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| 1 | +// Copyright 2021 Google LLC |
| 2 | +// |
| 3 | +// Licensed under the Apache License, Version 2.0 (the "License"); |
| 4 | +// you may not use this file except in compliance with the License. |
| 5 | +// You may obtain a copy of the License at |
| 6 | +// |
| 7 | +// http://www.apache.org/licenses/LICENSE-2.0 |
| 8 | +// |
| 9 | +// Unless required by applicable law or agreed to in writing, software |
| 10 | +// distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | +// See the License for the specific language governing permissions and |
| 13 | +// limitations under the License. |
| 14 | + |
| 15 | +'use strict'; |
| 16 | + |
| 17 | +async function main( |
| 18 | + path = 'YOUR_LOCAL_FILE', |
| 19 | + projectId = 'YOUR_GCP_PROJECT', |
| 20 | + modelId = 'YOUR_AUTOML_MODELID' |
| 21 | +) { |
| 22 | + // [START video_streaming_automl_object_tracking_beta] |
| 23 | + /** |
| 24 | + * TODO(developer): Uncomment these variables before running the sample. |
| 25 | + */ |
| 26 | + // const path = 'Local file to analyze, e.g. ./my-file.mp4'; |
| 27 | + // const modelId = 'AutoML model' |
| 28 | + // const projectId = 'Your GCP Project' |
| 29 | + |
| 30 | + const {StreamingVideoIntelligenceServiceClient} = |
| 31 | + require('@google-cloud/video-intelligence').v1p3beta1; |
| 32 | + const fs = require('fs'); |
| 33 | + |
| 34 | + // Instantiates a client |
| 35 | + const client = new StreamingVideoIntelligenceServiceClient(); |
| 36 | + |
| 37 | + // Streaming configuration |
| 38 | + const modelName = `projects/${projectId}/locations/us-central1/models/${modelId}`; |
| 39 | + const configRequest = { |
| 40 | + videoConfig: { |
| 41 | + feature: 'STREAMING_AUTOML_OBJECT_TRACKING', |
| 42 | + automlObjectTrackingConfig: { |
| 43 | + modelName: modelName, |
| 44 | + }, |
| 45 | + }, |
| 46 | + }; |
| 47 | + |
| 48 | + const readStream = fs.createReadStream(path, { |
| 49 | + highWaterMark: 5 * 1024 * 1024, //chunk size set to 5MB (recommended less than 10MB) |
| 50 | + encoding: 'base64', |
| 51 | + }); |
| 52 | + //Load file content |
| 53 | + // Note: Input videos must have supported video codecs. See |
| 54 | + // https://cloud.google.com/video-intelligence/docs/streaming/streaming#supported_video_codecs |
| 55 | + // for more details. |
| 56 | + const chunks = []; |
| 57 | + readStream |
| 58 | + .on('data', chunk => { |
| 59 | + const request = { |
| 60 | + inputContent: chunk.toString(), |
| 61 | + }; |
| 62 | + chunks.push(request); |
| 63 | + }) |
| 64 | + .on('close', () => { |
| 65 | + // configRequest should be the first in the stream of requests |
| 66 | + stream.write(configRequest); |
| 67 | + for (let i = 0; i < chunks.length; i++) { |
| 68 | + stream.write(chunks[i]); |
| 69 | + } |
| 70 | + stream.end(); |
| 71 | + }); |
| 72 | + |
| 73 | + const stream = client.streamingAnnotateVideo().on('data', response => { |
| 74 | + //Gets annotations for video |
| 75 | + const annotations = response.annotationResults; |
| 76 | + const objects = annotations.objectAnnotations; |
| 77 | + objects.forEach(object => { |
| 78 | + console.log(`Entity description: ${object.entity.description}`); |
| 79 | + console.log(`Entity id: ${object.entity.entityId}`); |
| 80 | + console.log(`Track id: ${object.trackId}`); |
| 81 | + console.log(`Confidence: ${object.confidence}`); |
| 82 | + console.log( |
| 83 | + `Time offset for the frame: ${ |
| 84 | + object.frames[0].timeOffset.seconds || 0 |
| 85 | + }` + `.${(object.frames[0].timeOffset.nanos / 1e6).toFixed(0)}s` |
| 86 | + ); |
| 87 | + //Every annotation has only one frame. |
| 88 | + const box = object.frames[0].normalizedBoundingBox; |
| 89 | + console.log('Bounding box position:'); |
| 90 | + console.log(`\tleft: ${box.left}`); |
| 91 | + console.log(`\ttop: ${box.top}`); |
| 92 | + console.log(`\tright: ${box.right}`); |
| 93 | + console.log(`\tbottom: ${box.bottom}`); |
| 94 | + }); |
| 95 | + }); |
| 96 | + // [END video_streaming_automl_object_tracking_beta] |
| 97 | +} |
| 98 | +main(...process.argv.slice(2)).catch(console.error()); |
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