@tensorflow/tfjs-node
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This repository provides native TensorFlow execution in backend JavaScript applications under the Node.js runtime, accelerated by the TensorFlow C binary under the hood. It provides the same API as [TensorFlow.js](https://js.tensorflow.org/api/latest/).
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text/typescript
/**
* @license
* Copyright 2020 Google LLC. 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.
* =============================================================================
*/
import {KernelConfig, scalar, TopK, TopKAttrs, TopKInputs} from '@tensorflow/tfjs';
import {isNullOrUndefined} from 'util';
import {createTensorsTypeOpAttr, NodeJSKernelBackend} from '../nodejs_kernel_backend';
export const topKConfig: KernelConfig = {
kernelName: TopK,
backendName: 'tensorflow',
kernelFunc: (args) => {
const {x} = args.inputs as TopKInputs;
const backend = args.backend as NodeJSKernelBackend;
const {k, sorted} = args.attrs as unknown as TopKAttrs;
const kCount = isNullOrUndefined(k) ? 1 : k;
const isSorted = isNullOrUndefined(sorted) ? true : sorted;
const opAttrs = [
{name: 'sorted', type: backend.binding.TF_ATTR_BOOL, value: isSorted},
createTensorsTypeOpAttr('T', x.dtype),
];
const kTensor = scalar(kCount, 'int32');
// 'TopKV2' has two-hard coded output attributes:
// TODO(yassogba) consider renamine constant in kernel names;
const res =
backend.executeMultipleOutputs('TopKV2', opAttrs, [x, kTensor], 2);
kTensor.dispose();
return res;
}
};