Abstract: The inventions provide methods for monitoring column performance and operating chromatography column by applying generalized linear model to system suitability parameters (SSPs) to assess how fast the column is aging and whether the column stationary phase needs to be replaced. The methods will lead to faster identification of column failures and help maintain high separation quality and consistent analytical results for analytical and preparative chromatography methods. Columns evaluated and/or monitored by the methods and products resulting from use of the columns and methods also are provided.

Abstract: A method of allocating registers, includes for each of a plurality of live ranges of variables, calculating an energy saving value of each of the plurality of live ranges of the variables; classifying the plurality of live ranges of the variables into a plurality of queues according to the energy saving values of the plurality of live ranges of the variables; and assigning the plurality of live ranges of the variables in the plurality of queues into a plurality of registers.

Abstract: A method of allocating registers, includes for each of a plurality of live ranges of variables, calculating an energy saving value of each of the plurality of live ranges of the variables; classifying the plurality of live ranges of the variables into a plurality of queues according to the energy saving values of the plurality of live ranges of the variables; and assigning the plurality of live ranges of the variables in the plurality of queues into a plurality of registers.

Abstract: The present invention provides an affine engine design to the microarchitecture of the graphic processing unit, in which an operand type detection is performed, and then physical scalar, affine, or vector registers and corresponding ALUs with maximum performance improving and energy saving are allocated to perform instruction execution. In runtime, affine and uniform instructions are executed by the affine engine, while general vector instructions are executed by a vector engine, thereby the affine/uniform instruction execution can be dispatched to the affine engine, so the vector engine can enter a power-saving state to save the energy consumption of the GPU.

Abstract: A method comprises generating an intermediate representation of a pointer-based program; providing a control flow graph of the intermediate representation; selecting an analysis candidate from the intermediate representation as a traced variable and a root node; determining a definition site of the trace variable according to a use-define chain and the control flow graph; defining a node for each definition site variable; defining an edge by using each definition site variable and the traced variable; using each definition site variable of the definition site as a traced variable; repeating the steps of determining a definition site, defining a node, defining an edge and using each definition site to obtain a divergence relation graph; transforming the divergence relation graph into a directed acyclic graph; and determining whether the analysis candidate is divergent or not according to a divergent node and the directed acyclic graph.

Abstract: A method for code size reduction, which comprises determining basic blocks in an IR module; grouping the basic blocks having duplicate code into groups; providing weighting values corresponding to different instructions of the module, wherein the weighting values are determined based on a plurality of intermediate representation program codes; determining a weighted size of the module, wherein the weighted size of the module is determined by summing weighted sizes of the basic blocks of the module, and the weighted size of each basic block is determined by summing products of numbers of different instructions of the basic blocks and the corresponding weighting values; removing duplicates in one group to obtain a module having one processed group; determining a weighted size of the module having one processed group; and comparing the weighted size of the module to the weighted size of the module having one processed group.

Abstract: A method comprises generating an intermediate representation of a pointer-based program; providing a control flow graph of the intermediate representation; selecting an analysis candidate from the intermediate representation as a traced variable and a root node; determining a definition site of the trace variable according to a use-define chain and the control flow graph; defining a node for each definition site variable; defining an edge by using each definition site variable and the traced variable; using each definition site variable of the definition site as a traced variable; repeating the steps of determining a definition site, defining a node, defining an edge and using each definition site to obtain a divergence relation graph; transforming the divergence relation graph into a directed acyclic graph; and determining whether the analysis candidate is divergent or not according to a divergent node and the directed acyclic graph.

Abstract: A method for code size reduction, which comprises determining basic blocks in an IR module; grouping the basic blocks having duplicate code into groups; providing weighting values corresponding to different instructions of the module, wherein the weighting values are determined based on a plurality of intermediate representation program codes; determining a weighted size of the module, wherein the weighted size of the module is determined by summing weighted sizes of the basic blocks of the module, and the weighted size of each basic block is determined by summing products of numbers of different instructions of the basic blocks and the corresponding weighting values; removing duplicates in one group to obtain a module having one processed group; determining a weighted size of the module having one processed group; and comparing the weighted size of the module to the weighted size of the module having one processed group.