Abstract: Methods and systems, including computer programs encoded on a computer storage medium. In one aspect, a method includes obtaining data specifying one or more neural networks to be deployed on a neural network hardware accelerator, each of the one or more neural networks having a respective set of parameters, and the neural network hardware accelerator having one or more memories having a memory capacity; determining a maximum amount of the memory capacity that will be in use at any one time during a processing of any of the one or more neural networks by the neural network hardware accelerator; identifying a subset of the parameters of the one or more neural networks that consumes an amount of memory that is less than a difference between the memory capacity and the determined maximum amount of the memory capacity; and storing the identified subset of the parameters.

Abstract: A compiler of a computing device is described that identifies a sequence of neural network models frequently invoked by an application of the computing device, compiles the models in that sequence, and loads a static random access memory (SRAM) of a hardware accelerator with the compiled models only when the same compiled models—from another, but same, sequence that was previously invoked—are not already present in the SRAM. This prevents unnecessary reloading of compiled models into the SRAM, thereby increasing runtime speed and conserving computational energy.

Abstract: A method, for use in a DRM context, wherein digital rights enforcing processing is embedded into the rights object. A method, for use in a DRM context, wherein digital rights enforcing is downloaded to a device related to a content access. A processor framework, containing a VISC engine and executing digital rights enforcing codes, wherein the rights enforcing codes are downloaded. A digital rights management framework, wherein a rights enforcing code is downloaded related to a content access.

Abstract: A processing system to reduce energy consumption and improve performance in a processor, controlled by compiler inserted information ahead of a selected branch instruction, to statically expose and control how the prediction should be completed and which mechanism should be used to achieve energy and performance efficiency.

Abstract: A method comprising of analyzing and transforming a program executable at compile-time such that a processor design objective is optimized. A method including analyzing an executable to estimate energy consumption of an application component in a processor. A method including transforming an executable to reduce energy consumption in a processor. A processor framework controlled by compiler inserted control that statically exposes parallelism in an instruction sequence. A processor framework to reduce energy consumption in an instruction memory system with compiler inserted control.

Abstract: A processing system to reduce energy consumption and improve performance in a processor, controlled by compiler inserted information ahead of a selected branch instruction, to statically expose and control how the prediction should be completed and which mechanism should be used to achieve energy and performance efficiency.

Abstract: A processing system to reduce energy consumption and improve performance in a processor, controlled by compiler inserted information ahead of a selected branch instruction, to statically expose and control how the prediction should be completed and which mechanism should be used to achieve energy and performance efficiency.

Abstract: A method comprising of analyzing and transforming a program executable at compile-time such that a processor design objective is optimized. A method including analyzing an executable to estimate energy consumption of an application component in a processor. A method including transforming an executable to reduce energy consumption in a processor. A processor framework controlled by compiler inserted control that statically exposes parallelism in an instruction sequence. A processor framework to reduce energy consumption in an instruction memory system with compiler inserted control.

Abstract: A method, for use in a processor context, wherein instructions in a program executable are encoded with plural instruction set encodings. A method wherein a control instruction encoded with an instruction set encoding contains information about decoding of an instruction that is encoded with another instruction set encoding scheme. A method wherein instruction set encodings are randomly generated at compile time. A processor framework wherein an instruction is decoded during execution with the help of information provided by a previously decoded control instruction.

Abstract: A method comprising of analyzing and transforming a program executable at compile-time such that a processor design objective is optimized. A method including analyzing an executable to estimate energy consumption of an application component in a processor. A method including transforming an executable to reduce energy consumption in a processor. A processor framework controlled by compiler inserted control that statically exposes parallelism in an instruction sequence. A processor framework to reduce energy consumption in an instruction memory system with compiler inserted control.

Abstract: A processing system to reduce energy consumption and improve performance in a processor, controlled by compiler inserted information ahead of a selected branch instruction, to statically expose and control how the prediction should be completed and which mechanism should be used to achieve energy and performance efficiency.

Abstract: A processing system to reduce energy consumption and improve performance in a processor, controlled by compiler inserted information ahead of a selected branch instruction, to statically expose and control how the prediction should be completed and which mechanism should be used to achieve energy and performance efficiency.

Abstract: A method comprising of analyzing and transforming a program executable at compile-time such that a processor design objective is optimized. A method including analyzing an executable to estimate energy consumption of an application component in a processor. A method including transforming an executable to reduce energy consumption in a processor. A processor framework controlled by compiler inserted control that statically exposes parallelism in an instruction sequence. A processor framework to reduce energy consumption in an instruction memory system with compiler inserted control.

Abstract: A method includes generating a first executable program module based on source code modules and collecting profile information for the source code modules by executing the first executable program module. The profile information includes information pertaining to invocation of procedures in the first executable program module. The method further includes determining module grouping information for the source code modules based on procedure invocation patterns in the profile information and according to one or more inter-procedural optimization (IPO) heuristics. The method includes performing IPO based on the module grouping information to generate object code modules and generating a second executable program module based on the plurality of object code modules.

Abstract: Methods, systems, and apparatus, including computer program products, for inter-procedural optimization, are disclosed. In one aspect, a first executable program module is generated based on a plurality of source code modules. Profile information is collected for the plurality of source code modules by executing the first executable program module. Inter-procedural analysis for the plurality of source code modules is performed during execution of the first executable program module. The inter-procedural analysis is based on the collected profile information. IPO is performed based on the results from the inter-procedural analysis to generate a plurality of object code modules. A second executable program module is generated based on the plurality of object code modules.

Abstract: A processing system to reduce energy consumption and improve performance in a processor, controlled by compiler inserted information ahead of a selected branch instruction, to statically expose and control how the prediction should be completed and which mechanism should be used to achieve energy and performance efficiency.

Abstract: A processor framework includes a compiler to add control information to an instruction sequence at compile time. The control information is added in the instruction sequence prior to a control-flow changing instruction. Microarchitecture is configured to use the control information at runtime to predict an outcome of the control-flow changing instruction prior to fetching the control-flow changing instruction.

Abstract: A method, for use in a processor context, wherein instructions in a program executable are encoded with plural instruction set encodings. A method wherein a control instruction encoded with an instruction set encoding contains information about decoding of an instruction that is encoded with another instruction set encoding scheme. A method wherein instruction set encodings are randomly generated at compile time. A processor framework wherein an instruction is decoded during execution with the help of information provided by a previously decoded control instruction.

Abstract: A method, for use in a processor context, wherein instructions in a program executable are encoded with plural instruction set encodings. A method wherein a control instruction encoded with an instruction set encoding contains information about decoding of an instruction that is encoded with another instruction set encoding scheme. A method wherein instruction set encodings are randomly generated at compile time. A processor framework wherein an instruction is decoded during execution with the help of information provided by a previously decoded control instruction.

Abstract: A method, for use in a processor context, wherein instructions in a program executable are encoded with plural instruction set encodings. A method wherein a control instruction encoded with an instruction set encoding contains information about decoding of an instruction that is encoded with another instruction set encoding scheme. A method wherein instruction set encodings are randomly generated at compile time. A processor framework wherein an instruction is decoded during execution with the help of information provided by a previously decoded control instruction.