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Speed Measurements of Residential Internet Access Oana Goga, Renata Teixeira CNRS and UPMC Sorbonne Universites PAM 2012 News headlines question broadband access speed July 26, 2010 Aug. 15, 2010 Aug. 17, 2010 1 / 15 Who cares?


  1. Speed Measurements of Residential Internet Access Oana Goga, Renata Teixeira CNRS and UPMC Sorbonne Universites PAM 2012

  2. News headlines question broadband access speed July 26, 2010 Aug. 15, 2010 Aug. 17, 2010 1 / 15

  3. Who cares? Policymakers want to regulate broadband access → FCC Open Internet Apps Challenge → FCC and Ofcom working with SamKnows to distribute routers Users want to test their connections → Speedtest.net, ComScore, Grenouille.fr, NDT, Netalyzr, etc. ISPs want to provision their network 2 / 15

  4. Speed metrics Capacity → maximum link/path transmission rate TCP achievable throughput → average speed of single TCP transfer Available bandwidth → residual link/path capacity 3 / 15

  5. Speed metrics Capacity → maximum link/path transmission rate ✘ does not capture speed variations TCP achievable throughput → average speed of single TCP transfer Available bandwidth → residual link/path capacity 3 / 15

  6. Speed metrics Capacity → maximum link/path transmission rate ✘ does not capture speed variations TCP achievable throughput → average speed of single TCP transfer ✘ depends on factors exogenous to access ISPs Available bandwidth → residual link/path capacity 3 / 15

  7. Speed metrics Capacity → maximum link/path transmission rate ✘ does not capture speed variations TCP achievable throughput → average speed of single TCP transfer ✘ depends on factors exogenous to access ISPs Available bandwidth → residual link/path capacity ✔ measures what users can get in their homes 3 / 15

  8. Approaches to measure available bandwidth Flooding-based tools → Large parallel TCP transfers & post-processing Optimized-probing tools → Trains and pairs of probes with varying sizes and spacing 4 / 15

  9. Approaches to measure available bandwidth Flooding-based tools → Large parallel TCP transfers & post-processing ✔ Measures the effective available bandwidth ✘ Large overhead Optimized-probing tools → Trains and pairs of probes with varying sizes and spacing 4 / 15

  10. Approaches to measure available bandwidth Flooding-based tools → Large parallel TCP transfers & post-processing ✔ Measures the effective available bandwidth ✘ Large overhead Optimized-probing tools → Trains and pairs of probes with varying sizes and spacing ✔ Lower overhead ✘ Measures the theoretical available bandwidth 4 / 15

  11. This paper ... Evaluate the tools in ADSL and cable networks → Tools selection → Testing methodology → Accuracy → Tools that use small probes underestimate the bandwidth → Home gateways cannot sustain the high packet rate of probes → Overhead 5 / 15

  12. Tools Flooding-based tools iperf } → 10 parallel TCP connections, 10 seconds transfer Optimized-probing tools pathload } → probe-rate model pathchirp spruce } → probe-gap model igi/ptr 6 / 15

  13. Measurement setup Full control over end-hosts → controlled traffic on the local loop The bottleneck is the local loop 7 / 15

  14. Accuracy of available bandwidth estimation tools Pckt. Comcast Orange Tool Size Avg (Mbps) Avg (Mbps) UDP capacity 1440B 20.60/22.93 15.80 parallel TCP 1440B 19.20/22.00 15.04 spruce 1440B 23.35 15.77 pathload 200B 21.88 – 22.02 12.29 – 12.81 8 / 15

  15. Accuracy of available bandwidth estimation tools Pckt. Comcast Orange Tool Size Avg (Mbps) Avg (Mbps) UDP capacity 1440B 20.60/22.93 15.80 parallel TCP 1440B 19.20/22.00 15.04 spruce 1440B 23.35 15.77 pathload 200B 21.88 – 22.02 12.29 – 12.81 8 / 15

  16. Accuracy of available bandwidth estimation tools Pckt. Comcast Orange Tool Size Avg (Mbps) Avg (Mbps) UDP capacity 1440B 20.60/22.93 15.80 parallel TCP 1440B 19.20/22.00 15.04 spruce 1440B 23.35 15.77 pathload 200B 21.88 – 22.02 12.29 – 12.81 8 / 15

  17. Accuracy of available bandwidth estimation tools Pckt. Comcast Orange Tool Size Avg (Mbps) Avg (Mbps) UDP capacity 1440B 20.60/22.93 15.80 parallel TCP 1440B 19.20/22.00 15.04 spruce 1440B 23.35 15.77 pathload 200B 21.88 – 22.02 12.29 – 12.81 8 / 15

  18. Accuracy of available bandwidth estimation tools Pckt. Comcast Orange Tool Size Avg (Mbps) Avg (Mbps) UDP capacity 1440B 20.60/22.93 15.80 parallel TCP 1440B 19.20/22.00 15.04 spruce 1440B 23.35 15.77 pathload 200B 21.88 – 22.02 12.29 – 12.81 8 / 15

  19. Accuracy of available bandwidth estimation tools Pckt. Comcast Orange Tool Size Avg (Mbps) Avg (Mbps) UDP capacity 1440B 20.60/22.93 15.80 parallel TCP 1440B 19.20/22.00 15.04 spruce 1440B 23.35 15.77 pathload 200B 21.88 – 22.02 12.29 – 12.81 8 / 15

  20. Accuracy of available bandwidth estimation tools Pckt. Comcast Orange Tool Size Avg (Mbps) Avg (Mbps) UDP capacity 1440B 20.60/22.93 15.80 parallel TCP 1440B 19.20/22.00 15.04 spruce 1440B 23.35 15.77 pathload 200B 21.88 – 22.02 12.29 – 12.81 8 / 15

  21. Accuracy of available bandwidth estimation tools Pckt. Comcast Orange Tool Size Avg (Mbps) Avg (Mbps) UDP capacity 1440B 20.60/22.93 15.80 parallel TCP 1440B 19.20/22.00 15.04 spruce 1440B 23.35 15.77 pathload 200B 21.88 – 22.02 12.29 – 12.81 pathload 1440B 22.87 – 23.10 15.52 – 15.66 8 / 15

  22. Accuracy of available bandwidth estimation tools Pckt. Comcast Orange Tool Size Avg (Mbps) Avg (Mbps) UDP capacity 1440B 20.60/22.93 15.80 parallel TCP 1440B 19.20/22.00 15.04 spruce 1440B 23.35 15.77 pathload 200B 21.88 – 22.02 12.29 – 12.81 pathload 1440B 22.87 – 23.10 15.52 – 15.66 Spruce, pathload with large probes and parallel TCP are accurate Tools that use small probes underestimate the bandwidth 8 / 15

  23. Why tools with small probes underestimate the bandwidth? Optimized-probing tools work well in core/academic networks Packet rate limitation on the ADSL part of the network → DSLAM? → Gateways? → ATM encapsulation? 9 / 15

  24. Controlled experiments to explain underestimation 10 / 15

  25. Controlled experiments to explain underestimation 10 / 15

  26. Controlled experiments to explain underestimation 10 / 15

  27. Maximum achievable packet rate 11 / 15

  28. Maximum achievable packet rate 11 / 15

  29. Maximum achievable packet rate 11 / 15

  30. Maximum achievable packet rate 11 / 15

  31. Summary of findings on accuracy Spruce, pathload with large probes and parallel TCP are accurate Tools that use small probes underestimate the bandwidth Home gateways cannot sustain the high packet rate of probes Low-performance hardware and network-address translation are limiting factors The limit is true for all 40 gateways we tested 12 / 15

  32. Overhead of available bandwidth estimation tools Tool Pckt. Orange Comcast Size (Kbytes) (Kbytes) parallel TCP 1440B 20,908 26,844/19,177 pathload 1440B 8,528 12,582 pathload 200B 622 2,041 spruce 1440B 288 288 13 / 15

  33. Overhead of available bandwidth estimation tools Tool Pckt. Orange Comcast Size (Kbytes) (Kbytes) parallel TCP 1440B 20,908 26,844/19,177 pathload 1440B 8,528 12,582 pathload 200B 622 2,041 spruce 1440B 288 288 13 / 15

  34. Overhead of available bandwidth estimation tools Tool Pckt. Orange Comcast Size (Kbytes) (Kbytes) parallel TCP 1440B 20,908 26,844/19,177 pathload 1440B 8,528 12,582 pathload 200B 622 2,041 spruce 1440B 288 288 13 / 15

  35. Overhead of available bandwidth estimation tools Tool Pckt. Orange Comcast Size (Kbytes) (Kbytes) parallel TCP 1440B 20,908 26,844/19,177 pathload 1440B 8,528 12,582 pathload 200B 622 2,041 spruce 1440B 288 288 13 / 15

  36. Summary of findings on overhead Overhead of flooding-based tools ≫ optimized-probing tools Spruce has the lowest overhead BUT → needs interrupt coalescence disabled → assumes knowledge of capacity 14 / 15

  37. Guidelines Both flooding-based tools and optimized-probing tools are necessary ◮ Flooding-based tools are necessary because of cross traffic ◮ Optimized-probing tools are necessary for frequent measurements ❳❳❳❳❳❳❳❳❳❳❳ Control Full No Frequency One shot parallel TCP parallel TCP Repeated spruce pathload 15 / 15

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