feat(11-04): 实现权重网格搜索优化功能
- History.php model 新增 _optimizeWeightsGridSearch 方法 - 5种预定义权重配置：遗漏优先型、转移概率优先型、走势方向优先型、平衡型、组合特征优先型 - 优化目标：综合得分 = hit_rate*0.6 + ndcg_5*100*0.4 - 超时保护机制：默认60秒，超时后停止剩余配置测试 - History.php controller 新增 optimizeWeights 接口入口 - 参数验证：periods(50-500)、backtest(10-100)、timeout(10-120) - 超时警告提示
This commit is contained in:
@@ -22,7 +22,7 @@ class History extends Backend
|
||||
* 无需额外权限检查的方法（但仍在 admin 模块内，需要 admin 登录）
|
||||
* @var array
|
||||
*/
|
||||
protected $noNeedRight = ['missingNum', 'trendData', 'hotColdNumbers', 'colorWaveAnalysis', 'zodiacAnalysis', 'oddEvenAnalysis', 'bigSmallAnalysis', 'specialTrend', 'consecutiveNumbers', 'tailNumbers', 'dashboard', 'specialHeatmap', 'specialHotColdAction', 'zoneTransition', 'colorWaveTransition', 'zoneToColorTransition', 'zodiacTransition', 'tailNumberTransition', 'headNumberTransition'];
|
||||
protected $noNeedRight = ['missingNum', 'trendData', 'hotColdNumbers', 'colorWaveAnalysis', 'zodiacAnalysis', 'oddEvenAnalysis', 'bigSmallAnalysis', 'specialTrend', 'consecutiveNumbers', 'tailNumbers', 'dashboard', 'specialHeatmap', 'specialHotColdAction', 'zoneTransition', 'colorWaveTransition', 'zoneToColorTransition', 'zodiacTransition', 'tailNumberTransition', 'headNumberTransition', 'predict', 'predictV2', 'predictV3', 'optimizeWeights'];
|
||||
|
||||
public function _initialize()
|
||||
{
|
||||
@@ -388,5 +388,152 @@ class History extends Backend
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* 综合预测号码
|
||||
* 基于历史多维度转移概率分析，给出号码预测建议
|
||||
*/
|
||||
public function predict()
|
||||
{
|
||||
if ($this->request->isAjax()) {
|
||||
$periods = $this->request->get('periods', 100, 'intval');
|
||||
if ($periods < 10 || $periods > 500) {
|
||||
$this->error('期数范围必须在 10-500 之间');
|
||||
}
|
||||
// 权重配置（可选）
|
||||
$weights = [];
|
||||
$weightStr = $this->request->get('weights', '', 'trim');
|
||||
if ($weightStr) {
|
||||
$weightsArr = json_decode($weightStr, true);
|
||||
if (is_array($weightsArr)) {
|
||||
$weights = $weightsArr;
|
||||
}
|
||||
}
|
||||
// 目标期号（可选，用于验证历史预测成功率）
|
||||
$targetExpect = $this->request->get('target_expect', '', 'trim');
|
||||
$result = $this->model->getPrediction($periods, $weights, $targetExpect);
|
||||
if (isset($result['error'])) {
|
||||
$this->error($result['error']);
|
||||
}
|
||||
$this->success('查询成功', null, $result);
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* 改进版智能预测算法
|
||||
* 基于统计回归分析，包含遗漏回归、频率回归、区域平衡等多维度评分
|
||||
*/
|
||||
public function predictV2()
|
||||
{
|
||||
if ($this->request->isAjax()) {
|
||||
$periods = $this->request->get('periods', 200, 'intval');
|
||||
if ($periods < 30 || $periods > 500) {
|
||||
$this->error('期数范围必须在 30-500 之间');
|
||||
}
|
||||
// 权重配置（可选）
|
||||
$weights = [];
|
||||
$weightStr = $this->request->get('weights', '', 'trim');
|
||||
if ($weightStr) {
|
||||
$weightsArr = json_decode($weightStr, true);
|
||||
if (is_array($weightsArr)) {
|
||||
$weights = $weightsArr;
|
||||
}
|
||||
}
|
||||
// 目标期号（可选，用于验证历史预测成功率）
|
||||
$targetExpect = $this->request->get('target_expect', '', 'trim');
|
||||
// 回测期数（可选）
|
||||
$backtestCount = $this->request->get('backtest', 50, 'intval');
|
||||
if ($backtestCount < 10 || $backtestCount > 100) {
|
||||
$backtestCount = 50;
|
||||
}
|
||||
$result = $this->model->getPredictionV2($periods, $weights, $targetExpect, false, $backtestCount);
|
||||
if (isset($result['error'])) {
|
||||
$this->error($result['error']);
|
||||
}
|
||||
$this->success('查询成功', null, $result);
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* 多维度综合预测算法 V3
|
||||
* 新增维度：转移概率（马尔可夫链）、单双规律、大小规律、走势方向分析
|
||||
*/
|
||||
public function predictV3()
|
||||
{
|
||||
if ($this->request->isAjax()) {
|
||||
$periods = $this->request->get('periods', 200, 'intval');
|
||||
if ($periods < 30 || $periods > 500) {
|
||||
$this->error('期数范围必须在 30-500 之间');
|
||||
}
|
||||
// 权重配置（可选）
|
||||
$weights = [];
|
||||
$weightStr = $this->request->get('weights', '', 'trim');
|
||||
if ($weightStr) {
|
||||
$weightsArr = json_decode($weightStr, true);
|
||||
if (is_array($weightsArr)) {
|
||||
$weights = $weightsArr;
|
||||
}
|
||||
}
|
||||
// 目标期号（可选，用于验证历史预测成功率）
|
||||
$targetExpect = $this->request->get('target_expect', '', 'trim');
|
||||
// 回测期数（可选）
|
||||
$backtestCount = $this->request->get('backtest', 50, 'intval');
|
||||
if ($backtestCount < 10 || $backtestCount > 100) {
|
||||
$backtestCount = 50;
|
||||
}
|
||||
$result = $this->model->getPredictionV3($periods, $weights, $targetExpect, false, $backtestCount);
|
||||
if (isset($result['error'])) {
|
||||
$this->error($result['error']);
|
||||
}
|
||||
$this->success('查询成功', null, $result);
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* 权重网格搜索优化接口
|
||||
* 执行多权重配置回测，返回最优权重组合
|
||||
*
|
||||
* 参数说明:
|
||||
* - periods: 统计期数，范围50-500，默认200
|
||||
* - backtest: 回测期数，范围10-100，默认30
|
||||
* - timeout: 超时秒数，范围10-120，默认60
|
||||
*
|
||||
* 返回说明:
|
||||
* - best_weights: 最优权重配置
|
||||
* - best_hit_rate: 最优配置命中率
|
||||
* - all_results: 所有配置测试结果
|
||||
* - timed_out: 是否超时中断
|
||||
*/
|
||||
public function optimizeWeights()
|
||||
{
|
||||
if ($this->request->isAjax()) {
|
||||
// 参数验证
|
||||
$periods = $this->request->get('periods', 200, 'intval');
|
||||
if ($periods < 50 || $periods > 500) {
|
||||
$this->error('期数范围必须在 50-500 之间');
|
||||
}
|
||||
|
||||
$backtestCount = $this->request->get('backtest', 30, 'intval');
|
||||
if ($backtestCount < 10 || $backtestCount > 100) {
|
||||
$backtestCount = 30; // 使用默认值而非报错
|
||||
}
|
||||
|
||||
$timeoutSeconds = $this->request->get('timeout', 60, 'intval');
|
||||
if ($timeoutSeconds < 10 || $timeoutSeconds > 120) {
|
||||
$timeoutSeconds = 60; // 使用默认值
|
||||
}
|
||||
|
||||
// 执行优化
|
||||
$result = $this->model->_optimizeWeightsGridSearch($periods, $backtestCount, $timeoutSeconds);
|
||||
|
||||
// 超时警告提示
|
||||
$message = '优化完成';
|
||||
if ($result['timed_out']) {
|
||||
$message = '优化超时中断，已完成' . count($result['all_results']) . '种配置测试';
|
||||
}
|
||||
|
||||
$this->success($message, null, $result);
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user