mltk.core.TfliteActivation¶

class TfliteActivation[source]¶

Activation types

This may be instantiated with either an integer OR string, e.g.:

activation = TfliteActivation(0)
activation = TfliteActivation('relu')

Properties

`NONE`	No activation, linear pass through
`RELU`	Rectified Linear Unit, f(x) = max(0, x)
`RELU_N1_TO_1`	Rectified Linear Unit, -1 to 1, f(x) = min(max(-1, x), 1)
`RELU6`	Rectified Linear Unit, 0 to 6, f(x) = min(max(0, x), 6)
`TANH`	Hyperbolic Tangent, f(x) = tanh(x)
`SIGN_BIT`	Sigmoid, f(x) = e^x / (e^x + 1)
`denominator`	the denominator of a rational number in lowest terms
`imag`	the imaginary part of a complex number
`numerator`	the numerator of a rational number in lowest terms
`real`	the real part of a complex number

Methods

`to_string`	Return the activation as a string
`__init__`
`as_integer_ratio`	Return a pair of integers, whose ratio is equal to the original int.
`bit_count`	Number of ones in the binary representation of the absolute value of self.
`bit_length`	Number of bits necessary to represent self in binary.
`conjugate`	Returns self, the complex conjugate of any int.
`from_bytes`	Return the integer represented by the given array of bytes.
`is_integer`	Returns True.
`to_bytes`	Return an array of bytes representing an integer.

RELU_N1_TO_1 = 2¶: Rectified Linear Unit, -1 to 1, f(x) = min(max(-1, x), 1)

to_string()[source]¶

Return the activation as a string

as_integer_ratio(/)¶

Return a pair of integers, whose ratio is equal to the original int.

The ratio is in lowest terms and has a positive denominator.

>>> (10).as_integer_ratio()
(10, 1)
>>> (-10).as_integer_ratio()
(-10, 1)
>>> (0).as_integer_ratio()
(0, 1)

bit_count(/)¶

Number of ones in the binary representation of the absolute value of self.

Also known as the population count.

>>> bin(13)
'0b1101'
>>> (13).bit_count()
3

bit_length(/)¶

Number of bits necessary to represent self in binary.

>>> bin(37)
'0b100101'
>>> (37).bit_length()
6

from_bytes(/, bytes, byteorder='big', *, signed=False)¶

Return the integer represented by the given array of bytes.

bytes: Holds the array of bytes to convert. The argument must either support the buffer protocol or be an iterable object producing bytes. Bytes and bytearray are examples of built-in objects that support the buffer protocol.
byteorder: The byte order used to represent the integer. If byteorder is ‘big’, the most significant byte is at the beginning of the byte array. If byteorder is ‘little’, the most significant byte is at the end of the byte array. To request the native byte order of the host system, use `sys.byteorder’ as the byte order value. Default is to use ‘big’.
signed: Indicates whether two’s complement is used to represent the integer.

is_integer(/)¶: Returns True. Exists for duck type compatibility with float.is_integer.

to_bytes(/, length=1, byteorder='big', *, signed=False)¶

Return an array of bytes representing an integer.

length: Length of bytes object to use. An OverflowError is raised if the integer is not representable with the given number of bytes. Default is length 1.
byteorder: The byte order used to represent the integer. If byteorder is ‘big’, the most significant byte is at the beginning of the byte array. If byteorder is ‘little’, the most significant byte is at the end of the byte array. To request the native byte order of the host system, use `sys.byteorder’ as the byte order value. Default is to use ‘big’.
signed: Determines whether two’s complement is used to represent the integer. If signed is False and a negative integer is given, an OverflowError is raised.