1 | <?php
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2 | /*
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3 | * Copyright 2014 Google Inc.
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4 | *
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5 | * Licensed under the Apache License, Version 2.0 (the "License"); you may not
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6 | * use this file except in compliance with the License. You may obtain a copy of
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7 | * the License at
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8 | *
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9 | * http://www.apache.org/licenses/LICENSE-2.0
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10 | *
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11 | * Unless required by applicable law or agreed to in writing, software
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12 | * distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
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13 | * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
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14 | * License for the specific language governing permissions and limitations under
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15 | * the License.
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16 | */
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17 |
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18 | namespace Google\Service\Bigquery;
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19 |
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20 | class TrainingOptions extends \Google\Collection
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21 | {
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22 | protected $collection_key = 'vertexAiModelVersionAliases';
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23 | /**
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24 | * @var string
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25 | */
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26 | public $activationFn;
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27 | /**
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28 | * @var bool
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29 | */
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30 | public $adjustStepChanges;
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31 | /**
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32 | * @var bool
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33 | */
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34 | public $approxGlobalFeatureContrib;
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35 | /**
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36 | * @var bool
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37 | */
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38 | public $autoArima;
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39 | /**
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40 | * @var string
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41 | */
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42 | public $autoArimaMaxOrder;
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43 | /**
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44 | * @var string
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45 | */
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46 | public $autoArimaMinOrder;
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47 | /**
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48 | * @var bool
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49 | */
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50 | public $autoClassWeights;
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51 | /**
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52 | * @var string
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53 | */
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54 | public $batchSize;
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55 | /**
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56 | * @var string
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57 | */
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58 | public $boosterType;
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59 | public $budgetHours;
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60 | /**
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61 | * @var bool
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62 | */
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63 | public $calculatePValues;
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64 | /**
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65 | * @var string
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66 | */
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67 | public $categoryEncodingMethod;
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68 | /**
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69 | * @var bool
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70 | */
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71 | public $cleanSpikesAndDips;
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72 | /**
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73 | * @var string
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74 | */
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75 | public $colorSpace;
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76 | public $colsampleBylevel;
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77 | public $colsampleBynode;
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78 | public $colsampleBytree;
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79 | /**
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80 | * @var string
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81 | */
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82 | public $contributionMetric;
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83 | /**
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84 | * @var string
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85 | */
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86 | public $dartNormalizeType;
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87 | /**
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88 | * @var string
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89 | */
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90 | public $dataFrequency;
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91 | /**
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92 | * @var string
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93 | */
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94 | public $dataSplitColumn;
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95 | public $dataSplitEvalFraction;
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96 | /**
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97 | * @var string
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98 | */
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99 | public $dataSplitMethod;
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100 | /**
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101 | * @var bool
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102 | */
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103 | public $decomposeTimeSeries;
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104 | /**
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105 | * @var string[]
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106 | */
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107 | public $dimensionIdColumns;
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108 | /**
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109 | * @var string
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110 | */
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111 | public $distanceType;
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112 | public $dropout;
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113 | /**
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114 | * @var bool
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115 | */
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116 | public $earlyStop;
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117 | /**
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118 | * @var bool
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119 | */
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120 | public $enableGlobalExplain;
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121 | /**
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122 | * @var string
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123 | */
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124 | public $feedbackType;
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125 | /**
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126 | * @var bool
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127 | */
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128 | public $fitIntercept;
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129 | /**
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130 | * @var string[]
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131 | */
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132 | public $hiddenUnits;
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133 | /**
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134 | * @var string
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135 | */
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136 | public $holidayRegion;
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137 | /**
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138 | * @var string[]
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139 | */
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140 | public $holidayRegions;
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141 | /**
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142 | * @var string
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143 | */
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144 | public $horizon;
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145 | /**
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146 | * @var string[]
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147 | */
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148 | public $hparamTuningObjectives;
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149 | /**
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150 | * @var bool
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151 | */
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152 | public $includeDrift;
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153 | public $initialLearnRate;
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154 | /**
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155 | * @var string[]
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156 | */
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157 | public $inputLabelColumns;
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158 | /**
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159 | * @var string
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160 | */
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161 | public $instanceWeightColumn;
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162 | /**
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163 | * @var string
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164 | */
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165 | public $integratedGradientsNumSteps;
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166 | /**
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167 | * @var string
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168 | */
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169 | public $isTestColumn;
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170 | /**
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171 | * @var string
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172 | */
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173 | public $itemColumn;
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174 | /**
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175 | * @var string
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176 | */
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177 | public $kmeansInitializationColumn;
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178 | /**
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179 | * @var string
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180 | */
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181 | public $kmeansInitializationMethod;
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182 | public $l1RegActivation;
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183 | public $l1Regularization;
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184 | public $l2Regularization;
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185 | public $labelClassWeights;
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186 | public $learnRate;
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187 | /**
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188 | * @var string
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189 | */
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190 | public $learnRateStrategy;
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191 | /**
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192 | * @var string
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193 | */
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194 | public $lossType;
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195 | /**
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196 | * @var string
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197 | */
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198 | public $maxIterations;
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199 | /**
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200 | * @var string
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201 | */
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202 | public $maxParallelTrials;
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203 | /**
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204 | * @var string
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205 | */
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206 | public $maxTimeSeriesLength;
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207 | /**
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208 | * @var string
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209 | */
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210 | public $maxTreeDepth;
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211 | public $minAprioriSupport;
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212 | public $minRelativeProgress;
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213 | public $minSplitLoss;
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214 | /**
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215 | * @var string
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216 | */
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217 | public $minTimeSeriesLength;
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218 | /**
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219 | * @var string
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220 | */
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221 | public $minTreeChildWeight;
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222 | /**
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223 | * @var string
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224 | */
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225 | public $modelRegistry;
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226 | /**
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227 | * @var string
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228 | */
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229 | public $modelUri;
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230 | protected $nonSeasonalOrderType = ArimaOrder::class;
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231 | protected $nonSeasonalOrderDataType = '';
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232 | /**
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233 | * @var string
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234 | */
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235 | public $numClusters;
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236 | /**
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237 | * @var string
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238 | */
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239 | public $numFactors;
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240 | /**
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241 | * @var string
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242 | */
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243 | public $numParallelTree;
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244 | /**
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245 | * @var string
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246 | */
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247 | public $numPrincipalComponents;
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248 | /**
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249 | * @var string
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250 | */
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251 | public $numTrials;
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252 | /**
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253 | * @var string
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254 | */
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255 | public $optimizationStrategy;
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256 | /**
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257 | * @var string
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258 | */
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259 | public $optimizer;
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260 | public $pcaExplainedVarianceRatio;
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261 | /**
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262 | * @var string
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263 | */
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264 | public $pcaSolver;
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265 | /**
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266 | * @var string
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267 | */
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268 | public $sampledShapleyNumPaths;
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269 | /**
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270 | * @var bool
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271 | */
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272 | public $scaleFeatures;
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273 | /**
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274 | * @var bool
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275 | */
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276 | public $standardizeFeatures;
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277 | public $subsample;
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278 | /**
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279 | * @var string
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280 | */
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281 | public $tfVersion;
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282 | /**
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283 | * @var string
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284 | */
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285 | public $timeSeriesDataColumn;
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286 | /**
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287 | * @var string
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288 | */
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289 | public $timeSeriesIdColumn;
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290 | /**
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291 | * @var string[]
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292 | */
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293 | public $timeSeriesIdColumns;
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294 | public $timeSeriesLengthFraction;
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295 | /**
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296 | * @var string
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297 | */
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298 | public $timeSeriesTimestampColumn;
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299 | /**
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300 | * @var string
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301 | */
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302 | public $treeMethod;
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303 | /**
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304 | * @var string
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305 | */
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306 | public $trendSmoothingWindowSize;
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307 | /**
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308 | * @var string
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309 | */
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310 | public $userColumn;
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311 | /**
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312 | * @var string[]
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313 | */
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314 | public $vertexAiModelVersionAliases;
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315 | public $walsAlpha;
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316 | /**
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317 | * @var bool
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318 | */
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319 | public $warmStart;
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320 | /**
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321 | * @var string
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322 | */
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323 | public $xgboostVersion;
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324 |
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325 | /**
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326 | * @param string
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327 | */
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328 | public function setActivationFn($activationFn)
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329 | {
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330 | $this->activationFn = $activationFn;
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331 | }
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332 | /**
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333 | * @return string
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334 | */
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335 | public function getActivationFn()
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336 | {
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337 | return $this->activationFn;
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338 | }
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339 | /**
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340 | * @param bool
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341 | */
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342 | public function setAdjustStepChanges($adjustStepChanges)
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343 | {
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344 | $this->adjustStepChanges = $adjustStepChanges;
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345 | }
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346 | /**
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347 | * @return bool
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348 | */
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349 | public function getAdjustStepChanges()
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350 | {
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351 | return $this->adjustStepChanges;
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352 | }
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353 | /**
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354 | * @param bool
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355 | */
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356 | public function setApproxGlobalFeatureContrib($approxGlobalFeatureContrib)
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357 | {
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358 | $this->approxGlobalFeatureContrib = $approxGlobalFeatureContrib;
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359 | }
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360 | /**
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361 | * @return bool
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362 | */
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363 | public function getApproxGlobalFeatureContrib()
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364 | {
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365 | return $this->approxGlobalFeatureContrib;
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366 | }
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367 | /**
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368 | * @param bool
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369 | */
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370 | public function setAutoArima($autoArima)
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371 | {
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372 | $this->autoArima = $autoArima;
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373 | }
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374 | /**
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375 | * @return bool
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376 | */
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377 | public function getAutoArima()
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378 | {
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379 | return $this->autoArima;
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380 | }
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381 | /**
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382 | * @param string
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383 | */
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384 | public function setAutoArimaMaxOrder($autoArimaMaxOrder)
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385 | {
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386 | $this->autoArimaMaxOrder = $autoArimaMaxOrder;
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387 | }
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388 | /**
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389 | * @return string
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390 | */
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391 | public function getAutoArimaMaxOrder()
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392 | {
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393 | return $this->autoArimaMaxOrder;
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394 | }
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395 | /**
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396 | * @param string
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397 | */
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398 | public function setAutoArimaMinOrder($autoArimaMinOrder)
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399 | {
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400 | $this->autoArimaMinOrder = $autoArimaMinOrder;
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401 | }
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402 | /**
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403 | * @return string
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404 | */
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405 | public function getAutoArimaMinOrder()
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406 | {
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407 | return $this->autoArimaMinOrder;
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408 | }
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409 | /**
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410 | * @param bool
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411 | */
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412 | public function setAutoClassWeights($autoClassWeights)
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413 | {
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414 | $this->autoClassWeights = $autoClassWeights;
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415 | }
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416 | /**
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417 | * @return bool
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418 | */
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419 | public function getAutoClassWeights()
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420 | {
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421 | return $this->autoClassWeights;
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422 | }
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423 | /**
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424 | * @param string
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425 | */
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426 | public function setBatchSize($batchSize)
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427 | {
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428 | $this->batchSize = $batchSize;
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429 | }
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430 | /**
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431 | * @return string
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432 | */
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433 | public function getBatchSize()
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434 | {
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435 | return $this->batchSize;
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436 | }
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437 | /**
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438 | * @param string
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439 | */
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440 | public function setBoosterType($boosterType)
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441 | {
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442 | $this->boosterType = $boosterType;
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443 | }
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444 | /**
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445 | * @return string
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446 | */
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447 | public function getBoosterType()
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448 | {
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449 | return $this->boosterType;
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450 | }
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451 | public function setBudgetHours($budgetHours)
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452 | {
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453 | $this->budgetHours = $budgetHours;
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454 | }
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455 | public function getBudgetHours()
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456 | {
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457 | return $this->budgetHours;
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458 | }
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459 | /**
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460 | * @param bool
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461 | */
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462 | public function setCalculatePValues($calculatePValues)
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463 | {
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464 | $this->calculatePValues = $calculatePValues;
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465 | }
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466 | /**
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467 | * @return bool
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468 | */
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469 | public function getCalculatePValues()
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470 | {
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471 | return $this->calculatePValues;
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472 | }
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473 | /**
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474 | * @param string
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475 | */
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476 | public function setCategoryEncodingMethod($categoryEncodingMethod)
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477 | {
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478 | $this->categoryEncodingMethod = $categoryEncodingMethod;
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479 | }
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480 | /**
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481 | * @return string
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482 | */
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483 | public function getCategoryEncodingMethod()
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484 | {
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485 | return $this->categoryEncodingMethod;
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486 | }
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487 | /**
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488 | * @param bool
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489 | */
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490 | public function setCleanSpikesAndDips($cleanSpikesAndDips)
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491 | {
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492 | $this->cleanSpikesAndDips = $cleanSpikesAndDips;
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493 | }
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494 | /**
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495 | * @return bool
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496 | */
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497 | public function getCleanSpikesAndDips()
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498 | {
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499 | return $this->cleanSpikesAndDips;
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500 | }
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501 | /**
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502 | * @param string
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503 | */
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504 | public function setColorSpace($colorSpace)
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505 | {
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506 | $this->colorSpace = $colorSpace;
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507 | }
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508 | /**
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509 | * @return string
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510 | */
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511 | public function getColorSpace()
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512 | {
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513 | return $this->colorSpace;
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514 | }
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515 | public function setColsampleBylevel($colsampleBylevel)
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516 | {
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517 | $this->colsampleBylevel = $colsampleBylevel;
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518 | }
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519 | public function getColsampleBylevel()
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520 | {
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521 | return $this->colsampleBylevel;
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522 | }
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523 | public function setColsampleBynode($colsampleBynode)
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524 | {
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525 | $this->colsampleBynode = $colsampleBynode;
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526 | }
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527 | public function getColsampleBynode()
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528 | {
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529 | return $this->colsampleBynode;
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530 | }
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531 | public function setColsampleBytree($colsampleBytree)
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532 | {
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533 | $this->colsampleBytree = $colsampleBytree;
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534 | }
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535 | public function getColsampleBytree()
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536 | {
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537 | return $this->colsampleBytree;
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538 | }
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539 | /**
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540 | * @param string
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541 | */
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542 | public function setContributionMetric($contributionMetric)
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543 | {
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544 | $this->contributionMetric = $contributionMetric;
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545 | }
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546 | /**
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547 | * @return string
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548 | */
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549 | public function getContributionMetric()
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550 | {
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551 | return $this->contributionMetric;
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552 | }
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553 | /**
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554 | * @param string
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555 | */
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556 | public function setDartNormalizeType($dartNormalizeType)
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557 | {
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558 | $this->dartNormalizeType = $dartNormalizeType;
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559 | }
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560 | /**
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561 | * @return string
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562 | */
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563 | public function getDartNormalizeType()
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564 | {
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565 | return $this->dartNormalizeType;
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566 | }
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567 | /**
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568 | * @param string
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569 | */
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570 | public function setDataFrequency($dataFrequency)
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---|
571 | {
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572 | $this->dataFrequency = $dataFrequency;
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573 | }
|
---|
574 | /**
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575 | * @return string
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576 | */
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---|
577 | public function getDataFrequency()
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---|
578 | {
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579 | return $this->dataFrequency;
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580 | }
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---|
581 | /**
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---|
582 | * @param string
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---|
583 | */
|
---|
584 | public function setDataSplitColumn($dataSplitColumn)
|
---|
585 | {
|
---|
586 | $this->dataSplitColumn = $dataSplitColumn;
|
---|
587 | }
|
---|
588 | /**
|
---|
589 | * @return string
|
---|
590 | */
|
---|
591 | public function getDataSplitColumn()
|
---|
592 | {
|
---|
593 | return $this->dataSplitColumn;
|
---|
594 | }
|
---|
595 | public function setDataSplitEvalFraction($dataSplitEvalFraction)
|
---|
596 | {
|
---|
597 | $this->dataSplitEvalFraction = $dataSplitEvalFraction;
|
---|
598 | }
|
---|
599 | public function getDataSplitEvalFraction()
|
---|
600 | {
|
---|
601 | return $this->dataSplitEvalFraction;
|
---|
602 | }
|
---|
603 | /**
|
---|
604 | * @param string
|
---|
605 | */
|
---|
606 | public function setDataSplitMethod($dataSplitMethod)
|
---|
607 | {
|
---|
608 | $this->dataSplitMethod = $dataSplitMethod;
|
---|
609 | }
|
---|
610 | /**
|
---|
611 | * @return string
|
---|
612 | */
|
---|
613 | public function getDataSplitMethod()
|
---|
614 | {
|
---|
615 | return $this->dataSplitMethod;
|
---|
616 | }
|
---|
617 | /**
|
---|
618 | * @param bool
|
---|
619 | */
|
---|
620 | public function setDecomposeTimeSeries($decomposeTimeSeries)
|
---|
621 | {
|
---|
622 | $this->decomposeTimeSeries = $decomposeTimeSeries;
|
---|
623 | }
|
---|
624 | /**
|
---|
625 | * @return bool
|
---|
626 | */
|
---|
627 | public function getDecomposeTimeSeries()
|
---|
628 | {
|
---|
629 | return $this->decomposeTimeSeries;
|
---|
630 | }
|
---|
631 | /**
|
---|
632 | * @param string[]
|
---|
633 | */
|
---|
634 | public function setDimensionIdColumns($dimensionIdColumns)
|
---|
635 | {
|
---|
636 | $this->dimensionIdColumns = $dimensionIdColumns;
|
---|
637 | }
|
---|
638 | /**
|
---|
639 | * @return string[]
|
---|
640 | */
|
---|
641 | public function getDimensionIdColumns()
|
---|
642 | {
|
---|
643 | return $this->dimensionIdColumns;
|
---|
644 | }
|
---|
645 | /**
|
---|
646 | * @param string
|
---|
647 | */
|
---|
648 | public function setDistanceType($distanceType)
|
---|
649 | {
|
---|
650 | $this->distanceType = $distanceType;
|
---|
651 | }
|
---|
652 | /**
|
---|
653 | * @return string
|
---|
654 | */
|
---|
655 | public function getDistanceType()
|
---|
656 | {
|
---|
657 | return $this->distanceType;
|
---|
658 | }
|
---|
659 | public function setDropout($dropout)
|
---|
660 | {
|
---|
661 | $this->dropout = $dropout;
|
---|
662 | }
|
---|
663 | public function getDropout()
|
---|
664 | {
|
---|
665 | return $this->dropout;
|
---|
666 | }
|
---|
667 | /**
|
---|
668 | * @param bool
|
---|
669 | */
|
---|
670 | public function setEarlyStop($earlyStop)
|
---|
671 | {
|
---|
672 | $this->earlyStop = $earlyStop;
|
---|
673 | }
|
---|
674 | /**
|
---|
675 | * @return bool
|
---|
676 | */
|
---|
677 | public function getEarlyStop()
|
---|
678 | {
|
---|
679 | return $this->earlyStop;
|
---|
680 | }
|
---|
681 | /**
|
---|
682 | * @param bool
|
---|
683 | */
|
---|
684 | public function setEnableGlobalExplain($enableGlobalExplain)
|
---|
685 | {
|
---|
686 | $this->enableGlobalExplain = $enableGlobalExplain;
|
---|
687 | }
|
---|
688 | /**
|
---|
689 | * @return bool
|
---|
690 | */
|
---|
691 | public function getEnableGlobalExplain()
|
---|
692 | {
|
---|
693 | return $this->enableGlobalExplain;
|
---|
694 | }
|
---|
695 | /**
|
---|
696 | * @param string
|
---|
697 | */
|
---|
698 | public function setFeedbackType($feedbackType)
|
---|
699 | {
|
---|
700 | $this->feedbackType = $feedbackType;
|
---|
701 | }
|
---|
702 | /**
|
---|
703 | * @return string
|
---|
704 | */
|
---|
705 | public function getFeedbackType()
|
---|
706 | {
|
---|
707 | return $this->feedbackType;
|
---|
708 | }
|
---|
709 | /**
|
---|
710 | * @param bool
|
---|
711 | */
|
---|
712 | public function setFitIntercept($fitIntercept)
|
---|
713 | {
|
---|
714 | $this->fitIntercept = $fitIntercept;
|
---|
715 | }
|
---|
716 | /**
|
---|
717 | * @return bool
|
---|
718 | */
|
---|
719 | public function getFitIntercept()
|
---|
720 | {
|
---|
721 | return $this->fitIntercept;
|
---|
722 | }
|
---|
723 | /**
|
---|
724 | * @param string[]
|
---|
725 | */
|
---|
726 | public function setHiddenUnits($hiddenUnits)
|
---|
727 | {
|
---|
728 | $this->hiddenUnits = $hiddenUnits;
|
---|
729 | }
|
---|
730 | /**
|
---|
731 | * @return string[]
|
---|
732 | */
|
---|
733 | public function getHiddenUnits()
|
---|
734 | {
|
---|
735 | return $this->hiddenUnits;
|
---|
736 | }
|
---|
737 | /**
|
---|
738 | * @param string
|
---|
739 | */
|
---|
740 | public function setHolidayRegion($holidayRegion)
|
---|
741 | {
|
---|
742 | $this->holidayRegion = $holidayRegion;
|
---|
743 | }
|
---|
744 | /**
|
---|
745 | * @return string
|
---|
746 | */
|
---|
747 | public function getHolidayRegion()
|
---|
748 | {
|
---|
749 | return $this->holidayRegion;
|
---|
750 | }
|
---|
751 | /**
|
---|
752 | * @param string[]
|
---|
753 | */
|
---|
754 | public function setHolidayRegions($holidayRegions)
|
---|
755 | {
|
---|
756 | $this->holidayRegions = $holidayRegions;
|
---|
757 | }
|
---|
758 | /**
|
---|
759 | * @return string[]
|
---|
760 | */
|
---|
761 | public function getHolidayRegions()
|
---|
762 | {
|
---|
763 | return $this->holidayRegions;
|
---|
764 | }
|
---|
765 | /**
|
---|
766 | * @param string
|
---|
767 | */
|
---|
768 | public function setHorizon($horizon)
|
---|
769 | {
|
---|
770 | $this->horizon = $horizon;
|
---|
771 | }
|
---|
772 | /**
|
---|
773 | * @return string
|
---|
774 | */
|
---|
775 | public function getHorizon()
|
---|
776 | {
|
---|
777 | return $this->horizon;
|
---|
778 | }
|
---|
779 | /**
|
---|
780 | * @param string[]
|
---|
781 | */
|
---|
782 | public function setHparamTuningObjectives($hparamTuningObjectives)
|
---|
783 | {
|
---|
784 | $this->hparamTuningObjectives = $hparamTuningObjectives;
|
---|
785 | }
|
---|
786 | /**
|
---|
787 | * @return string[]
|
---|
788 | */
|
---|
789 | public function getHparamTuningObjectives()
|
---|
790 | {
|
---|
791 | return $this->hparamTuningObjectives;
|
---|
792 | }
|
---|
793 | /**
|
---|
794 | * @param bool
|
---|
795 | */
|
---|
796 | public function setIncludeDrift($includeDrift)
|
---|
797 | {
|
---|
798 | $this->includeDrift = $includeDrift;
|
---|
799 | }
|
---|
800 | /**
|
---|
801 | * @return bool
|
---|
802 | */
|
---|
803 | public function getIncludeDrift()
|
---|
804 | {
|
---|
805 | return $this->includeDrift;
|
---|
806 | }
|
---|
807 | public function setInitialLearnRate($initialLearnRate)
|
---|
808 | {
|
---|
809 | $this->initialLearnRate = $initialLearnRate;
|
---|
810 | }
|
---|
811 | public function getInitialLearnRate()
|
---|
812 | {
|
---|
813 | return $this->initialLearnRate;
|
---|
814 | }
|
---|
815 | /**
|
---|
816 | * @param string[]
|
---|
817 | */
|
---|
818 | public function setInputLabelColumns($inputLabelColumns)
|
---|
819 | {
|
---|
820 | $this->inputLabelColumns = $inputLabelColumns;
|
---|
821 | }
|
---|
822 | /**
|
---|
823 | * @return string[]
|
---|
824 | */
|
---|
825 | public function getInputLabelColumns()
|
---|
826 | {
|
---|
827 | return $this->inputLabelColumns;
|
---|
828 | }
|
---|
829 | /**
|
---|
830 | * @param string
|
---|
831 | */
|
---|
832 | public function setInstanceWeightColumn($instanceWeightColumn)
|
---|
833 | {
|
---|
834 | $this->instanceWeightColumn = $instanceWeightColumn;
|
---|
835 | }
|
---|
836 | /**
|
---|
837 | * @return string
|
---|
838 | */
|
---|
839 | public function getInstanceWeightColumn()
|
---|
840 | {
|
---|
841 | return $this->instanceWeightColumn;
|
---|
842 | }
|
---|
843 | /**
|
---|
844 | * @param string
|
---|
845 | */
|
---|
846 | public function setIntegratedGradientsNumSteps($integratedGradientsNumSteps)
|
---|
847 | {
|
---|
848 | $this->integratedGradientsNumSteps = $integratedGradientsNumSteps;
|
---|
849 | }
|
---|
850 | /**
|
---|
851 | * @return string
|
---|
852 | */
|
---|
853 | public function getIntegratedGradientsNumSteps()
|
---|
854 | {
|
---|
855 | return $this->integratedGradientsNumSteps;
|
---|
856 | }
|
---|
857 | /**
|
---|
858 | * @param string
|
---|
859 | */
|
---|
860 | public function setIsTestColumn($isTestColumn)
|
---|
861 | {
|
---|
862 | $this->isTestColumn = $isTestColumn;
|
---|
863 | }
|
---|
864 | /**
|
---|
865 | * @return string
|
---|
866 | */
|
---|
867 | public function getIsTestColumn()
|
---|
868 | {
|
---|
869 | return $this->isTestColumn;
|
---|
870 | }
|
---|
871 | /**
|
---|
872 | * @param string
|
---|
873 | */
|
---|
874 | public function setItemColumn($itemColumn)
|
---|
875 | {
|
---|
876 | $this->itemColumn = $itemColumn;
|
---|
877 | }
|
---|
878 | /**
|
---|
879 | * @return string
|
---|
880 | */
|
---|
881 | public function getItemColumn()
|
---|
882 | {
|
---|
883 | return $this->itemColumn;
|
---|
884 | }
|
---|
885 | /**
|
---|
886 | * @param string
|
---|
887 | */
|
---|
888 | public function setKmeansInitializationColumn($kmeansInitializationColumn)
|
---|
889 | {
|
---|
890 | $this->kmeansInitializationColumn = $kmeansInitializationColumn;
|
---|
891 | }
|
---|
892 | /**
|
---|
893 | * @return string
|
---|
894 | */
|
---|
895 | public function getKmeansInitializationColumn()
|
---|
896 | {
|
---|
897 | return $this->kmeansInitializationColumn;
|
---|
898 | }
|
---|
899 | /**
|
---|
900 | * @param string
|
---|
901 | */
|
---|
902 | public function setKmeansInitializationMethod($kmeansInitializationMethod)
|
---|
903 | {
|
---|
904 | $this->kmeansInitializationMethod = $kmeansInitializationMethod;
|
---|
905 | }
|
---|
906 | /**
|
---|
907 | * @return string
|
---|
908 | */
|
---|
909 | public function getKmeansInitializationMethod()
|
---|
910 | {
|
---|
911 | return $this->kmeansInitializationMethod;
|
---|
912 | }
|
---|
913 | public function setL1RegActivation($l1RegActivation)
|
---|
914 | {
|
---|
915 | $this->l1RegActivation = $l1RegActivation;
|
---|
916 | }
|
---|
917 | public function getL1RegActivation()
|
---|
918 | {
|
---|
919 | return $this->l1RegActivation;
|
---|
920 | }
|
---|
921 | public function setL1Regularization($l1Regularization)
|
---|
922 | {
|
---|
923 | $this->l1Regularization = $l1Regularization;
|
---|
924 | }
|
---|
925 | public function getL1Regularization()
|
---|
926 | {
|
---|
927 | return $this->l1Regularization;
|
---|
928 | }
|
---|
929 | public function setL2Regularization($l2Regularization)
|
---|
930 | {
|
---|
931 | $this->l2Regularization = $l2Regularization;
|
---|
932 | }
|
---|
933 | public function getL2Regularization()
|
---|
934 | {
|
---|
935 | return $this->l2Regularization;
|
---|
936 | }
|
---|
937 | public function setLabelClassWeights($labelClassWeights)
|
---|
938 | {
|
---|
939 | $this->labelClassWeights = $labelClassWeights;
|
---|
940 | }
|
---|
941 | public function getLabelClassWeights()
|
---|
942 | {
|
---|
943 | return $this->labelClassWeights;
|
---|
944 | }
|
---|
945 | public function setLearnRate($learnRate)
|
---|
946 | {
|
---|
947 | $this->learnRate = $learnRate;
|
---|
948 | }
|
---|
949 | public function getLearnRate()
|
---|
950 | {
|
---|
951 | return $this->learnRate;
|
---|
952 | }
|
---|
953 | /**
|
---|
954 | * @param string
|
---|
955 | */
|
---|
956 | public function setLearnRateStrategy($learnRateStrategy)
|
---|
957 | {
|
---|
958 | $this->learnRateStrategy = $learnRateStrategy;
|
---|
959 | }
|
---|
960 | /**
|
---|
961 | * @return string
|
---|
962 | */
|
---|
963 | public function getLearnRateStrategy()
|
---|
964 | {
|
---|
965 | return $this->learnRateStrategy;
|
---|
966 | }
|
---|
967 | /**
|
---|
968 | * @param string
|
---|
969 | */
|
---|
970 | public function setLossType($lossType)
|
---|
971 | {
|
---|
972 | $this->lossType = $lossType;
|
---|
973 | }
|
---|
974 | /**
|
---|
975 | * @return string
|
---|
976 | */
|
---|
977 | public function getLossType()
|
---|
978 | {
|
---|
979 | return $this->lossType;
|
---|
980 | }
|
---|
981 | /**
|
---|
982 | * @param string
|
---|
983 | */
|
---|
984 | public function setMaxIterations($maxIterations)
|
---|
985 | {
|
---|
986 | $this->maxIterations = $maxIterations;
|
---|
987 | }
|
---|
988 | /**
|
---|
989 | * @return string
|
---|
990 | */
|
---|
991 | public function getMaxIterations()
|
---|
992 | {
|
---|
993 | return $this->maxIterations;
|
---|
994 | }
|
---|
995 | /**
|
---|
996 | * @param string
|
---|
997 | */
|
---|
998 | public function setMaxParallelTrials($maxParallelTrials)
|
---|
999 | {
|
---|
1000 | $this->maxParallelTrials = $maxParallelTrials;
|
---|
1001 | }
|
---|
1002 | /**
|
---|
1003 | * @return string
|
---|
1004 | */
|
---|
1005 | public function getMaxParallelTrials()
|
---|
1006 | {
|
---|
1007 | return $this->maxParallelTrials;
|
---|
1008 | }
|
---|
1009 | /**
|
---|
1010 | * @param string
|
---|
1011 | */
|
---|
1012 | public function setMaxTimeSeriesLength($maxTimeSeriesLength)
|
---|
1013 | {
|
---|
1014 | $this->maxTimeSeriesLength = $maxTimeSeriesLength;
|
---|
1015 | }
|
---|
1016 | /**
|
---|
1017 | * @return string
|
---|
1018 | */
|
---|
1019 | public function getMaxTimeSeriesLength()
|
---|
1020 | {
|
---|
1021 | return $this->maxTimeSeriesLength;
|
---|
1022 | }
|
---|
1023 | /**
|
---|
1024 | * @param string
|
---|
1025 | */
|
---|
1026 | public function setMaxTreeDepth($maxTreeDepth)
|
---|
1027 | {
|
---|
1028 | $this->maxTreeDepth = $maxTreeDepth;
|
---|
1029 | }
|
---|
1030 | /**
|
---|
1031 | * @return string
|
---|
1032 | */
|
---|
1033 | public function getMaxTreeDepth()
|
---|
1034 | {
|
---|
1035 | return $this->maxTreeDepth;
|
---|
1036 | }
|
---|
1037 | public function setMinAprioriSupport($minAprioriSupport)
|
---|
1038 | {
|
---|
1039 | $this->minAprioriSupport = $minAprioriSupport;
|
---|
1040 | }
|
---|
1041 | public function getMinAprioriSupport()
|
---|
1042 | {
|
---|
1043 | return $this->minAprioriSupport;
|
---|
1044 | }
|
---|
1045 | public function setMinRelativeProgress($minRelativeProgress)
|
---|
1046 | {
|
---|
1047 | $this->minRelativeProgress = $minRelativeProgress;
|
---|
1048 | }
|
---|
1049 | public function getMinRelativeProgress()
|
---|
1050 | {
|
---|
1051 | return $this->minRelativeProgress;
|
---|
1052 | }
|
---|
1053 | public function setMinSplitLoss($minSplitLoss)
|
---|
1054 | {
|
---|
1055 | $this->minSplitLoss = $minSplitLoss;
|
---|
1056 | }
|
---|
1057 | public function getMinSplitLoss()
|
---|
1058 | {
|
---|
1059 | return $this->minSplitLoss;
|
---|
1060 | }
|
---|
1061 | /**
|
---|
1062 | * @param string
|
---|
1063 | */
|
---|
1064 | public function setMinTimeSeriesLength($minTimeSeriesLength)
|
---|
1065 | {
|
---|
1066 | $this->minTimeSeriesLength = $minTimeSeriesLength;
|
---|
1067 | }
|
---|
1068 | /**
|
---|
1069 | * @return string
|
---|
1070 | */
|
---|
1071 | public function getMinTimeSeriesLength()
|
---|
1072 | {
|
---|
1073 | return $this->minTimeSeriesLength;
|
---|
1074 | }
|
---|
1075 | /**
|
---|
1076 | * @param string
|
---|
1077 | */
|
---|
1078 | public function setMinTreeChildWeight($minTreeChildWeight)
|
---|
1079 | {
|
---|
1080 | $this->minTreeChildWeight = $minTreeChildWeight;
|
---|
1081 | }
|
---|
1082 | /**
|
---|
1083 | * @return string
|
---|
1084 | */
|
---|
1085 | public function getMinTreeChildWeight()
|
---|
1086 | {
|
---|
1087 | return $this->minTreeChildWeight;
|
---|
1088 | }
|
---|
1089 | /**
|
---|
1090 | * @param string
|
---|
1091 | */
|
---|
1092 | public function setModelRegistry($modelRegistry)
|
---|
1093 | {
|
---|
1094 | $this->modelRegistry = $modelRegistry;
|
---|
1095 | }
|
---|
1096 | /**
|
---|
1097 | * @return string
|
---|
1098 | */
|
---|
1099 | public function getModelRegistry()
|
---|
1100 | {
|
---|
1101 | return $this->modelRegistry;
|
---|
1102 | }
|
---|
1103 | /**
|
---|
1104 | * @param string
|
---|
1105 | */
|
---|
1106 | public function setModelUri($modelUri)
|
---|
1107 | {
|
---|
1108 | $this->modelUri = $modelUri;
|
---|
1109 | }
|
---|
1110 | /**
|
---|
1111 | * @return string
|
---|
1112 | */
|
---|
1113 | public function getModelUri()
|
---|
1114 | {
|
---|
1115 | return $this->modelUri;
|
---|
1116 | }
|
---|
1117 | /**
|
---|
1118 | * @param ArimaOrder
|
---|
1119 | */
|
---|
1120 | public function setNonSeasonalOrder(ArimaOrder $nonSeasonalOrder)
|
---|
1121 | {
|
---|
1122 | $this->nonSeasonalOrder = $nonSeasonalOrder;
|
---|
1123 | }
|
---|
1124 | /**
|
---|
1125 | * @return ArimaOrder
|
---|
1126 | */
|
---|
1127 | public function getNonSeasonalOrder()
|
---|
1128 | {
|
---|
1129 | return $this->nonSeasonalOrder;
|
---|
1130 | }
|
---|
1131 | /**
|
---|
1132 | * @param string
|
---|
1133 | */
|
---|
1134 | public function setNumClusters($numClusters)
|
---|
1135 | {
|
---|
1136 | $this->numClusters = $numClusters;
|
---|
1137 | }
|
---|
1138 | /**
|
---|
1139 | * @return string
|
---|
1140 | */
|
---|
1141 | public function getNumClusters()
|
---|
1142 | {
|
---|
1143 | return $this->numClusters;
|
---|
1144 | }
|
---|
1145 | /**
|
---|
1146 | * @param string
|
---|
1147 | */
|
---|
1148 | public function setNumFactors($numFactors)
|
---|
1149 | {
|
---|
1150 | $this->numFactors = $numFactors;
|
---|
1151 | }
|
---|
1152 | /**
|
---|
1153 | * @return string
|
---|
1154 | */
|
---|
1155 | public function getNumFactors()
|
---|
1156 | {
|
---|
1157 | return $this->numFactors;
|
---|
1158 | }
|
---|
1159 | /**
|
---|
1160 | * @param string
|
---|
1161 | */
|
---|
1162 | public function setNumParallelTree($numParallelTree)
|
---|
1163 | {
|
---|
1164 | $this->numParallelTree = $numParallelTree;
|
---|
1165 | }
|
---|
1166 | /**
|
---|
1167 | * @return string
|
---|
1168 | */
|
---|
1169 | public function getNumParallelTree()
|
---|
1170 | {
|
---|
1171 | return $this->numParallelTree;
|
---|
1172 | }
|
---|
1173 | /**
|
---|
1174 | * @param string
|
---|
1175 | */
|
---|
1176 | public function setNumPrincipalComponents($numPrincipalComponents)
|
---|
1177 | {
|
---|
1178 | $this->numPrincipalComponents = $numPrincipalComponents;
|
---|
1179 | }
|
---|
1180 | /**
|
---|
1181 | * @return string
|
---|
1182 | */
|
---|
1183 | public function getNumPrincipalComponents()
|
---|
1184 | {
|
---|
1185 | return $this->numPrincipalComponents;
|
---|
1186 | }
|
---|
1187 | /**
|
---|
1188 | * @param string
|
---|
1189 | */
|
---|
1190 | public function setNumTrials($numTrials)
|
---|
1191 | {
|
---|
1192 | $this->numTrials = $numTrials;
|
---|
1193 | }
|
---|
1194 | /**
|
---|
1195 | * @return string
|
---|
1196 | */
|
---|
1197 | public function getNumTrials()
|
---|
1198 | {
|
---|
1199 | return $this->numTrials;
|
---|
1200 | }
|
---|
1201 | /**
|
---|
1202 | * @param string
|
---|
1203 | */
|
---|
1204 | public function setOptimizationStrategy($optimizationStrategy)
|
---|
1205 | {
|
---|
1206 | $this->optimizationStrategy = $optimizationStrategy;
|
---|
1207 | }
|
---|
1208 | /**
|
---|
1209 | * @return string
|
---|
1210 | */
|
---|
1211 | public function getOptimizationStrategy()
|
---|
1212 | {
|
---|
1213 | return $this->optimizationStrategy;
|
---|
1214 | }
|
---|
1215 | /**
|
---|
1216 | * @param string
|
---|
1217 | */
|
---|
1218 | public function setOptimizer($optimizer)
|
---|
1219 | {
|
---|
1220 | $this->optimizer = $optimizer;
|
---|
1221 | }
|
---|
1222 | /**
|
---|
1223 | * @return string
|
---|
1224 | */
|
---|
1225 | public function getOptimizer()
|
---|
1226 | {
|
---|
1227 | return $this->optimizer;
|
---|
1228 | }
|
---|
1229 | public function setPcaExplainedVarianceRatio($pcaExplainedVarianceRatio)
|
---|
1230 | {
|
---|
1231 | $this->pcaExplainedVarianceRatio = $pcaExplainedVarianceRatio;
|
---|
1232 | }
|
---|
1233 | public function getPcaExplainedVarianceRatio()
|
---|
1234 | {
|
---|
1235 | return $this->pcaExplainedVarianceRatio;
|
---|
1236 | }
|
---|
1237 | /**
|
---|
1238 | * @param string
|
---|
1239 | */
|
---|
1240 | public function setPcaSolver($pcaSolver)
|
---|
1241 | {
|
---|
1242 | $this->pcaSolver = $pcaSolver;
|
---|
1243 | }
|
---|
1244 | /**
|
---|
1245 | * @return string
|
---|
1246 | */
|
---|
1247 | public function getPcaSolver()
|
---|
1248 | {
|
---|
1249 | return $this->pcaSolver;
|
---|
1250 | }
|
---|
1251 | /**
|
---|
1252 | * @param string
|
---|
1253 | */
|
---|
1254 | public function setSampledShapleyNumPaths($sampledShapleyNumPaths)
|
---|
1255 | {
|
---|
1256 | $this->sampledShapleyNumPaths = $sampledShapleyNumPaths;
|
---|
1257 | }
|
---|
1258 | /**
|
---|
1259 | * @return string
|
---|
1260 | */
|
---|
1261 | public function getSampledShapleyNumPaths()
|
---|
1262 | {
|
---|
1263 | return $this->sampledShapleyNumPaths;
|
---|
1264 | }
|
---|
1265 | /**
|
---|
1266 | * @param bool
|
---|
1267 | */
|
---|
1268 | public function setScaleFeatures($scaleFeatures)
|
---|
1269 | {
|
---|
1270 | $this->scaleFeatures = $scaleFeatures;
|
---|
1271 | }
|
---|
1272 | /**
|
---|
1273 | * @return bool
|
---|
1274 | */
|
---|
1275 | public function getScaleFeatures()
|
---|
1276 | {
|
---|
1277 | return $this->scaleFeatures;
|
---|
1278 | }
|
---|
1279 | /**
|
---|
1280 | * @param bool
|
---|
1281 | */
|
---|
1282 | public function setStandardizeFeatures($standardizeFeatures)
|
---|
1283 | {
|
---|
1284 | $this->standardizeFeatures = $standardizeFeatures;
|
---|
1285 | }
|
---|
1286 | /**
|
---|
1287 | * @return bool
|
---|
1288 | */
|
---|
1289 | public function getStandardizeFeatures()
|
---|
1290 | {
|
---|
1291 | return $this->standardizeFeatures;
|
---|
1292 | }
|
---|
1293 | public function setSubsample($subsample)
|
---|
1294 | {
|
---|
1295 | $this->subsample = $subsample;
|
---|
1296 | }
|
---|
1297 | public function getSubsample()
|
---|
1298 | {
|
---|
1299 | return $this->subsample;
|
---|
1300 | }
|
---|
1301 | /**
|
---|
1302 | * @param string
|
---|
1303 | */
|
---|
1304 | public function setTfVersion($tfVersion)
|
---|
1305 | {
|
---|
1306 | $this->tfVersion = $tfVersion;
|
---|
1307 | }
|
---|
1308 | /**
|
---|
1309 | * @return string
|
---|
1310 | */
|
---|
1311 | public function getTfVersion()
|
---|
1312 | {
|
---|
1313 | return $this->tfVersion;
|
---|
1314 | }
|
---|
1315 | /**
|
---|
1316 | * @param string
|
---|
1317 | */
|
---|
1318 | public function setTimeSeriesDataColumn($timeSeriesDataColumn)
|
---|
1319 | {
|
---|
1320 | $this->timeSeriesDataColumn = $timeSeriesDataColumn;
|
---|
1321 | }
|
---|
1322 | /**
|
---|
1323 | * @return string
|
---|
1324 | */
|
---|
1325 | public function getTimeSeriesDataColumn()
|
---|
1326 | {
|
---|
1327 | return $this->timeSeriesDataColumn;
|
---|
1328 | }
|
---|
1329 | /**
|
---|
1330 | * @param string
|
---|
1331 | */
|
---|
1332 | public function setTimeSeriesIdColumn($timeSeriesIdColumn)
|
---|
1333 | {
|
---|
1334 | $this->timeSeriesIdColumn = $timeSeriesIdColumn;
|
---|
1335 | }
|
---|
1336 | /**
|
---|
1337 | * @return string
|
---|
1338 | */
|
---|
1339 | public function getTimeSeriesIdColumn()
|
---|
1340 | {
|
---|
1341 | return $this->timeSeriesIdColumn;
|
---|
1342 | }
|
---|
1343 | /**
|
---|
1344 | * @param string[]
|
---|
1345 | */
|
---|
1346 | public function setTimeSeriesIdColumns($timeSeriesIdColumns)
|
---|
1347 | {
|
---|
1348 | $this->timeSeriesIdColumns = $timeSeriesIdColumns;
|
---|
1349 | }
|
---|
1350 | /**
|
---|
1351 | * @return string[]
|
---|
1352 | */
|
---|
1353 | public function getTimeSeriesIdColumns()
|
---|
1354 | {
|
---|
1355 | return $this->timeSeriesIdColumns;
|
---|
1356 | }
|
---|
1357 | public function setTimeSeriesLengthFraction($timeSeriesLengthFraction)
|
---|
1358 | {
|
---|
1359 | $this->timeSeriesLengthFraction = $timeSeriesLengthFraction;
|
---|
1360 | }
|
---|
1361 | public function getTimeSeriesLengthFraction()
|
---|
1362 | {
|
---|
1363 | return $this->timeSeriesLengthFraction;
|
---|
1364 | }
|
---|
1365 | /**
|
---|
1366 | * @param string
|
---|
1367 | */
|
---|
1368 | public function setTimeSeriesTimestampColumn($timeSeriesTimestampColumn)
|
---|
1369 | {
|
---|
1370 | $this->timeSeriesTimestampColumn = $timeSeriesTimestampColumn;
|
---|
1371 | }
|
---|
1372 | /**
|
---|
1373 | * @return string
|
---|
1374 | */
|
---|
1375 | public function getTimeSeriesTimestampColumn()
|
---|
1376 | {
|
---|
1377 | return $this->timeSeriesTimestampColumn;
|
---|
1378 | }
|
---|
1379 | /**
|
---|
1380 | * @param string
|
---|
1381 | */
|
---|
1382 | public function setTreeMethod($treeMethod)
|
---|
1383 | {
|
---|
1384 | $this->treeMethod = $treeMethod;
|
---|
1385 | }
|
---|
1386 | /**
|
---|
1387 | * @return string
|
---|
1388 | */
|
---|
1389 | public function getTreeMethod()
|
---|
1390 | {
|
---|
1391 | return $this->treeMethod;
|
---|
1392 | }
|
---|
1393 | /**
|
---|
1394 | * @param string
|
---|
1395 | */
|
---|
1396 | public function setTrendSmoothingWindowSize($trendSmoothingWindowSize)
|
---|
1397 | {
|
---|
1398 | $this->trendSmoothingWindowSize = $trendSmoothingWindowSize;
|
---|
1399 | }
|
---|
1400 | /**
|
---|
1401 | * @return string
|
---|
1402 | */
|
---|
1403 | public function getTrendSmoothingWindowSize()
|
---|
1404 | {
|
---|
1405 | return $this->trendSmoothingWindowSize;
|
---|
1406 | }
|
---|
1407 | /**
|
---|
1408 | * @param string
|
---|
1409 | */
|
---|
1410 | public function setUserColumn($userColumn)
|
---|
1411 | {
|
---|
1412 | $this->userColumn = $userColumn;
|
---|
1413 | }
|
---|
1414 | /**
|
---|
1415 | * @return string
|
---|
1416 | */
|
---|
1417 | public function getUserColumn()
|
---|
1418 | {
|
---|
1419 | return $this->userColumn;
|
---|
1420 | }
|
---|
1421 | /**
|
---|
1422 | * @param string[]
|
---|
1423 | */
|
---|
1424 | public function setVertexAiModelVersionAliases($vertexAiModelVersionAliases)
|
---|
1425 | {
|
---|
1426 | $this->vertexAiModelVersionAliases = $vertexAiModelVersionAliases;
|
---|
1427 | }
|
---|
1428 | /**
|
---|
1429 | * @return string[]
|
---|
1430 | */
|
---|
1431 | public function getVertexAiModelVersionAliases()
|
---|
1432 | {
|
---|
1433 | return $this->vertexAiModelVersionAliases;
|
---|
1434 | }
|
---|
1435 | public function setWalsAlpha($walsAlpha)
|
---|
1436 | {
|
---|
1437 | $this->walsAlpha = $walsAlpha;
|
---|
1438 | }
|
---|
1439 | public function getWalsAlpha()
|
---|
1440 | {
|
---|
1441 | return $this->walsAlpha;
|
---|
1442 | }
|
---|
1443 | /**
|
---|
1444 | * @param bool
|
---|
1445 | */
|
---|
1446 | public function setWarmStart($warmStart)
|
---|
1447 | {
|
---|
1448 | $this->warmStart = $warmStart;
|
---|
1449 | }
|
---|
1450 | /**
|
---|
1451 | * @return bool
|
---|
1452 | */
|
---|
1453 | public function getWarmStart()
|
---|
1454 | {
|
---|
1455 | return $this->warmStart;
|
---|
1456 | }
|
---|
1457 | /**
|
---|
1458 | * @param string
|
---|
1459 | */
|
---|
1460 | public function setXgboostVersion($xgboostVersion)
|
---|
1461 | {
|
---|
1462 | $this->xgboostVersion = $xgboostVersion;
|
---|
1463 | }
|
---|
1464 | /**
|
---|
1465 | * @return string
|
---|
1466 | */
|
---|
1467 | public function getXgboostVersion()
|
---|
1468 | {
|
---|
1469 | return $this->xgboostVersion;
|
---|
1470 | }
|
---|
1471 | }
|
---|
1472 |
|
---|
1473 | // Adding a class alias for backwards compatibility with the previous class name.
|
---|
1474 | class_alias(TrainingOptions::class, 'Google_Service_Bigquery_TrainingOptions');
|
---|