df?Interpolate1D/df?InterpolateEx1D

Developer Reference for Intel® oneAPI Math Kernel Library for C

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ID 766684

Date 7/13/2023

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df?Interpolate1D/df?InterpolateEx1D

Runs data fitting computations.

Syntax

status = dfsInterpolate1D(task, type, method, nsite, site, sitehint, ndorder, dorder, datahint, r, rhint, cell)

status = dfdInterpolate1D(task, type, method, nsite, site, sitehint, ndorder, dorder, datahint, r, rhint, cell)

status = dfsInterpolateEx1D(task, type, method, nsite, site, sitehint, ndorder, dorder, datahint, r, rhint, cell, le_cb, le_params, re_cb, re_params, i_cb, i_params, search_cb, search_params)

status = dfdInterpolateEx1D(task, type, method, nsite, site, sitehint, ndorder, dorder, datahint, r, rhint, cell, le_cb, le_params, re_cb, re_params, i_cb, i_params, search_cb, search_params)

Include Files

mkl.h

Input Parameters

Name	Type	Description
task	DFTaskPtr	Descriptor of the task.
type	const MKL_INT	Type of spline-based computations. The parameter takes one or more values combined with an `OR` operation. For the list of possible values, see table "Computation Types Supported by the df?Interpolate1D/ df?Interpolate1D Routines".
method	const MKL_INT	Computation method. The supported value is DF_METHOD_PP.
nsite	const MKL_INT	Number of interpolation sites.
site	const float* for dfsInterpolate1D/dfsInterpolateEx1D const double* for dfdInterpolate1D/dfdInterpolateEx1D	Array of interpolation sites of size nsite. The structure of the array is defined by the sitehint parameter: If sites form a non-uniform partition, the array should contain nsite values. If sites form a uniform partition, the array should contain two entries that represent the left and the right interpolation sites. The first entry of the array contains the left-most interpolation point. The second entry of the array contains the right-most interpolation point.
sitehint	const MKL_INT	A flag describing the structure of the interpolation sites. For the list of possible values of sitehint, see table "Hint Values for Interpolation Sites". If you set the flag to DF_NO_HINT, the library interprets the site-defined partition as non-uniform.
ndorder	const MKL_INT	Maximal derivative order increased by one to be computed at interpolation sites.
dorder	const MKL_INT*	Array of size ndorder that defines the order of the derivatives to be computed at the interpolation sites. If all the elements in dorder are zero, the library computes the spline values only. If you do not need interpolation computations, set ndorder to zero and pass a NULL pointer to dorder.
datahint	const float* for dfsInterpolate1D/dfsInterpolateEx1D const double* for dfdInterpolate1D/dfdInterpolateEx1D	Array that contains additional information about the structure of partition x and interpolation sites. This data helps to speed up the computation. If you provide a NULL pointer, the routine uses the default settings for computations. For details on the datahint array, see table "Structure of the datahint Array".
r	float* for dfsInterpolate1D/dfsInterpolateEx1D double* for dfdInterpolate1D/dfdInterpolateEx1D	Array for results. If you do not need spline-based interpolation, set this pointer to NULL.
rhint	const MKL_INT	A flag describing the structure of the results. For the list of possible values of rhint, see table "Hint Values for the rhint Parameter". If you set the flag to DF_NO_HINT, the library stores the result in row-major format.
cell	MKL_INT*	Array of cell indices in partition x that contain the interpolation sites. Provide this parameter as input if type is DF_INTERP_USER_CELL. If you do not need cell indices, set this parameter to NULL.
le_cb	constdfsInterpCallBack for dfsInterpolateEx1D constdfdInterpCallBack for dfdInterpolateEx1D	User-defined callback function for extrapolation at the sites to the left of the interpolation interval. Set to NULL if you are not supplying a callback function.
le_params	const void*	Pointer to additional user-defined parameters passed by the library to the le_cb function. Set to NULL if there are no additional parameters or if you are not supplying a callback function.
re_cb	constdfsInterpCallBack for dfsInterpolateEx1D constdfdInterpCallBack for dfdInterpolateEx1D	User-defined callback function for extrapolation at the sites to the right of the interpolation interval. Set to NULL if you are not supplying a callback function.
re_params	const void*	Pointer to additional user-defined parameters passed by the library to the re_cb function. Set to NULL if there are no additional parameters or if you are not supplying a callback function.
i_cb	constdfsInterpCallBack for dfsInterpolateEx1D constdfdInterpCallBack for dfdInterpolateEx1D	User-defined callback function for interpolation within the interpolation interval. Set to NULL if you are not supplying a callback function.
i_params	const void*	Pointer to additional user-defined parameters passed by the library to the i_cb function. Set to NULL if there are no additional parameters or if you are not supplying a callback function.
search_cb	constdfsSearchCellsCallBack for dfsInterpolateEx1D constdfdSearchCellsCallBack for dfdInterpolateEx1D	User-defined callback function for computing indices of cells that can contain interpolation sites. Set to NULL if you are not supplying a callback function.
search_params	const void*	Pointer to additional user-defined parameters passed by the library to the search_cb function. Set to NULL if there are no additional parameters or if you are not supplying a callback function.

Output Parameters

Name	Type	Description
status	int	Status of the routine: DF_STATUS_OK if the routine execution completed successfully. Non-zero error code if the routine execution failed. See "Task Status and Error Reporting" for error code definitions.
r		Contains results of computations at the interpolation sites. CAUTION: The df?Interpolate1D/df?InterpolateEx1D routines do not support in-place computations. You must provide non-aliasing memory locations for the site input parameter and the r output parameter.
cell		Array of cell indices in partition x that contain the interpolation sites, which is computed if type is DF_CELL.

Name

Type

Description

status

int

Status of the routine:

DF_STATUS_OK if the routine execution completed successfully.
Non-zero error code if the routine execution failed. See "Task Status and Error Reporting" for error code definitions.

Contains results of computations at the interpolation sites.

CAUTION:

The df?Interpolate1D/df?InterpolateEx1D routines do not support in-place computations. You must provide non-aliasing memory locations for the site input parameter and the r output parameter.

cell

Array of cell indices in partition x that contain the interpolation sites, which is computed if type is DF_CELL.

Description

The df?Interpolate1D/df?InterpolateEx1D routine performs spline-based computations with user-defined settings. The routine supports two types of computations for interpolation sites provided in array site:

Computation Types Supported by the df?Interpolate1D/df?InterpolateEx1D Routines
Type	Description
DF_INTERP	Compute derivatives of predefined order. The derivative of the zero order is the spline value.
DF_INTERP_USER_CELL	Compute derivatives of predefined order given user-provided cell indices. The derivative of the zero order is the spline value. For this type of the computations you should provide a valid cell array, which holds the indices of cells in the site array containing relevant interpolation sites.
DF_CELL	Compute indices of cells in partition x that contain the sites.

If the indices of cells which contain interpolation types are available before the call to df?Interpolate1D/df?InterpolateEx1D, you can improve performance by using the DF_INTERP_USER_CELL computation type.

NOTE:

If you pass any combination of DF_INTERP, DF_INTERP_USER_CELL, and DF_CELL computation types to the routine, the library uses the DF_INTERP_USER_CELL computation mode.

If you specify DF_INTERP_USER_CELL computation mode and a user-defined callback function for computing cell indices to df?InterpolateEx1D, the library uses the DF_INTERP_USER_CELL computation mode, and the call-back function is not called.

If the sites do not belong to interpolation interval [a, b] , the library uses:

polynomial P₀ of the spline constructed on interval [x₀, x₁] for computations at the sites to the left of a.
polynomial P_n-2 of the spline constructed on interval [x_n-2, x_n-1] for computations at the sites to the right of b.

Interpolation sites support the following hints:

Hint Values for Interpolation Sites
Value	Description
DF_NON_UNIFORM_PARTITION	Partition is non-uniform.
DF_UNIFORM_PARTITION	Partition is uniform.
DF_SORTED_DATA	Interpolation sites are sorted in the ascending order and define a non-uniform partition.
DF_NO_HINT	No hint is provided. By default, the partition defined by interpolation sites is interpreted as non-uniform.

NOTE:

If you pass a sorted array of interpolation sites to the Intel® oneAPI Math Kernel Library (oneMKL), set thesitehint parameter to the DF_SORTED_DATA value. The library uses this information when choosing the search algorithm and ignores any other data hints about the structure of the interpolation sites.

Data Fitting computation routines can use the following hints to speed up the computation:

DF_UNIFORM_PARTITION describes the structure of breakpoints and the interpolation sites.
DF_QUASI_UNIFORM_PARTITION describes the structure of breakpoints.

Pass the above hints to the library when appropriate.

For spline-based interpolation, you should set the derivatives whose values are required for the computation. You can provide the derivatives by setting the dorder array of size ndorder as follows:

Orders of derivatives i_d(d = 0, 1, .., nder - 1), corresponding to non-zero derivatives to be calculated, form the array {i_d} of length nder≤ndorder.

The storage format for the interpolation results is specified using the rhint parameter values. For each storage format, Table Hint Values for the rhint Parameter describes how to get the result R(j, s, i_d) from array r, for function index j(0 ≤j≤yn - 1), site number s(0 ≤s≤nsite - 1), and derivative index i_d(0 ≤d≤nder - 1), where yn is the number of functions, nsite is the number of sites, and nder is the total number of non-zero derivatives for interpolation. The array r can be either a one-dimensional array of size ny*nder*nsite or a three-dimensional array with the dimensions described in the table.

Hint Values for the rhint Parameter
Value	Location of `R`(`j`, `s`, `i`_d), One-dimensional Array Storage	Location of `R`(`j`, `s`, `i`_d), Three-dimensional Array Storage
DF_MATRIX_STORAGE_FUNCS_SITES_DERS (DF_MATRIX_STORAGE_ROWS)	`r[d + nder(s + nsitej)]`	`r[j][s][d]` r declared as `r[ny][nsite][nder]`.
DF_MATRIX_STORAGE_FUNCS_DERS_SITES (DF_MATRIX_STORAGE_COLS)	`r[s + nsite(d + nderj)]`	`r[j][d][s]` r declared as `r[ny][nder][nsite]`.
DF_MATRIX_STORAGE_SITES_FUNCS_DERS	`r[d + nder(j + nys)]`	`r[s][j][d]` r declared as `r[nsite][ny][nder]`.
DF_MATRIX_STORAGE_SITES_DERS_FUNCS	`r[j + ny(d + nders)]`	`r[s][d][j]` r declared as `r[nsite][nder][ny]`.
DF_NO_HINT	No hint is provided. By default, the results are stored as in rhint = DF_MATRIX_STORAGE_FUNCS_SITES_DERS.

The following figures show the structure of the storage formats. Each shows sequential memory layout line by line, left to right.

Storage in r for rhint = DF_MATRIX_STORAGE_FUNCS_SITES_DERS (DF_MATRIX_STORAGE_ROWS):

Storage in r for rhint = DF_MATRIX_STORAGE_FUNCS_DERS_SITES (DF_MATRIX_STORAGE_COLS):

Storage in r for rhint = DF_MATRIX_STORAGE_SITES_FUNCS_DERS:

Storage in r for rhint = DF_MATRIX_STORAGE_SITES_DERS_FUNCS:

To speed up Data Fitting computations, use the datahint parameter that provides additional information about the structure of the partition and interpolation sites. This data represents a floating-point or a double array with the following structure:

Structure of the datahint Array
Element Number	Description
0	Task dimension
1	Type of additional information
2	Reserved field
3	The total number `q` of elements containing additional information.
4	Element (1)
...	...
`q`+3	Element (`q`)

Data Fitting computation functions support the following types of additional information for datahint[1]:

Types of Additional Information
Type	Element Number	Parameter
DF_NO_APRIORI_INFO	0	No parameters are provided. Information about the data structure is absent.
DF_APRIORI_MOST_LIKELY_CELL	1	Index of the cell that is likely to contain interpolation sites.

To compute indices of the cells that contain interpolation sites, provide the pointer to the array of size nsite for the results. The library supports the following scheme of cell indexing for the given partition{x_i}, i=1,...,nx:

cell[j] = i, if site[j] ∈[x_i, x_i+1), i = 0,..., nx - 2,

cell[j] = nx - 1, if site[j] ∈[x_{nx - 1}, x_nx],

cell[j] = nx, if site[j] ∈(x_nx, x_{nx + 1}],

where

x₀ = -∞
x_nx+1 = +∞
j = 0,..., nsite-1

To perform interpolation computations with spline types unsupported in the Data Fitting component, use the extended version of the routine df?InterpolateEx1D. With this routine, you can provide user-defined callback functions for computations within, to the left of, or to the right of interpolaton interval [a, b]. The callback functions compute indices of the cells that contain the specified interpolation sites or can serve as an approximation for computing the exact indices of such cells.

If you do not pass any function for computations at the sites outside the interval [a, b], the routine uses the default settings.

Parent topic: Data Fitting Computational Routines

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Developer Reference for Intel® oneAPI Math Kernel Library for C

df?Interpolate1D/df?InterpolateEx1D

Syntax

Include Files

Input Parameters

Output Parameters

Description

See Also