Skip to content

Add ones op #162

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Merged
merged 4 commits into from
Dec 7, 2020
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
Original file line number Diff line number Diff line change
Expand Up @@ -128,6 +128,7 @@
import org.tensorflow.op.core.NextIteration;
import org.tensorflow.op.core.NoOp;
import org.tensorflow.op.core.OneHot;
import org.tensorflow.op.core.Ones;
import org.tensorflow.op.core.OnesLike;
import org.tensorflow.op.core.OrderedMapClear;
import org.tensorflow.op.core.OrderedMapIncompleteSize;
Expand Down Expand Up @@ -3426,6 +3427,19 @@ public <U extends TType, T extends TNumber> OneHot<U> oneHot(Operand<T> indices,
return OneHot.create(scope, indices, depth, onValue, offValue, options);
}

/**
* Creates a one valued tensor given its type and shape.
*
* @param scope is a scope used to add the underlying operation
* @param dims a 1-D operand that represents the shape of the output tensor
* @param type the output tensor datatype. Can not be TString.
* @return a constant tensor initialized with ones
* @throws IllegalArgumentException if the tensor type or shape cannot be initialized with ones.
*/
public <T extends TType, U extends TNumber> Ones<T> ones(Operand<U> dims, DataType<T> type) {
return Ones.create(scope, dims, type);
}

/**
* Returns a tensor of ones with the same shape and type as x.
*
Expand Down Expand Up @@ -7726,7 +7740,7 @@ public Ops withName(String opName) {
}

/**
* Returns an API that uses the provided DeviceSpec for an op.
* Returns an API that places the created operations on the device(s) matching the provided spec.
*
* @see {@link Scope#withDevice(DeviceSpec)}
*/
Expand Down
Original file line number Diff line number Diff line change
@@ -0,0 +1,77 @@
/* Copyright 2020 The TensorFlow Authors. All Rights Reserved.

Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
package org.tensorflow.op.core;

import org.tensorflow.DataType;
import org.tensorflow.Operand;
import org.tensorflow.Operation;
import org.tensorflow.Output;
import org.tensorflow.op.Op;
import org.tensorflow.op.Scope;
import org.tensorflow.op.annotation.Endpoint;
import org.tensorflow.op.annotation.Operator;
import org.tensorflow.op.dtypes.Cast;
import org.tensorflow.types.TString;
import org.tensorflow.types.family.TNumber;
import org.tensorflow.types.family.TType;

/**
* An operator creating a constant initialized with ones of the shape given by `dims`.
*
* <p>For example, the following expression
* <pre>{@code tf.ones(tf.constant(shape), TFloat32.DTYPE)}</pre>
* is the equivalent of
* <pre>{@code tf.fill(tf.constant(shape), tf.constant(1.0f))}</pre>
*
* @param <T> constant type
*/
@Operator
public final class Ones<T extends TType> implements Op, Operand<T> {

/**
* Creates a one valued tensor given its type and shape.
*
* @param scope is a scope used to add the underlying operation
* @param dims a 1-D operand that represents the shape of the output tensor
* @param type the output tensor datatype. Can not be TString.
* @return a constant tensor initialized with ones
* @throws IllegalArgumentException if the tensor type or shape cannot be initialized with ones.
*/
@Endpoint
public static <T extends TType, U extends TNumber> Ones<T> create(Scope scope, Operand<U> dims, DataType<T> type) {
Scope onesScope = scope.withSubScope("Ones");
if (type == TString.DTYPE) {
throw new IllegalArgumentException("Can't create Ones of String DataType");
}
Operand<T> one = Cast.create(onesScope.withName("One"), Constant.scalarOf(onesScope, 1), type);
return new Ones<>(Fill.create(onesScope.withName("Fill"), dims, one));
}

@Override
public Operation op() {
return fill.op();
}

@Override
public Output<T> asOutput() {
return fill.asOutput();
}

private final Fill<T> fill;

private Ones(Fill<T> fill) {
this.fill = fill;
}
}