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Mininet port of cellsim

The page here describes a Mininet port of our trace driven emulator, cellsim, used as part of a problem set in MIT's graduate networking class (6.829).

Data Collection

Cellular network traces were collected while driving inBoston, Mass., and surrounding municipalities. We simultaneouslysaturated the uplink and downlink of an Android smartphone tethered toa Linux laptop and measured the times when packets arrived across eachlink. Uplink datagrams were sent to a server at MIT, generally lessthan 50 ms RTT from the carrier's first/last hop.

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The code for the saturatr can be found on GitHub.

The Verizon LTE and 1xEV-DO (3G) traces used a Samsung Galaxy Nexus smartphone running Android Ice Cream Sandwich. https://boat-bbyjk-gambling-suncruz-views-slots.peatix.com. The AT&T trace used a Samsung Galaxy S3 smartphone. The T-Mobile trace used a Nexus S smartphone running Android Jelly Bean.

For each network, raw traces for both the uplink and the downlink are available here

Raw data used to generate the plots

The raw data along with instructions to reproduce all of our results( Figures 7,8 and 9 and the tables in Section 5.6 and 5.7 ) from the raw data are available here. Please contact us at alfalfa at mit dot edu in case you have any questions/comments.

Reproducing our results

You will need 3 separate physical machines to reproduce our results:

1. The first should have a direct connection to the Internet (henceforth to be referred to as the server).
2. The second one (to be referred to as cellsim_machine) should have 2 ethernet cards, one of which is directly connected to the Internet (eth0)
3. The third one (to be referred to as the client) should have one Ethernet card and its ethernet cable should be connected into the second ethernet card (eth1) of cellsim_machine. As described in the paper, cellsim_machine routes traffic from the client to the Internet and back.

Cellsim machine instructions

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Once, the hardware setup is done, do the following on cellsim_machine:

1. Download the source for cellsim, our trace driven emulator from here : here
2. cd into the sender directory and run make cellsim ( You 'll need C++11 support ). This will create the cellsim executable.
3. Ensure both ethernet interfaces on cellsim_machine are UP and set to promiscous mode. To do this, run :
4. Turn off all segmentation offloads on both interfaces using :
5. Run : where :
   1. uplink_trace is a cellular network trace for the uplink.
   2. downlink_trace is a cellular network trace for the downlink.
   3. client_mac is the MAC address of the client machine (ie the third machine in the description above).
   4. loss_rate simulates probabilistic head drop and is a fraction between 0 and 1.
   5. NOTE: Both uplink_trace and downlink_trace need timestamps in milliseconds that start from zero for cellsim to function properly. The traces here have absolute UNIX timestamps in nanoseconds which need to be converted to relative timestamps before feeding them to cellsim.
   6. NOTE2: The interface connected to the Internet is hard coded as eth0 and the interface connected to the client is hardcoded as eth1. If you have different names on your machine, you will need to change both in cellsim.cc.
6. Once cellsim is running, it produces a sequence of packet deliveries in both the uplink and the downlink direction. These can be analysed using the scorer and quantiles scripts as described here

Client/Server machine instructions

Cellsim is designed to operate transparently. So, you should be able to run pretty much anything on the client so long as the client has a public IP. In particular, you can setup TCP connections using different congestion control algorithms on Windows and Linux. To set the congestion control algorithm in Linux on either the client or the server, run(as root). (Replace vegas with cubic for TCP cubic.)

To enable, Compound TCP on Windows 7, run the following on an elevated command prompt :

Fission 2 5 0 3. Our version of LEDBAT is taken from the libutp implementation, available here https://onlinepvfree-bet-photocasinocirrus.peatix.com.

Running CoDel

Our version of cellsim, with CoDel integrated into it is available here . cd into codel-for-cellsim and run make cell-codel-sim ( you ll need C++11 support). Then, run : Set codel_enable to 1 or 0 depending on whether you want it enabled. Running it with 0 is equivalent to running the original cellsim. https://cooloup600.weebly.com/animal-crossing-collectors-edition.html. uplink_trace, downlink_trace and client_mac have the same interpretations as for cellsim.

Running Sprout

The version of Sprout that was evaluated in the paper is available : here . You will need to install the following libraries to build Sprout: Next, cd into alfalfa, and run: The Sprout executable should now available at src/examples/sproutbt2. To run the Sprout server, type : To run the Sprout client, type : Sprout might need between 20 and 40 seconds to start up (to precompute Gaussian Distributions required for inference).

Evaluation of Systems

We used a physical gateway computer, with two Ethernet interfaces, to replay the recordings from cellular networks. The gateway queued incoming packets indefinitely, and released them to the other interface according to the schedule previously recorded in the trace.

The code for the cellsim tool (used to replay traces from the saturatr) can be found on GitHub.

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We evaluated videoconferencing systems and TCP variants with one computer connected directly to a gigabit switch and to the Internet. The other computer was connected to the cellsim, whose other Ethernet interface was connected to the same gigabit switch.

We tested the following configurations:

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Program	Version	OS	Endpoints
Sprout	'evaluated' and 'ewma-evaluated' tags	Linux 3.2.0-29-generic (Ubuntu 12.04 LTS)	Intel Core i7 PC
Skype	5.10.0.116	Windows 7	Intel Core i7 PC
Google Hangout	in Chrome 21.0.1180.89	Windows 7	Intel Core i7 PC
Apple Facetime	2.0 (1070)	OS X 10.8.1	MacBook Pro (2.3 GHz i7), MacBook Air (1.8 GHz i5)
TCP CUBIC	in Linux 3.2.0	Intel Core i7 PC
TCP Vegas	in Linux 3.2.0	Intel Core i7 PC
LEDBAT	in uTP	Linux 3.2.0	Intel Core i7 PC
COMPOUND TCP	in Windows 7	Intel Core i7 PC