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shinobi-deepstack-object.js
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//
// Shinobi - DeepStack Face Recognition Plugin
// Copyright (C) 2021 Elad Bar
//
// Base Init >>
const { spawn } = require('child_process');
const fs = require('fs');
const request = require("request");
const moment = require('moment');
const config = require('./conf.json');
let s = null;
const {
workerData
} = require('worker_threads');
if(workerData && workerData.ok === true) {
try {
s = require('../pluginWorkerBase.js')(__dirname, config);
} catch(err) {
console.log(err);
try {
s = require('./pluginWorkerBase.js')(__dirname, config);
} catch(err) {
console.log(err);
return console.log(config.plug, 'WORKER : Plugin start has failed. pluginBase.js was not found.');
}
}
} else {
try {
s = require('../pluginBase.js')(__dirname, config);
} catch(err) {
console.log(err);
try {
s = require('./pluginBase.js')(__dirname, config);
} catch(err) {
console.log(err);
return console.log(config.plug, 'Plugin start has failed. pluginBase.js was not found.');
}
}
const {
haltMessage,
checkStartTime,
setStartTime,
} = require('../pluginCheck.js');
if(!checkStartTime()) {
console.log(haltMessage, new Date());
s.disconnectWebSocket();
return;
}
setStartTime();
}
// Base Init />>
let detectorSettings = null;
const CLEANUP_MINUTES = 60;
const INITIAL_CLEANUP_INTERVAL = 30 * 1000;
const CLEANUP_INTERVAL = CLEANUP_MINUTES * 60 * 1000;
const CLEANUP_PATTERN = `${config.plug}-*.jpg`;
const DETECTOR_TYPE_FACE = 'face';
const DETECTOR_TYPE_OBJECT = 'object';
const FACE_UNKNOWN = 'unknown';
const DEEPSTACK_API_KEY = 'api_key';
const DETECTOR_CONFIGUTATION = {
face: {
detectEndpoint: '/vision/face/recognize',
startupEndpoint: '/vision/face/list',
key: 'userid'
},
object: {
detectEndpoint: '/vision/detection',
key: 'label'
}
}
const PROTOCOLS = {
true: "https",
false: "http"
};
const log = (logger, message) => {
logger(`${moment()} [${config.plug}] ${message}`);
}
const logError = (message) => {
log(console.error, message);
};
const logWarn = (message) => {
log(console.warn, message);
};
const logInfo = (message) => {
log(console.info, message);
};
const logDebug = (message) => {
log(console.debug, message);
};
const postMessage = (data) => {
const message = JSON.stringify(data);
logInfo(message);
};
const initialize = () => {
const deepStackProtocol = PROTOCOLS[config.deepStack.isSSL];
baseUrl = `${deepStackProtocol}://${config.deepStack.host}:${config.deepStack.port}/v1`;
const detectionType = config.plug.split("-")[1].toLowerCase();
const detectorConfig = DETECTOR_CONFIGUTATION[detectionType];
const detectorConfigKeys = Object.keys(detectorConfig);
const cleanupScriptPath = `${process.cwd()}/plugins/deepstack-${detectionType}/CLEANUP.sh`;
detectorSettings = {
type: detectionType,
active: false,
baseUrl: baseUrl,
apiKey: config.deepStack.apiKey,
cleanupScriptPath: cleanupScriptPath
};
if (!fs.existsSync(cleanupScriptPath)) {
fs.writeFileSync(
cleanupScriptPath,
`find "${s.dir.streams}" -type f -name "${CLEANUP_PATTERN}" -mmin +${CLEANUP_MINUTES - 1} -exec rm -f {} \\;`
);
}
setTimeout(cleanup, INITIAL_CLEANUP_INTERVAL);
setInterval(cleanup, CLEANUP_INTERVAL);
detectorConfigKeys.forEach(k => detectorSettings[k] = detectorConfig[k]);
const testRequestData = getFormData(detectorSettings.detectEndpoint);
request.post(testRequestData, (err, res, body) => {
try {
if(err) {
throw err;
}
const response = JSON.parse(body);
detectorSettings.active = !response.error.endsWith('endpoint not activated');
const detectorSettingsKeys = Object.keys(detectorSettings);
const pluginMessage = {
f: `pluginLoaded`,
msg: `${config.plug} loaded`,
time: moment()
};
detectorSettingsKeys.forEach(k => pluginMessage[k] = detectorSettings[k]);
postMessage(pluginMessage);
if (detectorSettings.active) {
s.detectObject = detectObject;
if(detectionType === DETECTOR_TYPE_FACE) {
const requestData = getFormData(detectorSettings.startupEndpoint);
request.post(requestData, (errStartup, resStartup, bodyStartup) => {
onFaceListResult(errStartup, resStartup, bodyStartup);
});
}
}
} catch(ex) {
logError(`Failed to initialize ${config.plug} plugin, Error: ${ex}`)
}
});
};
const detectObject = (buffer, d, tx, frameLocation, callback) => {
if(!detectorSettings.active) {
return;
}
if(frameLocation){
processImage(d, tx, fullPath, callback);
} else {
const dirCreationOptions = {
recursive: true
};
d.dir = `${s.dir.streams}${d.ke}/${d.id}/`;
d.tmpFile = CLEANUP_PATTERN.replace("*", moment().format());
const fullPath = `${d.dir}${d.tmpFile}`;
if(!fs.existsSync(d.dir)) {
fs.mkdirSync(d.dir, dirCreationOptions);
}
fs.writeFile(fullPath, buffer, function(err) {
if(err) {
return s.systemLog(err);
}
try {
processImage(d, tx, fullPath, callback);
} catch(ex) {
logError(`Detector failed to parse frame, Error: ${ex}`);
}
});
}
};
const processImage = async (d, tx, framePath, callback) => {
try{
image_stream = fs.createReadStream(framePath);
const form = {
image: image_stream
};
const requestData = getFormData(detectorSettings.detectEndpoint, form);
request.post(requestData, (err, res, body) => {
onImageProcessed(d, tx, err, res, body, framePath);
});
}catch(ex){
logError(`Failed to process image, Error: ${ex}`);
}
callback();
};
const onFaceListResult = (err, res, body) => {
const duration = res.elapsedTime;
try {
const response = JSON.parse(body);
const success = response.success;
const facesArr = response.faces;
const faceStr = facesArr.join(",");
if(success) {
logInfo(`DeepStack loaded with the following faces: ${faceStr}, Response time: ${duration} ms`);
} else {
logWarn(`Failed to connect to DeepStack server, Error: ${err}, Response time: ${duration} ms`);
}
} catch(ex) {
logError(`Error while connecting to DeepStack server, Error: ${ex}, Response time: ${duration} ms`);
}
};
const onImageProcessed = (d, tx, err, res, body, framePath) => {
const duration = res.elapsedTime;
let objects = [];
try {
if(err) {
throw err;
}
const response = JSON.parse(body);
const success = response.success;
if(success) {
const predictions = response.predictions;
if(predictions !== null && predictions.length > 0) {
objects = predictions.map(p => getDeepStackObject(p, framePath));
if(objects.length > 0) {
const identified = objects.filter(p => p.tag !== FACE_UNKNOWN);
const unknownCount = objects.length - identified.length;
if(unknownCount > 0) {
logInfo(`${d.id} detected ${unknownCount} unknown ${detectorSettings.type}s, Response time: ${duration} ms`);
}
if(identified.length > 0) {
const detectedObjectsStrArr = identified.map(f => `${f.tag} [${f.confidence.toFixed(4)}]`);
const detectedObjectsStr = detectedObjectsStrArr.join(",");
logInfo(`${d.id} detected ${detectorSettings.type}s: ${detectedObjectsStr}, Response time: ${duration} ms`);
}
const isObjectDetectionSeparate = d.mon.detector_pam === '1' && d.mon.detector_use_detect_object === '1';
const width = parseFloat(isObjectDetectionSeparate && d.mon.detector_scale_y_object ? d.mon.detector_scale_y_object : d.mon.detector_scale_y);
const height = parseFloat(isObjectDetectionSeparate && d.mon.detector_scale_x_object ? d.mon.detector_scale_x_object : d.mon.detector_scale_x);
const eventData = {
f: 'trigger',
id: d.id,
ke: d.ke,
details: {
plug: config.plug,
name: d.id,
reason: detectorSettings.type,
matrices: objects,
imgHeight: width,
imgWidth: height,
time: duration
}
};
tx(eventData);
}
}
}
} catch(ex) {
logError(`Error while processing image, Error: ${ex}, Response time: ${duration} ms, Body: ${body}`);
}
return objects
};
const getFormData = (endpoint, additionalParameters) => {
const formData = {};
if(detectorSettings.apiKey) {
formData[DEEPSTACK_API_KEY] = detectorSettings.apiKey;
}
if(additionalParameters !== undefined && additionalParameters !== null) {
const keys = Object.keys(additionalParameters);
keys.forEach(k => formData[k] = additionalParameters[k]);
}
const requestData = {
url: `${detectorSettings.baseUrl}${endpoint}`,
time: true,
formData: formData
};
return requestData;
};
const getDeepStackObject = (prediction, framePath) => {
const tag = prediction[detectorSettings.key];
const confidence = prediction.confidence;
const y_min = prediction.y_min;
const x_min = prediction.x_min;
const y_max = prediction.y_max;
const x_max = prediction.x_max;
const width = x_max - x_min;
const height = y_max - y_min;
const obj = {
x: x_min,
y: y_min,
width: width,
height: height,
tag: tag,
confidence: confidence,
path: framePath
};
return obj;
};
const cleanup = function(){
try {
let listing = spawn('sh', [detectorSettings.cleanupScriptPath]);
listing.stderr.on('data', d => logError(d.toString()));
listing.on('close', (code) => {
setTimeout(() => {
listing.kill('SIGTERM');
logInfo(`Cleanup completed`);
}, 100);
});
} catch(err) {
logError(`Cleanup failed, Error: ${err}`);
}
}
initialize();