Have you heard something about node-red? Not? Check my previous article out. Here we go.
TL;DR
So, It's the first chapter of the "Blind Inception" trilogy.
I wanna tell a story about some confused and perplexing things. I will use some diagrams and code examples for better understanding.
Prerequisites
Hmm, I guess some knowledge of NodeJS and JS, ofc. And, ... will be good if you understand JS under the hood, but don't worry, I will explain it simply.
- node-red
- MongoDB
- NodeJS
For what?
A lot of Iot devices don't have enough memory to store everything that developers want. This post is about how to save memory on IoT devices, cuz it's a main problem on IoT devices.
Intro
This a part of a story for a year, that was filled with JS pain and some curiosity to deep dive into this rabbit hole.
Some of these articles may be helpful for debugging or some extra things like "detect memory leaks".
Node-red Playground
If u want to test it by urself u can import it inside ur node-red playground.
Follow these steps:
- install node-red:
npm i -g node-red - run
node-red:node-red - go to
localhost:1880 - click
importand paste:
[ { "id": "1c61e459343a71fb", "type": "tab", "label": "Simulate", "disabled": false, "info": "", "env": [] }, { "id": "7e630719369e78fb", "type": "function", "z": "1c61e459343a71fb", "name": "middleware", "func": "\nreturn msg;", "outputs": 1, "timeout": 0, "noerr": 0, "initialize": "", "finalize": "", "libs": [], "x": 630, "y": 460, "wires": [ [ "4bad1d183c8673ee" ] ] }, { "id": "4bad1d183c8673ee", "type": "debug", "z": "1c61e459343a71fb", "name": "debug 33", "active": true, "tosidebar": true, "console": false, "tostatus": false, "complete": "true", "targetType": "full", "statusVal": "", "statusType": "auto", "x": 780, "y": 460, "wires": [] }, { "id": "895b7eb7aaabdc9a", "type": "mongodb4", "z": "1c61e459343a71fb", "clientNode": "132a80320b23995d", "mode": "collection", "collection": "mqtt", "operation": "find", "output": "toArray", "maxTimeMS": "0", "handleDocId": false, "name": "", "x": 490, "y": 460, "wires": [ [ "7e630719369e78fb" ] ] }, { "id": "07ed942530c7c97a", "type": "inject", "z": "1c61e459343a71fb", "name": "trigger", "props": [], "repeat": "", "crontab": "", "once": false, "onceDelay": 0.1, "topic": "", "x": 230, "y": 460, "wires": [ [ "63bd53ca32516497" ] ] }, { "id": "63bd53ca32516497", "type": "function", "z": "1c61e459343a71fb", "name": "query", "func": "msg.payload = [{},{limit: 160000}]\n\nreturn msg\n", "outputs": 1, "timeout": 0, "noerr": 0, "initialize": "", "finalize": "", "libs": [], "x": 370, "y": 460, "wires": [ [ "895b7eb7aaabdc9a" ] ] }, { "id": "432acb2349a3e856", "type": "comment", "z": "1c61e459343a71fb", "name": "Fill DB", "info": "", "x": 230, "y": 120, "wires": [] }, { "id": "5f22817afd4d56c8", "type": "inject", "z": "1c61e459343a71fb", "d": true, "name": "trigger", "props": [ { "p": "payload" } ], "repeat": "0.01", "crontab": "", "once": false, "onceDelay": 0.1, "topic": "", "payload": "{ \"r1jAe9RYK2\": 2018320, \"RbURsNbZJX\": 3527792, \"KxwwAf9gPa\": 457659, \"dpSgixDkmM\": 2553056, \"mYwb6M7bQQ\": 4353677, 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\"shO7keKiah\": 3899498, \"FhlZn5fHD1\": 2882047, \"uG1lQvA9Vc\": 2169851, \"Vt5rDYFNef\": 3256285, \"RaWd3USUfO\": 1305058, \"c6jxbhFkuc\": 2148304, \"veJYsWJ0SA\": 1228499, \"swZRU6HTd6\": 1289118, \"DS53CJBUyu\": 5158623, \"vv26SYLCsn\": 2742898, \"sxlhnh1QOR\": 5081756, \"EoZ7kZwWwD\": 3435295, \"GYqPRsBEeC\": 3539833, \"IbIZ38TFUG\": 1286532, \"twiB4m3ngL\": 579895, \"zsLpgMcQSb\": 600709, \"0Jq7CTl9te\": 2924707, \"sqWNwsSbD7\": 1910176, \"g2GwqAsV93\": 3252965, \"JcMbVRT1Cx\": 2026226, \"3Dvm8M1Xk8\": 1447019, \"PR193lcX46\": 192447, \"YA5Zvw39hm\": 845969, \"EcJnxaCc5S\": 319078, \"VCyYOhoS2f\": 1764960, \"ool5QOJYH2\": 4516819, \"53LADEkGX0\": 1535074, \"zYgjTkArEk\": 4745549, \"VRHCs4Pk6p\": 813947, \"ONky6PRwlK\": 3595456, \"W046acvaUo\": 5032677, \"rU1UPwfFhh\": 2917685, \"yxxHKg5i5Q\": 879177, \"o7yY7jHW63\": 2313408 }", "payloadType": "json", "x": 240, "y": 200, "wires": [ [ "6e7363ce0516d9cf" ] ] }, { "id": "6e7363ce0516d9cf", "type": "function", "z": "1c61e459343a71fb", "name": "insert", "func": "const keys = Object.keys(msg.payload)\nconst key = Math.random().toString().substring(2)\nconst payload = keys.reduce((acc,_key) =>{\n acc[_key] = gen()\n return acc\n},{})\nconst ts = new Date()\nconst timeString = ts.toLocaleDateString() + formatTimeString(ts.toLocaleTimeString())\nconst timeObj = { TimeStr: formatDateString(timeString), TimeInt: ts.getTime()}\nconst MSG = {payload: {[key]: payload}, ...timeObj}\n\nfunction gen(min = 1_000_000,max=5_000_000){\n return Math.floor(Math.random() * (max - (min)) + min)\n}\nfunction formatDateString(dateString){\n return dateString.replace('AM', '').replace('PM','').replaceAll(' ','')\n}\nfunction formatTimeString(str){\n const regex = /\\w\\w\\:\\w\\w\\:\\w\\w/\n\n return str.match(regex) ? str : `0${str}`\n}\nreturn MSG;", "outputs": 1, "timeout": 0, "noerr": 0, "initialize": "", "finalize": "", "libs": [], "x": 370, "y": 200, "wires": [ [ "50a006a13902fcf0" ] ] }, { "id": "50a006a13902fcf0", "type": "mongodb4", "z": "1c61e459343a71fb", "clientNode": "132a80320b23995d", "mode": "collection", "collection": "mqtt", "operation": "insertOne", "output": "toArray", "maxTimeMS": "0", "handleDocId": false, "name": "", "x": 520, "y": 200, "wires": [ [] ] }, { "id": "03fb989f55554172", "type": "comment", "z": "1c61e459343a71fb", "name": "Playground", "info": "", "x": 230, "y": 400, "wires": [] }, { "id": "132a80320b23995d", "type": "mongodb4-client", "name": "", "protocol": "mongodb", "hostname": "127.0.0.1", "port": "27017", "dbName": "iot", "appName": "", "authSource": "", "authMechanism": "DEFAULT", "tls": false, "tlsCAFile": "", "tlsCertificateKeyFile": "", "tlsInsecure": false, "connectTimeoutMS": "", "socketTimeoutMS": "", "minPoolSize": "", "maxPoolSize": "", "maxIdleTimeMS": "", "uri": "", "advanced": "", "uriTabActive": "tab-uri-simple" } ]
- click on disabled tigger and click
enable - re-deplout on the top right corner
- await
fill dbto approximately ~160k payloads - disabled and re-deploy on the top right corner
- use tigger under
playgroundcomment to test it. - use any monitor to check
RAMusage
Preview
If u don't like to play with some playground and test it by urself, I have preview how it works.
I use system-monitor on archlinux to monitor RAM usage.
The starting point is:
This is memory usage after node-red start-up.
Now I will trigger the data collection function from the mongodb and u can see a gif with a problem...
You can see on a gif increasing memory usage when the data is collected from Mongodb.
But the real problem is the memory stuck in the end:
here CPU is 0%, which tells us that Mongodb ended up, but memory is 2.4GB as a result and it's a problem with GC and other stuff around it. It tells us that the node-red has leaks, and not only node-red but packages for node-red too.
Solution
For Solution we can trigger GC, there are a couple of packages for it:
node-red-contrib-gc-triggernode-red-contrib-gc
or use another solution...
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In this solution, we re-trigger the flow with 1 limit to trigger GC with new data equal [one_element].
Future plans
I spent a lot of time debugging this during the IoT project, and I have a couple of solutions for it. The next article will be about debugging and possible fixes \ solutions around it.
Problematic for debugging
The main problem is node-red leaks. We have a nested object and GC cannot clear it cuz we use it in the next functions or messages \ debugs. In the node-red, all communication with nodes is wrapped into an object and it cause a lot of problems.
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