adjusted test for new model
This commit is contained in:
znetsixe
167
dependencies/monster/SpeficicClass.js
vendored
167
dependencies/monster/SpeficicClass.js
vendored
File diff suppressed because one or more lines are too long
50
dependencies/monster/modelLoader.js
vendored
50
dependencies/monster/modelLoader.js
vendored
@@ -1,11 +1,14 @@
|
|||||||
const tf = require('@tensorflow/tfjs');
|
const tf = require('@tensorflow/tfjs');
|
||||||
|
const fs = require('fs');
|
||||||
|
const path = require('path');
|
||||||
|
|
||||||
|
|
||||||
class ModelLoader {
|
class ModelLoader {
|
||||||
constructor(logger) {
|
constructor(logger) {
|
||||||
this.logger = logger || console;
|
this.logger = logger || console;
|
||||||
this.model = null;
|
this.model = null;
|
||||||
}
|
}
|
||||||
|
/*
|
||||||
async loadModel(modelUrl, inputShape = [null, 24, 166]) {
|
async loadModel(modelUrl, inputShape = [null, 24, 166]) {
|
||||||
try {
|
try {
|
||||||
this.logger.debug(`Fetching model JSON from: ${modelUrl}`);
|
this.logger.debug(`Fetching model JSON from: ${modelUrl}`);
|
||||||
@@ -63,6 +66,34 @@ this.model = await tf.loadLayersModel(tf.io.fromMemory(artifacts));
|
|||||||
throw error;
|
throw error;
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
*/
|
||||||
|
async loadModelPath(modelPath, inputShape = [1,48,6]) {
|
||||||
|
try {
|
||||||
|
const resolvedModelPath = path.resolve(modelPath);
|
||||||
|
this.logger.debug(`Loading model JSON from: ${resolvedModelPath}`);
|
||||||
|
|
||||||
|
const modelJSON = JSON.parse(fs.readFileSync(resolvedModelPath, 'utf-8'));
|
||||||
|
this.configureInputLayer(modelJSON, inputShape);
|
||||||
|
|
||||||
|
const baseDir = path.dirname(resolvedModelPath);
|
||||||
|
const weightFile = path.resolve(baseDir, modelJSON.weightsManifest[0].paths[0]);
|
||||||
|
const weightBuffer = fs.readFileSync(weightFile).buffer;
|
||||||
|
|
||||||
|
const artifacts = {
|
||||||
|
modelTopology: modelJSON.modelTopology,
|
||||||
|
weightSpecs: modelJSON.weightsManifest[0].weights,
|
||||||
|
weightData: weightBuffer
|
||||||
|
};
|
||||||
|
|
||||||
|
this.model = await tf.loadLayersModel(tf.io.fromMemory(artifacts));
|
||||||
|
this.logger.debug('Model loaded successfully');
|
||||||
|
return this.model;
|
||||||
|
} catch (error) {
|
||||||
|
this.logger.error(`Failed to load model: ${error.message}`);
|
||||||
|
throw error;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
@@ -101,11 +132,22 @@ this.model = await tf.loadLayersModel(tf.io.fromMemory(artifacts));
|
|||||||
|
|
||||||
const modelLoader = new ModelLoader();
|
const modelLoader = new ModelLoader();
|
||||||
|
|
||||||
|
|
||||||
|
//example!!
|
||||||
|
|
||||||
|
/*
|
||||||
(async () => {
|
(async () => {
|
||||||
try {
|
try {
|
||||||
const localURL = "http://localhost:1880/generalFunctions/datasets/lstmData/tfjs_model/model.json";
|
//const localURL = "http://localhost:1880/generalFunctions/datasets/lstmData/tfjs_model/model.json";
|
||||||
|
|
||||||
const model = await modelLoader.loadModel(localURL);
|
const localPath = path.join(
|
||||||
|
__dirname,
|
||||||
|
'../../../generalFunctions/datasets/lstmData/tfjs_model/model.json'
|
||||||
|
);
|
||||||
|
|
||||||
|
const model = await modelLoader.loadModelPath(localPath);
|
||||||
|
|
||||||
|
//const model = await modelLoader.loadModel(localURL); USES URL
|
||||||
console.log('Model loaded successfully');
|
console.log('Model loaded successfully');
|
||||||
|
|
||||||
const denseLayer = model.getLayer('dense_8');
|
const denseLayer = model.getLayer('dense_8');
|
||||||
@@ -118,5 +160,5 @@ const modelLoader = new ModelLoader();
|
|||||||
}
|
}
|
||||||
})();
|
})();
|
||||||
|
|
||||||
|
//*/
|
||||||
module.exports = ModelLoader;
|
module.exports = ModelLoader;
|
||||||
|
|||||||
256
dependencies/monster/monsterConfig.json
vendored
256
dependencies/monster/monsterConfig.json
vendored
@@ -1,256 +0,0 @@
|
|||||||
{
|
|
||||||
"general": {
|
|
||||||
"name": {
|
|
||||||
"default": "Monster Configuration",
|
|
||||||
"rules": {
|
|
||||||
"type": "string",
|
|
||||||
"description": "A human-readable name or label for this configuration."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"id": {
|
|
||||||
"default": null,
|
|
||||||
"rules": {
|
|
||||||
"type": "string",
|
|
||||||
"nullable": true,
|
|
||||||
"description": "A unique identifier for this configuration. If not provided, defaults to null."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"unit": {
|
|
||||||
"default": "unitless",
|
|
||||||
"rules": {
|
|
||||||
"type": "string",
|
|
||||||
"description": "The unit for this configuration (e.g., 'meters', 'seconds', 'unitless')."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"logging": {
|
|
||||||
"logLevel": {
|
|
||||||
"default": "info",
|
|
||||||
"rules": {
|
|
||||||
"type": "enum",
|
|
||||||
"values": [
|
|
||||||
{
|
|
||||||
"value": "debug",
|
|
||||||
"description": "Log messages are printed for debugging purposes."
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"value": "info",
|
|
||||||
"description": "Informational messages are printed."
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"value": "warn",
|
|
||||||
"description": "Warning messages are printed."
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"value": "error",
|
|
||||||
"description": "Error messages are printed."
|
|
||||||
}
|
|
||||||
]
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"enabled": {
|
|
||||||
"default": true,
|
|
||||||
"rules": {
|
|
||||||
"type": "boolean",
|
|
||||||
"description": "Indicates whether logging is active. If true, log messages will be generated."
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"functionality": {
|
|
||||||
"softwareType": {
|
|
||||||
"default": "monster",
|
|
||||||
"rules": {
|
|
||||||
"type": "string",
|
|
||||||
"description": "Specified software type for this configuration."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"role": {
|
|
||||||
"default": "samplingCabinet",
|
|
||||||
"rules": {
|
|
||||||
"type": "string",
|
|
||||||
"description": "Indicates the role this configuration plays (e.g., sensor, controller, etc.)."
|
|
||||||
}
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"asset": {
|
|
||||||
"uuid": {
|
|
||||||
"default": null,
|
|
||||||
"rules": {
|
|
||||||
"type": "string",
|
|
||||||
"nullable": true,
|
|
||||||
"description": "Asset tag number which is a universally unique identifier for this asset. May be null if not assigned."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"geoLocation": {
|
|
||||||
"default": {
|
|
||||||
"x": 0,
|
|
||||||
"y": 0,
|
|
||||||
"z": 0
|
|
||||||
},
|
|
||||||
"rules": {
|
|
||||||
"type": "object",
|
|
||||||
"description": "An object representing the asset's physical coordinates or location.",
|
|
||||||
"schema": {
|
|
||||||
"x": {
|
|
||||||
"default": 0,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"description": "X coordinate of the asset's location."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"y": {
|
|
||||||
"default": 0,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"description": "Y coordinate of the asset's location."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"z": {
|
|
||||||
"default": 0,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"description": "Z coordinate of the asset's location."
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"supplier": {
|
|
||||||
"default": "Unknown",
|
|
||||||
"rules": {
|
|
||||||
"type": "string",
|
|
||||||
"description": "The supplier or manufacturer of the asset."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"type": {
|
|
||||||
"default": "sensor",
|
|
||||||
"rules": {
|
|
||||||
"type": "enum",
|
|
||||||
"values": [
|
|
||||||
{
|
|
||||||
"value": "sensor",
|
|
||||||
"description": "A device that detects or measures a physical property and responds to it (e.g. temperature sensor)."
|
|
||||||
}
|
|
||||||
]
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"subType": {
|
|
||||||
"default": "pressure",
|
|
||||||
"rules": {
|
|
||||||
"type": "string",
|
|
||||||
"description": "A more specific classification within 'type'. For example, 'pressure' for a pressure sensor."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"model": {
|
|
||||||
"default": "Unknown",
|
|
||||||
"rules": {
|
|
||||||
"type": "string",
|
|
||||||
"description": "A user-defined or manufacturer-defined model identifier for the asset."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"emptyWeightBucket": {
|
|
||||||
"default": 3,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"description": "The weight of the empty bucket in kilograms."
|
|
||||||
}
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"constraints": {
|
|
||||||
"samplingtime": {
|
|
||||||
"default": 0,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"description": "The time interval between sampling events (in seconds) if not using a flow meter."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"samplingperiod": {
|
|
||||||
"default": 24,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"description": "The fixed period in hours in which a composite sample is collected."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"minVolume": {
|
|
||||||
"default": 5,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"min": 5,
|
|
||||||
"description": "The minimum volume in liters."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"maxWeight": {
|
|
||||||
"default": 23,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"max": 23,
|
|
||||||
"description": "The maximum weight in kilograms."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"subSampleVolume": {
|
|
||||||
"default": 50,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"min": 50,
|
|
||||||
"max": 50,
|
|
||||||
"description": "The volume of each sub-sample in milliliters."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"storageTemperature": {
|
|
||||||
"default": {
|
|
||||||
"min": 1,
|
|
||||||
"max": 5
|
|
||||||
},
|
|
||||||
"rules": {
|
|
||||||
"type": "object",
|
|
||||||
"description": "Acceptable storage temperature range for samples in degrees Celsius.",
|
|
||||||
"schema": {
|
|
||||||
"min": {
|
|
||||||
"default": 1,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"min": 1,
|
|
||||||
"description": "Minimum acceptable storage temperature in degrees Celsius."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"max": {
|
|
||||||
"default": 5,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"max": 5,
|
|
||||||
"description": "Maximum acceptable storage temperature in degrees Celsius."
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"flowmeter": {
|
|
||||||
"default": true,
|
|
||||||
"rules": {
|
|
||||||
"type": "boolean",
|
|
||||||
"description": "Indicates whether a flow meter is used for proportional sampling."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"closedSystem": {
|
|
||||||
"default": false,
|
|
||||||
"rules": {
|
|
||||||
"type": "boolean",
|
|
||||||
"description": "Indicates if the sampling system is closed (true) or open (false)."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"intakeSpeed": {
|
|
||||||
"default": 0.3,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"description": "Minimum intake speed in meters per second."
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"intakeDiameter": {
|
|
||||||
"default": 12,
|
|
||||||
"rules": {
|
|
||||||
"type": "number",
|
|
||||||
"description": "Minimum inner diameter of the intake tubing in millimeters."
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
Reference in New Issue
Block a user