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samples: add streaming_automl_object_tracking sample (#547)
* samples: add streaming_automl_object_tracking sample * fix: skip checking doc link before merged * 🦉 Updates from OwlBot Co-authored-by: Owl Bot <gcf-owl-bot[bot]@users.noreply.github.com>
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video-intelligence/analyze-streaming-automl-object-tracking.js
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// Copyright 2021 Google LLC | ||
// | ||
// 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. | ||
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'use strict'; | ||
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async function main( | ||
path = 'YOUR_LOCAL_FILE', | ||
projectId = 'YOUR_GCP_PROJECT', | ||
modelId = 'YOUR_AUTOML_MODELID' | ||
) { | ||
// [START video_streaming_automl_object_tracking_beta] | ||
/** | ||
* TODO(developer): Uncomment these variables before running the sample. | ||
*/ | ||
// const path = 'Local file to analyze, e.g. ./my-file.mp4'; | ||
// const modelId = 'AutoML model' | ||
// const projectId = 'Your GCP Project' | ||
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const {StreamingVideoIntelligenceServiceClient} = | ||
require('@google-cloud/video-intelligence').v1p3beta1; | ||
const fs = require('fs'); | ||
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// Instantiates a client | ||
const client = new StreamingVideoIntelligenceServiceClient(); | ||
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// Streaming configuration | ||
const modelName = `projects/${projectId}/locations/us-central1/models/${modelId}`; | ||
const configRequest = { | ||
videoConfig: { | ||
feature: 'STREAMING_AUTOML_OBJECT_TRACKING', | ||
automlObjectTrackingConfig: { | ||
modelName: modelName, | ||
}, | ||
}, | ||
}; | ||
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const readStream = fs.createReadStream(path, { | ||
highWaterMark: 5 * 1024 * 1024, //chunk size set to 5MB (recommended less than 10MB) | ||
encoding: 'base64', | ||
}); | ||
//Load file content | ||
// Note: Input videos must have supported video codecs. See | ||
// https://cloud.google.com/video-intelligence/docs/streaming/streaming#supported_video_codecs | ||
// for more details. | ||
const chunks = []; | ||
readStream | ||
.on('data', chunk => { | ||
const request = { | ||
inputContent: chunk.toString(), | ||
}; | ||
chunks.push(request); | ||
}) | ||
.on('close', () => { | ||
// configRequest should be the first in the stream of requests | ||
stream.write(configRequest); | ||
for (let i = 0; i < chunks.length; i++) { | ||
stream.write(chunks[i]); | ||
} | ||
stream.end(); | ||
}); | ||
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const stream = client.streamingAnnotateVideo().on('data', response => { | ||
//Gets annotations for video | ||
const annotations = response.annotationResults; | ||
const objects = annotations.objectAnnotations; | ||
objects.forEach(object => { | ||
console.log(`Entity description: ${object.entity.description}`); | ||
console.log(`Entity id: ${object.entity.entityId}`); | ||
console.log(`Track id: ${object.trackId}`); | ||
console.log(`Confidence: ${object.confidence}`); | ||
console.log( | ||
`Time offset for the frame: ${ | ||
object.frames[0].timeOffset.seconds || 0 | ||
}` + `.${(object.frames[0].timeOffset.nanos / 1e6).toFixed(0)}s` | ||
); | ||
//Every annotation has only one frame. | ||
const box = object.frames[0].normalizedBoundingBox; | ||
console.log('Bounding box position:'); | ||
console.log(`\tleft: ${box.left}`); | ||
console.log(`\ttop: ${box.top}`); | ||
console.log(`\tright: ${box.right}`); | ||
console.log(`\tbottom: ${box.bottom}`); | ||
}); | ||
}); | ||
// [END video_streaming_automl_object_tracking_beta] | ||
} | ||
main(...process.argv.slice(2)).catch(console.error()); |
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video-intelligence/system-test/analyze-streaming-automl-object-tracking.test.js
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// Copyright 2021 Google LLC | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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'use strict'; | ||
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const cp = require('child_process'); | ||
const {assert} = require('chai'); | ||
const {describe, it} = require('mocha'); | ||
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const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'}); | ||
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const cmd = 'node analyze-streaming-automl-object-tracking.js'; | ||
const modelId = 'VOT409893536788381696'; | ||
const project = process.env.GCLOUD_PROJECT; | ||
const file = 'resources/googlework_short.mp4'; | ||
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describe('streaming automl object tracking', function () { | ||
this.retries(3); | ||
it('should track an object in a streaming video', async () => { | ||
const output = execSync(`${cmd} ${file} ${project} ${modelId}`); | ||
assert.match(output, /Track id/); | ||
}); | ||
}); |