The Mathworks, Inc.

Thomas Albert Bryan

Julia Palmateer Wall

Jenna L Warren

David A Foti

Andrew C Bartlett

Vaidehi Venkatesan

Julia P Wall

Julia Wilder Palmateer

Shixin Zhuang

Jessica Clayton

Systems and methods as disclosed for selecting parameters for use by a system. The parameters can describe a behavior of the system, which can be represented by a model having an input and an output. The model can include an operation representable by a matrix. The parameters can include the input and output ranges of the operation, the dimensions of the matrix, a noise value for the system, and an overflow probability. A design environment can be configured to determine values or ranges of values for one or more of the parameters based on values or ranges of values of the remaining parameters. In some embodiments, the design environment can select, recommend, or validate a choice of datatype, minimum system noise, or the dimensions of the matrix. The model can be used to generate code, which can be used to configure the system to perform the operation.

Systems and methods for design parameter selection

Systems and methods are disclosed for selecting parameters for use by a system. The parameters can describe a behavior of the system, which can be represented by a model having an input and an output. The model can include an operation representable by a matrix. The parameters can include the input and output ranges of the operation, the dimensions of the matrix, a noise value for the system, an overflow probability, a regularization parameter, and a desired number of accurate digits. A design environment can be configured to determine values or ranges of values for one or more of the parameters based on values or ranges of values of the remaining parameters. In some embodiments, the design environment can select, recommend, or validate a choice of datatype, minimum system noise, or the dimensions of the matrix. The model can be used to generate code, which can be used to configure the system to perform the operation.

A device may obtain program code, determine variables based on the program code, execute or analyze the program code, and determine values of the variables based on the executing or analyzing. The device may determine a range for each variable based on positions of at least one significant digit for the values. The range may be determined based on a count of a quantity of occurrences of the at least one significant digit for the values. The device may determine relationships between the variables based on the executing or analyzing, and may determine one or more effects on the range for the variables based on the relationships between the variables. The device may generate a visualization that presents the range for the variables, the relationships between the variables, and the one or more effects on the range for the variables, and may provide the visualization for display.

Data type visualization

The present application is directed to determining attributes for results of arithmetic operations with fixed-point numbers. An indication is received of possible word lengths to store digits representing a result of an arithmetic operation with fixed-point numbers. An indication is received of how a placement of a radix point will be determined in the digits representing the result of the arithmetic operation with fixed-point numbers. When calculating the fixed-point arithmetic operation, one of the possible word lengths is employed for storing the digits representing the result of the fixed-point arithmetic operation. A placement of a radix point in the digits is based on the received indication of how the radix point is to be determined. Growth rate for a number of digits in a result of a series of arithmetic calculations is less than N, where N is equal to the number of arithmetic operations performed.

System and methods for determining attributes for arithmetic operations with fixed-point numbers

A device, including one or more processors, may obtain program code, determine a group of variables based on the program code, execute the program code, determine values of the group of variables based on the executing of the program code, determine a dynamic range of a characteristic for each variable based on the values, generate a visualization that presents the dynamic range of the characteristic for the group of variables, and provide the visualization for display.

A system obtains first code that includes one or more lines of code, the lines of code including first information associated with one or more data types or one or more routine types. The system removes the first information from the lines of code; and generates one or more instructions that, when executed, enable the system to obtain the first information or second information. The second information is associated with at least one data type that is different than the one or more data types or at least one routine type that is different than the one or more routine types. The system modifies the lines of code based on the one or more instructions; generates second code based on the first code and the modified lines of code; and outputs the second code.

Mechanism for transforming between type-independent and type-specific code

A system obtains code that includes sequences of code; identifies, within a first sequence of code and based on obtaining the code, a first routine that, when executed, enables an array of values to be generated. The array of values is associated with a variable included within the first routine. The system determines whether the routine includes a particular term, and identifies, within the routine, a first identifier when the routine includes the particular term. The first identifier corresponds to a second sequence of code that identifies a first data structure that stores information that identifies one or more second routines. The system identifies, within the data structure, a second routine based on the particular term and a second identifier corresponding to the first routine; executes, using the variable, the second routine to generate a result; and outputs the result based on executing the second routine.

Mechanism for replacing an array creation routine within code

A device obtains first program code that identifies a function, an input argument to which the function is to be applied when the first program code is executed, and a class identifier that identifies second program code that includes a set of routines. The set of routines includes a routine that identifies a manner in which a return value of the function is to be generated, when the first program code is executed. The second program code is stored separately from the first program code. The device executes the first program code, obtains the second program code based on executing the first program code, and executes the routine to generate the return value, based on the function, the input argument, and the class identifier. The device provides the return value.

Creating and using array creation routines or a family of routines separate from algorithmic code

In a computational device, a method is provided for determining attributes for results of arithmetic operations with fixed-point numbers, in an environment for fixed-point algorithm development. An indication is received of a plurality of possible word lengths to be used for storing a plurality of digits representing a result of arithmetic operation with fixed-point numbers. An indication is received of how a placement of a radix point is to be determined in the plurality of digits representing the results of the arithmetic operation with fixed-point numbers. When calculating a selected fixed-point arithmetic operation, one of the word lengths in the plurality of possible word lengths is employed for storing the plurality of digits representing a result of the selected fixed-point arithmetic operation. A placement of a radix point in the plurality of digits representing the result of the selected fixed-point arithmetic operation is based on the received indication of how the radix point is to be determined.

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Westborough, MA, United States of America

Thomas Albert Bryan