Merge pull request #648 from Luis-Fernando-Molina/develop

Contribution: Integration of Tensor Flow: Plotting Predictions

Projects/Superalgos/Plugins/Learning-Engines/Low-Frequency.json

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Projects/Superalgos/Plugins/Learning-Mines/Masters.json

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Projects/Superalgos/Schemas/AppSchema.json

@@ -1748,7 +1748,7 @@
             "config": true
         },
         "initialValues": {
-            "config": "{ \n\"configuration\": \"Get the appropriate configuration from the documentation\"\n}"
+            "config": " { \"default\": {  \"opacity\": 0.2,  \"lineWidth\": 1,  \"lineDash\": [0,0],  \"paletteColor\": \"UI_COLOR.DARK_TURQUOISE\" }, \"atMousePosition\": {  \"opacity\": 0.3,  \"lineWidth\": 2,  \"lineDash\": [0,0],  \"paletteColor\": \"UI_COLOR.RUSTED_RED\" }}"
         },
         "menuItems": [
             {
@@ -3053,6 +3053,18 @@
                 "childType": "Learning Current",
                 "autoAdd": true
             },
+            {
+                "name": "features",
+                "type": "node",
+                "childType": "Features",
+                "autoAdd": true
+            },
+            {
+                "name": "labels",
+                "type": "node",
+                "childType": "Labels",
+                "autoAdd": true
+            },
             {
                 "name": "predictions",
                 "type": "node",
@@ -3234,6 +3246,352 @@
         ],
         "icon": "bitcoin"
     },
+    {
+        "type": "Features",
+        "menuItems": [
+            {
+                "action": "Add UI Object",
+                "label": "Add Feature",
+                "relatedUiObject": "Feature",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Delete UI Object",
+                "askConfirmation": true,
+                "confirmationLabel": "Confirm to Delete",
+                "label": "Delete",
+                "iconPathOn": "delete-entity",
+                "iconPathOff": "delete-entity",
+                "actionFunction": "payload.executeAction"
+            }
+        ],
+        "addLeftIcons": true,
+        "level": 3,
+        "attachingRules": {
+            "compatibleTypes": "->Learning Engine->"
+        },
+        "propertyNameAtParent": "features",
+        "childrenNodesProperties": [
+            {
+                "name": "features",
+                "type": "array",
+                "childType": "Feature",
+                "autoAdd": true
+            }
+        ],
+        "icon": "bitcoin"
+    },
+    {
+        "type": "Feature",
+        "menuItems": [
+            {
+                "action": "Configure",
+                "label": "Configure",
+                "iconPathOn": "configuration",
+                "iconPathOff": "configuration",
+                "actionFunction": "uiObject.configEditor.activate"
+            },
+            {
+                "action": "Add Missing Children",
+                "label": "Add Missing Children",
+                "relatedUiObject": "Learning Engine",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Copy Node Path",
+                "label": "Copy Node Path",
+                "iconPathOn": "copy-path",
+                "iconPathOff": "copy-path",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Copy Node Value",
+                "label": "Copy Node Value",
+                "iconPathOn": "copy-value",
+                "iconPathOff": "copy-value",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Copy Node Type",
+                "label": "Copy Node Type",
+                "iconPathOn": "copy-type",
+                "iconPathOff": "copy-type",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Delete UI Object",
+                "askConfirmation": true,
+                "confirmationLabel": "Confirm to Delete",
+                "label": "Delete",
+                "iconPathOn": "delete-entity",
+                "iconPathOff": "delete-entity",
+                "actionFunction": "payload.executeAction"
+            }
+        ],
+        "editors": {
+            "config": true
+        },
+        "initialValues": {
+            "config": "{\n\"initialValue\": 0\n}"
+        },
+        "addLeftIcons": true,
+        "level": 3,
+        "attachingRules": {
+            "compatibleTypes": "->Features->"
+        },
+        "propertyNameAtParent": "features",
+        "childrenNodesProperties": [
+            {
+                "name": "begin",
+                "type": "node",
+                "childType": "Begin",
+                "autoAdd": true
+            },
+            {
+                "name": "end",
+                "type": "node",
+                "childType": "End",
+                "autoAdd": true
+            },
+            {
+                "name": "featureValue",
+                "type": "node",
+                "childType": "Feature Value",
+                "autoAdd": true
+            }
+        ],
+        "icon": "bitcoin"
+    },
+    {
+        "type": "Feature Value",
+        "menuItems": [
+            {
+                "action": "Configure",
+                "label": "Configure",
+                "iconPathOn": "configuration",
+                "iconPathOff": "configuration",
+                "actionFunction": "uiObject.configEditor.activate"
+            },
+            {
+                "action": "Copy Node Path",
+                "label": "Copy Node Path",
+                "iconPathOn": "copy-path",
+                "iconPathOff": "copy-path",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Copy Node Value",
+                "label": "Copy Node Value",
+                "iconPathOn": "copy-value",
+                "iconPathOff": "copy-value",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Copy Node Type",
+                "label": "Copy Node Type",
+                "iconPathOn": "copy-type",
+                "iconPathOff": "copy-type",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Delete UI Object",
+                "askConfirmation": true,
+                "confirmationLabel": "Confirm to Delete",
+                "label": "Delete",
+                "iconPathOn": "delete-entity",
+                "iconPathOff": "delete-entity",
+                "actionFunction": "payload.executeAction"
+            }
+        ],
+        "editors": {
+            "config": true
+        },
+        "initialValues": {
+            "config": "{\n\"initialValue\": 0\n}"
+        },
+        "addLeftIcons": true,
+        "level": 3,
+        "attachingRules": {
+            "compatibleTypes": "->Feature->"
+        },
+        "propertyNameAtParent": "featureValue",
+        "childrenNodesProperties": [
+        ],
+        "icon": "bitcoin"
+    },
+    {
+        "type": "Labels",
+        "menuItems": [
+            {
+                "action": "Add UI Object",
+                "label": "Add Label",
+                "relatedUiObject": "Label",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Delete UI Object",
+                "askConfirmation": true,
+                "confirmationLabel": "Confirm to Delete",
+                "label": "Delete",
+                "iconPathOn": "delete-entity",
+                "iconPathOff": "delete-entity",
+                "actionFunction": "payload.executeAction"
+            }
+        ],
+        "addLeftIcons": true,
+        "level": 3,
+        "attachingRules": {
+            "compatibleTypes": "->Learning Engine->"
+        },
+        "propertyNameAtParent": "labels",
+        "childrenNodesProperties": [
+            {
+                "name": "labels",
+                "type": "array",
+                "childType": "Label",
+                "autoAdd": true
+            }
+        ],
+        "icon": "bitcoin"
+    },
+    {
+        "type": "Label",
+        "menuItems": [
+            {
+                "action": "Configure",
+                "label": "Configure",
+                "iconPathOn": "configuration",
+                "iconPathOff": "configuration",
+                "actionFunction": "uiObject.configEditor.activate"
+            },
+            {
+                "action": "Add Missing Children",
+                "label": "Add Missing Children",
+                "relatedUiObject": "Learning Engine",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Copy Node Path",
+                "label": "Copy Node Path",
+                "iconPathOn": "copy-path",
+                "iconPathOff": "copy-path",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Copy Node Value",
+                "label": "Copy Node Value",
+                "iconPathOn": "copy-value",
+                "iconPathOff": "copy-value",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Copy Node Type",
+                "label": "Copy Node Type",
+                "iconPathOn": "copy-type",
+                "iconPathOff": "copy-type",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Delete UI Object",
+                "askConfirmation": true,
+                "confirmationLabel": "Confirm to Delete",
+                "label": "Delete",
+                "iconPathOn": "delete-entity",
+                "iconPathOff": "delete-entity",
+                "actionFunction": "payload.executeAction"
+            }
+        ],
+        "editors": {
+            "config": true
+        },
+        "initialValues": {
+            "config": "{\n\"initialValue\": 0\n}"
+        },
+        "addLeftIcons": true,
+        "level": 3,
+        "attachingRules": {
+            "compatibleTypes": "->Labels->"
+        },
+        "propertyNameAtParent": "labels",
+        "childrenNodesProperties": [
+            {
+                "name": "begin",
+                "type": "node",
+                "childType": "Begin",
+                "autoAdd": true
+            },
+            {
+                "name": "end",
+                "type": "node",
+                "childType": "End",
+                "autoAdd": true
+            },
+            {
+                "name": "labelValue",
+                "type": "node",
+                "childType": "Label Value",
+                "autoAdd": true
+            }
+        ],
+        "icon": "bitcoin"
+    },
+    {
+        "type": "Label Value",
+        "menuItems": [
+            {
+                "action": "Configure",
+                "label": "Configure",
+                "iconPathOn": "configuration",
+                "iconPathOff": "configuration",
+                "actionFunction": "uiObject.configEditor.activate"
+            },
+            {
+                "action": "Copy Node Path",
+                "label": "Copy Node Path",
+                "iconPathOn": "copy-path",
+                "iconPathOff": "copy-path",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Copy Node Value",
+                "label": "Copy Node Value",
+                "iconPathOn": "copy-value",
+                "iconPathOff": "copy-value",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Copy Node Type",
+                "label": "Copy Node Type",
+                "iconPathOn": "copy-type",
+                "iconPathOff": "copy-type",
+                "actionFunction": "payload.executeAction"
+            },
+            {
+                "action": "Delete UI Object",
+                "askConfirmation": true,
+                "confirmationLabel": "Confirm to Delete",
+                "label": "Delete",
+                "iconPathOn": "delete-entity",
+                "iconPathOff": "delete-entity",
+                "actionFunction": "payload.executeAction"
+            }
+        ],
+        "editors": {
+            "config": true
+        },
+        "initialValues": {
+            "config": "{\n\"initialValue\": 0\n}"
+        },
+        "addLeftIcons": true,
+        "level": 3,
+        "attachingRules": {
+            "compatibleTypes": "->Label->"
+        },
+        "propertyNameAtParent": "labelValue",
+        "childrenNodesProperties": [
+        ],
+        "icon": "bitcoin"
+    },
     {
         "type": "Dynamic Indicators",
         "menuItems": [

Projects/Superalgos/TS/Bot-Modules/Learning-Bot/Low-Frequency-Learning/LearningRecords.js

@@ -45,10 +45,6 @@ exports.newSuperalgosBotModulesLearningRecords = function (processIndex) {
             let product = dataset.parentNode
             let outputDatasetArray = outputDatasetsMap.get(product.config.codeName)
 
-            if (product.config.codeName === 'Predictions') {
-                let a = 1
-            }
-
             if (TS.projects.superalgos.globals.processVariables.VARIABLES_BY_PROCESS_INDEX_MAP.get(processIndex).TRADING_PROCESSING_DAILY_FILES === true && dataset.config.type === 'Daily Files') {
                 persistRecords()
             }

Projects/Superalgos/UI/Function-Libraries/LearningSessionFunctions.js

@@ -119,6 +119,8 @@ function newSuperalgosFunctionLibraryLearningSessionFunctions() {
             'Serial Number->Identifier->Begin->End->Begin Rate->End Rate->Strategy Name->Status->Exit Type->' +
             'Balance->Begin Balance->End Balance->' +
             'Index->Situation Name->Formula->Periods->' + 
+            'Features->Feature->Begin->End->Feature Value->'+ 
+            'Labels->Label->Begin->End->Label Value->'+ 
             'Predictions->Prediction->Begin->End->Prediction Value->'
 
         let learningEngine = UI.projects.superalgos.functionLibraries.protocolNode.getProtocolNode(node.learningEngineReference.payload.referenceParent, false, true, true, false, false, lightingPath)

Projects/Superalgos/UI/Spaces/Panel-Space/PlotterPanel.js

@@ -3,7 +3,7 @@ function newPlotterPanel() {
     const MODULE_NAME = 'Plotter Panel'
     const ERROR_LOG = true
     const logger = newWebDebugLog()
-    
+
 
     let thisObject = {
         fitFunction: undefined,
@@ -23,6 +23,7 @@ function newPlotterPanel() {
     let currentRecord
     let upDownButton
     let panelNode
+    let recordSet = new Map()
 
     return thisObject
 
@@ -34,6 +35,7 @@ function newPlotterPanel() {
 
         heightFactor = undefined
         currentRecord = undefined
+        recordSet = undefined
         upDownButton.finalize()
         upDownButton = undefined
         panelNode = undefined
@@ -79,6 +81,20 @@ function newPlotterPanel() {
 
     function onRecordChange(pCurrentRecord) {
         currentRecord = pCurrentRecord
+
+        if (currentRecord === undefined) {
+            recordSet = new Map()
+            return
+        }
+        if (currentRecord.index !== undefined) {
+            /*
+            There is a situation when we expect to receive many records
+            that are part of a set. We will know when when we detect the 
+            property index. In that situation we will build the recordset 
+            by adding each record to a Map by index.
+            */
+            recordSet.set(currentRecord.index, currentRecord)
+        }
     }
 
     function draw() {

Projects/TensorFlow/TS/Bot-Modules/Learning-Bot/Low-Frequency-Learning/TensorFlowLibrary.js

@@ -376,6 +376,14 @@ exports.newTensorFlowBotModulesTensorFlowLibrary = function (processIndex) {
             if (dataFeature.featureFormula === undefined) { continue }
             let featureValue = learningSystem.formulas.get(dataFeature.featureFormula.id)
             features.push(featureValue)
+
+            /*
+            We will store at the Learning Engine data structure the features we have calculated.
+            */
+            if (learningEngine.features.features[i] === undefined) { continue }
+            learningEngine.features.features[i].featureValue.value = featureValue
+            learningEngine.features.features[i].begin.value = learningEngine.learningCurrent.learningEpisode.candle.begin.value
+            learningEngine.features.features[i].end.value = learningEngine.learningCurrent.learningEpisode.candle.end.value
         }
 
         /*
@@ -419,6 +427,14 @@ exports.newTensorFlowBotModulesTensorFlowLibrary = function (processIndex) {
                 if (dataLabel.labelFormula === undefined) { continue }
                 let labelValue = learningSystem.formulas.get(dataLabel.labelFormula.id)
                 labels.push(labelValue)
+
+                /*
+                We will store at the Learning Engine data structure the labels we have calculated.
+                */
+                if (learningEngine.labels.labels[i] === undefined) { continue }
+                learningEngine.labels.labels[i].labelValue.value = labelValue
+                learningEngine.labels.labels[i].begin.value = learningEngine.learningCurrent.learningEpisode.candle.begin.value
+                learningEngine.labels.labels[i].end.value = learningEngine.learningCurrent.learningEpisode.candle.end.value
             }
 
             tensorFlowData = require("@tensorflow/tfjs-data")