@tensorflow/tfjs-node
Version:
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 2018 Google Inc. 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 * as tfc from '@tensorflow/tfjs-core';
/**
* Convert an ArrayBuffer to a Buffer.
*/
export function toBuffer(ab: ArrayBuffer): Buffer {
const view = new Uint8Array(ab);
return Buffer.from(view); // copies data
}
/**
* Convert a Buffer or an Array of Buffers to an ArrayBuffer.
*
* If the input is an Array of Buffers, they will be concatenated in the
* specified order to form the output ArrayBuffer.
*/
export function toArrayBuffer(buf: Buffer|Buffer[]): ArrayBuffer {
if (Array.isArray(buf)) {
// An Array of Buffers.
let totalLength = 0;
for (const buffer of buf) {
totalLength += buffer.length;
}
const ab = new ArrayBuffer(totalLength);
const view = new Uint8Array(ab);
let pos = 0;
for (const buffer of buf) {
pos += buffer.copy(view, pos);
}
return ab;
} else {
// A single Buffer. Return a copy of the underlying ArrayBuffer slice.
return buf.buffer.slice(buf.byteOffset, buf.byteOffset + buf.byteLength);
}
}
// TODO(cais): Use explicit tfc.io.ModelArtifactsInfo return type below once it
// is available.
/**
* Populate ModelArtifactsInfo fields for a model with JSON topology.
* @param modelArtifacts
* @returns A ModelArtifactsInfo object.
*/
export function getModelArtifactsInfoForJSON(
modelArtifacts: tfc.io.ModelArtifacts) {
if (modelArtifacts.modelTopology instanceof ArrayBuffer) {
throw new Error('Expected JSON model topology, received ArrayBuffer.');
}
return {
dateSaved: new Date(),
modelTopologyType: 'JSON',
modelTopologyBytes: modelArtifacts.modelTopology == null ?
0 :
Buffer.byteLength(JSON.stringify(modelArtifacts.modelTopology), 'utf8'),
weightSpecsBytes: modelArtifacts.weightSpecs == null ?
0 :
Buffer.byteLength(JSON.stringify(modelArtifacts.weightSpecs), 'utf8'),
weightDataBytes: modelArtifacts.weightData == null ?
0 :
modelArtifacts.weightData.byteLength,
};
}