megengine.functional.floor_div¶
- floor_div(x, y)[source]¶
Element-wise floor division.
Rounds the result of dividing each element \(x_i\) of the input tensor \(x\) by the respective element \(y_i\) of the input tensor \(y\) to the greatest (i.e., closest to
+infinity
) integer-value number that is not greater than the division result.- Parameters
x (
Tensor
) – dividend input tensor. Should have a numeric data type.y (
Tensor
) – divisor input tensor. Must be compatible with \(x\) (see Broadcasting mechanism and rules ). Should have a numeric data type.
- Return type
- Returns
A tensor containing the element-wise results. The returned tensor must have a data type determined by Type promotion rules.
Special cases
For floating-point operands,
If either \(x\) or \(y\) is
NaN
, the result isNaN
.If \(x\) is either
+infinity
or-infinity
and \(y\) is either+infinity
or-infinity
, the result isNaN
.If \(x\) is either
+0
or-0
and \(y\) is either+0
or-0
, the result isNaN
.If \(x\) is
+0
and \(y\) is greater than0
, the result is+0
.If \(x\) is
-0
and \(y\) is greater than0
, the result is-0
.If \(x\) is
+0
and \(y\) is less than0
, the result is-0
.If \(x\) is
-0
and \(y\) is less than0
, the result is+0
.If \(x\) is greater than
0
and \(y\) is+0
, the result is+infinity
.If \(x\) is greater than
0
and \(y\) is-0
, the result is-infinity
.If \(x\) is less than
0
and \(y\) is+0
, the result is-infinity
.If \(x\) is less than
0
and \(y\) is-0
, the result is+infinity
.If \(x\) is
+infinity
and \(y\) is a positive (i.e., greater than0
) finite number, the result is+infinity
.If \(x\) is
+infinity
and \(y\) is a negative (i.e., less than0
) finite number, the result is-infinity
.If \(x\) is
-infinity
and \(y\) is a positive (i.e., greater than0
) finite number, the result is-infinity
.If \(x\) is
-infinity
and \(y\) is a negative (i.e., less than0
) finite number, the result is+infinity
.If \(x\) is a positive (i.e., greater than
0
) finite number and \(y\) is+infinity
, the result is+0
.If \(x\) is a positive (i.e., greater than
0
) finite number and \(y\) is-infinity
, the result is-0
.If \(x\) is a negative (i.e., less than
0
) finite number and \(y\) is+infinity
, the result is-0
.If \(x\) is a negative (i.e., less than
0
) finite number and \(y\) is-infinity
, the result is+0
.If \(x\) and \(y\) have the same mathematical sign and are both nonzero finite numbers, the result has a positive mathematical sign.
If \(x\) and \(y\) have different mathematical signs and are both nonzero finite numbers, the result has a negative mathematical sign.
In the remaining cases, where neither
-infinity
,+0
,-0
, norNaN
is involved, the quotient must be computed and rounded to the nearest representable value according to IEEE 754-2019 and a supported rounding mode. If the magnitude is too large to represent, the operation overflows and the result is an infinity of appropriate mathematical sign. If the magnitude is too small to represent, the operation underflows and the result is a zero of appropriate mathematical sign.
Note
The
//
operator can be used as a shorthand forfloor_div
on tensors.See also
In Python,
//
is the floor division operator and/
is the true division operator. Seediv
Examples
>>> F.floor_div(5.0, 4.0) Tensor(1.0, device=xpux:0)
Element-wise floor division:
>>> x = Tensor([[1, 2, 3], [4, 5, 6]]) >>> y = Tensor([[1, 1, 1], [2, 2, 2]]) >>> F.floor_div(x, y) Tensor([[1 2 3] [2 2 3]], dtype=int32, device=xpux:0)
Broadcasting:
>>> x = Tensor([[1, 2, 3], [4, 5, 6]]) >>> F.floor_div(x, 2) Tensor([[0 1 1] [2 2 3]], dtype=int32, device=xpux:0)