# tensorflow::ops::RandomUniformInt Class Reference

# tensorflow::ops::RandomUniformInt

`#include <random_ops.h>`

Outputs random integers from a uniform distribution.

## Summary

The generated values are uniform integers in the range `[minval, maxval)`. The lower bound `minval` is included in the range, while the upper bound `maxval` is excluded.

The random integers are slightly biased unless `maxval - minval` is an exact power of two. The bias is small for values of `maxval - minval` significantly smaller than the range of the output (either `2^32` or `2^64`).

Arguments:

- scope: A [Scope](https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/scope#classtensorflow_1_1_scope) object
- shape: The shape of the output tensor.
- minval: 0-D. Inclusive lower bound on the generated integers.
- maxval: 0-D. Exclusive upper bound on the generated integers.

<br />

Optional attributes (see `https://www.tensorflow.org/versions/r2.3/api_docs/cc/struct/tensorflow/ops/random-uniform-int/attrs#structtensorflow_1_1ops_1_1_random_uniform_int_1_1_attrs`):

- seed: If either `seed` or `seed2` are set to be non-zero, the random number generator is seeded by the given seed. Otherwise, it is seeded by a random seed.
- seed2: A second seed to avoid seed collision.

<br />

Returns:

- `https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/output#classtensorflow_1_1_output`: A tensor of the specified shape filled with uniform random integers.

<br />

| ### Constructors and Destructors ||
|---|---|
| `https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/ops/random-uniform-int#classtensorflow_1_1ops_1_1_random_uniform_int_1a7b0f0233dbf65c942cf3918e6d82450f(const ::https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/scope#classtensorflow_1_1_scope & scope, ::https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/input#classtensorflow_1_1_input shape, ::https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/input#classtensorflow_1_1_input minval, ::https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/input#classtensorflow_1_1_input maxval)` ||
| `https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/ops/random-uniform-int#classtensorflow_1_1ops_1_1_random_uniform_int_1ae9a8b67a0592c64aeadb9c28b8c94d11(const ::https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/scope#classtensorflow_1_1_scope & scope, ::https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/input#classtensorflow_1_1_input shape, ::https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/input#classtensorflow_1_1_input minval, ::https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/input#classtensorflow_1_1_input maxval, const https://www.tensorflow.org/versions/r2.3/api_docs/cc/struct/tensorflow/ops/random-uniform-int/attrs#structtensorflow_1_1ops_1_1_random_uniform_int_1_1_attrs & attrs)` ||

| ### Public attributes ||
|---|---|
| `https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/ops/random-uniform-int#classtensorflow_1_1ops_1_1_random_uniform_int_1a71afc20cf5a867f5f4e616265fbdc245` | `https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/operation#classtensorflow_1_1_operation` |
| `https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/ops/random-uniform-int#classtensorflow_1_1ops_1_1_random_uniform_int_1ac0cdf1a4f133d9b49df247840a40ff7f` | `::https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/output#classtensorflow_1_1_output` |

| ### Public functions ||
|---|---|
| `https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/ops/random-uniform-int#classtensorflow_1_1ops_1_1_random_uniform_int_1a49b64e7338480155d405c8857052dba8() const ` | `::tensorflow::Node *` |
| `https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/ops/random-uniform-int#classtensorflow_1_1ops_1_1_random_uniform_int_1ab20d5478b1e7f66bec1208d955bc485f() const ` | ` `` ` |
| `https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/ops/random-uniform-int#classtensorflow_1_1ops_1_1_random_uniform_int_1a3a4c37bc4f79b459f17c8d6d01e4024c() const ` | ` `` ` |

| ### Public static functions ||
|---|---|
| `https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/ops/random-uniform-int#classtensorflow_1_1ops_1_1_random_uniform_int_1a62449aa6617d6d92891fbd702315d3d6(int64 x)` | `https://www.tensorflow.org/versions/r2.3/api_docs/cc/struct/tensorflow/ops/random-uniform-int/attrs#structtensorflow_1_1ops_1_1_random_uniform_int_1_1_attrs` |
| `https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/ops/random-uniform-int#classtensorflow_1_1ops_1_1_random_uniform_int_1a88e15830d1509a59f35301ecfe8aee1c(int64 x)` | `https://www.tensorflow.org/versions/r2.3/api_docs/cc/struct/tensorflow/ops/random-uniform-int/attrs#structtensorflow_1_1ops_1_1_random_uniform_int_1_1_attrs` |

| ### Structs ||
|---|---|
| [tensorflow::ops::RandomUniformInt::Attrs](https://www.tensorflow.org/versions/r2.3/api_docs/cc/struct/tensorflow/ops/random-uniform-int/attrs) | Optional attribute setters for [RandomUniformInt](https://www.tensorflow.org/versions/r2.3/api_docs/cc/class/tensorflow/ops/random-uniform-int#classtensorflow_1_1ops_1_1_random_uniform_int). |

## Public attributes

### operation

```
Operation operation
```

### output

```
::tensorflow::Output output
```

## Public functions

### RandomUniformInt

```
 RandomUniformInt(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input shape,
  ::tensorflow::Input minval,
  ::tensorflow::Input maxval
)
```

### RandomUniformInt

```
 RandomUniformInt(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input shape,
  ::tensorflow::Input minval,
  ::tensorflow::Input maxval,
  const RandomUniformInt::Attrs & attrs
)
```

### node

```
::tensorflow::Node * node() const 
```

### operator::tensorflow::Input

```
 operator::tensorflow::Input() const 
```

### operator::tensorflow::Output

```
 operator::tensorflow::Output() const 
```

## Public static functions

### Seed

```
Attrs Seed(
  int64 x
)
```

### Seed2

```
Attrs Seed2(
  int64 x
)
```