Evaluation AMQP protocol over unstable and mobile networks



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Transcription:

Jorge Luzuriaga Miguel Perez Pablo Boronat Juan Carlos Cano Carlos Calafate Pietro Manzoni Evaluation AMQP protocol over unstable and mobile networks IDCS 14 Calabria, Sept. 24 th, 2014

2 Outline Goals Context & Background Testbed Configuration Schema Parameters Results Conclusions & future work

3 Goals Assess the performance and viability of the AMQP messaging system with inexpensive hardware. Identify the effects of the network changes on message delivery. Obtain the saturation boundary values for the AMQP protocol with a specific hardware.

4 Context In order to communicate some entities over a wireless network: Handheld systems Remote servers Cloud resources Cloud services It is necessary to find the best transfer protocol Solutions that fit the requirements of mobile computing MOM standard* -> Message-Oriented Middleware AMQP protocol But AMQP implementations have not been thoroughly tested over unstable networks * Banavar, G., et al. (1999) A Case for Message Oriented Middleware.

5 Unstable networks Unpredictable environments Channel interferences Links frequently modified Broken without control Nodes frequently join and leave the network Require a reasonable level of stability to execute applications Examples: Mobile networks Community networks Image taken from: www.guifi.net

6 AMQP Advanced Message Queuing Protocol Open internet protocol for business messaging Defines The interaction between the entities (producer/consumer, broker) The representation of messages and commands Facts On top of TCP Data agnostic Less verbose than traditional HTTP (Binary exchange) Features Reliable delivery Store-and-forward transactional messaging Publish-and-subscribe notifications

7 RabbitMQ Is an open source messaging broker* Reference implementation of AMQP protocol Supported on multiple operative systems Several clients written in different programming languages Active community * www.rabbitmq.com/specification.html

8 The testbed Focus on Access Point migration of the producer Scenario details: Server used as both AMQP broker and consumer client Netbook used as producer client Ubuntu 12.04 O.S. running in computers OpenWRT O.S. running in routers

9 Generating Mobility Simulate the node mobility in an indoor scenario producer Message broker Queues Exchanges Channels

9 Generating Mobility Simulate the node mobility in an indoor scenario 1 producer Message broker Queues Exchanges Channels

9 Generating Mobility Simulate the node mobility in an indoor scenario producer 2 Message broker Queues Exchanges Channels

9 Generating Mobility Simulate the node mobility in an indoor scenario producer Message broker 3 Queues Exchanges Channels

10 Generating Mobility 2 Using scripts that shuts down/activates the router s radio and disassociates/associates all clients devices

11 Synthetic load generator [amqperf] Command line tool Uses the RabbitMQ library

11 Synthetic load generator [amqperf] Command line tool Uses the RabbitMQ library Generates workload for the message queuing system

11 Synthetic load generator [amqperf] Command line tool Uses the RabbitMQ library Generates workload for the message queuing system Consumes messages and generates log files

12 Testbed parameters Focus on AP migration of the producer Each parameter combination were tested 100 times A typical user application normally sends a few messages per second

13 Jitter Measurement Asynchrony between the different components of a distributed system Equation of message jitter inter-arrival times Arrival time of message n (consumer) Inter-message arrival (producer)

14 Behaviour during access point transition Maximum jitter is due to access point migration No message losses are observed 512 Bytes 6 KBytes Period = 10 ms

14 Behaviour during access point transition Maximum jitter is due to access point migration No message losses are observed hand-off 3.3 seconds 512 Bytes 6 KBytes Bursts of messages

15 Behaviour during access point transition 2 Maximum jitter is due to access point migration No message losses are observed 512 Bytes 6 KBytes Period = 500 ms

15 Behaviour during access point transition 2 Maximum jitter is due to access point migration No message losses are observed The number of messages with negative jitter can be aprox. by the jitter divided by the period (4000/8 8 messages) Bursts of messages

16 Cumulative Probability Distribution Function Jitter is concentrated around 3.3 seconds 512 Bytes 1 KBytes Period = 10 ms

16 Cumulative Probability Distribution Function Jitter is concentrated around 3.3 seconds 512 Bytes 1 KBytes Period = 10 ms

17 Jitter s Evolution As a function a message size The sending period is more relevant that the size of messages

18 Jitter s Evolution 2 As a function of the message production frequency Fine-grain precisition is achieve sending more messages per second (low periods) Combination of parameters have a non linear influence

19 Workload Boundary Packet loss results in non-delivery of messages Extreme working values at which message losses starts

19 Workload Boundary Packet loss results in non-delivery of messages Extreme working values at which message losses starts Bandwidth need by high definition video streaming 5 Mbps 21 Mbps 19 Mbps 21 Mbps

20 Conclusions & Future Work The testbed was conducted with inexpensive hardware to observe how the jitter is affected using AMQP exchanges on network changes. During the handover, the mean jitter values are between 3 and 4.7 seconds with peak values up to 7 seconds. AMQP messaging system is robust and guarantees message delivery without losses. Message losses appear in the producer side when the load generation is higher than its system buffer capacity. future work Evaluate this protocol together with other solutions on more complex scenarios where the active TCP connection has to be reset

Evaluation AMQP protocol over unstable and mobile networks Jorge Luzuriaga [ jorlu@upv.es ] Miguel Perez Pablo Boronat Juan Carlos Cano Carlos Calafate Pietro Manzoni Grazie!