Package 'flint'

Title: Fast Library for Number Theory
Description: An R interface to 'FLINT' <https://flintlib.org/>, a C library for number theory. 'FLINT' extends GNU 'MPFR' <https://www.mpfr.org/> and GNU 'MP' <https://gmplib.org/> with support for operations on standard rings (the integers, the integers modulo n, finite fields, the rational, p-adic, real, and complex numbers) as well as matrices and polynomials over rings. 'FLINT' implements midpoint-radius interval arithmetic, also known as ball arithmetic, in the real and complex numbers, enabling computation in arbitrary precision with rigorous propagation of rounding errors; see Johansson (2017) <doi:10.1109/TC.2017.2690633>. Finally, 'FLINT' provides ball arithmetic implementations of many special mathematical functions, with high coverage of reference works such as the NIST Digital Library of Mathematical Functions <https://dlmf.nist.gov/>. The R interface defines S4 classes, generic functions, and methods for representation and basic operations as well as plain R functions mirroring and vectorizing entry points in the C library.
Authors: Mikael Jagan [aut, cre]
Maintainer: Mikael Jagan <[email protected]>
License: GPL (>= 2)
Version: 0.0.4
Built: 2025-03-12 23:20:23 UTC
Source: https://github.com/jaganmn/flint

Help Index


R Package flint

Description

An R interface to FLINT, a C library for number theory.

Usage

flintABI()
flintIdentical(object, reference)
flintLength(object, exact = TRUE)
flintPrec(prec = NULL)
flintRnd(rnd = NULL)
flintSize(object)
flintTriple(object)
flintVersion()

Arguments

object, reference

objects inheriting from virtual class flint. Otherwise, the behaviour is undefined.

exact

a logical indicating if the length should be represented exactly as an object of class ulong.

prec

a new default value for the precision of inexact floating-point operations, if non-NULL. The value should be a positive integer indicating a number of bits.

rnd

a new default value for the rounding mode of inexact floating-point operations, if non-NULL. The value should be a character string indicating a rounding mode for signed floating types. Valid characters are ‘⁠[Uu]⁠’ (towards positive infinity), ‘⁠[Dd]⁠’ (towards negative infinity), ‘⁠[Zz]⁠’ (towards zero), ‘⁠[Aa]⁠’ (away from zero), and ‘⁠[Nn]⁠’ (to nearest, with precedence to even significands).

Details

To report a bug or request a feature, use bug.report(package = "flint").

To render the change log, use news(package = "flint").

To render the index, use help(package = "flint")

To render a list of help topics for S4 classes, use help.search(package = "flint", keyword = "classes")

To render a list of help topics for special mathematical functions, use help.search(package = "flint", keyword = "math")

Value

flintABI returns the size in bits of C type long int, either 32 or 64. The value is determined when package flint is configured. It is checked at configure time and at load time that linked C libraries were configured for the same ABI.

flintIdentical tests whether its arguments inherit from the same nonvirtual subclass of flint and have identical length, elements, and names. If the elements are recursive structures, then they are compared recursively.

flintLength returns a representation of the length of object. If exact = TRUE, then the return value is an object of class ulong representing the length exactly. Otherwise, if the length is less than or equal to .Machine[["integer.max"]], then the return value is a traditional integer vector representing the length exactly. Otherwise, the return value is a traditional double vector representing the length exactly if and only if n2d1n \le 2^d-1 or 2d+pn<2d+p+12^{d+p} \le n < 2^{d+p+1} and nn is divisible by 2p+12^{p+1}, where nn is the length, dd is .Machine[["double.digits"]], and p=0,1,p = 0,1,\ldots. Lengths not exactly representable in double precision are rounded to the next representable number in the direction of zero. Return values not representing the length exactly have an attribute off preserving the rounding error (an integer in 1,,2p1,\ldots,2^p).

flintPrec returns the previous default precision.

flintRnd returns the previous default rounding mode.

flintSize returns an upper bound for the number of bytes used by object, as an object of class object_size (following function object.size in package utils). If no members of the recursive structure share memory, then the upper bound is exact. Recursion starts at the address stored by the R object, not at the address of the object itself. A corollary is that flintSize(object) is zero for object of zero length. Another corollary is that the bytes counted by flintSize and the bytes counted by object.size are disjoint.

flintTriple returns a character vector of length 3 containing the class of object, the length of object, and the address stored by object.

flintVersion returns a named list of numeric versions with elements:

package

the R package version.

flint.h

the FLINT header version.

libflint

the FLINT library version.

mpfr.h

the GNU MPFR header version.

libmpfr

the GNU MPFR library version.

gmp.h

the GNU MP header version.

libgmp

the GNU MP library version.

Header versions are determined at compile time. Library versions are determined at compile time (static linking) or at load time (dynamic linking).

Author(s)

Mikael Jagan [email protected]

References

FLINT Team (2025). FLINT: Fast Library for Number Theory. https://flintlib.org/

Examples

flintABI()

oprec <- flintPrec()
nprec <- 100L
stopifnot(identical(flintPrec(nprec), oprec),
          identical(flintPrec(), nprec),
          identical(flintPrec(oprec), nprec),
          identical(flintPrec(), oprec))

ornd <- flintRnd()
nrnd <- "Z"
stopifnot(identical(flintRnd(nrnd), ornd),
          identical(flintRnd(), nrnd),
          identical(flintRnd(ornd), nrnd),
          identical(flintRnd(), ornd))

flintVersion()

Arbitrary Precision Floating-Point Complex Numbers with Error Bounds

Description

Class acb extends virtual class flint. It represents vectors of complex numbers with error bounds on the real and imaginary parts. Elements are specified by two pairs of mixed format floating-point numbers: an arb real part and an arb imaginary part, each specified by an arf midpoint and a mag radius.

Usage

## The class generator function:
.acb(...)

## Mode 1: initialize with zeros
## .acb(length = 0L)
##
## Mode 2: initialize with vector
## .acb(length = length(x), x)
##
## Mode 3: initialize by parts
## .acb(length = max0(length(real), length(imag)), real, imag)
##
## where max0 <- function(m, n) if (min(m, n)) max(m, n) else 0L

Arguments

...

arguments passed to methods for initialize.

Value

The class generator function returns new("acb", ...).

Slots

.xData, names

inherited from virtual class flint.

Methods

Due to constraints imposed by generic functions, methods typically do not provide a formal argument prec allowing for a precision to be indicated in the function call. Such methods use the current default precision set by flintPrec.

!

signature(x = "acb"):
equivalent to (but faster than) x == 0.

+

signature(e1 = "acb", e2 = "missing"):
returns a copy of the argument.

-

signature(e1 = "acb", e2 = "missing"):
returns the negation of the argument.

Complex

signature(z = "acb"):
mathematical functions of one argument; see S4groupGeneric.

Math

signature(x = "acb"):
mathematical functions of one argument; see S4groupGeneric. Member functions floor, ceiling, trunc, cummin, cummax are not implemented.

Math2

signature(x = "acb"):
decimal rounding according to a second argument digits; see S4groupGeneric. There are just two member member functions: round, signif.

Ops

signature(e1 = "ANY", e2 = "acb"):
signature(e1 = "acb", e2 = "ANY"):
binary arithmetic, comparison, and logical operators; see S4groupGeneric. The “other” operand must be atomic or inherit from virtual class flint. The operands are recycled and promoted as necessary.

Summary

signature(x = "acb"):
univariate summary statistics; see S4groupGeneric. The return value is a logical vector of length 1 (any, all) or an acb vector of length 1 or 2 (sum, prod). Member functions min, max, range are not implemented.

anyNA

signature(x = "acb"):
returns TRUE if any element of x has real or imaginary part with midpoint NaN, FALSE otherwise.

as.vector

signature(x = "acb"):
returns as.vector(y, mode), where y is a complex vector containing the result of converting the midpoints of the real and imaginary parts of x to the range of double, rounding if the value is not exactly representable in double precision. The rounding mode is to the nearest representable number (with precedence to even significands in case of ties), unless a midpoint exceeds .Machine[["double.xmax"]] in absolute value, in which case -Inf or Inf is introduced with a warning. Coercion to types "character", "symbol" (synonym "name"), "pairlist", "list", and "expression", which are not “number-like”, is handled specially.

coerce

signature(from = "ANY", to = "acb"):
returns .acb(x = from). An error is signaled if the class or type of from is not supported by the method for initialize.

format

signature(x = "acb"):
returns a character vector suitable for printing, using string format "(m +/- r)+(m +/- r)i" and scientific format for each m and r. Optional arguments control the output; see format-methods.

initialize

signature(.Object = "acb", length = "numeric"):
returns .Object after setting its .xData slot. The new slot value is an external pointer to an array of the corresponding C type, which is newly allocated and initialized entirely with zeros (zero midpoint, zero radius in the real and imaginary parts). .Object is not copied, so all references are affected.

initialize

signature(.Object = "acb", length = "numeric", x = "atomic|flint"):
as above, except that the new slot value points to an array initialized with values from x.

initialize

signature(.Object = "acb", length = "numeric", real = "atomic|flint", imag = "atomic|flint"):
as above, except that the new slot value points to an array whose real and imaginary parts are initialized separately with values from real and imag, which are coerced to class arb and recycled as necessary.

is.finite

signature(x = "acb"):
returns a logical vector indicating which elements of x do not have real or imaginary part with midpoint NaN, -Inf, or Inf or radius Inf.

is.infinite

signature(x = "acb"):
returns a logical vector indicating which elements of x have real or imaginary part with midpoint -Inf or Inf or radius Inf.

is.na, is.nan

signature(x = "acb"):
returns a logical vector indicating which elements of x have real or imaginary part with midpoint NaN.

is.unsorted

signature(x = "acb"):
signals an error indicating that <= is not a total order on the range of arb; see xtfrm below.

log

signature(x = "acb"):
returns the logarithm of the argument. The natural logarithm is computed by default (when optional argument base is unset).

mean

signature(x = "acb"):
returns the arithmetic mean.

xtfrm

signature(x = "acb"):
signals an error indicating that <= is not a total order on the range of arb: a <= b || b <= a is is not TRUE for all finite a and b of class arb. Thus, direct sorting of acb, which is based on arb, is not supported. Users wanting to order the midpoints of the real and imaginary parts should operate on Mid(Real(x)) and Mid(Imag(x)).

References

The FLINT documentation of the underlying C type: https://flintlib.org/doc/acb.html

Johansson, F. (2017). Arb: efficient arbitrary-precision midpoint-radius interval arithmetic. IEEE Transactions on Computers, 66(8), 1281-1292. doi:10.1109/TC.2017.2690633

See Also

Virtual class flint. Generic functions Real and Imag and their replacement forms for getting and setting real and imaginary parts.

Examples

showClass("acb")
showMethods(classes = "acb")

Arbitrary Precision Floating-Point Complex Numbers

Description

Class acf extends virtual class flint. It represents vectors of arbitrary precision floating-point complex numbers. Elements have real and imaginary parts, each with arbitrary precision significand and exponent. The underlying C type can represent NaN, -Inf, and Inf real and imaginary parts.

Note that package stats exports a function acf, referring to autocovariance and autocorrelation functions of time series. It returns objects of informal S3 class acf, for which a small number of informal S3 methods are registered. The formal S4 class and methods documented here are entirely unrelated.

Usage

## The class generator function:
.acf(...)

## Mode 1: initialize with zeros
## .acf(length = 0L)
##
## Mode 2: initialize with vector
## .acf(length = length(x), x)
##
## Mode 3: initialize by parts
## .acf(length = max0(length(real), length(imag)), real, imag)
##
## where max0 <- function(m, n) if (min(m, n)) max(m, n) else 0L

Arguments

...

arguments passed to methods for initialize.

Value

The class generator function returns new("acf", ...).

Slots

.xData, names

inherited from virtual class flint.

Methods

Due to constraints imposed by generic functions, methods typically do not provide a formal argument prec allowing for a precision to be indicated in the function call. Such methods use the current default precision set by flintPrec.

!

signature(x = "acf"):
equivalent to (but faster than) x == 0.

+

signature(e1 = "acf", e2 = "missing"):
returns a copy of the argument.

-

signature(e1 = "acf", e2 = "missing"):
returns the negation of the argument.

Complex

signature(z = "acf"):
mathematical functions of one argument; see S4groupGeneric.

Math

signature(x = "acf"):
mathematical functions of one argument; see S4groupGeneric. Member functions floor, ceiling, trunc, cummin, cummax are not implemented.

Math2

signature(x = "acf"):
decimal rounding according to a second argument digits; see S4groupGeneric. There are just two member member functions: round, signif.

Ops

signature(e1 = "ANY", e2 = "acf"):
signature(e1 = "acf", e2 = "ANY"):
binary arithmetic, comparison, and logical operators; see S4groupGeneric. The “other” operand must be atomic or inherit from virtual class flint. The operands are recycled and promoted as necessary.

Summary

signature(x = "acf"):
univariate summary statistics; see S4groupGeneric. The return value is a logical vector of length 1 (any, all) or an acf vector of length 1 or 2 (sum, prod). Member functions min, max, range are not implemented.

anyNA

signature(x = "acf"):
returns TRUE if any element of x has real or imaginary part NaN, FALSE otherwise.

as.vector

signature(x = "acf"):
returns as.vector(y, mode), where y is a complex vector containing the result of converting the real and imaginary parts of x to the range of double, rounding if the value is not exactly representable in double precision. The rounding mode is to the nearest representable number (with precedence to even significands in case of ties), unless parts exceed .Machine[["double.xmax"]] in absolute value, in which case -Inf or Inf is introduced with a warning. Coercion to types "character", "symbol" (synonym "name"), "pairlist", "list", and "expression", which are not “number-like”, is handled specially.

coerce

signature(from = "ANY", to = "acf"):
returns .acf(x = from). An error is signaled if the class or type of from is not supported by the method for initialize.

format

signature(x = "acf"):
returns a character vector suitable for printing, using string format "a+bi" and scientific format for each a and b. Optional arguments control the output; see format-methods.

initialize

signature(.Object = "acf", length = "numeric"):
returns .Object after setting its .xData slot. The new slot value is an external pointer to an array of the corresponding C type, which is newly allocated and initialized entirely with zeros. .Object is not copied, so all references are affected.

initialize

signature(.Object = "acf", length = "numeric", x = "atomic|flint"):
as above, except that the new slot value points to an array initialized with values from x.

initialize

signature(.Object = "acf", length = "numeric", real = "atomic|flint", imag = "atomic|flint"):
as above, except that the new slot value points to an array whose real and imaginary parts are initialized separately with values from real and imag, which are coerced to class arf and recycled as necessary.

is.finite

signature(x = "acf"):
returns a logical vector indicating which elements of x do not have real or imaginary part NaN, -Inf, or Inf.

is.infinite

signature(x = "acf"):
returns a logical vector indicating which elements of x have real or imaginary part -Inf or Inf.

is.na, is.nan

signature(x = "acf"):
returns a logical vector indicating which elements of x have real or imaginary part NaN.

is.unsorted

signature(x = "acf"):
returns a logical indicating if x is not sorted in nondecreasing order (increasing order if optional argument strictly is set to TRUE) by real part then by imaginary part.

mean

signature(x = "acf"):
returns the arithmetic mean.

xtfrm

signature(x = "acf"):
returns a numeric vector that sorts in the same order as x. The permutation order(xtfrm(x), ...) orders x first by its real part then by its imaginary part, with the caveat that all a+NaNi and NaN+bi have equal precedence (for compatibility with base).

See Also

Virtual class flint. Generic functions Real and Imag and their replacement forms for getting and setting real and imaginary parts.

Examples

showClass("acf")
showMethods(classes = "acf")

Zeta and Related Functions

Description

Compute the Riemann zeta function, the Hurwitz zeta function, or Lerch's transcendent. Lerch's transcendent Φ(z,s,a)\Phi(z, s, a) is defined by

k=0zk(k+a)s\sum_{k = 0}^{\infty} \frac{z^{k}}{(k + a)^{s}}

for z<1|z| < 1 and by analytic continuation elsewhere in the zz-plane. The Riemann and Hurwitz zeta functions are the special cases ζ(s)=Φ(1,s,1)\zeta(s) = \Phi(1, s, 1) and ζ(s,a)=Φ(1,s,a)\zeta(s, a) = \Phi(1, s, a), respectively. See the references for restrictions on ss and aa.

Usage

arb_dirichlet_zeta(s, prec = flintPrec())
acb_dirichlet_zeta(s, prec = flintPrec())

arb_dirichlet_hurwitz(s, a = 1, prec = flintPrec())
acb_dirichlet_hurwitz(s, a = 1, prec = flintPrec())

## arb_dirichlet_lerch_phi(z = 1, s, a = 1, prec = flintPrec())
   acb_dirichlet_lerch_phi(z = 1, s, a = 1, prec = flintPrec())

Arguments

z, s, a

numeric, complex, arb, or acb vectors.

prec

a numeric or slong vector indicating the desired precision as a number of bits.

Value

An arb or acb vector storing function values with error bounds. Its length is the maximum of the lengths of the arguments or zero (zero if any argument has length zero). The arguments are recycled as necessary.

References

The FLINT documentation of the underlying C functions: https://flintlib.org/doc/acb_dirichlet.html

NIST Digital Library of Mathematical Functions: https://dlmf.nist.gov/25

See Also

Classes arb and acb.

Examples

dzet <- acb_dirichlet_zeta
dhur <- acb_dirichlet_hurwitz
dler <- acb_dirichlet_lerch_phi

## Somewhat famous particular values :
debugging <- tolower(Sys.getenv("R_FLINT_CHECK_EXTRA")) == "true"
     s <- .acb(x = c(   -1,    0,      2,       4))
zeta.s <- .acb(x = c(-1/12, -1/2, pi^2/6, pi^4/90))
stopifnot(all.equal(dzet(   s   ), zeta.s),
          all.equal(dhur(   s, 1), zeta.s),
          !debugging ||
          {
          print(cbind(as.complex(dler(1, s, 1)), as.complex(zeta.s)))
          all.equal(dler(1, s, 1), zeta.s) # FLINT bug, report this
          })

set.seed(0xabcdL)
r <- 10L
eps <- 0x1p-4
a    <- flint:::complex.runif(r, modulus = c(    0, 1/eps))
z.l1 <- flint:::complex.runif(r, modulus = c(    0, 1-eps))
z.g1 <- flint:::complex.runif(r, modulus = c(1+eps, 1/eps))
z <- .acb(x = c(z.l1, z.g1))

## A relation with the hypergeometric function from
##   http://dlmf.nist.gov/25.14.E3_3 :
h2f1 <- acb_hypgeom_2f1
stopifnot(all.equal(dler(z.l1, 1, a), h2f1(a, 1, a + 1, z.l1)/a))

## TODO: test values also for z[Mod(z) > 1] ...

Hypergeometric Functions

Description

Computes the principal branch of the hypergeometric function 2F1(a,b,c,z){}_{2}F_{1}(a, b, c, z), defined by

k=0(a)k(b)k(c)kzkk!\sum_{k = 0}^{\infty} \frac{(a)_{k} (b)_{k}}{(c)_{k}} \frac{z^{k}}{k!}

for z<1|z| < 1 and by analytic continuation elsewhere in the zz-plane, or the principal branch of the regularized hypergeometric function 2F1(a,b,c,z)/Γ(c){}_{2}F_{1}(a, b, c, z)/\Gamma(c).

Usage

arb_hypgeom_2f1(a, b, c, x, flags = 0L, prec = flintPrec())
acb_hypgeom_2f1(a, b, c, z, flags = 0L, prec = flintPrec())

Arguments

a, b, c, x, z

numeric, complex, arb, or acb vectors.

flags

an integer vector. The lowest bit of the integer element(s) indicates whether to regularize. Later bits indicate special cases for which an alternate algorithm may be used. Non-experts should use flags = 0L or 1L, leaving the later bits unset.

prec

a numeric or slong vector indicating the desired precision as a number of bits.

Value

An arb or acb vector storing function values with error bounds. Its length is the maximum of the lengths of the arguments or zero (zero if any argument has length zero). The arguments are recycled as necessary.

References

The FLINT documentation of the underlying C functions: https://flintlib.org/doc/arb_hypgeom.html, https://flintlib.org/doc/acb_hypgeom.html

NIST Digital Library of Mathematical Functions: https://dlmf.nist.gov/15

See Also

Classes arb and acb.

Examples

h2f1 <- acb_hypgeom_2f1

set.seed(0xbcdeL)
r <- 10L
eps <- 0x1p-4
z.l1 <- flint:::complex.runif(r, modulus = c(    0, 1-eps))
z.g1 <- flint:::complex.runif(r, modulus = c(1+eps, 1/eps))
z <- .acb(x = c(z.l1, z.g1))

## Elementary special cases from http://dlmf.nist.gov/15.4 :
stopifnot(all.equal(h2f1(1.0, 1.0, 2.0,  z  ),
                    -log(1 - z)/z),
          all.equal(h2f1(0.5, 1.0, 1.5,  z^2),
                    0.5 * (log(1 + z) - log(1 - z))/z),
          all.equal(h2f1(0.5, 1.0, 1.5, -z^2),
                    atan(z)/z))
## [ see more in ../tests/hypgeom.R ]

Gamma and Related Functions

Description

Compute the gamma function, the reciprocal gamma function, the logarithm of the absolute value of the gamma function, the polygamma function, or the beta function. The gamma function Γ(z)\Gamma(z) is defined by

0tz1etdt\int_{0}^{\infty} t^{z - 1} e^{-t} \text{d}t

for (z)>0\Re(z) > 0 and by analytic continuation elsewhere in the zz-plane, excluding poles at z=0,1,z = 0, -1, \ldots. The beta function B(a,b)B(a, b) is defined by

01ta1(1t)b1dt\int_{0}^{1} t^{a - 1} (1 - t)^{b - 1} \text{d}t

for (a),(b)>0\Re(a), \Re(b) > 0 and by analytic continuation to all other (a,b)(a, b).

Usage

arb_hypgeom_gamma(x, prec = flintPrec())
acb_hypgeom_gamma(z, prec = flintPrec())

arb_hypgeom_rgamma(x, prec = flintPrec())
acb_hypgeom_rgamma(z, prec = flintPrec())

arb_hypgeom_lgamma(x, prec = flintPrec())
acb_hypgeom_lgamma(z, prec = flintPrec())

## arb_hypgeom_polygamma(s = 0, z, prec = flintPrec())
   acb_hypgeom_polygamma(s = 0, z, prec = flintPrec())

arb_hypgeom_beta(a, b, prec = flintPrec())
acb_hypgeom_beta(a, b, prec = flintPrec())

Arguments

x, z, s, a, b

numeric, complex, arb, or acb vectors.

prec

a numeric or slong vector indicating the desired precision as a number of bits.

Details

acb_hypgeom_polygamma(s, z) evaluates the polygamma function of order s at z. The order s can be any complex number. For nonnegative integers m, s = m corresponds to the derivative of order m of the digamma function ψ(z)=Γ(z)/Γ(z)\psi(z) = \Gamma'(z)/\Gamma(z). Use acb_hypgeom_polygamma(0, z) to evaluate the digamma function at z.

Value

An arb or acb vector storing function values with error bounds. Its length is the maximum of the lengths of the arguments or zero (zero if any argument has length zero). The arguments are recycled as necessary.

References

The FLINT documentation of the underlying C functions: https://flintlib.org/doc/arb_hypgeom.html, https://flintlib.org/doc/acb_hypgeom.html

NIST Digital Library of Mathematical Functions: https://dlmf.nist.gov/5

See Also

Classes arb and acb; arb_hypgeom_gamma_lower and arb_hypgeom_beta_lower for the “incomplete” gamma and beta functions.

Examples

## TODO

Incomplete Gamma and Related Functions

Description

Compute the principal branch of the (optionally, regularized) incomplete gamma and beta functions. The lower incomplete gamma function γ(s,z)\gamma(s, z) is defined by

0zts1etdt\int_{0}^{z} t^{s - 1} e^{-t} \text{d}t

for (s)>0\Re(s) > 0 and by analytic continuation elsewhere in the ss-plane, excluding poles at s=0,1,s = 0, -1, \ldots. The upper incomplete gamma function Γ(s,z)\Gamma(s, z) is defined by

zts1etdt\int_{z}^{\infty} t^{s - 1} e^{-t} \text{d}t

for (s)>0\Re(s) > 0 and by analytic continuation elsewhere in the ss-plane except at z=0z = 0. The incomplete beta function B(a,b,z)B(a, b, z) is defined by

0zta1(1t)b1dt\int_{0}^{z} t^{a - 1} (1 - t)^{b - 1} \text{d}t

for (a),(b)>0\Re(a), \Re(b) > 0 and by analytic continuation to all other (a,b)(a, b). It coincides with the beta function at z=1z = 1. The regularized functions are γ(s,z)/Γ(s)\gamma(s, z)/\Gamma(s), Γ(s,z)/Γ(s)\Gamma(s, z)/\Gamma(s), and B(a,b,z)/B(a,b)B(a, b, z)/B(a, b).

Usage

arb_hypgeom_gamma_lower(s, x, flags = 0L, prec = flintPrec())
acb_hypgeom_gamma_lower(s, z, flags = 0L, prec = flintPrec())

arb_hypgeom_gamma_upper(s, x, flags = 0L, prec = flintPrec())
acb_hypgeom_gamma_upper(s, z, flags = 0L, prec = flintPrec())

arb_hypgeom_beta_lower(a, b, x, flags = 0L, prec = flintPrec())
acb_hypgeom_beta_lower(a, b, z, flags = 0L, prec = flintPrec())

Arguments

x, z, s, a, b

numeric, complex, arb, or acb vectors.

flags

an integer vector with elements 0, 1, or 2 indicating unregularized, regularized, or “alternately” regularized; see the FLINT documentation.

prec

a numeric or slong vector indicating the desired precision as a number of bits.

Value

An arb or acb vector storing function values with error bounds. Its length is the maximum of the lengths of the arguments or zero (zero if any argument has length zero). The arguments are recycled as necessary.

References

The FLINT documentation of the underlying C functions: https://flintlib.org/doc/arb_hypgeom.html, https://flintlib.org/doc/acb_hypgeom.html

NIST Digital Library of Mathematical Functions: https://dlmf.nist.gov/8

See Also

Classes arb and acb; arb_hypgeom_gamma and arb_hypgeom_beta for the “complete” gamma and beta functions.

Examples

hg  <- acb_hypgeom_gamma
hgl <- acb_hypgeom_gamma_lower
hgu <- acb_hypgeom_gamma_upper

hb  <- acb_hypgeom_beta
hbl <- acb_hypgeom_beta_lower

set.seed(0xcdefL)
r <- 10L
eps <- 0x1p-4
a <- flint:::complex.runif(r, modulus = c(  0, 1/eps))
b <- flint:::complex.runif(r, modulus = c(  0, 1/eps))
z <- flint:::complex.runif(r, modulus = c(eps, 1/eps))

## Some trivial identities
stopifnot(# http://dlmf.nist.gov/8.2.E3
          all.equal(hgl(a, z) + hgu(a, z), hg(a), tolerance = 1e-5),
          # https://dlmf.nist.gov/8.4.E5
          all.equal(hgu(1, z), exp(-z), check.class = FALSE))

## Regularization
stopifnot(all.equal(hgl(a,    z, flags = 1L), hgl(a,    z)/hg(a   )),
          all.equal(hgu(a,    z, flags = 1L), hgu(a,    z)/hg(a   )),
          all.equal(hbl(a, b, z, flags = 1L), hbl(a, b, z)/hb(a, b)))

## A relation with the hypergeometric function from
##   https://dlmf.nist.gov/8.17.E7 :
h2f1 <- acb_hypgeom_2f1
stopifnot(all.equal(hbl(a, b, z), z^a * h2f1(a, 1 - b, a + 1, z)/a))

Lambert W function

Description

Computes any branch WkW_{k} of the multiple-valued Lambert WW function. W(z)W(z) is the set of solutions ww of the equation wew=zw e^{w} = z.

Usage

arb_lambertw(x,         flags = 0L, prec = flintPrec())
acb_lambertw(z, k = 0L, flags = 0L, prec = flintPrec())

Arguments

x, z

numeric, complex, arb, or acb vectors.

k

an integer or fmpz vector listing indices of branches of the function. 0 indicates the principal branch.

flags

for arb_lambertw:
an integer vector indicating which of the index 0 and index -1 branches is computed (0 means index 0, 1 means index -1).

for acb_lambertw:
an integer vector indicating how branch cuts are defined. Nonzero values are nonstandard; see the first reference.

prec

a numeric or slong vector indicating the desired precision as a number of bits.

Value

An arb or acb vector storing function values with error bounds. Its length is the maximum of the lengths of the arguments or zero (zero if any argument has length zero). The arguments are recycled as necessary.

References

The FLINT documentation of the underlying C functions: https://flintlib.org/doc/arb.html, https://flintlib.org/doc/acb.html

NIST Digital Library of Mathematical Functions: https://dlmf.nist.gov/4.13

See Also

Classes arb and acb.

Examples

## TODO

Arbitrary Precision Floating-Point Real Numbers with Error Bounds

Description

Class arb extends virtual class flint. It represents vectors of arbitrary precision floating-point real numbers with error bounds. Elements are specified by a pair of mixed format floating-point numbers: an arf midpoint and a mag radius.

Arithmetic on arb vectors is midpoint-radius interval arithmetic, also known as ball arithmetic, enabling computation with rigorous propagation of errors. Logic and comparison involving arb vectors are defined as follows: unary op(x) is true if and only if op is true for all elements of the interval x, and binary op(x, y) is true if and only if op is true for all elements of the Cartesian product of the intervals x and y. A corollary is that the operator <= does not define a total order on the range of arb (that is, the set of intervals [mr,m+r][m-r,m+r]), and a consequence is that methods for generic functions that necessitate a total order tend to signal an error.

Usage

## The class generator function:
.arb(...)

## Mode 1: initialize with zeros
## .arb(length = 0L)
##
## Mode 2: initialize with vector
## .arb(length = length(x), x)
##
## Mode 3: initialize by parts
## .arb(length = max0(length(mid), length(rad)), mid, rad)
##
## where max0 <- function(m, n) if (min(m, n)) max(m, n) else 0L

Arguments

...

arguments passed to methods for initialize.

Value

The class generator function returns new("arb", ...).

Slots

.xData, names

inherited from virtual class flint.

Methods

Due to constraints imposed by generic functions, methods typically do not provide a formal argument prec allowing for a precision to be indicated in the function call. Such methods use the current default precision set by flintPrec.

!

signature(x = "arb"):
equivalent to (but faster than) x == 0.

+

signature(e1 = "arb", e2 = "missing"):
returns a copy of the argument.

-

signature(e1 = "arb", e2 = "missing"):
returns the negation of the argument.

Complex

signature(z = "arb"):
mathematical functions of one argument; see S4groupGeneric.

Math

signature(x = "arb"):
mathematical functions of one argument; see S4groupGeneric.

Math2

signature(x = "arb"):
decimal rounding according to a second argument digits; see S4groupGeneric. There are just two member member functions: round, signif.

Ops

signature(e1 = "ANY", e2 = "arb"):
signature(e1 = "arb", e2 = "ANY"):
binary arithmetic, comparison, and logical operators; see S4groupGeneric. The “other” operand must be atomic or inherit from virtual class flint. The operands are recycled and promoted as necessary.

Summary

signature(x = "arb"):
univariate summary statistics; see S4groupGeneric. The return value is a logical vector of length 1 (any, all) or an arb vector of length 1 or 2 (sum, prod, min, max, range).

anyNA

signature(x = "arb"):
returns TRUE if any element of x has midpoint NaN, FALSE otherwise.

as.vector

signature(x = "arb"):
returns as.vector(y, mode), where y is a double vector containing the result of converting the midpoints of x to the range of double, rounding if the value is not exactly representable in double precision. The rounding mode is to the nearest representable number (with precedence to even significands in case of ties), unless a midpoint exceeds .Machine[["double.xmax"]] in absolute value, in which case -Inf or Inf is introduced with a warning. Coercion to types "character", "symbol" (synonym "name"), "pairlist", "list", and "expression", which are not “number-like”, is handled specially.

coerce

signature(from = "ANY", to = "arb"):
returns .arb(x = from). An error is signaled if the class or type of from is not supported by the method for initialize.

format

signature(x = "arb"):
returns a character vector suitable for printing, using string format "(m +/- r)" and scientific format for m and r. Optional arguments control the output; see format-methods.

initialize

signature(.Object = "arb", length = "numeric"):
returns .Object after setting its .xData slot. The new slot value is an external pointer to an array of the corresponding C type, which is newly allocated and initialized entirely with zeros (zero midpoint, zero radius). .Object is not copied, so all references are affected.

initialize

signature(.Object = "arb", length = "numeric", x = "atomic|flint"):
as above, except that the new slot value points to an array initialized by the elements of x.

initialize

signature(.Object = "arb", length = "numeric", mid = "atomic|flint", rad = "atomic|flint"):
as above, except that the new slot value points to an array whose midpoints and radii are initialized separately with values from mid and rad, which are coerced to classes arf and mag and recycled as necessary.

is.finite

signature(x = "arb"):
returns a logical vector indicating which elements of x do not have midpoint NaN, -Inf, or Inf or radius Inf.

is.infinite

signature(x = "arb"):
returns a logical vector indicating which elements of x have midpoint -Inf or Inf or radius Inf.

is.na, is.nan

signature(x = "arb"):
returns a logical vector indicating which elements of x have midpoint NaN.

is.unsorted

signature(x = "arb"):
signals an error indicating that <= is not a total order on the range of arb; see xtfrm below.

log

signature(x = "arb"):
returns the logarithm of the argument. The natural logarithm is computed by default (when optional argument base is unset).

mean

signature(x = "arb"):
returns the arithmetic mean.

xtfrm

signature(x = "arb"):
signals an error indicating that <= is not a total order on the range of arb: a <= b || b <= a is is not TRUE for all finite a and b of class arb. Thus, direct sorting of arb is not supported. Users wanting to order the midpoints should operate on Mid(x).

References

The FLINT documentation of the underlying C type: https://flintlib.org/doc/arb.html

Johansson, F. (2017). Arb: efficient arbitrary-precision midpoint-radius interval arithmetic. IEEE Transactions on Computers, 66(8), 1281-1292. doi:10.1109/TC.2017.2690633

See Also

Virtual class flint. Generic functions Mid and Rad and their replacement forms for getting and setting midpoints and radii.

Examples

showClass("arb")
showMethods(classes = "arb")

Arbitrary Precision Floating-Point Real Numbers

Description

Class arf extends virtual class flint. It represents vectors of arbitrary precision floating-point real numbers. Elements have arbitrary precision significand and exponent. The underlying C type can represent NaN, -Inf, and Inf.

Usage

## The class generator function:
.arf(...)

## Mode 1: initialize with zeros
## .arf(length = 0L)
##
## Mode 2: initialize with vector
## .arf(length = length(x), x)

Arguments

...

arguments passed to methods for initialize.

Value

The class generator function returns new("arf", ...).

Slots

.xData, names

inherited from virtual class flint.

Methods

Due to constraints imposed by generic functions, methods typically do not provide a formal argument prec allowing for a precision to be indicated in the function call. Such methods use the current default precision set by flintPrec.

!

signature(x = "arf"):
equivalent to (but faster than) x == 0.

+

signature(e1 = "arf", e2 = "missing"):
returns a copy of the argument.

-

signature(e1 = "arf", e2 = "missing"):
returns the negation of the argument.

Complex

signature(z = "arf"):
mathematical functions of one argument; see S4groupGeneric.

Math

signature(x = "arf"):
mathematical functions of one argument; see S4groupGeneric. Notably, the logarithmic, exponential, (inverse) trigonometric, (inverse) hyperbolic, and gamma-related member functions are not yet implemented. Users wanting those can (for now) operate on as(x, "arb").

Math2

signature(x = "arf"):
decimal rounding according to a second argument digits; see S4groupGeneric. There are just two member member functions: round, signif.

Ops

signature(e1 = "ANY", e2 = "arf"):
signature(e1 = "arf", e2 = "ANY"):
binary arithmetic, comparison, and logical operators; see S4groupGeneric. The “other” operand must be atomic or inherit from virtual class flint. The operands are recycled and promoted as necessary.

Summary

signature(x = "arf"):
univariate summary statistics; see S4groupGeneric. The return value is a logical vector of length 1 (any, all) or an arf vector of length 1 or 2 (sum, prod, min, max, range).

anyNA

signature(x = "arf"):
returns TRUE if any element of x is NaN, FALSE otherwise.

as.vector

signature(x = "arf"):
returns as.vector(y, mode), where y is a double vector containing the result of converting each element of x to the range of double, rounding if the value is not exactly representable in double precision. The rounding mode is to the nearest representable number (with precedence to even significands in case of ties), unless the element exceeds .Machine[["double.xmax"]] in absolute value, in which case -Inf or Inf is introduced with a warning. Coercion to types "character", "symbol" (synonym "name"), "pairlist", "list", and "expression", which are not “number-like”, is handled specially.

coerce

signature(from = "ANY", to = "arf"):
returns .arf(x = from). An error is signaled if the class or type of from is not supported by the method for initialize.

format

signature(x = "arf"):
returns a character vector suitable for printing, using scientific format. Optional arguments control the output; see format-methods.

initialize

signature(.Object = "arf", length = "numeric"):
returns .Object after setting its .xData slot. The new slot value is an external pointer to an array of the corresponding C type, which is newly allocated and initialized entirely with zeros. .Object is not copied, so all references are affected.

initialize

signature(.Object = "arf", length = "numeric", x = "atomic|flint"):
as above, except that the new slot value points to an array initialized with values from x.

is.finite

signature(x = "arf"):
returns a logical vector indicating which elements of x are not NaN, -Inf, or Inf.

is.infinite

signature(x = "arf"):
returns a logical vector indicating which elements of x are -Inf or Inf.

is.na, is.nan

signature(x = "arf"):
returns a logical vector indicating which elements of x are NaN.

is.unsorted

signature(x = "arf"):
returns a logical indicating if x is not sorted in nondecreasing order (increasing order if optional argument strictly is set to TRUE).

mean

signature(x = "arf"):
returns the arithmetic mean.

References

The FLINT documentation of the underlying C type: https://flintlib.org/doc/arf.html

Johansson, F. (2017). Arb: efficient arbitrary-precision midpoint-radius interval arithmetic. IEEE Transactions on Computers, 66(8), 1281-1292. doi:10.1109/TC.2017.2690633

See Also

Virtual class flint.

Examples

showClass("arf")
showMethods(classes = "arf")

Concatenate Vectors

Description

Primitive function c is internally generic but dispatches only on its first argument. A corollary is that c(x, ...) does not dispatch the S4 method with signature x="flint" if x is not a flint vector, even if a flint vector appears later in the call as an element of .... An S3 method c.flint is registered and exported to support concatenation with c.flint(x, ...) as an alternative to c(as(x, "flint"), ...).

Usage

## S3 method for class 'flint'
c(..., recursive = FALSE, use.names = TRUE)

Arguments

...

objects inheriting from virtual class flint, atomic (except character) vectors, and NULL.

recursive

a logical indicating if pairlists, lists, and expressions should be handled recursively. If TRUE, then the function behaves as if such arguments were replaced by their terminal nodes.

use.names

a logical indicating if names should be preserved.

Value

If none of the arguments is a flint vector, then the internal default method for c is dispatched.

If at least one argument is a flint vector, then the return value is a flint vector, unless recursive = FALSE and at least one argument is a symbol, pairlist, list, or expression, in which case the return value is a list or expression. The length is the sum of the lengths of the arguments.

If the return value is a flint vector, then its class is the most specific subclass of flint whose range contains the ranges of the classes of the arguments.

See Also

Virtual class flint.

Examples

x <- .slong(x = 2:5)
c(x, 6L)
c(1L, x) # bad
c.flint(x, 6L)
c.flint(1L, x)

Mathematical Constants Represented to Arbitrary Precision

Description

Compute standard mathematical constants to arbitrary precision.

Usage

arb_const_pi(prec = flintPrec())
arb_const_log2(prec = flintPrec())
arb_const_log10(prec = flintPrec())
arb_const_e(prec = flintPrec())

Arguments

prec

a numeric or slong vector indicating the desired precision as a number of bits.

Value

An arb vector storing function values with error bounds. Its length is the length of prec, typically 1.

References

The FLINT documentation of the underlying C functions: https://flintlib.org/doc/arb.html

See Also

Class arb.

Examples

prec <- cumprod(rep(c(1, 2), c(1L, 15L)))
arb_const_pi(prec)

Class of FLINT-Type Vectors

Description

Class flint is a virtual class representing vectors of any FLINT C type. The C type is determined by the class attribute and interfaced exactly using R's external pointer type.

Slots

.xData

an external pointer. The protected field is an integer vector of length 1 or 2 storing the object length whose size is 32 or 64 bits depending on the ABI; see flintABI. The pointer field contains the address of a block of allocated memory of size greater than or equal to the object length times the size of the FLINT C type. It is a null pointer if and only if the object length is zero.

Methods for initialize set a finalizer on .xData (see reg.finalizer) to ensure that allocated memory is freed before .xData is itself freed by the garbage collector.

names

a character vector of length 0, indicating that the object is unnamed, or of length equal to the object length. A corollary is that objects whose length exceeds the maximum length of a character vector cannot have names.

Methods

[

signature(x = "ANY", i = "flint", j = "missing", drop = "missing"):
signature(x = "flint", i = "ANY", j = "missing", drop = "missing"):
signature(x = "flint", i = "flint", j = "missing", drop = "missing"):
return a traditional vector or a flint vector containing the elements of x indexed by i (the “subscript”). The subscript can be missing, NULL, logical, integer, double, character, ulong, slong, fmpz, or fmpq. Methods for signatures with x = "flint" signal an error for NA and out of bounds subscripts, as the C types interfaced by flint vectors have no representation for missing values. Note that [ does not perform S4 dispatch if its first positional argument is not an S4 object. If it is known that i is a flint vector and not known whether x is a flint vector, then consider programming defensively by calling [ as `[`(i = i, x = x) rather than as x[i].

[<-

signature(x = "ANY", i = "ANY", j = "missing", value = "flint"):
signature(x = "ANY", i = "flint", j = "missing", value = "ANY"):
signature(x = "ANY", i = "flint", j = "missing", value = "flint"):
signature(x = "flint", i = "ANY", j = "missing", value = "ANY"):
signature(x = "flint", i = "ANY", j = "missing", value = "flint"):
signature(x = "flint", i = "flint", j = "missing", value = "ANY"):
signature(x = "flint", i = "flint", j = "missing", value = "flint"):
return the traditional vector or flint vector obtained by replacing the elements of x indexed by i (the “subscript”) with elements of value, which are recycled as necessary. The subscript can be missing, NULL, logical, integer, double, character, ulong, slong, fmpz, or fmpq. The class of the return value is determined following strict rules from the classes of x and value, which are promoted to the value class as necessary. If the value class is a subclass of flint, then an error is signaled for NA and out of bounds subscripts, as the C types interfaced by flint vectors have no representation for missing values. Note that [<- does not perform S4 dispatch if its first positional argument is not an S4 object. If it is known that i is a flint vector and not known whether x is a flint vector, then consider calling [<- as `[`(i = i, x = x) <- value rather than as x[i] <- value. If it known that value is a flint vector and not known whether x or i is a flint vector, then consider doing something like x <- `[<-`(value = value, x = x, i = i).

[[

signature(x = "ANY", i = "flint", j = "missing"):
signature(x = "flint", i = "ANY", j = "missing"):
signature(x = "flint", i = "flint", j = "missing"):
similar to [, with differences as documented in Extract.

[[<-

signature(x = "ANY", i = "ANY", j = "missing", value = "flint"):
signature(x = "ANY", i = "flint", j = "missing", value = "ANY"):
signature(x = "ANY", i = "flint", j = "missing", value = "flint"):
signature(x = "flint", i = "ANY", j = "missing", value = "ANY"):
signature(x = "flint", i = "ANY", j = "missing", value = "flint"):
signature(x = "flint", i = "flint", j = "missing", value = "ANY"):
signature(x = "flint", i = "flint", j = "missing", value = "flint"):
similar to [<-, with differences as documented in Extract.

all.equal

signature(x = "ANY", y = "flint"):
signature(x = "flint", y = "ANY"):
signature(x = "flint", y = "flint"):
returns either TRUE, indicating that there is no meaningful difference between x and y, or a character vector describing differences. The implementation (including optional arguments) is adapted from all.equal.numeric, hence see its documentation. Notably, comparison of objects inheriting from different subclasses of virtual class flint and comparison with objects (typically atomic vectors) coercible to virtual class flint are supported with check.class = FALSE. See flintIdentical for much more strict comparison objects inheriting from flint.

anyDuplicated

signature(x = "flint"):
returns anyDuplicated(mtfrm(x), ...).

as.raw, as.logical, as.integer, as.numeric, as.complex

signature(x = "flint"):
returns the value of as.vector(x, mode = *). Methods for as.vector must be defined for subclasses of flint. Note that as.double dispatches internally the method for as.numeric, so there is no method for as.double; see also as.numeric, section ‘S4 Methods’.

as.matrix, as.array, as.Date, as.POSIXct, as.POSIXlt

signature(x = "flint"):
coerces the argument with as.vector and dispatches.

as.data.frame

signature(x = "flint"):
this method is a copy of as.data.frame.vector. It enables the construction of data frames containing flint vectors using as.data.frame and functions that call it such as data.frame and cbind.data.frame.

c

signature(x = "flint"):
returns c.flint(x, ...), the concatenation of the arguments. Function c.flint is exported to work around the fact that c(x, ...) dispatches only on x.

coerce

signature(from = "ANY", to = "flint"):
coerces atomic (except character) vectors from to the most specific subclass of flint whose range contains the range of typeof(from).

cut

signature(x = "flint"):
returns findInterval(x=x, vec=breaks, left.open=right, rightmost.closed=include.lowest), hence see below. The behaviour is consistent with the default method for cut with argument labels set to FALSE, provided that breaks is sorted and no element of x is out of bounds.

duplicated

signature(x = "flint"):
returns duplicated(mtfrm(x), ...).

findInterval

returns a ulong vector of length equal to the length of x, following the documented behaviour of the base function, hence see findInterval. A caveat is that an error is signaled if x contains NaN, because ulong has no representation for R's missing value NA_integer_.

is.na<-

signature(x = "flint"):
returns the value of x after x[value] <- na, where na is an NA of integer, double, or complex type, depending on the class of x.

length

signature(x = "flint"):
returns flintLength(x, exact = FALSE).

length<-

signature(x = "flint"):
returns a flint vector of length given by the second argument value. The first min(length(x), value) elements are copied from x and the remaining elements are initialized to zero.

match

signature(x = "ANY", table = "flint"):
signature(x = "flint", table = "ANY"):
signature(x = "flint", table = "flint"):
returns an integer vector matching x to table after coercing to a common class then “match transforming” with mtfrm. The behaviour is parallel to that of the default method, hence see match.

mtfrm

signature(x = "flint"):
returns format(x, base = 62L, digits = 0L), a character vector representing the elements of x exactly in base 62 (chosen over smaller bases to reduce the number of characters in the output); see also format-methods.

names

signature(x = "flint"):
returns the value of the names slot or NULL, NULL if the names slot has zero length.

names<-

signature(x = "flint", value = "NULL"):
returns x with names slot set to a character vector of length zero.

names<-

signature(x = "flint", value = "character"):
returns x with names slot set to value. Attributes of value are stripped. NA_character_ are appended to value if its length is less than the length of x. An error is signaled if its length is greater.

print

signature(x = "flint"):
prints format(x) without quotes and returns x invisibly. The output has a header listing the class and length of x and the address stored by its .xData slot. If the output might be differenced by Rdiff, then one can set optional argument Rdiff to TRUE to indicate that the address should be formatted as <pointer: 0x...> rather than as 0x..., as the longer format is recognized and ignored by Rdiff. The default value NULL is equivalent to getOption("flint.Rdiff", FALSE). For greater control over output, consider doing print(format(x, ...), ...) instead of print(x, ...).

quantile

signature(x = "flint"):
returns a flint vector containing sample quantiles computed according to additional arguments probs and type; see quantile. Currently, an error is is signaled for x of length zero and x containing NaN.

rep

signature(x = "flint"):
repeats x (or elements of x) according to optional arguments times, length.out, and each. The behaviour is parallel to that of the internal default method, hence see rep. One difference is that rep(0-length, length.out=nonzero) signals an error, because the underlying C types have no representation for missing values.

rep.int, rep_len

signature(x = "flint"):
analogues of rep(x, times=) and rep(x, length.out=) not preserving names, faster than rep when x has names.

seq

signature(... = "flint"):
generates flint vectors whose elements are equally spaced. This method is dispatched by calls to seq or seq.int in which the first positional argument is a flint vector. Accepted usage is any of

seq(length.out=)
seq(length.out=, by=)
seq(from=, to=)
seq(from=, to=, by=)
seq(from=, to=, length.out=)
seq(from=, by=, length.out=)
seq(to=, by=, length.out=)

where length.out=n and along.with=x are equivalent for x of length n. Good users name all arguments.

sequence

signature(nvec = "flint"):
returns the concatenation of seq(from = from[i], by = by[i], length.out = nvec[i]) after recycling arguments nvec, from, and by to a common length.

show

signature(object = "flint"):
prints format(object) and returns NULL invisibly.

summary

signature(object = "flint"):
returns a flint vector containing the minimum, first quartile, median, mean, third quartile, maximum, and (if nonzero) the number of NaN, unless object is complex (inherits from acf or acb) or x has error bounds (inherits from arb or acb) or optional argument triple is TRUE, in which case the value is just flintTriple() with names.

unique

signature(x = "flint"):
returns x[!duplicated(x, ...)].

Methods are on purpose not defined for generic functions whose default methods correctly handle objects inheriting from virtual class flint, typically by calling other generic functions for which methods are defined. Examples are as.character, as.list, diff, rev, seq.int, sort, and split.

See Also

The nonvirtual subclasses: ulong, slong, fmpz, fmpq, mag, arf, acf, arb, and acb.

Examples

showClass("flint")
showMethods(classes = "flint")

Arbitrary Precision Rational Numbers

Description

Class fmpq extends virtual class flint. It represents vectors of arbitrary precision rational numbers. Elements are specified by a pair of arbitrary precision signed integers: a numerator and a positive, coprime denominator. There is no representation for R's missing value NA_integer_.

Usage

## The class generator function:
.fmpq(...)

## Mode 1: initialize with zeros
## .fmpq(length = 0L)
##
## Mode 2: initialize with vector
## .fmpq(length = length(x), x)
##
## Mode 3: initialize by parts
## .fmpq(length = max0(length(num), length(den)), num, den)
##
## where max0 <- function(m, n) if (min(m, n)) max(m, n) else 0L

Arguments

...

arguments passed to methods for initialize.

Value

The class generator function returns new("fmpq", ...).

Slots

.xData, names

inherited from virtual class flint.

Methods

!

signature(x = "fmpq"):
equivalent to (but faster than) x == 0.

+

signature(e1 = "fmpq", e2 = "missing"):
returns a copy of the argument.

-

signature(e1 = "fmpq", e2 = "missing"):
returns the negation of the argument.

Complex

signature(z = "fmpq"):
mathematical functions of one argument; see S4groupGeneric. Member functions requiring promotion to a floating-point type may not be implemented.

Math

signature(x = "fmpq"):
mathematical functions of one argument; see S4groupGeneric. Member functions requiring promotion to a floating-point type may not be implemented.

Math2

signature(x = "fmpq"):
decimal rounding according to a second argument digits; see S4groupGeneric. There are just two member member functions: round, signif.

Ops

signature(e1 = "ANY", e2 = "fmpq"):
signature(e1 = "fmpq", e2 = "ANY"):
binary arithmetic, comparison, and logical operators; see S4groupGeneric. The “other” operand must be atomic or inherit from virtual class flint. The operands are recycled and promoted as necessary.

Summary

signature(x = "fmpq"):
univariate summary statistics; see S4groupGeneric. The return value is a logical vector of length 1 (any, all) or an fmpq vector of length 1 or 2 (sum, prod, min, max, range).

anyNA

signature(x = "fmpq"):
returns FALSE, as fmpq has no representation for NaN.

as.vector

signature(x = "fmpq"):
returns as.vector(y, mode), where y is a double vector containing the result of converting each element of x to the range of double, rounding if the value is not exactly representable in double precision. The rounding mode is to the nearest representable number in the direction of zero, unless the element exceeds .Machine[["double.xmax"]] in absolute value, in which case -Inf or Inf is introduced with a warning. Coercion to types "character", "symbol" (synonym "name"), "pairlist", "list", and "expression", which are not “number-like”, is handled specially.

coerce

signature(from = "ANY", to = "fmpq"):
returns .fmpq(x = from). An error is signaled if the class or type of from is not supported by the method for initialize.

format

signature(x = "fmpq"):
returns a character vector suitable for printing, using string format "p/q". Optional arguments control the output; see format-methods.

initialize

signature(.Object = "fmpq", length = "numeric"):
returns .Object after setting its .xData slot. The new slot value is an external pointer to an array of the corresponding C type, which is newly allocated and initialized entirely with zeros (zero numerator, unit denominator). .Object is not copied, so all references are affected.

initialize

signature(.Object = "fmpq", length = "numeric", x = "atomic|flint"):
as above, except that the new slot value points to an array initialized with values from x. An error is signaled if elements of x are NaN, -Inf, or Inf.

initialize

signature(.Object = "fmpq", length = "numeric", num = "atomic|flint", den = "atomic|flint"):
as above, except that the new slot value points to an array whose numerators and denominators are initialized separately with values from num and den, which are coerced to class fmpz and recycled as necessary. An error is signaled if elements of num or den are NaN, -Inf, or Inf or elements of den are zero.

is.finite

signature(x = "fmpq"):
returns a logical vector whose elements are all TRUE, as fmpq has no representation for NaN, -Inf, and Inf.

is.infinite, is.na, is.nan

signature(x = "fmpq"):
returns a logical vector whose elements are all FALSE, as fmpq has no representation for NaN, -Inf, and Inf.

is.unsorted

signature(x = "fmpq"):
returns a logical indicating if x is not sorted in nondecreasing order (increasing order if optional argument strictly is set to TRUE).

mean

signature(x = "fmpq"):
returns the arithmetic mean. An error is signaled if the argument length is 0, because the return type is fmpq which cannot represent the result of division by 0.

References

The FLINT documentation of the underlying C type: https://flintlib.org/doc/fmpq.html

See Also

Virtual class flint. Generic functions Num and Den and their replacement forms for getting and setting numerators and denominators.

Examples

showClass("fmpq")
showMethods(classes = "fmpq")

Arbitrary Precision Signed Integers

Description

Class fmpz extends virtual class flint. It represents vectors of arbitrary precision signed integers. There is no representation for R's missing value NA_integer_.

Usage

## The class generator function:
.fmpz(...)

## Mode 1: initialize with zeros
## .fmpz(length = 0L)
##
## Mode 2: initialize with vector
## .fmpz(length = length(x), x)

Arguments

...

arguments passed to methods for initialize.

Value

The class generator function returns new("fmpz", ...).

Slots

.xData, names

inherited from virtual class flint.

Methods

!

signature(x = "fmpz"):
equivalent to (but faster than) x == 0.

+

signature(e1 = "fmpz", e2 = "missing"):
returns a copy of the argument.

-

signature(e1 = "fmpz", e2 = "missing"):
returns the negation of the argument.

Complex

signature(z = "fmpz"):
mathematical functions of one argument; see S4groupGeneric. Member functions requiring promotion to a floating-point type may not be implemented.

Math

signature(x = "fmpz"):
mathematical functions of one argument; see S4groupGeneric. Member functions requiring promotion to a floating-point type may not be implemented.

Math2

signature(x = "fmpz"):
decimal rounding according to a second argument digits; see S4groupGeneric. There are just two member member functions: round, signif.

Ops

signature(e1 = "ANY", e2 = "fmpz"):
signature(e1 = "fmpz", e2 = "ANY"):
binary arithmetic, comparison, and logical operators; see S4groupGeneric. The “other” operand must be atomic or inherit from virtual class flint. The operands are recycled and promoted as necessary.

Summary

signature(x = "fmpz"):
univariate summary statistics; see S4groupGeneric. The return value is a logical vector of length 1 (any, all) or an fmpz vector of length 1 or 2 (sum, prod, min, max, range).

anyNA

signature(x = "fmpz"):
returns FALSE, as fmpz has no representation for NaN.

as.vector

signature(x = "fmpz"):
returns as.vector(y, mode), where y is a double vector containing the result of converting each element of x to the range of double, rounding if the value is not exactly representable in double precision. The rounding mode is to the nearest representable number in the direction of zero, unless the element exceeds .Machine[["double.xmax"]] in absolute value, in which case -Inf or Inf is introduced with a warning. Coercion to types "character", "symbol" (synonym "name"), "pairlist", "list", and "expression", which are not “number-like”, is handled specially.

coerce

signature(from = "ANY", to = "fmpz"):
returns .fmpz(x = from). An error is signaled if the class or type of from is not supported by the method for initialize.

format

signature(x = "fmpz"):
returns a character vector suitable for printing. Optional arguments control the output; see format-methods.

initialize

signature(.Object = "fmpz", length = "numeric"):
returns .Object after setting its .xData slot. The new slot value is an external pointer to an array of the corresponding C type, which is newly allocated and initialized entirely with zeros. .Object is not copied, so all references are affected.

initialize

signature(.Object = "fmpz", length = "numeric", x = "atomic|flint"):
as above, except that the new slot value points to an array initialized with values from x truncated towards zero. An error is signaled if elements of x are NaN, -Inf, or Inf.

is.finite

returns a logical vector whose elements are all TRUE, as fmpz has no representation for NaN, -Inf, and Inf.

is.infinite, is.na, is.nan

signature(x = "fmpz"):
returns a logical vector whose elements are all FALSE, as fmpz has no representation for NaN, -Inf, and Inf.

is.unsorted

signature(x = "fmpz"):
returns a logical indicating if x is not sorted in nondecreasing order (increasing order if optional argument strictly is set to TRUE).

mean

signature(x = "fmpz"):
returns the arithmetic mean. An error is signaled if the argument length is 0, because the return type is fmpq which cannot represent the result of division by 0.

References

The FLINT documentation of the underlying C type: https://flintlib.org/doc/fmpz.html

See Also

Virtual class flint.

Examples

showClass("fmpz")
showMethods(classes = "fmpz")

Format FLINT-type Numbers as Strings

Description

Format a flint vector for pretty printing.

Usage

## S4 method for signature 'ulong'
format(x, base = 10L, ...)
## S4 method for signature 'slong'
format(x, base = 10L, ...)
## S4 method for signature 'fmpz'
format(x, base = 10L, ...)
## S4 method for signature 'fmpq'
format(x, base = 10L, ...)
## S4 method for signature 'mag'
format(x, base = 10L, digits = NULL, sep = NULL,
       rnd = flintRnd(), ...)
## S4 method for signature 'arf'
format(x, base = 10L, digits = NULL, sep = NULL,
       rnd = flintRnd(), ...)
## S4 method for signature 'acf'
format(x, base = 10L, digits = NULL, sep = NULL,
       rnd = flintRnd(), ...)
## S4 method for signature 'arb'
format(x, base = 10L, digits = NULL, sep = NULL,
       rnd = flintRnd(), ...)
## S4 method for signature 'acb'
format(x, base = 10L, digits = NULL, sep = NULL,
       rnd = flintRnd(), ...)

Arguments

x

a flint vector.

base

an integer from 2 to 62 indicating a base for output. Values 2, 10, and 16 correspond to binary, decimal, and hexadecimal output. Digits are represented by characters ‘⁠[0-9A-Za-z]⁠’, in that significance order, hence the maximum 10+26+26=62.

digits

an integer indicating how many digits of the significand are reported when formatting floating type vectors. When more than one digit is printed, a radix point inserted after the first digit. Value 0 is equivalent to the minimum integer d such that all elements of x are represented exactly by d digits in the specified base. The default value NULL is equivalent to getOption("digits", 99999L).

sep

a nonempty character string used to separate the significand from the exponent. The default value NULL is a equivalent to "e" for base equal to 10 and to "@" for all other bases.

rnd

a nonempty character string whose first character indicates a rounding mode. Methods for arb and acb require rnd of length 2, specifying rounding modes separately for midpoints and radii. See flintRnd for information about valid character strings.

...

further optional arguments, though these are currently unused.

Value

A character vector containing ASCII strings of equal length.

Examples

q <- .fmpq(num = c(-1L, 1L) * 0:5, den = 1:6)
for (b in 2:8) {
    cat("base = ", b, ":\n", sep = "")
    print(format(q, base = b), quote = FALSE, width = 12L)
}

z <- .acb(real = .arb(mid = pi, rad = 0.5 * pi))
format(z)
format(z, base = 62L, sep = "*[62]^")
strsplit(format(Re(z), digits = 80L), "[( )]")[[1L]][c(FALSE, TRUE)]

Fixed Precision Magnitude (Error) Bounds

Description

Class mag extends virtual class flint. It represents vectors of fixed precision error bounds. Elements are unsigned floating-point numbers with a 30-bit significand and an arbitary precision exponent. The underlying C type can represent Inf but not NaN.

Usage

## The class generator function:
.mag(...)

## Mode 1: initialize with zeros
## .mag(length = 0L)
##
## Mode 2: initialize with vector
## .mag(length = length(x), x)

Arguments

...

arguments passed to methods for initialize.

Value

The class generator function returns new("mag", ...).

Slots

.xData, names

inherited from virtual class flint.

Methods

!

signature(x = "mag"):
equivalent to (but faster than) x == 0.

+

signature(e1 = "mag", e2 = "missing"):
returns a copy of the argument.

-

signature(e1 = "mag", e2 = "missing"):
returns a copy of the argument, to be consistent with the binary operation which returns an upper bound for the absolute value of the difference.

Complex

signature(z = "mag"):
mathematical functions of one argument; see S4groupGeneric. The return value is an upper bound for the absolute value of the exact answer.

Math

signature(x = "mag"):
mathematical functions of one argument; see S4groupGeneric. The return value is an upper bound for the absolute value of the exact answer. Notably, the (inverse) trigonometric, (inverse) hyperbolic, and gamma-related member functions are not yet implemented. Users wanting those can (for now) operate on as(x, "arb").

Math2

signature(x = "mag"):
decimal rounding according to a second argument digits; see S4groupGeneric. There are just two member functions: round, signif. The return value is an upper bound for the exact answer.

Ops

signature(e1 = "ANY", e2 = "mag"):
signature(e1 = "mag", e2 = "ANY"):
binary arithmetic, comparison, and logical operators; see S4groupGeneric. The “other” operand must be atomic or inherit from virtual class flint. The operands are recycled and promoted as necessary. For arithmetic, the return value is a mag vector only if both operands are mag vectors. In that case, the return value is an upper bound for the absolute value of the exact answer. Users wanting “standard” floating-point arithmetic must ensure that at least one operand is not a mag vector.

Summary

signature(x = "mag"):
univariate summary statistics; see S4groupGeneric. The return value is a logical vector of length 1 (any, all) or an mag vector of length 1 or 2 (sum, prod, min, max, range). For sum and prod, the return value is an upper bound for the exact answer.

anyNA

signature(x = "mag"):
returns FALSE, as mag has no representation for NaN.

as.vector

signature(x = "mag"):
returns as.vector(y, mode), where y is a double vector containing the result of converting each element of x to the range of double, rounding in the direction of Inf, not always to nearest. Coercion to types "character", "symbol" (synonym "name"), "pairlist", "list", and "expression", which are not “number-like”, is handled specially.

coerce

signature(from = "ANY", to = "mag"):
returns .mag(x = from). An error is signaled if the class or type of from is not supported by the method for initialize.

format

signature(x = "mag"):
returns a character vector suitable for printing, using scientific format. Optional arguments control the output; see format-methods.

initialize

signature(.Object = "mag", length = "numeric"):
returns .Object after setting its .xData slot. The new slot value is an external pointer to an array of the corresponding C type, which is newly allocated and initialized entirely with zeros. .Object is not copied, so all references are affected.

initialize

signature(.Object = "mag", length = "numeric", x = "atomic|flint"):
as above, except that the new slot value points to an array initialized with upper bounds for abs(x). An error is signaled if any x[i] is NaN.

is.finite

signature(x = "mag"):
returns a logical vector indicating which elements of x are not Inf.

is.infinite

signature(x = "mag"):
returns a logical vector indicating which elements of x are Inf.

is.na, is.nan

signature(x = "mag"):
returns a logical vector whose elements are all FALSE, as mag has no representation for NaN.

is.unsorted

signature(x = "mag"):
returns a logical indicating if x is not sorted in nondecreasing order (increasing order if optional argument strictly is set to TRUE).

log

signature(x = "mag"):
returns an upper bound for the absolute value of the logarithm of the argument. The natural logarithm is computed by default (when optional argument base is unset).

mean

signature(x = "mag"):
returns an upper bound for the arithmetic mean.

References

The FLINT documentation of the underlying C type: https://flintlib.org/doc/mag.html

Johansson, F. (2017). Arb: efficient arbitrary-precision midpoint-radius interval arithmetic. IEEE Transactions on Computers, 66(8), 1281-1292. doi:10.1109/TC.2017.2690633

See Also

Virtual class flint.

Examples

showClass("mag")
showMethods(classes = "mag")

Get or Set One Part of a Vector

Description

The subclasses of virtual class flint are interfaces to C types in the FLINT C library. For types implemented recursively as C structs, it is often very natural to get and set the struct members. The functions documented here provide support for this common operation; they are all S4 generic.

Usage

Num(q)
Num(q) <- value
Den(q)
Den(q) <- value

Mid(x)
Mid(x) <- value
Rad(x)
Rad(x) <- value

Real(z)
Real(z) <- value
Imag(z)
Imag(z) <- value

Arguments

q

a vector-like R object with elements representing quotients of numbers. Package flint provides methods for class fmpq.

x

a vector-like R object with elements representing balls in a metric space. Package flint provides methods for class arb.

z

a vector-like R object with elements representing complex numbers. Package flint provides methods for classes acf and acb.

value

a vector-like R object; the replacement value. Methods in package flint support atomic vectors and vectors inheriting from virtual class flint. They inherit recycling behaviour from methods for initialize; see, e.g., selectMethod("Num<-", "fmpq").

Details

Num and Den extract fmpz numerators and denominators from fmpq q. The replacement form of Num constructs a new fmpq vector from value (coerced to fmpz) and Den(q). The replacement form of Den constructs a new fmpq vector from Num(q) and value (coerced to fmpz).

Mid and Rad extract arf midpoints and mag radii from arb x. The replacement form of Mid constructs a new arb vector from value (coerced to arf) and Rad(x). The replacement form of Rad constructs a new arb vector from Mid(x) and value (coerced to mag).

Real and Imag extract arf real and imaginary parts from acf z and arb real and imaginary parts from acb z. The replacement form of Real constructs a new acf or acb vector from value (coerced to arf or arb) and Imag(z). The replacement form of Imag constructs a new acf or acb vector from Real(z) and value (coerced to arf or arb).

Value

Num, Den, Mid, Rad, Real, and Imag return a vector-like R object of length matching the argument. The replacement forms return a vector-like R object of length matching either the argument or the replacement value; the class of the result is, if not the class of the argument, then a superclass. See ‘Details’ for behaviour specific to methods in package flint.

See Also

Virtual class flint.

Examples

(q <- q. <- .fmpq(num = 1:10, den = 2L))
Num(q)
Den(q)
Num(q) <- Den(q)
q
(m <- Num(q))
(n <- Den(q))
stopifnot(m == 1L, n == 1L, q == 1L)

Fixed Precision Unsigned and Signed Integers

Description

Classes ulong and slong extend virtual class flint. They represent vectors of fixed precision unsigned and signed integers, respectively. The integer size is 32 or 64 bits, depending on the ABI; see flintABI. There is no representation for R's missing value NA_integer_.

Usage

## The class generator functions:
.ulong(...)
.slong(...)

## Mode 1: initialize with zeros
## .ulong(length = 0L)
## .slong(length = 0L)
##
## Mode 2: initialize with vector
## .ulong(length = length(x), x)
## .slong(length = length(x), x)

Arguments

...

arguments passed to methods for initialize.

Value

The class generator functions return new("ulong", ...) and new("slong", ...).

Slots

.xData, names

inherited from virtual class flint.

Methods

!

signature(x = "ulong"):
signature(x = "slong"):
equivalent to (but faster than) x == 0.

+

signature(e1 = "ulong", e2 = "missing"):
signature(e1 = "slong", e2 = "missing"):
returns a copy of the argument.

-

signature(e1 = "ulong", e2 = "missing"):
signature(e1 = "slong", e2 = "missing"):
returns the negation of the argument.

Complex

signature(z = "ulong"):
signature(z = "slong"):
mathematical functions of one argument; see S4groupGeneric. Member functions requiring promotion to a floating-point type may not be implemented.

Math

signature(x = "ulong"):
signature(x = "slong"):
mathematical functions of one argument; see S4groupGeneric. Member functions requiring promotion to a floating-point type may not be implemented.

Math2

signature(x = "ulong"):
signature(x = "slong"):
decimal rounding according to a second argument digits; see S4groupGeneric. There are just two member member functions: round, signif.

Ops

signature(e1 = "ANY", e2 = "ulong"):
signature(e1 = "ANY", e2 = "slong"):
signature(e1 = "ulong", e2 = "ANY"):
signature(e1 = "slong", e2 = "ANY"):
binary arithmetic, comparison, and logical operators; see S4groupGeneric. The “other” operand must be atomic or inherit from virtual class flint. The operands are recycled and promoted as necessary.

Summary

signature(x = "ulong"):
signature(x = "slong"):
univariate summary statistics; see S4groupGeneric. The return value is a logical vector of length 1 (any, all) or a ulong, slong, or fmpz vector of length 1 or 2 (sum, prod, min, max, range).

anyNA

signature(x = "ulong"):
signature(x = "slong"):
returns FALSE, as ulong and slong have no representation for NaN.

as.vector

signature(x = "ulong"):
signature(x = "slong"):
returns as.vector(y, mode), where y is a double vector containing the result of converting each element of x to the range of double, rounding if the value is not exactly representable in double precision. The rounding mode is to the nearest representable number in the direction of zero. Coercion to types "character", "symbol" (synonym "name"), "pairlist", "list", and "expression", which are not “number-like”, is handled specially.

coerce

signature(from = "ANY", to = "ulong"):
signature(from = "ANY", to = "slong"):
returns .ulong(x = from) or .slong(x = from). An error is signaled if the class or type of from is not supported by the methods for initialize.

format

signature(x = "ulong"):
signature(x = "slong"):
returns a character vector suitable for printing. Optional arguments control the output; see format-methods.

initialize

signature(.Object = "ulong", length = "numeric"):
signature(.Object = "slong", length = "numeric"):
returns .Object after setting its .xData slot. The new slot value is an external pointer to an array of the corresponding C type, which is newly allocated and initialized entirely with zeros. .Object is not copied, so all references are affected.

initialize

signature(.Object = "ulong", length = "numeric", x = "atomic|flint"):
signature(.Object = "slong", length = "numeric", x = "atomic|flint"):
as above, except that the new slot value points to an array initialized with values from x truncated towards zero. An error is signaled if elements of x are not in the range of the C type, in particular if elements are NaN. The range is (1,2n)(-1, 2^{n}) for ulong and (2n11,2n1)(-2^{n-1}-1, 2^{n-1}) for slong, where nn is the value of flintABI().

is.finite

signature(x = "ulong"):
signature(x = "slong"):
returns a logical vector whose elements are all TRUE, as ulong and slong have no representation for NaN, -Inf, and Inf.

is.infinite, is.na, is.nan

signature(x = "ulong"):
signature(x = "slong"):
returns a logical vector whose elements are all FALSE, as ulong and slong have no representation for NaN, -Inf, and Inf.

is.unsorted

signature(x = "ulong"):
signature(x = "slong"):
returns a logical indicating if x is not sorted in nondecreasing order (increasing order if optional argument strictly is set to TRUE).

mean

signature(x = "ulong"):
signature(x = "slong"):
returns the arithmetic mean. An error is signaled if the argument length is 0, because the return type is fmpq which cannot represent the result of division by 0.

References

The FLINT documentation of the underlying C types: https://flintlib.org/doc/flint.html

See Also

Virtual class flint.

Examples

showClass("ulong")
showClass("slong")
showMethods(classes = c("ulong", "slong"))