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Add ones op #162
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77 changes: 77 additions & 0 deletions
77
tensorflow-core/tensorflow-core-api/src/main/java/org/tensorflow/op/core/Ones.java
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/* Copyright 2020 The TensorFlow Authors. All Rights Reserved. | ||
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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 | ||
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http://www.apache.org/licenses/LICENSE-2.0 | ||
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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; | ||
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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; | ||
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/** | ||
* 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> { | ||
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/** | ||
* 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)); | ||
} | ||
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@Override | ||
public Operation op() { | ||
return fill.op(); | ||
} | ||
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@Override | ||
public Output<T> asOutput() { | ||
return fill.asOutput(); | ||
} | ||
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private final Fill<T> fill; | ||
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private Ones(Fill<T> fill) { | ||
this.fill = fill; | ||
} | ||
} |
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