Abstract: Disclosed herein is a formulation that includes a hybrid composite material, at least one photopolymerizable monomer, one or both of a free radical photoinitiator and an oxidizable radical co-producer. The hybrid composite material is formed from an organic semiconducting material and a conductive material, where the organic semiconducting material is bonded to the conductive material. In specific embodiments, the hybrid composite material is polydopamine/multiwalled carbon nanotubes (PDA/MWCNTs) hybrid composite or polydopamine/gallium zinc oxide (PDA/GZO) hybrid composite. Also disclosed herein are a method of initiating and/or sensitizing photopolymerization and method of additive manufacture via photopolymerization using said formulation.

Abstract: State recovery methods and apparatus for computing platforms are disclosed. An example method includes inserting, with a processor, a first instruction into optimized code to cause a first portion of a register in a first state to be saved to memory before execution of a region of the optimized code, maintaining, with the processor, a first indication of a first manner in which the first portion of the register is to be restored in connection with a state recovery after execution of the region of the optimized code, and maintaining, with the processor, a second indication of a second manner in which a second portion of the register is to be restored in connection with the state recovery after execution of the region of the optimized code.

Abstract: Methods and arrangements for efficiently mining a control flow graph from execution logs of a distributed system. Using at least one text clustering technique, two text clusters are generated from the plurality of execution logs. At least one approximate template is generated based on the at least two text clusters. At least one refined template is created via refining the at least one approximate template using multimodal sequencing. The control flow graph is created based on the at least one refined template. An anomaly is detected in the control flow graph.

Abstract: Methods, systems, and computer program products for organizing on-disk layout of index structures are provided herein. A method includes organizing an on-disk corpus of data index structures; partitioning each data index structure into an active and/or latest state data partition and an archived data partition; sub-partitioning each of the archived data partitions into sub-partitions based on exact lifespan of each data item; executing a search query that includes temporal predicates and keyword predicates across the corpus by: pruning a collection of identified items of data from the corpus that contain the keyword predicates using range metadata associated with the temporal predicates to generate a pruned list of data items; and performing a list intersection operation on the data index structures to generate a list of common data items from the pruned list; retrieving the common data items from the active and/or latest state data partitions and the archived data sub-partitions.

Abstract: Methods and arrangements for identifying root causes of system failures in a distributed system said method including: utilizing at least one processor to execute computer code that performs the steps of: recording, in a storage device, collected machine state data, wherein the collected machine state data are added to historical machine state data; creating, based on the historical machine state data, a healthy map model; detecting at least one failed machine state in the distributed system; comparing the failed machine state against the healthy map model; identifying, based on the comparison, at least one root cause of the failed machine state; and displaying, on a display device, a ranked list comprising the at least one root cause. Other variants and embodiments are broadly contemplated herein.

Abstract: Methods and arrangements for identifying root causes of system failures in a distributed system said method including: utilizing at least one processor to execute computer code that performs the steps of: recording, in a storage device, collected machine state data, wherein the collected machine state data are added to historical machine state data; creating, based on the historical machine state data, a healthy map model; detecting at least one failed machine state in the distributed system; comparing the failed machine state against the healthy map model; identifying, based on the comparison, at least one root cause of the failed machine state; and displaying, on a display device, a ranked list comprising the at least one root cause. Other variants and embodiments are broadly contemplated herein.

Abstract: Methods and arrangements for efficiently mining a control flow graph from execution logs of a distributed system. Using at least one text clustering technique, two text clusters are generated from the plurality of execution logs. At least one approximate template is generated based on the at least two text clusters. At least one refined template is created via refining the at least one approximate template using multimodal sequencing. The control flow graph is created based on the at least one refined template. An anomaly is detected in the control flow graph.

Abstract: State recovery methods and apparatus for computing platforms are disclosed. An example method includes inserting, with a processor, a first instruction into optimized code to cause a first portion of a register in a first state to be saved to memory before execution of a region of the optimized code, maintaining, with the processor, a first indication of a first manner in which the first portion of the register is to be restored in connection with a state recovery after execution of the region of the optimized code, and maintaining, with the processor, a second indication of a second manner in which a second portion of the register is to be restored in connection with the state recovery after execution of the region of the optimized code.

Abstract: Methods, systems, and computer program products for organizing on-disk layout of index structures are provided herein. A method includes organizing an on-disk corpus of data index structures; partitioning each data index structure into an active and/or latest state data partition and an archived data partition; sub-partitioning each of the archived data partitions into sub-partitions based on exact lifespan of each data item; executing a search query that includes temporal predicates and keyword predicates across the corpus by: pruning a collection of identified items of data from the corpus that contain the keyword predicates using range metadata associated with the temporal predicates to generate a pruned list of data items; and performing a list intersection operation on the data index structures to generate a list of common data items from the pruned list; retrieving the common data items from the active and/or latest state data partitions and the archived data sub-partitions.

Abstract: State recovery methods and apparatus for computing platforms are disclosed. An example method includes inserting a first instruction into optimized code to cause a first portion of a register in a first state to be saved to memory before execution of a region of the optimized code; and maintaining a value indicative of a manner in which a second portion of the register in the first state is to be restored in connection with a state recovery from the optimized code.

Abstract: State recovery methods and apparatus for computing platforms are disclosed. An example method includes inserting a first instruction into optimized code to cause a first portion of a register in a first state to be saved to memory before execution of a region of the optimized code; and maintaining a value indicative of a manner in which a second portion of the register in the first state is to be restored in connection with a state recovery from the optimized code.

Abstract: State recovery methods and apparatus for computing platforms are disclosed. An example method includes inserting a first instruction into optimized code to cause a first portion of a register in a first state to be saved to memory before execution of a region of the optimized code; and maintaining a value indicative of a manner in which a second portion of the register in the first state is to be restored in connection with a state recovery from the optimized code.

Abstract: Methods and apparatus to provide speculative memory disambiguation analysis and optimization with hardware support are described. In one embodiment, input code is analyzed to determine one or more memory locations to be accessed by the input program and output code is generated based on the input code and one or more assumptions about invariance of the one or more memory locations. The output code is generated also based on hardware transactional memory support and hardware dynamic disambiguation support. Other embodiments are also described.

Abstract: State recovery methods and apparatus for computing platforms are disclosed. An example method includes inserting a first instruction into optimized code to cause a first portion of a register in a first state to be saved to memory before execution of a region of the optimized code; and maintaining a value indicative of a manner in which a second portion of the register in the first state is to be restored in connection with a state recovery from the optimized code.