mltk.core.TflitePadding

class TflitePadding[source]

Padding types

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

padding = TflitePadding(0)
padding = TflitePadding('same')

Properties

SAME

Add zeros to the borders of the input so that the output has the same dimensions when applying the kernel

VALID

Apply the kernel only the valid regions of the input, the output dimensions will be reduced

width

The calculated width of the padding for the current layer

height

The calculated height of the padding for the current layer

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 padding 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.

SAME = 0

Add zeros to the borders of the input so that the output has the same dimensions when applying the kernel

out_height = ceil(float(in_height) / float(stride_height))
out_width  = ceil(float(in_width) / float(stride_width))
VALID = 1

Apply the kernel only the valid regions of the input, the output dimensions will be reduced

out_height = ceil(float(in_height - filter_height + 1) / float(stride_height))
out_width  = ceil(float(in_width - filter_width + 1) / float(stride_width))
property width: int

The calculated width of the padding for the current layer

Return type:

int

property height: int

The calculated height of the padding for the current layer

Return type:

int

to_string()[source]

Return the padding as a string

Return type:

str

__init__(*args, **kwds)
__new__(value)
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
conjugate()

Returns self, the complex conjugate of any int.

denominator

the denominator of a rational number in lowest terms

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.

imag

the imaginary part of a complex number

is_integer(/)

Returns True. Exists for duck type compatibility with float.is_integer.

numerator

the numerator of a rational number in lowest terms

real

the real part of a complex number

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.