0827205 / m_frameRate; // [s] - double scale = ifiStd * std::sqrt (3) / M_PI; // [s] - - m_periodRv = CreateObjectWithAttributes ( - "Location", DoubleValue (location), - "Scale", DoubleValue (scale), - "Bound", DoubleValue (location)); + double fsDispersion = alpha * std::pow (targetRate_mbps, beta); + double fsScale = fsAvg * fsDispersion; + NS_LOG_DEBUG ("Frame size: loc=" << fsAvg << ", scale=" << fsScale + << " (dispersion=" << fsDispersion << ")"); + + m_frameSizeRv = CreateObjectWithAttributes ("Location", DoubleValue (fsAvg), + "Scale", DoubleValue (fsScale), + "Bound", DoubleValue (fsAvg)); + + // Model IFI stats + double ifiDispersion; + if (m_frameRate == 60) + { + ifiDispersion = gamma; + } + else if (m_frameRate == 30) + { + ifiDispersion = delta * std::pow (targetRate_mbps, epsilon); + } + else + { + NS_ABORT_MSG ("Unexpected frame rate: " << m_frameRate); + } + double ifiScale = ifiAvg * ifiDispersion; + NS_LOG_DEBUG ("IFI: loc=" << ifiAvg << ", scale=" << ifiScale + << " (dispersion=" << ifiDispersion << ")"); + + m_periodRv = CreateObjectWithAttributes ("Location", DoubleValue (ifiAvg), + "Scale", DoubleValue (ifiScale), + "Bound", DoubleValue (ifiAvg)); } } // Namespace ns3 diff --git a/model/vr-burst-generator.h b/model/vr-burst-generator.h index 489ab0cc5..670136fb8 100644 --- a/model/vr-burst-generator.h +++ b/model/vr-burst-generator.h @@ -43,6 +43,18 @@ namespace ns3 { class VrBurstGenerator : public BurstGenerator { public: + + /** + * Different VR applications can be choosen. + * Please check the documentation for further information. + */ + enum VrAppName{ + VirusPopper = 0, + Minecraft, + GoogleEarthVrCities, + GoogleEarthVrTour + }; + VrBurstGenerator (); virtual ~VrBurstGenerator (); @@ -89,6 +101,17 @@ class VrBurstGenerator : public BurstGenerator */ DataRate GetTargetDataRate (void) const; + /** + * Set the app name of the VR application + * \param vrAppName the app name + */ + void SetVrAppName (VrAppName vrAppName); + /** + * Get the app name of the VR application + * \return the app name + */ + VrAppName GetVrAppName (void) const; + protected: virtual void DoDispose (void) override; @@ -101,11 +124,12 @@ class VrBurstGenerator : public BurstGenerator */ void SetupModel (void); - double m_frameRate; //!< The frame rate of the VR application [FPS] - DataRate m_targetDataRate; //!< The target data rate of the VR application + double m_frameRate{60}; //!< The frame rate of the VR application [FPS] + DataRate m_targetDataRate{50}; //!< The target data rate of the VR application + VrAppName m_appName{VirusPopper}; //!< The name of the VR application Ptr m_periodRv{0}; //!< RNG for period duration [s] - Ptr m_frameSizeRv{0}; //!< RNG for frame size [B] + Ptr m_frameSizeRv{0}; //!< RNG for frame size [B] }; } // namespace ns3