26582 lines
1.5 MiB
Plaintext
26582 lines
1.5 MiB
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"code": "\tlet candle = record.current\n\tlet Al = 0.4 //initial value for alpha factor\n\tlet Bet = 0.4 //initial value for beta factor\n\tlet Ph = 0.8 //initial value for phi factor\n\tlet Ga = 0.3 //initial value for gamma factor\n\tlet sLen = 5 //length of seasonal period ; integer only\n\tlet fLen = 6 //number of season period to forecast ; integer only ; forecast will be calculated on fLen * sLen = 30 periods\n\tlet Iter = 20 //number of loop to proceed parameters optimization\n\n\n\t//initializing Factors with fixed value or optimized value if exists\n\tif (variable.Alpha === undefined) {\n\t\tvariable.Alpha = Al\n\t }\n\t else {\n\t variable.Alpha = variable.Alpha\n\t }\n\t \n\tif (variable.Beta === undefined) {\n\t\tvariable.Beta = Bet\n\t }\n\t else {\n\t variable.Beta = variable.Beta\n\t }\n\n\tif (variable.Phi === undefined) {\n\t\tvariable.Phi = Ph\n\t }\n\t else {\n\t variable.Phi = variable.Phi\n\t }\n\n\tif (variable.Gamma === undefined) {\n\t\tvariable.Gamma = Ga\n\t }\n\t else {\n\t variable.Gamma = variable.Gamma\n\t }\n\t \n\t//Fetching candle close values for sLen length \n\tvariable.lastClose.push(candle.close)\n\tif(variable.lastClose.length > sLen) {\n\t\tvariable.lastClose.splice(0,1)\n\t}\n\tvariable.lastClose2x.push(candle.close)\n\tif(variable.lastClose2x.length > 2 * sLen) {\n\t\tvariable.lastClose2x.splice(0,1)\n\t}\n\t//Initializing A, B, S, Y variables according to Hyndman parameters https://robjhyndman.com/hyndsight/hw-initialization/\n\t\n\t//managing the undefined values until lastClose2x reach sufficient length\n\tvariable.trig = 0 //variable to indicate initialization stage is over\n\tif(variable.lastClose2x.length < 2 * sLen && variable.trig === 0) {\n\t\tvariable.Y = 0 //forecast through history variable\n\t\tvariable.A = 0 //level\n\t\tvariable.B = 0 //trend\n\t\tvariable.S[0] = 0 //season\n\t\tvariable.previousB = variable.B\n\t\tvariable.previousA = variable.A\n\t\tvariable.trend = 0\n\t}\n\tif(variable.lastClose2x.length === 2 * sLen && variable.trig === 0) {\n\t\tfor(var i = 0 ; i < sLen ; i++) {\n\t\t\tvariable.previousA = variable.previousA + variable.lastClose[i]\n\t\t}\n\t\tvariable.previousA = variable.previousA / sLen\n\t\tfor(var i = 0; i < sLen ; i++) {\n\t\t\tvariable.previousB = variable.previousB + variable.lastClose2x[i + sLen] - variable.lastClose2x[i]\n\t\t}\n\t\tvariable.previousB = variable.previousB / Math.pow(sLen,2)\n\t\tvariable.S[0] = candle.close / variable.previousA\n\t\tvariable.trig = 1 \n\t\tvariable.trend = 0\n\t}\n\tif(variable.lastClose2x.length === 2* sLen && variable.trig === 1)\n\t{\n\t\tvariable.Y = (variable.previousA + variable.Phi * variable.previousB) * variable.S[0]\n\t\tvariable.A = variable.Alpha * variable.Y / variable.S[0] + (1 - variable.Alpha) * (variable.previousA + variable.Phi * variable.previousB)\n\t\tvariable.B = variable.Beta * (variable.A - variable.previousA) + (1 - variable.Beta) * variable.Phi * variable.previousB\n\t\tvariable.S.push(variable.Gamma * variable.Y / variable.A + (1 - variable.Gamma) * variable.S[0])\n\t\tvariable.slope = variable.B - variable.previousB\n\t\tif(variable.slope < 0){\n\t\t\tvariable.trend = 1\n\t\t}\n\t\telse {\n\t\t\tvariable.trend = -1\n\t\t}\n\t\tvariable.previousA = variable.A\n\t\tvariable.previousB = variable.B\n\t}\n\n\t//keep Season array to the right size\n\tif(variable.S.length > sLen) {\n\t\tvariable.S.splice(0,1)\n\t}\n\n\t//Parameters optimization\n\t//calculation of initial mean square error\n\n\tvariable.Errors.push(Math.pow(variable.Y - candle.close, 2))\n\tif(variable.Errors.length > sLen) {\n\t\t\tvariable.Errors.splice(0,1)\n\t}\n\tif(variable.Errors.length === sLen) {\n\t\tvariable.ErrSqSum = 0\n\t\tfor (var k = 0 ; k < variable.Errors.length ; k++) {\n\t\t\t\tvariable.ErrSqSum = variable.ErrSqSum + variable.Errors[k]\n\t\t}\n\t\tvariable.MS = variable.ErrSqSum / variable.Errors.length\n\t\tif(variable.lastClose2x.length === 2*sLen && variable.trig === 1 ){\n\t\t//initialiying best parameters calculation\n\t\tvariable.bestAlpha = 0\n\t\tvariable.bestBeta = variable.Beta\n\t\tvariable.bestPhi = variable.Phi\n\t\tvariable.bestGamma = variable.Gamma\n\t\tvariable.bestError = variable.MS\n\t\t//Alpha optimization\n\t\tfor(var i = 0 ; i < Iter ; i++) {\n\t\t\n\t\t\tvariable.sS = []\n\t\t\tvariable.sError = []\n\t\t\tvariable.bestAlpha = variable.bestAlpha +(1 - i/Iter)\n\t\t\tvariable.sS[0] = variable.S[0]\n\t\t\tvariable.previoussA = variable.previousA\n\t\t\tvariable.previoussB = variable.previousB\n\t\t\tvariable.sErrSqSum = 0\n\t\t\tfor(var j=0 ; j < sLen ; j++) {\n\t\t\t\tvariable.sY = (variable.previoussA + variable.bestPhi * variable.previoussB) * variable.sS[0]\n\t\t\t\tvariable.sA = variable.bestAlpha * variable.sY / variable.sS[0] + (1 - variable.bestAlpha) * (variable.previoussA + variable.bestPhi * variable.previoussB)\n\t\t\t\tvariable.sB = variable.bestBeta * (variable.sA - variable.previoussA) + (1 - variable.bestBeta) * variable.bestPhi * variable.previoussB\n\t\t\t\tvariable.sS.push(variable.bestGamma * variable.sY / variable.sA + (1 - variable.bestGamma) * variable.sS[0])\n\t\t\t\tvariable.previoussA = variable.sA\n\t\t\t\tvariable.previoussB = variable.sB\n\t\t\t\tvariable.sError.push(Math.pow(variable.sY - variable.lastClose[j],2))\n\t\t\t}\n\t\t\tfor(var k = 0 ; 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k < variable.sError.length ; k++) {\n\t\t\t\tvariable.sErrSqSum = variable.sErrSqSum + variable.sErrSqSum[k]\n\t\t\t}\n\t\t\tvariable.sMS = variable.sErrSqSum / variable.sError.length\n\t\t\tif(variable.sMS < variable.bestError){\n\t\t\t\tvariable.bestError = variable.sMs\n\t\t\t\tvariable.Phi = variable.bestPhi\n\t\t\t}\n\t\t\n\t\t}\n\t\tvariable.bestError = variable.MS\n\t\tvariable.bestGamma = 0\n\t\t//Gamma optimization\n\t\tfor(var i = 0 ; i < Iter ; i++) {\n\t\t\t\n\t\t\tvariable.sS = []\n\t\t\tvariable.sError = []\n\t\t\tvariable.bestGamma = variable.bestGamma +(1 - i/Iter)\n\t\t\tvariable.sS[0] = variable.S[0]\n\t\t\tvariable.previoussA = variable.previousA\n\t\t\tvariable.previoussB = variable.previousB\n\t\t\tvariable.sErrSqSum = 0\n\t\t\tfor(var j=0 ; j < sLen ; j++) {\n\t\t\t\tvariable.sY = (variable.previoussA + variable.bestPhi * variable.previoussB) * variable.sS[0]\n\t\t\t\tvariable.sA = variable.bestAlpha * variable.sY / variable.sS[0] + (1 - variable.bestAlpha) * (variable.previoussA + variable.bestPhi * variable.previoussB)\n\t\t\t\tvariable.sB = variable.bestBeta * (variable.sA - variable.previoussA) + (1 - variable.bestBeta) * variable.bestPhi * variable.previoussB\n\t\t\t\tvariable.sS.push(variable.bestGamma * variable.sY / variable.sA + (1 - variable.bestGamma) * variable.sS[0])\n\t\t\t\tvariable.previoussA = variable.sA\n\t\t\t\tvariable.previoussB = variable.sB\n\t\t\t\tvariable.sError.push(Math.pow(variable.sY - variable.lastClose[j],2))\n\t\t\t}\n\t\t\tfor(var k = 0 ; k < variable.sError.length ; k++) {\n\t\t\t\tvariable.sErrSqSum = variable.sErrSqSum + variable.sErrSqSum[k]\n\t\t\t}\n\t\t\tvariable.sMS = variable.sErrSqSum / variable.sError.length\n\t\t\tif(variable.sMS < variable.bestError){\n\t\t\t\tvariable.bestError = variable.sMs\n\t\t\t\tvariable.Gamma = variable.bestGamma\n\t\t\t}\n\t\t\n\t\t}\n\t}\n\t}\n\t//initializing forecast data\n\tvariable.fS = [] // purge the season array for forecast data\n\tvariable.previousfA = variable.A //equivalent A variable for the forecast calculation\n\tvariable.previousfB = variable.B //equivalent B variable for the forecast calculation\n\n\n\t//calculating forecast data\n\tif(variable.S.length === sLen && variable.trig === 1) {\n\tfor (var j = 0; j < fLen ; j++) {\n\t\tfor(var n = 0; n < sLen; n++) {\n\t\t\tvariable.fY.push((variable.previousfA + variable.Phi * variable.previousfB) * variable.S[n])\n\t\t\tvariable.fA = variable.previousfA + variable.Phi * variable.previousfB\n\t\t\tvariable.fB = variable.Phi * variable.previousfB\n\t\t\tvariable.previousfA = variable.fA\n\t\t\tvariable.previousfB = variable.fB\n\t\t\tif(variable.fY.length > fLen * sLen) {\n\t\t\t\tvariable.fY.splice(0,1)\n\t\t\t}\n\t\t}\n\t}\n\n\t\tvariable.forecast = 100 * variable.fY[0] \n\t\tvariable.forecast5 = 100 * (variable.fY[4] - variable.fY[0])/variable.fY[0]\n\t\tvariable.forecast10 = 100 * (variable.fY[9] - variable.fY[0])/variable.fY[0]\n\t\tvariable.forecast20 = 100 * (variable.fY[19] - variable.fY[0])/variable.fY[0]\n\t\tvariable.forecast30 = 100 * (variable.fY[29] - variable.fY[0])/variable.fY[0]\n\t \n\t} else {\n\t\tvariable.forecast = 0 \n\t\tvariable.forecast5 = 0\n\t\tvariable.forecast10 = 0\n\t\tvariable.forecast20 = 0\n\t\tvariable.forecast30 = 0\n\t}\n\n\t//identifying max and min forecast value until the value used to calculate the first member of the array is out of scope\n\t//The idea is to frame the forecast value by the corresponding min and max at the same distance\nvariable.lastForecast5.push(variable.forecast5)\nif(variable.lastForecast5.length > 5){\n variable.lastForecast5.splice(0,1)\n}\nvariable.maxForecast5 = Math.max.apply(Math,variable.lastForecast5)\nvariable.minForecast5 = Math.min.apply(Math,variable.lastForecast5)\n\nvariable.lastForecast10.push(variable.forecast10)\nif(variable.lastForecast10.length > 10){\n variable.lastForecast10.splice(0,1)\n}\nvariable.maxForecast10 = Math.max.apply(Math,variable.lastForecast10)\nvariable.minForecast10 = Math.min.apply(Math,variable.lastForecast10)\n\nvariable.lastForecast20.push(variable.forecast20)\nif(variable.lastForecast20.length > 10){\n variable.lastForecast20.splice(0,1)\n}\nvariable.maxForecast20 = Math.max.apply(Math,variable.lastForecast20)\nvariable.minForecast20 = Math.min.apply(Math,variable.lastForecast20)\n\nvariable.lastForecast30.push(variable.forecast30)\nif(variable.lastForecast30.length > 30){\n variable.lastForecast30.splice(0,1)\n}\nvariable.maxForecast30 = Math.max.apply(Math,variable.lastForecast30)\nvariable.minForecast30 = Math.min.apply(Math,variable.lastForecast30)\n\n//calculate time for forecast\nvariable.T5Begin = candle.begin + (candle.end - candle.begin) * 5\nvariable.T5End = candle.end + (candle.end - candle.begin) * 5\nvariable.T10Begin = candle.begin + (candle.end - candle.begin) * 10\nvariable.T10End = candle.end + (candle.end - candle.begin) * 10\nvariable.T20Begin = candle.begin + (candle.end - candle.begin) * 20\nvariable.T20End = candle.end + (candle.end - candle.begin) * 20\nvariable.T30Begin = candle.begin + (candle.end - candle.begin) * 30\nvariable.T30End = candle.end + (candle.end - candle.begin) * 30\n\t// End of code :-)",
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"code": "/* Initialization Code*/\n\nvariable.lastClose = []\nvariable.S = []\nvariable.fY = []\nvariable.Errors = []\nvariable.lastClose2x = []\nvariable.lastForecast5 = []\nvariable.lastForecast10 = []\nvariable.lastForecast20 = []\nvariable.lastForecast30 = []",
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