Abstract: Improved techniques for dynamically responding to a fluctuating workload. Resources are reactively scaled for memory-intensive applications and automatically adapted to in response to workload changes without requiring pre-specified thresholds. A miss ratio curve (MRC) is generated for an application based on application runtime statistics. This MRC is then modeled as a hyperbola. An area on the hyperbola is identified as satisfying a flatten threshold. A resource allocation threshold is then established based on the identified area. This resource allocation threshold indicates how many resources are to be provisioned for the application. The resources are scaled using a resource scaling policy that is based on the resource allocation threshold.

Abstract: Improved techniques for dynamically responding to a fluctuating workload. Resources are reactively scaled for memory-intensive applications and automatically adapted to in response to workload changes without requiring pre-specified thresholds. A miss ratio curve (MRC) is generated for an application based on application runtime statistics. This MRC is then modeled as a hyperbola. An area on the hyperbola is identified as satisfying a flatten threshold. A resource allocation threshold is then established based on the identified area. This resource allocation threshold indicates how many resources are to be provisioned for the application. The resources are scaled using a resource scaling policy that is based on the resource allocation threshold.

Abstract: A current state of one or more entries in a mapping table that are associated with latch-free updates of a data structure that uses indirection mapping tables is accessed. A transformation of the current state of the one or more entries in the mapping table to a transformed state of the entries in the mapping table, is controlled. The controlling includes initiating an atomic multi-word compare-and-swap (MWCAS) operation on a plurality of words using a hardware transactional memory (HTM) resident in a device processor, and the MWCAS operation is performed using hardware primitive operations of the HTM, via the device processor. A transformation of a current state of the data structure to an updated state of the data structure, is controlled, via the transformation of the current state of the one or more entries in the mapping table to the transformed state of the entries in the mapping table.

Abstract: A transaction engine includes a multi-version concurrency control (MVCC) module that accesses a latch-free hash table that includes respective hash table entries that include respective buckets of respective bucket items. The bucket items represent respective records, the respective bucket items each including a value indicating a temporal most recent read time of the item and a version list of descriptions that describe respective versions of the respective records, the MVCC module performing timestamp order concurrency control, using the latch-free hash table. Recovery log buffers may be used as cache storage for the transaction engine.

Abstract: A current state of one or more entries in a mapping table that are associated with latch-free updates of a data structure that uses indirection mapping tables is accessed. A transformation of the current state of the one or more entries in the mapping table to a transformed state of the entries in the mapping table, is controlled. The controlling includes initiating an atomic multi-word compare-and-swap (MWCAS) operation on a plurality of words using a hardware transactional memory (HTM) resident in a device processor, and the MWCAS operation is performed using hardware primitive operations of the HTM, via the device processor. A transformation of a current state of the data structure to an updated state of the data structure, is controlled, via the transformation of the current state of the one or more entries in the mapping table to the transformed state of the entries in the mapping table.

Abstract: A transaction engine includes a multi-version concurrency control (MVCC) module that accesses a latch-free hash table that includes respective hash table entries that include respective buckets of respective bucket items. The bucket items represent respective records, the respective bucket items each including a value indicating a temporal most recent read time of the item and a version list of descriptions that describe respective versions of the respective records, the MVCC module performing timestamp order concurrency control, using the latch-free hash table. Recovery log buffers may be used as cache storage for the transaction engine.