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@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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/** * @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, NonMaxSuppressionV3, NonMaxSuppressionV3Attrs, NonMaxSuppressionV3Inputs, scalar} from '@tensorflow/tfjs'; import {createTensorsTypeOpAttr, NodeJSKernelBackend} from '../nodejs_kernel_backend'; export const nonMaxSuppressionV3Config: KernelConfig = { kernelName: NonMaxSuppressionV3, backendName: 'tensorflow', kernelFunc: (args) => { const {boxes, scores} = args.inputs as NonMaxSuppressionV3Inputs; const backend = args.backend as NodeJSKernelBackend; const {maxOutputSize, iouThreshold, scoreThreshold} = args.attrs as unknown as NonMaxSuppressionV3Attrs; const opAttrs = [createTensorsTypeOpAttr('T', boxes.dtype)]; const maxOutputSizeTensor = scalar(maxOutputSize, 'int32'); const iouThresholdTensor = scalar(iouThreshold); const scoreThresholdTensor = scalar(scoreThreshold); const res = backend.executeSingleOutput(NonMaxSuppressionV3, opAttrs, [ boxes, scores, maxOutputSizeTensor, iouThresholdTensor, scoreThresholdTensor ]); maxOutputSizeTensor.dispose(); iouThresholdTensor.dispose(); scoreThresholdTensor.dispose(); return res; } };