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Design, Implementation and Evaluation of a Client Characterization Driven Web Server Balachander Krishnamurthy – Design, Implementation and Evaluation of a Client Characterization Driven Web Server Balachander Krishnamurthy – AT&T Research Labs Craig Wills – WPI Yin Zhang – AT&T Research Labs Kashi Vishwanath – Duke University

Motivation Web server End Users • • • Users with varying connectivity request a Motivation Web server End Users • • • Users with varying connectivity request a variety of files Web site wants no user to get disinterested Handle requests based on connectivity

Outline of our solution n Figure out connectivity : use web server logs 122. Outline of our solution n Figure out connectivity : use web server logs 122. 3. 4. 22 - - [12/Apr/2003: 01: 40: 22 – 0400] “GET /foo. html HTTP/1. 0” 200 147 n n Classify clients(IPs) : store in shared memory u Cluster: group of IPs [KW 00] When a page is requested, the Web server: u Identifies client connectivity u Takes action if required: alternate content etc.

System Architecture Server Log Classifier User Requests Apache Processes Classification Table (Shared Memory) System Architecture Server Log Classifier User Requests Apache Processes Classification Table (Shared Memory)

What is a page access? n n n User clicks: container page eg. /foo. What is a page access? n n n User clicks: container page eg. /foo. html Subsequent requests : embedded objects eg. /img 1. gif At server : how long before the user u starts getting the first object ? : E_first u gets the entire page ? : E_last Smoothed means for popular pages Classes (poor, rich, normal) – [KW 02] u Poor : E_first >3 and E_last >5 u Rich : E_first <=1 and E_last <=2

Modified Apache Server n n Modification to Apache 1. 3. 24 u three files, Modified Apache Server n n Modification to Apache 1. 3. 24 u three files, less than 200 lines t http_main. c, http_protocol. c, http_core. c One time overhead u Open cluster library u Read in configuration file t /foo. html. gz. p_lc ; . r_mc u Initialize shared memory

Modified Apache Server : Per Request Changes n Per Request Changes u Is it Modified Apache Server : Per Request Changes n Per Request Changes u Is it a popular page ( URI ) ? u Lookup class (in shared memory data) t Cluster lookup if IP unavailable u Tailored action if appropriate and log it

Testing: How to choose test pages n n n Proxy logs from a large Testing: How to choose test pages n n n Proxy logs from a large manufacturing company (Dec 2001) Over 100, 000 users Select 1000 most popular pages Download these : April 2002 641 successful pages reconstructed 33% and 66% percentile value for characteristics u Container bytes, # of Embedded object, embedded bytes u 3 x 3 = 27 buckets of pages

Testing: Distribution for test pages Percentage of pages in each bucket Testing: Distribution for test pages Percentage of pages in each bucket

Server Overhead : Latency increase at client Generate IPs (X-IP header) Server Overhead : Latency increase at client Generate IPs (X-IP header)

Stress Test n Plot of average increase in processing time for the modified server Stress Test n Plot of average increase in processing time for the modified server

Placing Clients and Modified Servers n n Prototype Apache Server with our test site Placing Clients and Modified Servers n n Prototype Apache Server with our test site u Linux – att. com in NJ, USA u Linux – wpi. com MA, USA u Free. BSD – icir. org CA, USA Clients u att: AT&T Labs-Research, NJ, USA u de: Saarbruecken University, Germany u cable: cable modem user, NJ, USA u modem: 56 Kbps dialup modem user, NJ, USA u uk: London, U. K via a dedicated 56 Kbps line.

Clients: Observed network characteristics uk-icir Spans a wide spectrum uk-att cable-icir uk-wpi de-att att-icir Clients: Observed network characteristics uk-icir Spans a wide spectrum uk-att cable-icir uk-wpi de-att att-icir att-wpi

Experiments : Httperf Clients n n n Request similar mix of pages as described Experiments : Httperf Clients n n n Request similar mix of pages as described earlier 200 random requests each New Headers: X-Server-Actions, X-Class Baseline measure u parallel-1. 0 – up to 4 parallel HTTP/1. 0 requests Server actions u Manner of delivery t Compress, serial-1. 1, pipeline-1. 1, bundle u Amount served t Base-only, half-object, half-resolution

Classifier Stability and Correctness Rich Moderate Poor Overall consistent with expectation 90% Classifier Stability and Correctness Rich Moderate Poor Overall consistent with expectation 90%

Results : Low throughput client Uk-wpi Results : Low throughput client Uk-wpi

Results : medium throughput n de-att Results : medium throughput n de-att

Results: Summary Results: Summary

Conclusions n What all do we do ? u Online client classification u Deliver Conclusions n What all do we do ? u Online client classification u Deliver modified server actions u Measure latency reduction to different clients u Compare various actions First to do this in a unified framework.

Conclusions: Server and Classifier n n Overhead at server u Average: 75 usec. Negligible Conclusions: Server and Classifier n n Overhead at server u Average: 75 usec. Negligible for end-user u Turn off classification during overload u Server poor-content during overload Classification u Close to expectation u Stable over the duration of experiment u Improve by using select pages and better thresholds

Future Other server actions u Delta encoding u Policies regarding cacheablility of objects n Future Other server actions u Delta encoding u Policies regarding cacheablility of objects n Create a test for clustering n

Acknowledgement Client testing u Saarbruecken, Germany u ICIR, USA n Proxy logs - Manufacturing Acknowledgement Client testing u Saarbruecken, Germany u ICIR, USA n Proxy logs - Manufacturing company n

Thanks! Slides: http: //www. cs. duke. edu/~kvv/www. ppt Questions ? Thanks! Slides: http: //www. cs. duke. edu/~kvv/www. ppt Questions ?

Related Work n n n Mark network packets [NT 02] u Improve performance of Related Work n n n Mark network packets [NT 02] u Improve performance of all clients Adapt content based on server load [AB 99] User’s expectation [BBK 00] Alternate admission control and server scheduling policies [CMC 01, CR 02] Dynamically altering multimedia content [MB 01] Explicit client notification e. g. SPAND [ SSK 97]