@inproceedings{4381, abstract = {Cloud computing aims to give users virtually unlimited pay-per-use computing resources without the burden of managing the underlying infrastructure. We claim that, in order to realize the full potential of cloud computing, the user must be presented with a pricing model that offers flexibility at the requirements level, such as a choice between different degrees of execution speed and the cloud provider must be presented with a programming model that offers flexibility at the execution level, such as a choice between different scheduling policies. In such a flexible framework, with each job, the user purchases a virtual computer with the desired speed and cost characteristics, and the cloud provider can optimize the utilization of resources across a stream of jobs from different users. We designed a flexible framework to test our hypothesis, which is called FlexPRICE (Flexible Provisioning of Resources in a Cloud Environment) and works as follows. A user presents a job to the cloud. The cloud finds different schedules to execute the job and presents a set of quotes to the user in terms of price and duration for the execution. The user then chooses a particular quote and the cloud is obliged to execute the job according to the chosen quote. FlexPRICE thus hides the complexity of the actual scheduling decisions from the user, but still provides enough flexibility to meet the users actual demands. We implemented FlexPRICE in a simulator called PRICES that allows us to experiment with our framework. We observe that FlexPRICE provides a wide range of execution options-from fast and expensive to slow and cheap-- for the whole spectrum of data-intensive and computation-intensive jobs. We also observe that the set of quotes computed by FlexPRICE do not vary as the number of simultaneous jobs increases.}, author = {Henzinger, Thomas A and Tomar, Anmol and Singh, Vasu and Wies, Thomas and Zufferey, Damien}, location = {Miami, USA}, pages = {83 -- 90}, publisher = {IEEE}, title = {{FlexPRICE: Flexible provisioning of resources in a cloud environment}}, doi = {10.1109/CLOUD.2010.71}, year = {2010}, } @inproceedings{4380, abstract = {Cloud computing is an emerging paradigm aimed to offer users pay-per-use computing resources, while leaving the burden of managing the computing infrastructure to the cloud provider. We present a new programming and pricing model that gives the cloud user the flexibility of trading execution speed and price on a per-job basis. We discuss the scheduling and resource management challenges for the cloud provider that arise in the implementation of this model. We argue that techniques from real-time and embedded software can be useful in this context.}, author = {Henzinger, Thomas A and Tomar, Anmol and Singh, Vasu and Wies, Thomas and Zufferey, Damien}, location = {Arizona, USA}, pages = {1 -- 8}, publisher = {ACM}, title = {{A marketplace for cloud resources}}, doi = {10.1145/1879021.1879022}, year = {2010}, }