View Source Nx.Type (Nx v0.7.3)

Conveniences for working with types.

A type is a two-element tuple with the name and the size. The respective sizes for the types are the following:

:s - signed integer (8, 16, 32, 64)
:u - unsigned integer (8, 16, 32, 64)
:f - float (16, 32, 64)
:bf - a brain floating point (16)
:c - a complex number, represented as a pair of floats (64, 128)

Each type has an equivalent atom representation, for example {:s, 8} can be expressed as :s8. When working with user-given types make sure to call normalize!/1 to get the canonical representation.

Note: there is a special type used by the defn compiler which is {:tuple, size}, that represents a tuple. Said types do not appear on user code, only on compiler implementations, and therefore are not handled by the functions in this module.

This module can be used in defn.

Summary

Types

short_t()

t()

Functions

cast_number!(type, int)

Casts the given number to type.

complex?(arg)

Returns true if the type is a complex number.

e_binary(type)

Returns $e$ as a binary for the given type

epsilon_binary(type)

Returns the machine epsilon for the given type

euler_gamma_binary(type)

Returns Euler–Mascheroni constant ($\gamma$) as a binary for the given type

float?(arg)

Returns true if the type is a float in Elixir.

infer(value)

Infers the type of the given number.

infinity_binary(type)

Returns infinity as a binary for the given type.

integer?(arg)

Returns true if the type is an integer in Elixir.

max_binary(type)

Returns the maximum possible value for the given type.

max_finite_binary(type)

Returns the maximum possible finite value for the given type.

merge(left, right)

Merges the given types finding a suitable representation for both.

merge_number(arg1, integer)

Merges the given types with the type of a number.

min_binary(type)

Returns the minimum possible value for the given type.

min_finite_binary(type)

Returns the minimum possible finite value for the given type.

nan_binary(type)

Returns infinity as a binary for the given type.

neg_infinity_binary(type)

Returns negative infinity as a binary for the given type.

normalize!(type)

Validates and normalizes the given type tuple.

pi_binary(type)

Returns $\pi$ as a binary for the given type

smallest_positive_normal_binary(type)

Returns the smallest positive number as a binary for the given type

to_aggregate(type)

Converts the given type to an aggregation precision.

to_complex(arg1)

Converts the given type to a complex representation with the minimum size necessary.

to_floating(type)

Converts the given type to a floating point representation with the minimum size necessary.

to_real(arg1)

Converts the given type to a real number representation with the minimum size necessary.

to_string(arg)

Returns a string representation of the given type.

Types

short_t()

@type short_t() ::
  :s8
  | :s16
  | :s32
  | :s64
  | :u8
  | :u16
  | :u32
  | :u64
  | :f16
  | :f32
  | :f64
  | :bf16
  | :c64
  | :c128

t()

@type t() ::
  {:s, 8}
  | {:s, 16}
  | {:s, 32}
  | {:s, 64}
  | {:u, 8}
  | {:u, 16}
  | {:u, 32}
  | {:u, 64}
  | {:f, 16}
  | {:f, 32}
  | {:f, 64}
  | {:bf, 16}
  | {:c, 64}
  | {:c, 128}
  | {:tuple, non_neg_integer()}

Functions

cast_number!(type, int)

Casts the given number to type.

It does not handle overflow/underflow, returning the number as is, but cast.

Examples

iex> Nx.Type.cast_number!({:u, 8}, 10)
10
iex> Nx.Type.cast_number!({:s, 8}, 10)
10
iex> Nx.Type.cast_number!({:s, 8}, -10)
-10
iex> Nx.Type.cast_number!({:f, 32}, 10)
10.0
iex> Nx.Type.cast_number!({:bf, 16}, -10)
-10.0

iex> Nx.Type.cast_number!({:f, 32}, 10.0)
10.0
iex> Nx.Type.cast_number!({:bf, 16}, -10.0)
-10.0

iex> Nx.Type.cast_number!({:c, 64}, 10)
%Complex{im: 0.0, re: 10.0}

iex> Nx.Type.cast_number!({:u, 8}, -10)
** (ArgumentError) cannot cast number -10 to {:u, 8}

iex> Nx.Type.cast_number!({:s, 8}, 10.0)
** (ArgumentError) cannot cast number 10.0 to {:s, 8}

complex?(arg)

Returns true if the type is a complex number.

Examples

iex> Nx.Type.complex?({:c, 64})
true
iex> Nx.Type.complex?({:f, 64})
false

e_binary(type)

Returns $e$ as a binary for the given type

epsilon_binary(type)

Returns the machine epsilon for the given type

euler_gamma_binary(type)

Returns Euler–Mascheroni constant ($\gamma$) as a binary for the given type

float?(arg)

Returns true if the type is a float in Elixir.

Examples

iex> Nx.Type.float?({:f, 32})
true
iex> Nx.Type.float?({:bf, 16})
true
iex> Nx.Type.float?({:u, 64})
false

infer(value)

Infers the type of the given number.

Examples

iex> Nx.Type.infer(1)
{:s, 64}
iex> Nx.Type.infer(1.0)
{:f, 32}
iex> Nx.Type.infer(Complex.new(1))
{:c, 64}

infinity_binary(type)

Returns infinity as a binary for the given type.

integer?(arg)

Returns true if the type is an integer in Elixir.

Examples

iex> Nx.Type.integer?({:s, 8})
true
iex> Nx.Type.integer?({:u, 64})
true
iex> Nx.Type.integer?({:f, 64})
false

max_binary(type)

Returns the maximum possible value for the given type.

max_finite_binary(type)

Returns the maximum possible finite value for the given type.

merge(left, right)

Merges the given types finding a suitable representation for both.

Types have the following precedence:

c > f > bf > s > u

If the types are the same, they are merged to the highest size. If they are different, the one with the highest precedence wins, as long as the size of the max(big, small * 2)) fits under 64 bits. Otherwise it casts to f64.

In the case of complex numbers, the maximum bit size is 128 bits because they are composed of two floats.

Examples

iex> Nx.Type.merge({:s, 8}, {:s, 8})
{:s, 8}
iex> Nx.Type.merge({:s, 8}, {:s, 64})
{:s, 64}

iex> Nx.Type.merge({:s, 8}, {:u, 8})
{:s, 16}
iex> Nx.Type.merge({:s, 16}, {:u, 8})
{:s, 16}
iex> Nx.Type.merge({:s, 8}, {:u, 16})
{:s, 32}
iex> Nx.Type.merge({:s, 32}, {:u, 8})
{:s, 32}
iex> Nx.Type.merge({:s, 8}, {:u, 32})
{:s, 64}
iex> Nx.Type.merge({:s, 64}, {:u, 8})
{:s, 64}
iex> Nx.Type.merge({:s, 8}, {:u, 64})
{:s, 64}

iex> Nx.Type.merge({:u, 8}, {:f, 32})
{:f, 32}
iex> Nx.Type.merge({:u, 64}, {:f, 32})
{:f, 32}
iex> Nx.Type.merge({:s, 8}, {:f, 32})
{:f, 32}
iex> Nx.Type.merge({:s, 64}, {:f, 32})
{:f, 32}

iex> Nx.Type.merge({:u, 8}, {:f, 64})
{:f, 64}
iex> Nx.Type.merge({:u, 64}, {:f, 64})
{:f, 64}
iex> Nx.Type.merge({:s, 8}, {:f, 64})
{:f, 64}
iex> Nx.Type.merge({:s, 64}, {:f, 64})
{:f, 64}

iex> Nx.Type.merge({:u, 8}, {:bf, 16})
{:bf, 16}
iex> Nx.Type.merge({:u, 64}, {:bf, 16})
{:bf, 16}
iex> Nx.Type.merge({:s, 8}, {:bf, 16})
{:bf, 16}
iex> Nx.Type.merge({:s, 64}, {:bf, 16})
{:bf, 16}

iex> Nx.Type.merge({:f, 32}, {:bf, 16})
{:f, 32}
iex> Nx.Type.merge({:f, 64}, {:bf, 16})
{:f, 64}

iex> Nx.Type.merge({:c, 64}, {:f, 32})
{:c, 64}
iex> Nx.Type.merge({:c, 64}, {:c, 64})
{:c, 64}
iex> Nx.Type.merge({:c, 128}, {:c, 64})
{:c, 128}

merge_number(arg1, integer)

Merges the given types with the type of a number.

We attempt to keep the original type and its size as best as possible.

Examples

iex> Nx.Type.merge_number({:u, 8}, 0)
{:u, 8}
iex> Nx.Type.merge_number({:u, 8}, 255)
{:u, 8}
iex> Nx.Type.merge_number({:u, 8}, 256)
{:u, 16}
iex> Nx.Type.merge_number({:u, 8}, -1)
{:s, 16}
iex> Nx.Type.merge_number({:u, 8}, -32767)
{:s, 16}
iex> Nx.Type.merge_number({:u, 8}, -32768)
{:s, 16}
iex> Nx.Type.merge_number({:u, 8}, -32769)
{:s, 32}

iex> Nx.Type.merge_number({:s, 8}, 0)
{:s, 8}
iex> Nx.Type.merge_number({:s, 8}, 127)
{:s, 8}
iex> Nx.Type.merge_number({:s, 8}, -128)
{:s, 8}
iex> Nx.Type.merge_number({:s, 8}, 128)
{:s, 16}
iex> Nx.Type.merge_number({:s, 8}, -129)
{:s, 16}
iex> Nx.Type.merge_number({:s, 8}, 1.0)
{:f, 32}
iex> Nx.Type.merge_number({:u, 64}, -1337)
{:s, 64}

iex> Nx.Type.merge_number({:f, 32}, 1)
{:f, 32}
iex> Nx.Type.merge_number({:f, 32}, 1.0)
{:f, 32}
iex> Nx.Type.merge_number({:f, 64}, 1.0)
{:f, 64}

min_binary(type)

Returns the minimum possible value for the given type.

min_finite_binary(type)

Returns the minimum possible finite value for the given type.

nan_binary(type)

Returns infinity as a binary for the given type.

neg_infinity_binary(type)

Returns negative infinity as a binary for the given type.

normalize!(type)

Validates and normalizes the given type tuple.

It returns the type tuple or raises.

Accepts both the tuple format and the short atom format.

Examples

iex> Nx.Type.normalize!({:u, 8})
{:u, 8}

iex> Nx.Type.normalize!(:u8)
{:u, 8}

iex> Nx.Type.normalize!({:u, 0})
** (ArgumentError) invalid numerical type: {:u, 0} (see Nx.Type docs for all supported types)

iex> Nx.Type.normalize!({:k, 8})
** (ArgumentError) invalid numerical type: {:k, 8} (see Nx.Type docs for all supported types)

pi_binary(type)

Returns $\pi$ as a binary for the given type

smallest_positive_normal_binary(type)

Returns the smallest positive number as a binary for the given type

to_aggregate(type)

Converts the given type to an aggregation precision.

Examples

iex> Nx.Type.to_aggregate({:s, 8})
{:s, 64}
iex> Nx.Type.to_aggregate({:u, 32})
{:u, 64}
iex> Nx.Type.to_aggregate({:bf, 16})
{:bf, 16}
iex> Nx.Type.to_aggregate({:f, 32})
{:f, 32}
iex> Nx.Type.to_aggregate({:c, 64})
{:c, 64}

to_complex(arg1)

Converts the given type to a complex representation with the minimum size necessary.

Examples

iex> Nx.Type.to_complex({:s, 64})
{:c, 64}
iex> Nx.Type.to_complex({:bf, 16})
{:c, 64}
iex> Nx.Type.to_complex({:f, 32})
{:c, 64}
iex> Nx.Type.to_complex({:c, 64})
{:c, 64}
iex> Nx.Type.to_complex({:f, 64})
{:c, 128}
iex> Nx.Type.to_complex({:c, 128})
{:c, 128}

to_floating(type)

Converts the given type to a floating point representation with the minimum size necessary.

Note both float and complex are floating point representations.

Examples

iex> Nx.Type.to_floating({:s, 8})
{:f, 32}
iex> Nx.Type.to_floating({:s, 32})
{:f, 32}
iex> Nx.Type.to_floating({:bf, 16})
{:bf, 16}
iex> Nx.Type.to_floating({:f, 32})
{:f, 32}
iex> Nx.Type.to_floating({:c, 64})
{:c, 64}

to_real(arg1)

Converts the given type to a real number representation with the minimum size necessary.

Examples

iex> Nx.Type.to_real({:s, 8})
{:f, 32}
iex> Nx.Type.to_real({:s, 64})
{:f, 32}
iex> Nx.Type.to_real({:bf, 16})
{:bf, 16}
iex> Nx.Type.to_real({:c, 64})
{:f, 32}
iex> Nx.Type.to_real({:c, 128})
{:f, 64}
iex> Nx.Type.to_real({:f, 32})
{:f, 32}
iex> Nx.Type.to_real({:f, 64})
{:f, 64}

to_string(arg)

Returns a string representation of the given type.

Examples

iex> Nx.Type.to_string({:s, 8})
"s8"
iex> Nx.Type.to_string({:s, 16})
"s16"
iex> Nx.Type.to_string({:s, 32})
"s32"
iex> Nx.Type.to_string({:s, 64})
"s64"
iex> Nx.Type.to_string({:u, 8})
"u8"
iex> Nx.Type.to_string({:u, 16})
"u16"
iex> Nx.Type.to_string({:u, 32})
"u32"
iex> Nx.Type.to_string({:u, 64})
"u64"
iex> Nx.Type.to_string({:f, 16})
"f16"
iex> Nx.Type.to_string({:bf, 16})
"bf16"
iex> Nx.Type.to_string({:f, 32})
"f32"
iex> Nx.Type.to_string({:f, 64})
"f64"