Herbie's input format is designed for expressing mathematical functions, which Herbie can then search for accurate implementations of. It also allows specifying the distribution that Herbie draws inputs from when evaluating the accuracy of an expression.

Herbie uses the FPCore format for its input expression, which looks like this:

(FPCore (inputs ...)properties ...expression)

Each input is a variable, like `x`

, which can be used
in the expression, whose accuracy Herbie will try to improve.
Properties are described below.

The expression is written in prefix form, with every function call
parenthesized, as in Lisp. For example, the formula for the
hypotenuse of a triangle with legs *a* and *b* is

(FPCore (a b) (sqrt (+ (sqr a) (sqr b))))

We recommend the `.fpcore`

file extension for Herbie input files.

Herbie 0.9 used a different input
format, which is no longer supported in Herbie 1.0. To
simplify the transition, the `infra/convert.rkt`

script
converts from the old to the new format.

To use the conversion tool, run:

racket infra/convert.rktfile.rkt>file.fpcore

The full list of supported functions and is as follows:

`+`

,`-`

,`*`

,`/`

,`abs`

- The usual arithmetic functions
`-`

is both negation and subtraction `sqr`

,`sqrt`

- Squares and square roots
`exp`

,`log`

- Natural exponent and natural log
`pow`

- Exponentiation; raising a value to a power
`sin`

,`cos`

,`tan`

,`cotan`

- The trigonometric functions
`asin`

,`acos`

,`atan`

,`atan2`

- The inverse trigonometric functions
`atan2`

is the two-argument inverse tangent `sinh`

,`cosh`

,`tanh`

- The hyperbolic trigonometric functions
`expm1`

,`log1p`

,`hypot`

- Specialized numeric functions, as in math.h

FPCore writes conditional expressions using `if`

:

(ifcondif-trueif-false)

An `if`

epxression evaluates the
conditional `cond`

and returns either `if-true`

if
it is true or `if-false`

if it is not. Conditionals may use:

`==`

,`!=`

,`<`

,`>`

,`<=`

,`>=`

- The usual comparison operators
`and`

,`or`

,`not`

- The usual logical operators

Intermediate variables can be defined using `let`

:

(let ([variablevalue]...)body)

In a `let`

expression, all the values are evaluated first,
and then are bound to their variables in the body.
This means that you can't use one variable in the value of another;
nest `let`

constructs if you want to do that.
Note that Herbie treats these intermediate values only as a
notational convenience, and inlines their values before improving
the formula's accuracy.

Herbie also supports the constants `PI`

and `E`

.

Herbie also uses several FPCore properties for additional meta-data:

`:name`

`string`- Herbie prints this name in its output when a name is required.
`:pre`

`condition`- Only points where the condition is true are sampled by Herbie.
`:herbie-samplers`

`samplers`- Change the distribution with which variables are sampled (see below).

Herbie allows you to specify what distribution is used to randomly
sample values for each variable with
the `:herbie-samplers`

property. For example:

:herbie-samplers ([x (uniform 0 1)] [y (uniform -1 1)])

This property tells Herbie to use a uniform distribution to sample
a value between 0 and 1 for `x`

, and between -1 and 1
for `y`

. Not all variables need to be given distributions;
if a variable isn't given a distribution, the `default`

distribution will be used.

`default`

- Interpret a random bit pattern as a float
`(uniform`

`a``b`)- A uniform real value between
`a`and`b`

Both bounds must be numeric constants