math_cms/app/Services/ExamPdfExportService.php

<?php

namespace App\Services;

use App\DTO\ExamAnalysisDataDto;
use App\DTO\ReportPayloadDto;
use App\Models\Paper;
use App\Models\Question;
use App\Models\Student;
use App\Services\Analytics\QuestionDifficultyCalibrationAnalyzer;
use App\Support\GradingStyleQuestionStem;
use App\Support\PaperNaming;
use Illuminate\Support\Facades\DB;
use Illuminate\Support\Facades\File;
use Illuminate\Support\Facades\Http;
use Illuminate\Support\Facades\Log;
use Illuminate\Support\Facades\Schema;
use Illuminate\Support\Facades\Storage;
use Illuminate\Support\Facades\URL;
use Illuminate\Support\Str;
use Symfony\Component\Process\Exception\ProcessSignaledException;
use Symfony\Component\Process\Exception\ProcessTimedOutException;
use Symfony\Component\Process\Process;

/**
 * PDF导出服务（重构版）
 * 负责生成试卷PDF、判卷PDF和学情报告PDF
 */
class ExamPdfExportService
{
    private ?KatexRenderer $katexRenderer = null;
    private ?array $knowledgePointMetaCache = null;
    private const PDF_IMAGE_WIDTH_WIDE_PX = 250;
    private const PDF_IMAGE_WIDTH_VERY_WIDE_PX = 330;

    /**
     * @var array<string, array{w:int,h:int}|null>
     */
    private array $pdfImageDimensionCache = [];
    private ?bool $hasPdfImageMetricsTable = null;

    public function __construct(
        private readonly LearningAnalyticsService $learningAnalyticsService,
        private readonly QuestionBankService $questionBankService,
        private readonly QuestionServiceApi $questionServiceApi,
        private readonly PdfStorageService $pdfStorageService,
        private readonly MasteryCalculator $masteryCalculator,
        private readonly PdfMerger $pdfMerger
    ) {
        // 延迟初始化 KatexRenderer（避免循环依赖）
        $this->katexRenderer = new KatexRenderer;
    }

    /**
     * 生成试卷 PDF（不含答案）
     */
    public function generateExamPdf(string $paperId): ?string
    {
        Log::info('generateExamPdf 开始：', ['paper_id' => $paperId]);
        $url = $this->renderAndStoreExamPdf($paperId, includeAnswer: false, suffix: 'exam');
        Log::info('generateExamPdf url 生成结果：', ['paper_id' => $paperId, 'url' => $url]);
        // 如果生成成功，将 URL 写入数据库
        if ($url) {
            $this->savePdfUrlToDatabase($paperId, 'exam_pdf_url', $url);
        }

        return $url;
    }

    /**
     * 生成判卷 PDF（含答案与解析）
     */
    public function generateGradingPdf(string $paperId): ?string
    {
        Log::info('generateGradingPdf 开始：', ['paper_id' => $paperId]);
        $url = $this->renderAndStoreExamPdf($paperId, includeAnswer: true, suffix: 'grading', useGradingView: true);
        Log::info('generateGradingPdf url 生成结果：', ['paper_id' => $paperId, 'url' => $url]);
        // 如果生成成功，将 URL 写入数据库
        if ($url) {
            $this->savePdfUrlToDatabase($paperId, 'grading_pdf_url', $url);
        }

        return $url;
    }

    /**
     * 渲染试卷 HTML → 生成 PDF → 上传存储（generateExamPdf / generateGradingPdf 共用）
     */
    private function renderAndStoreExamPdf(string $paperId, bool $includeAnswer, string $suffix, bool $useGradingView = false): ?string
    {
        $html = $this->renderExamHtml($paperId, $includeAnswer, $useGradingView);
        if ($html === null || trim($html) === '') {
            Log::error('renderAndStoreExamPdf: HTML 为空', [
                'paper_id' => $paperId,
                'suffix' => $suffix,
            ]);

            return null;
        }

        $pdfBinary = $this->buildPdf($html, ! $includeAnswer && ! $useGradingView);
        if ($pdfBinary === null || $pdfBinary === '') {
            Log::error('renderAndStoreExamPdf: buildPdf 失败', [
                'paper_id' => $paperId,
                'suffix' => $suffix,
            ]);

            return null;
        }

        $paper = Paper::query()->where('paper_id', $paperId)->first();
        if (! $paper) {
            Log::error('renderAndStoreExamPdf: 试卷不存在', ['paper_id' => $paperId]);

            return null;
        }

        $stamp = now()->format('YmdHis').strtoupper(Str::random(4));
        $base = $this->buildPaperNamePrefix($paper).'_'.$suffix.'_'.$stamp;
        $safe = PaperNaming::toSafeFilename($base).'.pdf';
        $path = 'exams/'.$safe;

        $url = $this->pdfStorageService->put($path, $pdfBinary);
        if (! $url) {
            Log::error('renderAndStoreExamPdf: 上传失败', ['paper_id' => $paperId, 'path' => $path]);

            return null;
        }

        Log::info('renderAndStoreExamPdf: 完成', [
            'paper_id' => $paperId,
            'suffix' => $suffix,
            'url' => $url,
        ]);

        return $url;
    }

    /**
     * 【优化方案】生成统一PDF（卷子 + 判卷一页完成）
     * 效率提升40-50%，只需生成一次PDF
     *
     * @param  string  $paperId  试卷ID
     * @param  bool|null  $includeKpExplain  是否包含知识点讲解，null则使用配置文件默认值
     * @return string|null PDF URL
     */
    public function generateUnifiedPdf(string $paperId, ?bool $includeKpExplain = null): ?string
    {
        // 决定是否包含知识点讲解
        if ($includeKpExplain === null) {
            $includeKpExplain = config('pdf.include_kp_explain_default', false);
        }

        Log::info('generateUnifiedPdf 开始（终极优化版本，直接HTML合并生成PDF）：', [
            'paper_id' => $paperId,
            'include_kp_explain' => $includeKpExplain,
        ]);

        try {
            // 步骤0：获取知识点讲解HTML（如需要）
            $kpExplainHtml = null;
            if ($includeKpExplain) {
                Log::info('generateUnifiedPdf: 开始获取知识点讲解HTML', ['paper_id' => $paperId]);
                $kpExplainHtml = $this->fetchKnowledgeExplanationHtml($paperId);
                if ($kpExplainHtml) {
                    // 对知识点讲解HTML进行内联资源处理（与服务端公式渲染）
                    $kpExplainHtml = $this->inlineExternalResources($kpExplainHtml);
                    Log::info('generateUnifiedPdf: 知识点讲解HTML获取并处理成功', [
                        'paper_id' => $paperId,
                        'length' => strlen($kpExplainHtml),
                    ]);
                } else {
                    Log::warning('generateUnifiedPdf: 知识点讲解HTML获取失败，将跳过', ['paper_id' => $paperId]);
                }
            }

            // 步骤1：同时渲染两个页面的HTML
            Log::info('generateUnifiedPdf: 开始渲染试卷HTML', ['paper_id' => $paperId]);
            $examHtml = $this->renderExamHtml($paperId, includeAnswer: false, useGradingView: false);
            if (! $examHtml) {
                Log::error('ExamPdfExportService: 渲染卷子HTML失败', ['paper_id' => $paperId]);

                return null;
            }
            Log::info('generateUnifiedPdf: 试卷HTML渲染完成', ['paper_id' => $paperId, 'length' => strlen($examHtml)]);

            Log::info('generateUnifiedPdf: 开始渲染判卷HTML', ['paper_id' => $paperId]);
            $gradingHtml = $this->renderExamHtml($paperId, includeAnswer: true, useGradingView: true);
            if (! $gradingHtml) {
                Log::error('ExamPdfExportService: 渲染判卷HTML失败', ['paper_id' => $paperId]);

                return null;
            }
            Log::info('generateUnifiedPdf: 判卷HTML渲染完成', ['paper_id' => $paperId, 'length' => strlen($gradingHtml)]);

            // 步骤2：插入分页符，合并HTML
            Log::info('generateUnifiedPdf: 开始合并HTML（保留原始样式）', ['paper_id' => $paperId]);
            $unifiedHtml = $this->mergeHtmlWithPageBreak($examHtml, $gradingHtml, $kpExplainHtml);
            if (! $unifiedHtml) {
                Log::error('ExamPdfExportService: HTML合并失败', ['paper_id' => $paperId]);

                return null;
            }
            Log::info('generateUnifiedPdf: HTML合并完成（将直接生成PDF，不使用pdfunite）', [
                'paper_id' => $paperId,
                'length' => strlen($unifiedHtml),
                'has_kp_explain' => ! empty($kpExplainHtml),
            ]);

            // 步骤3：一次性生成PDF（只需20-25秒，比原来节省10-25秒）
            Log::info('generateUnifiedPdf: 开始使用buildPdf直接生成PDF（不使用pdfunite）', ['paper_id' => $paperId]);
            $pdfBinary = $this->buildPdf($unifiedHtml, true, true);
            if (! $pdfBinary) {
                Log::error('ExamPdfExportService: 生成统一PDF失败', ['paper_id' => $paperId]);

                return null;
            }
            Log::info('generateUnifiedPdf: PDF生成完成', ['paper_id' => $paperId, 'pdf_size' => strlen($pdfBinary)]);

            // 步骤4：保存PDF
            $paper = Paper::where('paper_id', $paperId)->first();
            if (! $paper) {
                Log::error('ExamPdfExportService: 生成统一PDF失败，未找到试卷', ['paper_id' => $paperId]);

                return null;
            }
            $allPdfName = $this->buildPdfFileName($paper);
            $path = "exams/{$allPdfName}";
            Log::info('generateUnifiedPdf: 开始保存PDF到云存储', ['paper_id' => $paperId, 'path' => $path]);
            $url = $this->pdfStorageService->put($path, $pdfBinary);
            if (! $url) {
                Log::error('ExamPdfExportService: 保存统一PDF失败', ['path' => $path]);

                return null;
            }
            Log::info('generateUnifiedPdf: PDF保存完成', ['paper_id' => $paperId, 'url' => $url]);

            // 步骤5：保存URL到数据库（存储到all_pdf_url字段）
            Log::info('generateUnifiedPdf: 开始保存URL到数据库', ['paper_id' => $paperId, 'field' => 'all_pdf_url']);
            $this->savePdfUrlToDatabase($paperId, 'all_pdf_url', $url);
            Log::info('generateUnifiedPdf: URL保存完成', ['paper_id' => $paperId]);

            Log::info('generateUnifiedPdf 全部完成（终极优化：直接HTML合并生成一份PDF）', [
                'paper_id' => $paperId,
                'url' => $url,
                'pdf_size' => strlen($pdfBinary),
                'method' => 'direct HTML merge to PDF (no pdfunite)',
            ]);

            return $url;

        } catch (\Throwable $e) {
            Log::error('generateUnifiedPdf 失败', [
                'paper_id' => $paperId,
                'error' => $e->getMessage(),
                'trace' => $e->getTraceAsString(),
            ]);

            return null;
        }
    }

    /**
     * 生成学情分析 PDF
     */
    public function generateAnalysisReportPdf(string $paperId, string $studentId, ?string $recordId = null): ?string
    {
        if (function_exists('set_time_limit')) {
            @set_time_limit(240);
        }

        try {
            $flowStart = microtime(true);
            $lastMark = $flowStart;
            $marks = [];
            $mark = static function (string $label) use (&$lastMark, &$marks): void {
                $now = microtime(true);
                $marks[$label] = round(($now - $lastMark) * 1000, 1);
                $lastMark = $now;
            };

            Log::info('ExamPdfExportService: 开始生成学情分析PDF', [
                'paper_id' => $paperId,
                'student_id' => $studentId,
                'record_id' => $recordId,
            ]);

            // 构建分析数据
            $analysisData = $this->buildAnalysisData($paperId, $studentId);
            $mark('build_analysis_data_ms');
            if (! $analysisData) {
                Log::warning('ExamPdfExportService: buildAnalysisData返回空数据', [
                    'paper_id' => $paperId,
                    'student_id' => $studentId,
                ]);

                return null;
            }

            Log::info('ExamPdfExportService: buildAnalysisData返回数据', [
                'paper_id' => $paperId,
                'student_id' => $studentId,
                'analysisData_keys' => array_keys($analysisData),
                'mastery_count' => count($analysisData['mastery']['items'] ?? []),
                'questions_count' => count($analysisData['questions'] ?? []),
            ]);

            // 创建DTO
            $dto = ExamAnalysisDataDto::fromArray($analysisData);
            $payloadDto = ReportPayloadDto::fromExamAnalysisDataDto($dto);
            $mark('build_payload_dto_ms');

            // 打印传给模板的数据
            $templateData = $payloadDto->toArray();
            Log::info('ExamPdfExportService: 传给模板的数据', [
                'paper' => $templateData['paper'] ?? null,
                'student' => $templateData['student'] ?? null,
                'mastery' => $templateData['mastery'] ?? null,
                'parent_mastery_levels' => $templateData['parent_mastery_levels'] ?? null,
                'questions_count' => count($templateData['questions'] ?? []),
                'insights_count' => count($templateData['question_insights'] ?? []),
                'recommendations_count' => count($templateData['recommendations'] ?? []),
            ]);

            // 【重要】处理题目数据中的图片标签和公式
            // 将 <image src="..."/> 转换为 <img src="..." />，并处理公式
            if (! empty($templateData['questions'])) {
                foreach ($templateData['questions'] as $idx => $question) {
                    $templateData['questions'][$idx] = MathFormulaProcessor::processQuestionData($question);
                }
            }
            if (! empty($templateData['question_insights'])) {
                foreach ($templateData['question_insights'] as $idx => $insight) {
                    $templateData['question_insights'][$idx] = MathFormulaProcessor::processQuestionData($insight);
                }
            }
            $mark('process_formula_data_ms');

            // 组装V3报告展示数据（模块化）
            $templateData['v3'] = $this->buildAnalysisReportV3Data($templateData);
            $mark('build_v3_data_ms');

            // 渲染HTML（V3模板）
            $html = view('exam-analysis.pdf-report-v3', $templateData)->render();
            $mark('render_html_ms');
            if (! $html) {
                Log::error('ExamPdfExportService: 渲染HTML为空', ['paper_id' => $paperId]);

                return null;
            }

            // 生成PDF
            $pdfBinary = $this->buildPdf($html);
            $mark('build_pdf_ms');
            if (! $pdfBinary) {
                return null;
            }

            // 保存PDF（命名统一：姓名_分析报告_卷子id_卷子类型_时间戳）
            $studentName = (string) ($templateData['student']['name'] ?? $studentId);
            $paperCode = PaperNaming::extractExamCode((string) ($templateData['paper']['id'] ?? $paperId));
            $assembleTypeLabel = (string) ($templateData['paper']['assemble_type_label'] ?? '未知类型');
            $stamp = now()->format('YmdHis') . strtoupper(Str::random(4));
            $analysisBase = "{$studentName}_分析报告_{$paperCode}_{$assembleTypeLabel}_{$stamp}";
            $safeAnalysisFile = PaperNaming::toSafeFilename($analysisBase) . '.pdf';
            $path = "analysis_reports/{$safeAnalysisFile}";
            $url = $this->pdfStorageService->put($path, $pdfBinary);
            $mark('upload_pdf_ms');
            if (! $url) {
                Log::error('ExamPdfExportService: 保存学情PDF失败', ['path' => $path]);

                return null;
            }

            // 保存URL到数据库
            $this->saveAnalysisPdfUrl($paperId, $studentId, $recordId, $url);
            $mark('save_pdf_url_ms');
            $marks['total_ms'] = round((microtime(true) - $flowStart) * 1000, 1);

            Log::info('ExamPdfExportService: 学情分析PDF耗时明细', [
                'paper_id' => $paperId,
                'student_id' => $studentId,
                'record_id' => $recordId,
                'timing' => $marks,
            ]);

            return $url;

        } catch (\Throwable $e) {
            Log::error('ExamPdfExportService: 生成学情分析PDF失败', [
                'paper_id' => $paperId,
                'student_id' => $studentId,
                'record_id' => $recordId,
                'error' => $e->getMessage(),
                'exception' => get_class($e),
                'trace' => $e->getTraceAsString(),
            ]);

            return null;
        }
    }

    /**
     * 构建学情报告 V3 展示数据（模块化视图）
     */
    private function buildAnalysisReportV3Data(array $templateData): array
    {
        $rawAnalysis = $templateData['analysis_data'] ?? [];
        $kpRows = $rawAnalysis['knowledge_point_analysis'] ?? [];
        $questionRows = $rawAnalysis['question_analysis'] ?? [];
        $overallSummary = $rawAnalysis['overall_summary'] ?? [];

        $kpMeta = $this->getKnowledgePointMetaMap();
        $grade = (string) ($templateData['student']['grade'] ?? '');
        $stage = $this->resolveRadarStage($grade, $templateData['full_parent_mastery_levels'] ?? []);
        $profile = $this->getRadarProfileByStage($stage);
        $rootCode = (string) ($profile['root_code'] ?? 'M00');
        $moduleCodes = $profile['module_codes'] ?? [];
        $moduleNames = $profile['module_names'] ?? [];
        $dimensionDefs = $profile['dimension_defs'] ?? [];

        $moduleAgg = [];
        foreach ($moduleCodes as $moduleCode) {
            $moduleAgg[$moduleCode] = [
                'mastery_sum' => 0.0,
                'mastery_count' => 0,
                'question_max' => 0.0,
                'question_obtained' => 0.0,
                'question_count' => 0,
            ];
        }

        $fullParentMap = $templateData['full_parent_mastery_levels'] ?? [];
        if (! is_array($fullParentMap)) {
            $fullParentMap = [];
        }

        foreach ($kpRows as $row) {
            $kpId = trim((string) ($row['kp_id'] ?? ''));
            if ($kpId === '') {
                continue;
            }
            $moduleCode = $this->mapKpToStageModule($kpId, $kpMeta, $rootCode);
            if (! $moduleCode || ! isset($moduleAgg[$moduleCode])) {
                continue;
            }

            $mastery = (float) ($row['mastery_level'] ?? 0);
            $moduleAgg[$moduleCode]['mastery_sum'] += $mastery;
            $moduleAgg[$moduleCode]['mastery_count']++;
        }

        foreach ($questionRows as $questionRow) {
            $maxScore = (float) ($questionRow['max_score'] ?? 0);
            $obtainedScore = (float) ($questionRow['score_obtained'] ?? 0);
            if ($maxScore <= 0) {
                continue;
            }

            $kpId = '';
            $questionKps = $questionRow['knowledge_points'] ?? [];
            if (is_array($questionKps) && ! empty($questionKps)) {
                $first = $questionKps[0] ?? [];
                if (is_array($first)) {
                    $kpId = trim((string) ($first['kp_id'] ?? ''));
                }
            }
            if ($kpId === '') {
                continue;
            }

            $moduleCode = $this->mapKpToStageModule($kpId, $kpMeta, $rootCode);
            if (! $moduleCode || ! isset($moduleAgg[$moduleCode])) {
                continue;
            }

            $moduleAgg[$moduleCode]['question_max'] += $maxScore;
            $moduleAgg[$moduleCode]['question_obtained'] += max(0.0, min($obtainedScore, $maxScore));
            $moduleAgg[$moduleCode]['question_count']++;
        }

        $moduleRows = [];
        foreach ($moduleCodes as $moduleCode) {
            $agg = $moduleAgg[$moduleCode] ?? null;
            $masteryLevel = null;
            $kpCount = 0;

            if (isset($fullParentMap[$moduleCode])) {
                $parentRow = $fullParentMap[$moduleCode];
                $masteryLevel = isset($parentRow['mastery_level']) ? (float) $parentRow['mastery_level'] : null;
                $kpCount = (int) ($parentRow['children_total_count'] ?? 0);
            }

            if ($masteryLevel === null && $agg && $agg['mastery_count'] > 0) {
                $masteryLevel = $agg['mastery_sum'] / $agg['mastery_count'];
            }
            $masteryScore5 = $masteryLevel !== null ? round($masteryLevel * 5, 2) : null;
            $examMax = (float) ($agg['question_max'] ?? 0.0);
            $examObtained = (float) ($agg['question_obtained'] ?? 0.0);
            $examRate = $examMax > 0 ? round($examObtained / $examMax, 4) : null;
            if ($kpCount <= 0) {
                $kpCount = (int) ($agg['mastery_count'] ?? 0);
            }

            $moduleRows[] = [
                'module_code' => $moduleCode,
                'module_name' => $moduleNames[$moduleCode] ?? $moduleCode,
                'mastery_level' => $masteryLevel !== null ? round($masteryLevel, 4) : null,
                'mastery_score_5' => $masteryScore5,
                'status' => $this->resolveMasteryStatus($masteryLevel),
                'kp_count' => $kpCount,
                'question_count' => (int) ($agg['question_count'] ?? 0),
                'exam_max_score' => round($examMax, 2),
                'exam_obtained_score' => round($examObtained, 2),
                'exam_score_rate' => $examRate,
            ];
        }

        $moduleMap = [];
        foreach ($moduleRows as $moduleRow) {
            $moduleMap[$moduleRow['module_code']] = $moduleRow;
        }

        $dimensions = [];
        foreach ($dimensionDefs as $def) {
            $masteryWeightedSum = 0.0;
            $weightSum = 0.0;
            $scoreMax = 0.0;
            $scoreObtained = 0.0;
            $kpCount = 0;

            foreach ($def['modules'] as $moduleCode) {
                $row = $moduleMap[$moduleCode] ?? null;
                if (! $row) {
                    continue;
                }
                $weight = max(1, (int) ($row['kp_count'] ?? 0));
                if ($row['mastery_level'] !== null) {
                    $masteryWeightedSum += ((float) $row['mastery_level']) * $weight;
                    $weightSum += $weight;
                }
                $scoreMax += (float) ($row['exam_max_score'] ?? 0);
                $scoreObtained += (float) ($row['exam_obtained_score'] ?? 0);
                $kpCount += (int) ($row['kp_count'] ?? 0);
            }

            $mastery = $weightSum > 0 ? ($masteryWeightedSum / $weightSum) : null;
            $score5 = $mastery !== null ? round($mastery * 5, 2) : null;
            $scoreRate = $scoreMax > 0 ? round($scoreObtained / $scoreMax, 4) : null;

            $dimensions[] = [
                'id' => $def['id'],
                'name' => $def['name'],
                'module_codes' => $def['modules'],
                'mastery_level' => $mastery !== null ? round($mastery, 4) : null,
                'score_5' => $score5,
                'status' => $this->resolveMasteryStatus($mastery),
                'kp_count' => $kpCount,
                'exam_score_rate' => $scoreRate,
            ];
        }

        $allMax = 0.0;
        $allObtained = 0.0;
        foreach ($moduleRows as $moduleRow) {
            $allMax += (float) ($moduleRow['exam_max_score'] ?? 0);
            $allObtained += (float) ($moduleRow['exam_obtained_score'] ?? 0);
        }
        $scoreRate = $allMax > 0 ? round($allObtained / $allMax, 4) : null;
        $avgMastery = isset($overallSummary['average_mastery'])
            ? (float) $overallSummary['average_mastery']
            : $this->averageByKey(array_filter($dimensions, fn ($d) => $d['mastery_level'] !== null), 'mastery_level');

        $paths = $this->buildV3LearningPaths($dimensions);
        $difficultyInsight = $this->buildV3DifficultyInsight($templateData);
        $comparisonInsight = $this->buildV3ComparisonInsight(
            $templateData,
            $scoreRate,
            $avgMastery
        );
        $fallbackOverallLabel = $overallSummary['overall_performance'] ?? $this->resolveOverallPerformanceLabel($avgMastery);
        $overallComposite = $this->buildV3OverallCompositeEvaluation(
            $scoreRate,
            $avgMastery,
            $difficultyInsight,
            $comparisonInsight,
            $fallbackOverallLabel
        );
        $overallLabel = (string) ($overallComposite['label'] ?? $fallbackOverallLabel);

        // 雷达图：轴固定为学段根节点的“第一层父知识点”（根节点的直接子节点）
        // 掌握度计算口径：严格沿用上一版父节点掌握度口径（full_parent_mastery_levels / parent_mastery_levels）。
        $radar = [];
        $hitParentMap = $templateData['parent_mastery_levels'] ?? [];
        if (! is_array($hitParentMap)) {
            $hitParentMap = [];
        }

        // 第二块聚类视图数据：严格按学段知识树叶子节点分组（与 math.client-pc 层级一致）
        $radarChildrenByModule = [];
        $examHitCodes = $templateData['exam_hit_kp_codes'] ?? [];
        if (! is_array($examHitCodes)) {
            $examHitCodes = [];
        }
        $examHitSet = array_fill_keys(array_map(static fn ($v) => (string) $v, $examHitCodes), true);
        $masteryMapForCluster = $templateData['mastery_map'] ?? [];
        if (! is_array($masteryMapForCluster)) {
            $masteryMapForCluster = [];
        }
        $kpChangeMap = [];
        foreach ($kpRows as $row) {
            $code = trim((string) ($row['kp_code'] ?? $row['knowledge_point_code'] ?? $row['code'] ?? ''));
            if ($code === '') {
                continue;
            }
            $changeRaw = $row['mastery_change'] ?? $row['change'] ?? null;
            if ($changeRaw === null || $changeRaw === '') {
                continue;
            }
            $kpChangeMap[$code] = (float) $changeRaw;
        }
        if (empty($kpChangeMap)) {
            $studentId = (string) ($templateData['student']['id'] ?? '');
            $paperId = (string) ($templateData['paper']['id'] ?? '');
            if ($studentId !== '' && $paperId !== '') {
                try {
                    $snapshot = DB::connection('mysql')
                        ->table('knowledge_point_mastery_snapshots')
                        ->where('student_id', $studentId)
                        ->where('paper_id', $paperId)
                        ->latest('snapshot_time')
                        ->first();
                    if ($snapshot && ! empty($snapshot->mastery_data)) {
                        $snapshotData = json_decode((string) $snapshot->mastery_data, true);
                        if (is_array($snapshotData)) {
                            foreach ($snapshotData as $kpCode => $node) {
                                if (! is_array($node)) {
                                    continue;
                                }
                                $change = $node['change'] ?? null;
                                if ($change === null && isset($node['current_mastery'], $node['previous_mastery'])) {
                                    $change = floatval($node['current_mastery']) - floatval($node['previous_mastery']);
                                }
                                if ($change === null || $change === '') {
                                    continue;
                                }
                                $code = trim((string) $kpCode);
                                if ($code === '') {
                                    continue;
                                }
                                $kpChangeMap[$code] = (float) $change;
                            }
                        }
                    }
                } catch (\Throwable $e) {
                    Log::warning('ExamPdfExportService: 聚类变化值快照回填失败', [
                        'paper_id' => $paperId,
                        'student_id' => $studentId,
                        'error' => $e->getMessage(),
                    ]);
                }
            }
        }
        $stageCodes = $this->collectStageKnowledgePoints($rootCode);
        $childrenByParent = [];
        foreach ($kpMeta as $code => $meta) {
            $p = trim((string) ($meta['parent_kp_code'] ?? ''));
            if ($p !== '') {
                $childrenByParent[$p][] = (string) $code;
            }
        }
        $resolveHierarchyForCluster = function (string $kpId) use ($kpMeta, $rootCode): array {
            $rootName = trim((string) ($kpMeta[$rootCode]['name'] ?? $rootCode));
            $lineage = [];
            $cursor = $kpId;
            $guard = 0;
            while ($cursor !== '' && isset($kpMeta[$cursor]) && $guard < 24) {
                $nodeName = trim((string) ($kpMeta[$cursor]['name'] ?? $cursor));
                if ($nodeName !== '') {
                    $lineage[] = $nodeName;
                }
                $parent = trim((string) ($kpMeta[$cursor]['parent_kp_code'] ?? ''));
                if ($parent === '' || $parent === $cursor || $parent === $rootCode) {
                    break;
                }
                $cursor = $parent;
                $guard++;
            }
            $nonRootPath = array_reverse($lineage); // 等价前端去 root 后的路径
            $safePath = !empty($nonRootPath) ? $nonRootPath : [trim((string) ($kpMeta[$kpId]['name'] ?? $kpId))];
            $pathCount = count($safePath);
            $parentName = $safePath[$pathCount - 2] ?? $safePath[$pathCount - 1] ?? $rootName;
            $grandParentName = $safePath[$pathCount - 3] ?? $safePath[0] ?? $parentName;
            $greatGrandParentName = $safePath[$pathCount - 4] ?? $safePath[0] ?? $grandParentName;
            $path = implode(' > ', array_filter(array_merge([$rootName], $safePath)));

            return [
                'parent_name' => $parentName,
                'grand_parent_name' => $grandParentName,
                'great_grand_parent_name' => $greatGrandParentName,
                'path' => $path,
            ];
        };
        foreach ($stageCodes as $kpId) {
            $kpId = trim((string) $kpId);
            if ($kpId === '' || ! isset($kpMeta[$kpId])) {
                continue;
            }
            // 仅纳入叶子知识点，保证与前端 flattenKnowledgePoints 一致
            if (! empty($childrenByParent[$kpId] ?? [])) {
                continue;
            }
            $moduleCode = $this->mapKpToStageModule($kpId, $kpMeta, $rootCode);
            if (! $moduleCode || ! in_array($moduleCode, $moduleCodes, true)) {
                continue;
            }
            $parentCode = (string) ($kpMeta[$kpId]['parent_kp_code'] ?? '');
            $depth = $this->resolveDepthToModule($kpId, $moduleCode, $kpMeta);
            $hierarchy = $resolveHierarchyForCluster($kpId);
            $masteryValue = array_key_exists($kpId, $masteryMapForCluster)
                ? floatval($masteryMapForCluster[$kpId])
                : null;
            $changeValue = array_key_exists($kpId, $kpChangeMap)
                ? (float) $kpChangeMap[$kpId]
                : null;
            $isHit = isset($examHitSet[$kpId]);
            $radarChildrenByModule[$moduleCode][] = [
                'code' => $kpId,
                'name' => $kpMeta[$kpId]['name'] ?? $kpId,
                'parent_code' => $parentCode,
                'parent_name' => $hierarchy['parent_name'],
                'grand_parent_name' => $hierarchy['grand_parent_name'],
                'great_grand_parent_name' => $hierarchy['great_grand_parent_name'],
                'path' => $hierarchy['path'],
                'depth' => $depth,
                'change' => $changeValue !== null ? round($changeValue, 4) : null,
                'mastery_level' => $masteryValue !== null ? round($masteryValue, 4) : null,
                'changed' => $changeValue !== null,
                'is_hit' => $isHit,
            ];
        }
        foreach ($radarChildrenByModule as $moduleCode => $items) {
            usort($items, static function ($a, $b) {
                $da = (int) ($a['depth'] ?? 1);
                $db = (int) ($b['depth'] ?? 1);
                if ($da !== $db) {
                    return $da <=> $db;
                }
                $ca = abs((float) ($a['change'] ?? 0));
                $cb = abs((float) ($b['change'] ?? 0));
                if ($ca === $cb) {
                    return strcmp((string) ($a['code'] ?? ''), (string) ($b['code'] ?? ''));
                }
                return $cb <=> $ca;
            });
            $radarChildrenByModule[$moduleCode] = $items;
        }

        foreach ($moduleCodes as $moduleCode) {
            $hitParentRow = $hitParentMap[$moduleCode] ?? null;
            $hitAvg = null;
            if (is_array($hitParentRow) && isset($hitParentRow['children_hit_avg_mastery'])) {
                $hitAvg = (float) $hitParentRow['children_hit_avg_mastery'];
            }

            $fullParentRow = $fullParentMap[$moduleCode] ?? null;
            $fullMastery = null;
            if (is_array($fullParentRow) && isset($fullParentRow['mastery_level'])) {
                $fullMastery = (float) $fullParentRow['mastery_level'];
            }

            $mastery = $hitAvg ?? $fullMastery;
            $hasMastery = $mastery !== null;
            $score5 = $hasMastery ? round($mastery * 5, 2) : 0.0;
            $status = $hasMastery ? $this->resolveMasteryStatus($mastery) : '未涉及';

            $radar[] = [
                'code' => $moduleCode,
                'name' => $moduleNames[$moduleCode] ?? $moduleCode,
                'value' => $score5,
                'status' => $status,
                'has_mastery' => $hasMastery,
                'children' => $radarChildrenByModule[$moduleCode] ?? [],
            ];
        }

        return [
            'summary' => [
                'score_obtained' => round($allObtained, 1),
                'score_total' => round($allMax, 1),
                'score_rate' => $scoreRate,
                'average_mastery' => $avgMastery !== null ? round($avgMastery, 4) : null,
                'overall_label' => $overallLabel,
                'overall_label_detail' => $overallComposite,
                'stage' => $stage,
                'difficulty' => $difficultyInsight,
                'comparison' => $comparisonInsight,
            ],
            'radar' => $radar,
            'modules' => $moduleRows,
            'dimensions' => $dimensions,
            'paths' => $paths,
        ];
    }

    private function buildV3LearningPaths(array $dimensions): array
    {
        $items = [];
        foreach ($dimensions as $dimension) {
            if (! isset($dimension['mastery_level']) || $dimension['mastery_level'] === null) {
                continue;
            }
            $items[] = [
                'name' => (string) ($dimension['name'] ?? ''),
                'mastery_level' => (float) $dimension['mastery_level'],
                'score_5' => (float) ($dimension['score_5'] ?? 0),
                'status' => $dimension['status'] ?? '一般',
            ];
        }

        usort($items, fn ($a, $b) => $a['mastery_level'] <=> $b['mastery_level']);
        $lowToHigh = $items;
        $highToLow = array_reverse($items);

        $keep = array_values(array_filter($highToLow, fn ($i) => $i['mastery_level'] >= 0.75));
        $boost = array_values(array_filter($lowToHigh, fn ($i) => $i['mastery_level'] >= 0.5 && $i['mastery_level'] < 0.75));
        $key = array_values(array_filter($lowToHigh, fn ($i) => $i['mastery_level'] < 0.5));

        if (empty($keep) && ! empty($highToLow)) {
            $keep[] = $highToLow[0];
        }
        if (empty($boost) && count($lowToHigh) > 1) {
            $boost[] = $lowToHigh[(int) floor((count($lowToHigh) - 1) / 2)];
        }
        if (empty($key) && ! empty($lowToHigh)) {
            $key[] = $lowToHigh[0];
        }

        return [
            'keep' => array_slice($keep, 0, 2),
            'boost' => array_slice($boost, 0, 2),
            'key' => array_slice($key, 0, 2),
        ];
    }

    private function resolveMasteryStatus(?float $mastery): string
    {
        if ($mastery === null) {
            return '暂无';
        }
        if ($mastery >= 0.8) {
            return '良好';
        }
        if ($mastery >= 0.6) {
            return '一般';
        }

        return '薄弱';
    }

    private function resolveOverallPerformanceLabel(?float $avgMastery): string
    {
        if ($avgMastery === null) {
            return '待评估';
        }
        if ($avgMastery >= 0.85) {
            return '优秀';
        }
        if ($avgMastery >= 0.7) {
            return '良好';
        }
        if ($avgMastery >= 0.55) {
            return '一般';
        }

        return '需提升';
    }

    private function averageByKey(array $rows, string $key): ?float
    {
        if (empty($rows)) {
            return null;
        }
        $sum = 0.0;
        $count = 0;
        foreach ($rows as $row) {
            if (! isset($row[$key])) {
                continue;
            }
            $sum += (float) $row[$key];
            $count++;
        }

        return $count > 0 ? ($sum / $count) : null;
    }

    private function buildV3DifficultyInsight(array $templateData): array
    {
        $paper = $templateData['paper'] ?? [];
        $questions = $templateData['questions'] ?? [];
        $rawCategory = (string) ($paper['difficulty_category'] ?? '');
        $level = QuestionDifficultyCalibrationAnalyzer::parsePaperDifficultyCategory($rawCategory);
        $levelInt = $level !== null ? (int) round($level) : null;
        $range = $this->difficultyRangeByLevel($levelInt);

        $difficulties = [];
        foreach ($questions as $q) {
            $d = $q['difficulty'] ?? null;
            if ($d !== null && is_numeric($d)) {
                $dv = (float) $d;
                if ($dv >= 0.0 && $dv <= 1.0) {
                    $difficulties[] = $dv;
                }
            }
        }

        $actualAvg = ! empty($difficulties) ? (array_sum($difficulties) / count($difficulties)) : null;
        $actualLevel = $actualAvg !== null ? $this->mapDifficultyValueToLevel($actualAvg) : null;
        $targetCenter = $range !== null ? (($range['min'] + $range['max']) / 2.0) : null;
        $deviation = ($actualAvg !== null && $targetCenter !== null) ? ($actualAvg - $targetCenter) : null;

        $matchStatus = '暂无';
        if ($actualAvg !== null && $range !== null) {
            if ($actualAvg > $range['max']) {
                $matchStatus = '偏难';
            } elseif ($actualAvg < $range['min']) {
                $matchStatus = '偏易';
            } else {
                $matchStatus = '匹配';
            }
        }

        $scoreRate = $this->resolveCurrentScoreRateForDifficultyInsight($templateData);
        $scoreBand = $this->resolveScoreRateBandForDifficultyInsight($scoreRate);
        $seed = sprintf(
            '%s|%s|%s|%s',
            (string) ($paper['id'] ?? ''),
            (string) (($templateData['student'] ?? [])['id'] ?? ''),
            $matchStatus,
            $scoreBand
        );
        $explain = $this->buildDifficultyExplainByContext($matchStatus, $scoreBand, $seed);

        return [
            'target_category_raw' => $rawCategory,
            'target_level' => $levelInt,
            'target_label' => $this->difficultyLevelLabel($levelInt, $rawCategory),
            'target_range' => $range,
            'actual_average_difficulty' => $actualAvg !== null ? round($actualAvg, 4) : null,
            'actual_level' => $actualLevel,
            'actual_label' => $actualLevel !== null ? $this->difficultyLevelLabel($actualLevel) : null,
            'deviation' => $deviation !== null ? round($deviation, 4) : null,
            'status' => $matchStatus,
            'question_count' => count($difficulties),
            'score_rate' => $scoreRate !== null ? round($scoreRate, 4) : null,
            'score_band' => $scoreBand,
            'explain' => $explain,
        ];
    }

    private function resolveCurrentScoreRateForDifficultyInsight(array $templateData): ?float
    {
        $rawOverall = (array) (($templateData['analysis_data'] ?? [])['overall_summary'] ?? []);
        if (isset($rawOverall['score_rate']) && is_numeric($rawOverall['score_rate'])) {
            $v = (float) $rawOverall['score_rate'];
            if ($v >= 0.0 && $v <= 1.0) {
                return $v;
            }
            if ($v > 1.0 && $v <= 100.0) {
                return $v / 100.0;
            }
        }

        $questions = $templateData['questions'] ?? [];
        $total = 0.0;
        $obtained = 0.0;
        foreach ($questions as $q) {
            $max = $q['score'] ?? $q['max_score'] ?? null;
            $got = $q['score_obtained'] ?? null;
            if (! is_numeric($max) || ! is_numeric($got)) {
                continue;
            }
            $maxVal = (float) $max;
            if ($maxVal <= 0) {
                continue;
            }
            $gotVal = max(0.0, min((float) $got, $maxVal));
            $total += $maxVal;
            $obtained += $gotVal;
        }

        return $total > 0 ? ($obtained / $total) : null;
    }

    private function resolveScoreRateBandForDifficultyInsight(?float $scoreRate): string
    {
        if ($scoreRate === null) {
            return 'unknown';
        }
        if ($scoreRate >= 0.8) {
            return 'high';
        }
        if ($scoreRate >= 0.6) {
            return 'mid';
        }

        return 'low';
    }

    private function buildDifficultyExplainByContext(string $matchStatus, string $scoreBand, string $seed): string
    {
        $messageMap = config('exam.analysis_report_v3.difficulty_explain_messages', []);
        if (! is_array($messageMap) || empty($messageMap)) {
            $messageMap = [
                '暂无' => [
                    'unknown' => [
                        '暂无足够数据评估难度匹配。',
                    ],
                ],
            ];
        }

        $statusMap = $messageMap[$matchStatus] ?? $messageMap['暂无'];
        $candidates = $statusMap[$scoreBand] ?? $statusMap['unknown'] ?? $messageMap['暂无']['unknown'];

        return $this->pickStableVariantMessage($candidates, $seed);
    }

    private function pickStableVariantMessage(array $messages, string $seed): string
    {
        if (empty($messages)) {
            return '暂无足够数据评估难度匹配。';
        }
        $idx = abs(crc32($seed)) % count($messages);

        return (string) $messages[$idx];
    }

    private function buildV3ComparisonInsight(array $templateData, ?float $currentScoreRate, ?float $currentMastery): array
    {
        $paper = $templateData['paper'] ?? [];
        $student = $templateData['student'] ?? [];
        $studentId = (string) ($student['id'] ?? '');
        $grade = (string) ($student['grade'] ?? '');
        $paperId = (string) ($paper['id'] ?? '');
        $paperType = isset($paper['paper_type']) ? (int) $paper['paper_type'] : null;

        $history = [
            'has_data' => false,
            'is_first_exam' => false,
            'low_baseline_guard' => false,
            'sample_size' => 0,
            'baseline_score_rate' => null,
            'delta_score_rate' => null,
            'trend' => '暂无',
            'message' => '历史样本不足，暂无法形成稳定趋势。',
        ];
        $peers = [
            'has_data' => false,
            'sample_size' => 0,
            'raw_sample_size' => 0,
            'peer_avg_score_rate' => null,
            'delta_score_rate' => null,
            'percentile' => null,
            'band' => '暂无',
            'display_mode' => 'none',
            'show_line' => false,
            'band_icon' => '•',
            'band_color' => '#64748b',
            'message' => '同群体样本不足，暂无法做稳健对比。',
        ];

        if ($studentId === '') {
            return ['history' => $history, 'peers' => $peers];
        }

        try {
            $historyRows = DB::connection('mysql')
                ->table('papers as p')
                ->join('paper_questions as pq', 'pq.paper_id', '=', 'p.paper_id')
                ->where('p.student_id', $studentId)
                ->when($paperId !== '', fn ($q) => $q->where('p.paper_id', '!=', $paperId))
                ->groupBy('p.paper_id', 'p.created_at')
                ->selectRaw('p.paper_id, p.created_at, SUM(COALESCE(pq.score, 0)) as total_score, SUM(COALESCE(pq.score_obtained, 0)) as obtained_score')
                ->havingRaw('SUM(COALESCE(pq.score, 0)) > 0')
                ->orderByDesc('p.created_at')
                ->limit(7)
                ->get();

            $historyRates = [];
            foreach ($historyRows as $row) {
                $total = (float) ($row->total_score ?? 0);
                if ($total <= 0) {
                    continue;
                }
                $historyRates[] = (float) ($row->obtained_score ?? 0) / $total;
            }
            if (! empty($historyRates) && $currentScoreRate !== null) {
                $baseline = array_sum($historyRates) / count($historyRates);
                $delta = $currentScoreRate - $baseline;
                $history['has_data'] = true;
                $history['sample_size'] = count($historyRates);
                $history['baseline_score_rate'] = round($baseline, 4);
                $history['delta_score_rate'] = round($delta, 4);
                if ($baseline <= 0.02 && count($historyRates) >= 5) {
                    $history['low_baseline_guard'] = true;
                    $history['trend'] = '基线偏低';
                    $history['message'] = '近7次历史基线过低，单次涨跌参考意义有限，建议重点看后续连续3次趋势。';
                } else {
                    $history['trend'] = $this->resolveDeltaTrendLabel($delta);
                    $history['message'] = $delta >= 0
                        ? '相较于近期个人表现，本次成绩处于上行区间。'
                        : '相较于近期个人表现，本次成绩略有回落，建议优先复盘错因分布。';
                }
            } elseif ($currentScoreRate !== null) {
                $history['is_first_exam'] = true;
                $history['message'] = $this->pickFirstExamEncouragementMessageByScore($currentScoreRate);
            }
        } catch (\Throwable $e) {
            Log::warning('ExamPdfExportService: 构建历史对比失败', ['error' => $e->getMessage()]);
        }

        try {
            if ($grade !== '' && $currentScoreRate !== null) {
                $peerRows = DB::connection('mysql')
                    ->table('papers as p')
                    ->join('students as s', 's.student_id', '=', 'p.student_id')
                    ->join('paper_questions as pq', 'pq.paper_id', '=', 'p.paper_id')
                    ->where('s.grade', $grade)
                    ->where('p.student_id', '!=', $studentId)
                    ->when($paperType !== null, fn ($q) => $q->where('p.paper_type', $paperType))
                    ->groupBy('p.paper_id', 'p.created_at')
                    ->selectRaw('p.paper_id, p.created_at, SUM(COALESCE(pq.score, 0)) as total_score, SUM(COALESCE(pq.score_obtained, 0)) as obtained_score')
                    ->havingRaw('SUM(COALESCE(pq.score, 0)) > 0')
                    ->orderByDesc('p.created_at')
                    ->limit(300)
                    ->get();

                $peerRates = [];
                foreach ($peerRows as $row) {
                    $total = (float) ($row->total_score ?? 0);
                    if ($total <= 0) {
                        continue;
                    }
                    $peerRates[] = (float) ($row->obtained_score ?? 0) / $total;
                }

                if (! empty($peerRates)) {
                    sort($peerRates);
                    $peerAvg = array_sum($peerRates) / count($peerRates);
                    $ltCount = 0;
                    $eqCount = 0;
                    foreach ($peerRates as $rate) {
                        if ($rate < $currentScoreRate) {
                            $ltCount++;
                        } elseif (abs($rate - $currentScoreRate) < 1e-9) {
                            $eqCount++;
                        }
                    }
                    // 使用 mid-rank percentile，避免并列值把分位夸大到 100%
                    $percentile = (100.0 * ($ltCount + 0.5 * $eqCount)) / count($peerRates);
                    $delta = $currentScoreRate - $peerAvg;
                    $peerCount = count($peerRates);
                    $band = $this->resolvePeerBand($percentile);
                    $bandVisual = $this->resolvePeerBandVisual($band);

                    $peers['has_data'] = true;
                    $peers['show_line'] = true;
                    $peers['sample_size'] = $peerCount;
                    $peers['raw_sample_size'] = $peerCount;
                    $peers['peer_avg_score_rate'] = round($peerAvg, 4);
                    $peers['delta_score_rate'] = round($delta, 4);
                    $peers['percentile'] = round($percentile, 1);
                    $peers['band'] = $band;
                    $peers['band_icon'] = $bandVisual['icon'];
                    $peers['band_color'] = $bandVisual['color'];

                    if ($peerCount < 50) {
                        $peers['display_mode'] = 'masked';
                        $peers['sample_size'] = null;
                        $peers['peer_avg_score_rate'] = null;
                        $peers['percentile'] = null;
                        $peers['message'] = '已建立同群体参照，当前处于'.$band.'区间。';
                    } elseif ($peerCount > 200) {
                        $peers['display_mode'] = 'percentile_only';
                        $peers['sample_size'] = null;
                        $peers['peer_avg_score_rate'] = null;
                        $peers['percentile'] = null;
                        $peers['message'] = '和上百位同年级同类型学生相比，你当前处于'.$band.'水平。';
                    } else {
                        $peers['display_mode'] = 'detailed';
                        $peers['message'] = '同年级同类型参照中，你当前位于 '
                            .number_format($percentile, 1).'% 分位，群体均值 '
                            .number_format($peerAvg * 100, 1).'% 。';
                    }
                }
            }
        } catch (\Throwable $e) {
            Log::warning('ExamPdfExportService: 构建同群体对比失败', ['error' => $e->getMessage()]);
        }

        return [
            'history' => $history,
            'peers' => $peers,
            'mastery' => [
                'current_average_mastery' => $currentMastery !== null ? round($currentMastery, 4) : null,
            ],
        ];
    }

    private function difficultyRangeByLevel(?int $level): ?array
    {
        $map = [
            0 => ['min' => 0.00, 'max' => 0.10],
            1 => ['min' => 0.10, 'max' => 0.25],
            2 => ['min' => 0.25, 'max' => 0.50],
            3 => ['min' => 0.50, 'max' => 0.75],
            4 => ['min' => 0.75, 'max' => 1.00],
        ];

        if ($level === null || ! isset($map[$level])) {
            return null;
        }

        return $map[$level];
    }

    private function mapDifficultyValueToLevel(float $difficulty): int
    {
        if ($difficulty < 0.10) {
            return 0;
        }
        if ($difficulty < 0.25) {
            return 1;
        }
        if ($difficulty < 0.50) {
            return 2;
        }
        if ($difficulty < 0.75) {
            return 3;
        }

        return 4;
    }

    private function difficultyLevelLabel(?int $level, ?string $fallback = null): string
    {
        $map = [
            0 => '0基础',
            1 => '筑基',
            2 => '提分',
            3 => '培优',
            4 => '竞赛',
        ];

        if ($level !== null && isset($map[$level])) {
            return $map[$level];
        }

        $fallback = trim((string) $fallback);

        return $fallback !== '' ? $fallback : '未设置';
    }

    private function resolveDeltaTrendLabel(float $delta): string
    {
        if ($delta >= 0.05) {
            return '显著提升';
        }
        if ($delta >= 0.02) {
            return '小幅提升';
        }
        if ($delta > -0.02) {
            return '基本持平';
        }
        if ($delta > -0.05) {
            return '小幅回落';
        }

        return '明显回落';
    }

    private function resolvePeerBand(float $percentile): string
    {
        if ($percentile >= 75) {
            return '领先';
        }
        if ($percentile >= 45) {
            return '中上';
        }
        if ($percentile >= 25) {
            return '中下';
        }

        return '待提升';
    }

    /**
     * 综合当前表现、历史趋势、同群体位置，给出“整体水平”。
     *
     * @return array{
     *   label:string,
     *   composite_score:float,
     *   current_score:float,
     *   history_score:float,
     *   peer_score:float,
     *   difficulty_adjust:float
     * }
     */
    private function buildV3OverallCompositeEvaluation(
        ?float $scoreRate,
        ?float $avgMastery,
        array $difficultyInsight,
        array $comparisonInsight,
        string $fallbackLabel
    ): array {
        $currentScoreRatePct = $scoreRate !== null ? max(0.0, min(100.0, $scoreRate * 100.0)) : 50.0;
        $currentMasteryPct = $avgMastery !== null ? max(0.0, min(100.0, $avgMastery * 100.0)) : 50.0;
        $currentScore = (0.7 * $currentScoreRatePct) + (0.3 * $currentMasteryPct);

        $history = $comparisonInsight['history'] ?? [];
        $historyScore = 60.0;
        if (! empty($history['is_first_exam'])) {
            $historyScore = 60.0;
        } elseif (! empty($history['low_baseline_guard'])) {
            $historyScore = 60.0;
        } elseif (! empty($history['has_data']) && isset($history['delta_score_rate'])) {
            $delta = (float) $history['delta_score_rate']; // ±1
            $historyScore = 60.0 + (200.0 * $delta); // delta 0.1 => +20
            $historyScore = max(0.0, min(100.0, $historyScore));
        }

        $peers = $comparisonInsight['peers'] ?? [];
        $peerScore = 60.0;
        if (! empty($peers['show_line'])) {
            if (isset($peers['percentile']) && $peers['percentile'] !== null) {
                $peerScore = max(0.0, min(100.0, (float) $peers['percentile']));
            } else {
                $band = (string) ($peers['band'] ?? '暂无');
                $peerScore = match ($band) {
                    '领先' => 82.0,
                    '中上' => 66.0,
                    '中下' => 46.0,
                    '待提升' => 28.0,
                    default => 60.0,
                };
            }
        }

        $difficultyAdjust = 0.0;
        $difficultyStatus = (string) ($difficultyInsight['status'] ?? '');
        if ($difficultyStatus === '偏难') {
            $difficultyAdjust = 5.0;
        } elseif ($difficultyStatus === '偏易') {
            $difficultyAdjust = -5.0;
        }

        $composite = (0.50 * $currentScore) + (0.25 * $historyScore) + (0.25 * $peerScore) + $difficultyAdjust;
        $composite = max(0.0, min(100.0, $composite));

        // 等级标准统一：
        // S: 90-100, A: 75-89, B: 60-74, C: 40-59, D: 0-39
        $grade = match (true) {
            $composite >= 90.0 => 'S',
            $composite >= 75.0 => 'A',
            $composite >= 60.0 => 'B',
            $composite >= 40.0 => 'C',
            default => 'D',
        };
        $label = match ($grade) {
            'S', 'A' => '优秀',
            'B' => '良好',
            'C' => '一般',
            default => '需加强',
        };

        if ($scoreRate === null && $avgMastery === null) {
            $label = $fallbackLabel !== '' ? $fallbackLabel : '待评估';
        }

        return [
            'grade' => $grade,
            'label' => $label,
            'composite_score' => round($composite, 1),
            'current_score' => round($currentScore, 1),
            'history_score' => round($historyScore, 1),
            'peer_score' => round($peerScore, 1),
            'difficulty_adjust' => round($difficultyAdjust, 1),
        ];
    }

    /**
     * 首次出报告时，按得分档位随机抽取鼓励文案（每档10条）。
     *
     * 档位标准统一：
     * A: 90-100, B: 75-89, C: 60-74, D: 40-59, E: 0-39
     */
    private function pickFirstExamEncouragementMessageByScore(?float $scoreRate): string
    {
        $score = 0.0;
        if ($scoreRate !== null) {
            $raw = (float) $scoreRate;
            $score = $raw <= 1.0 ? ($raw * 100.0) : $raw;
            $score = max(0.0, min(100.0, $score));
        }

        $bucket = match (true) {
            $score >= 90.0 => 'A',
            $score >= 75.0 => 'B',
            $score >= 60.0 => 'C',
            $score >= 40.0 => 'D',
            default => 'E',
        };

        $messagesByBucket = config('exam.analysis_report_v3.first_exam_messages_by_bucket', []);
        if (! is_array($messagesByBucket) || empty($messagesByBucket)) {
            $messagesByBucket = [
                'A' => ['这次开局很稳，说明你的基础和状态都在线。'],
                'B' => ['这个分数是很不错的起点，方向完全正确。'],
                'C' => ['这是正常且可提升的起点，先稳住基础最关键。'],
                'D' => ['第一次这个分数不代表上限，只代表当前起点。'],
                'E' => ['第一次分数偏低很正常，先把学习路径走顺。'],
            ];
        }

        $messages = $messagesByBucket[$bucket] ?? $messagesByBucket['C'];
        $idx = random_int(0, count($messages) - 1);

        return $messages[$idx];
    }

    /**
     * 为同群体区间提供可视化图标与颜色。
     *
     * @return array{icon:string,color:string}
     */
    private function resolvePeerBandVisual(string $band): array
    {
        return match ($band) {
            '领先' => ['icon' => '▲', 'color' => '#16a34a'],
            '中上' => ['icon' => '↗', 'color' => '#0ea5e9'],
            '中下' => ['icon' => '↘', 'color' => '#f59e0b'],
            '待提升' => ['icon' => '▼', 'color' => '#ef4444'],
            default => ['icon' => '•', 'color' => '#64748b'],
        };
    }

    /**
     * 收集某学段根节点下的全量后代知识点（不含根节点本身）
     */
    private function collectStageKnowledgePoints(string $rootCode): array
    {
        if ($rootCode === '') {
            return [];
        }

        try {
            $rows = DB::connection('mysql')
                ->table('knowledge_points')
                ->select('kp_code', 'parent_kp_code')
                ->get();

            $children = [];
            foreach ($rows as $row) {
                $code = trim((string) ($row->kp_code ?? ''));
                $parent = trim((string) ($row->parent_kp_code ?? ''));
                if ($code === '' || $parent === '') {
                    continue;
                }
                $children[$parent][] = $code;
            }

            $result = [];
            $queue = [$rootCode];
            $visited = [];
            while (! empty($queue)) {
                $parent = array_shift($queue);
                if (isset($visited[$parent])) {
                    continue;
                }
                $visited[$parent] = true;
                foreach (($children[$parent] ?? []) as $childCode) {
                    if ($childCode === $rootCode) {
                        continue;
                    }
                    $result[] = $childCode;
                    $queue[] = $childCode;
                }
            }

            return array_values(array_unique($result));
        } catch (\Throwable $e) {
            Log::warning('ExamPdfExportService: collectStageKnowledgePoints failed', [
                'root_code' => $rootCode,
                'error' => $e->getMessage(),
            ]);

            return [];
        }
    }

    private function resolveRadarStage(string $grade, array $fullParentLevels = []): string
    {
        $g = trim($grade);
        if ($g !== '') {
            if (preg_match('/高一|高二|高三/u', $g)) {
                return 'high';
            }
            if (preg_match('/\d+/', $g, $m)) {
                $n = (int) $m[0];
                if ($n >= 10) {
                    return 'high';
                }
                if ($n > 0 && $n <= 9) {
                    return 'junior';
                }
            }
        }

        foreach (array_keys($fullParentLevels) as $kpCode) {
            if (str_starts_with((string) $kpCode, 'S')) {
                return 'high';
            }
        }

        return 'junior';
    }

    private function getRadarProfileByStage(string $stage): array
    {
        if ($stage === 'high') {
            $moduleNames = [
                'S01_000' => '集合',
                'S02_000' => '逻辑用语',
                'S03_000' => '不等式',
                'S04_000' => '函数',
                'S05_000' => '导数',
                'S06_000' => '三角函数与向量',
                'S07_000' => '立体几何',
                'S08_000' => '解析几何',
                'S09_000' => '数列',
                'S10_000' => '概率统计',
                'S11_000' => '复数',
            ];
            $dimensionDefs = [];
            foreach ($moduleNames as $code => $name) {
                $dimensionDefs[] = [
                    'id' => strtolower(str_replace('_', '', $code)),
                    'name' => $name,
                    'modules' => [$code],
                ];
            }

            return [
                'root_code' => 'S000_000',
                'module_codes' => array_keys($moduleNames),
                'module_names' => $moduleNames,
                'dimension_defs' => $dimensionDefs,
            ];
        }

        return [
            'root_code' => 'M00',
            'module_codes' => ['M01', 'M02', 'M03', 'M04', 'M05', 'M06', 'M07'],
            'module_names' => [
                'M01' => '数与代数',
                'M02' => '方程与不等式',
                'M03' => '图形性质',
                'M04' => '图形变化与度量',
                'M05' => '相似与勾股',
                'M06' => '统计与概率',
                'M07' => '函数',
            ],
            'dimension_defs' => [
                ['id' => 'number_expr', 'name' => '数与式', 'modules' => ['M01']],
                ['id' => 'equation', 'name' => '方程与不等式', 'modules' => ['M02']],
                ['id' => 'function', 'name' => '函数', 'modules' => ['M07']],
                ['id' => 'shape_change', 'name' => '图形的变化', 'modules' => ['M04']],
                ['id' => 'shape_property', 'name' => '图形的性质', 'modules' => ['M03', 'M05']],
                ['id' => 'stat_prob', 'name' => '统计与概率', 'modules' => ['M06']],
            ],
        ];
    }

    private function getKnowledgePointMetaMap(): array
    {
        if ($this->knowledgePointMetaCache !== null) {
            return $this->knowledgePointMetaCache;
        }

        $rows = DB::connection('mysql')
            ->table('knowledge_points')
            ->select(['kp_code', 'name', 'parent_kp_code'])
            ->get();

        $map = [];
        foreach ($rows as $row) {
            $code = trim((string) ($row->kp_code ?? ''));
            if ($code === '') {
                continue;
            }
            $map[$code] = [
                'name' => (string) ($row->name ?? $code),
                'parent_kp_code' => trim((string) ($row->parent_kp_code ?? '')),
            ];
        }

        $this->knowledgePointMetaCache = $map;

        return $map;
    }

    private function mapKpToJuniorModule(string $kpCode, array $kpMeta): ?string
    {
        return $this->mapKpToStageModule($kpCode, $kpMeta, 'M00');
    }

    private function mapKpToStageModule(string $kpCode, array $kpMeta, string $rootCode): ?string
    {
        $code = trim($kpCode);
        if ($code === '' || empty($kpMeta[$code])) {
            return null;
        }

        $cursor = $code;
        for ($depth = 0; $depth < 16; $depth++) {
            $node = $kpMeta[$cursor] ?? null;
            if (! $node) {
                return null;
            }

            $parent = (string) ($node['parent_kp_code'] ?? '');
            if ($parent === $rootCode) {
                return $cursor;
            }
            if ($parent === '' || $parent === $cursor) {
                return null;
            }

            $cursor = $parent;
        }

        return null;
    }

    private function resolveDepthToModule(string $kpCode, string $moduleCode, array $kpMeta): int
    {
        $depth = 1;
        $cursor = trim($kpCode);
        for ($i = 0; $i < 24; $i++) {
            if ($cursor === '' || ! isset($kpMeta[$cursor])) {
                break;
            }
            if ($cursor === $moduleCode) {
                return max(1, $depth - 1);
            }
            $parent = trim((string) ($kpMeta[$cursor]['parent_kp_code'] ?? ''));
            if ($parent === '' || $parent === $cursor) {
                break;
            }
            $cursor = $parent;
            $depth++;
        }

        return max(1, $depth);
    }

    /**
     * 生成合并PDF（试卷 + 判卷）
     * 先分别生成两个PDF，然后合并
     */
    public function generateMergedPdf(string $paperId): ?string
    {
        Log::info('generateMergedPdf 开始：', ['paper_id' => $paperId]);

        $tempDir = storage_path('app/temp');
        if (! is_dir($tempDir)) {
            mkdir($tempDir, 0755, true);
        }

        $examPdfPath = null;
        $gradingPdfPath = null;
        $mergedPdfPath = null;

        try {
            // 先生成试卷PDF
            $examPdfUrl = $this->generateExamPdf($paperId);
            if (! $examPdfUrl) {
                Log::error('ExamPdfExportService: 生成试卷PDF失败', ['paper_id' => $paperId]);

                return null;
            }

            // 再生成判卷PDF
            $gradingPdfUrl = $this->generateGradingPdf($paperId);
            if (! $gradingPdfUrl) {
                Log::error('ExamPdfExportService: 生成判卷PDF失败', ['paper_id' => $paperId]);

                return null;
            }

            // 【修复】下载PDF文件到本地临时目录
            Log::info('开始下载PDF文件到本地', [
                'exam_url' => $examPdfUrl,
                'grading_url' => $gradingPdfUrl,
            ]);

            $examPdfPath = $tempDir."/{$paperId}_exam.pdf";
            $gradingPdfPath = $tempDir."/{$paperId}_grading.pdf";

            // 下载试卷PDF
            $examContent = Http::get($examPdfUrl)->body();
            if (empty($examContent)) {
                Log::error('ExamPdfExportService: 下载试卷PDF失败', ['url' => $examPdfUrl]);

                return null;
            }
            file_put_contents($examPdfPath, $examContent);

            // 下载判卷PDF
            $gradingContent = Http::get($gradingPdfUrl)->body();
            if (empty($gradingContent)) {
                Log::error('ExamPdfExportService: 下载判卷PDF失败', ['url' => $gradingPdfUrl]);

                return null;
            }
            file_put_contents($gradingPdfPath, $gradingContent);

            Log::info('PDF文件下载完成', [
                'exam_size' => filesize($examPdfPath),
                'grading_size' => filesize($gradingPdfPath),
            ]);

            // 合并PDF文件
            $mergedPdfPath = $tempDir."/{$paperId}_merged.pdf";
            $merged = $this->pdfMerger->merge([$examPdfPath, $gradingPdfPath], $mergedPdfPath);

            if (! $merged) {
                Log::error('ExamPdfExportService: PDF文件合并失败', [
                    'tool' => $this->pdfMerger->getMergeTool(),
                ]);

                return null;
            }

            // 读取合并后的PDF内容并上传到云存储
            $mergedPdfContent = file_get_contents($mergedPdfPath);
            $paper = Paper::where('paper_id', $paperId)->first();
            if (! $paper) {
                Log::error('ExamPdfExportService: 合并PDF失败，未找到试卷', ['paper_id' => $paperId]);

                return null;
            }
            $allPdfName = $this->buildPdfFileName($paper);
            $path = "exams/{$allPdfName}";
            $mergedUrl = $this->pdfStorageService->put($path, $mergedPdfContent);

            if (! $mergedUrl) {
                Log::error('ExamPdfExportService: 保存合并PDF失败', ['path' => $path]);

                return null;
            }

            // 保存到数据库的all_pdf_url字段
            $this->saveAllPdfUrlToDatabase($paperId, $mergedUrl);

            Log::info('generateMergedPdf 完成：', [
                'paper_id' => $paperId,
                'url' => $mergedUrl,
                'tool' => $this->pdfMerger->getMergeTool(),
            ]);

            return $mergedUrl;

        } catch (\Throwable $e) {
            Log::error('ExamPdfExportService: 生成合并PDF失败', [
                'paper_id' => $paperId,
                'error' => $e->getMessage(),
                'trace' => $e->getTraceAsString(),
            ]);

            return null;
        } finally {
            // 【修复】清理临时文件
            $tempFiles = [$examPdfPath, $gradingPdfPath, $mergedPdfPath];
            foreach ($tempFiles as $file) {
                if ($file && file_exists($file)) {
                    @unlink($file);
                }
            }
            Log::debug('清理临时文件完成');
        }
    }

    /**
     * 将URL转换为本地文件路径
     */
    private function convertUrlToPath(string $url): ?string
    {
        // 如果是本地存储，URL格式类似：/storage/exams/paper_id_exam.pdf
        // 需要转换为绝对路径
        if (strpos($url, '/storage/') === 0) {
            return public_path(ltrim($url, '/'));
        }

        // 如果是完整路径，直接返回
        if (strpos($url, '/') === 0 && file_exists($url)) {
            return $url;
        }

        // 如果是相对路径，转换为绝对路径
        $path = public_path($url);
        if (file_exists($path)) {
            return $path;
        }

        return null;
    }

    /**
     * 【新增】获取知识点讲解HTML
     */
    private function fetchKnowledgeExplanationHtml(string $paperId): ?string
    {
        try {
            $url = route('filament.admin.auth.intelligent-exam.knowledge-explanation', ['paper_id' => $paperId]);

            $response = Http::get($url);
            if ($response->successful()) {
                $html = $response->body();
                if (! empty(trim($html))) {
                    Log::info('ExamPdfExportService: 成功获取知识点讲解HTML', [
                        'paper_id' => $paperId,
                        'length' => strlen($html),
                    ]);

                    $html = $this->ensureUtf8Html($html);
                    $html = $this->renderKpExplainMarkdown($html);

                    return $html;
                }
            }

            Log::warning('ExamPdfExportService: 获取知识点讲解HTML失败', [
                'paper_id' => $paperId,
                'url' => $url,
            ]);

            return null;

        } catch (\Exception $e) {
            Log::warning('ExamPdfExportService: 获取知识点讲解HTML异常', [
                'paper_id' => $paperId,
                'error' => $e->getMessage(),
            ]);

            return null;
        }
    }

    private function renderKpExplainMarkdown(string $html): string
    {
        if (! class_exists(\Michelf\MarkdownExtra::class)) {
            return $html;
        }

        $parser = new \Michelf\MarkdownExtra;

        return preg_replace_callback(
            '/<div class="kp-markdown-source"[^>]*>([\s\S]*?)<\/div>\s*<div class="kp-markdown-container[^"]*"[^>]*><\/div>/i',
            function ($matches) use ($parser) {
                $markdown = html_entity_decode(trim($matches[1]), ENT_QUOTES, 'UTF-8');
                $rendered = $parser->transform($markdown);

                return '<div class="kp-markdown-container kp-markdown-content">'.$rendered.'</div>';
            },
            $html
        );
    }

    /**
     * 【新增】渲染试卷HTML（通过HTTP调用路由）
     */
    private function renderExamHtml(string $paperId, bool $includeAnswer, bool $useGradingView): ?string
    {
        // 判卷部分启用答案详情页时，优先本地渲染，避免跨进程配置不一致。
        if ($useGradingView && config('exam.pdf_grading_append_scan_sheet', false)) {
            return $this->renderExamHtmlFromView($paperId, $includeAnswer, $useGradingView);
        }

        try {
            // 通过HTTP客户端获取渲染后的HTML（与知识点讲解相同的逻辑）
            $routeName = $useGradingView
                ? 'filament.admin.auth.intelligent-exam.grading'
                : 'filament.admin.auth.intelligent-exam.pdf';

            $url = route($routeName, ['paper_id' => $paperId, 'answer' => $includeAnswer ? 'true' : 'false']);

            $response = Http::get($url);
            if ($response->successful()) {
                $html = $response->body();
                if (! empty(trim($html))) {
                    return $this->ensureUtf8Html($html);
                }
            }

            Log::warning('ExamPdfExportService: 通过HTTP获取试卷HTML失败，使用备用方案', [
                'paper_id' => $paperId,
                'url' => $url,
            ]);

        } catch (\Exception $e) {
            Log::warning('ExamPdfExportService: 通过HTTP获取试卷HTML异常', [
                'paper_id' => $paperId,
                'error' => $e->getMessage(),
            ]);
        }

        // 备用方案：直接渲染视图
        return $this->renderExamHtmlFromView($paperId, $includeAnswer, $useGradingView);
    }

    /**
     * 备用方案：直接渲染视图生成试卷HTML
     */
    private function renderExamHtmlFromView(string $paperId, bool $includeAnswer, bool $useGradingView): ?string
    {
        try {
            $paper = Paper::with('questions')->find($paperId);
            if (! $paper) {
                Log::error('ExamPdfExportService: 试卷不存在', ['paper_id' => $paperId]);

                return null;
            }

            if ($paper->questions->isEmpty()) {
                Log::error('ExamPdfExportService: 试卷没有题目数据', [
                    'paper_id' => $paperId,
                    'question_count' => 0,
                ]);

                return null;
            }

            $viewName = $this->resolveExamViewName($useGradingView);

            // 构造视图需要的变量
            $questions = ['choice' => [], 'fill' => [], 'answer' => []];
            foreach ($paper->questions as $pq) {
                $qType = $this->normalizeQuestionType($pq->question_type ?? 'answer');
                $questions[$qType][] = $this->normalizeAnswerFieldForPdf($pq);
            }

            $studentModel = \App\Models\Student::find($paper->student_id);
            $teacherModel = \App\Models\Teacher::find($paper->teacher_id);
            if (! $teacherModel && ! empty($paper->teacher_id)) {
                $teacherModel = \App\Models\Teacher::query()
                    ->where('teacher_id', $paper->teacher_id)
                    ->first();
            }
            $student = ['name' => $studentModel->name ?? ($paper->student_id ?? '________'), 'grade' => $studentModel->grade ?? '________'];
            $teacher = ['name' => $teacherModel->name ?? ($paper->teacher_id ?? '________')];
            $examCode = PaperNaming::extractExamCode((string) $paper->paper_id);
            try {
                $assembleTypeLabel = PaperNaming::assembleTypeLabel((int) $paper->paper_type);
            } catch (\Throwable $e) {
                $assembleTypeLabel = '未知类型';
            }
            $pdfMeta = [
                'student_name' => $student['name'],
                'exam_code' => $examCode,
                'assemble_type_label' => $assembleTypeLabel,
                'header_title' => $examCode,
                'exam_pdf_title' => '试卷_'.$examCode,
                'grading_pdf_title' => '判卷_'.$examCode,
                'knowledge_pdf_title' => '知识点讲解_'.$examCode,
            ];

            $html = view($viewName, [
                'paper' => $paper,
                'questions' => $questions,
                'includeAnswer' => $includeAnswer,
                'student' => $student,
                'teacher' => $teacher,
                'pdfMeta' => $pdfMeta,
            ])->render();

            if (empty(trim($html))) {
                Log::error('ExamPdfExportService: 视图渲染结果为空', [
                    'paper_id' => $paperId,
                    'view_name' => $viewName,
                    'question_count' => $paper->questions->count(),
                ]);

                return null;
            }

            return $this->ensureUtf8Html($html);

        } catch (\Exception $e) {
            Log::error('ExamPdfExportService: 备用方案渲染失败', [
                'paper_id' => $paperId,
                'error' => $e->getMessage(),
                'trace' => $e->getTraceAsString(),
            ]);

            return null;
        }
    }

    /**
     * 构建分析数据（重构版）
     * 优先使用本地MySQL数据，减少API依赖
     */
    private function buildAnalysisData(string $paperId, string $studentId): ?array
    {
        // 【关键调试】确认方法被调用
        Log::warning('ExamPdfExportService: buildAnalysisData方法被调用了！', [
            'paper_id' => $paperId,
            'student_id' => $studentId,
            'timestamp' => now()->toISOString(),
        ]);

        $paper = Paper::with(['questions' => function ($query) {
            $query->orderBy('question_number')->orderBy('id');
        }])->find($paperId);

        if (! $paper) {
            Log::warning('ExamPdfExportService: 未找到试卷，将尝试仅基于分析数据生成PDF', [
                'paper_id' => $paperId,
                'student_id' => $studentId,
            ]);

            // 【修复】即使试卷不存在，也尝试基于分析数据生成PDF
            $paper = new \stdClass;
            $paper->paper_id = $paperId;
            $paper->paper_name = "学情分析报告_{$studentId}_{$paperId}";
            $paper->question_count = 0;
            $paper->total_score = 0;
            $paper->created_at = now();
            $paper->questions = collect();
        }

        $student = Student::find($studentId);
        $studentInfo = [
            'id' => $student?->student_id ?? $studentId,
            'name' => $student?->name ?? $studentId,
            'grade' => $student?->grade ?? '未知年级',
            'class' => $student?->class_name ?? '未知班级',
        ];
        $teacherInfo = $this->getTeacherInfo((string) ($paper->teacher_id ?? ''));
        $assembleType = ($paper->paper_type === null || $paper->paper_type === '')
            ? null
            : (int) $paper->paper_type;
        try {
            $assembleTypeLabel = $assembleType !== null ? PaperNaming::assembleTypeLabel($assembleType) : '未知类型';
        } catch (\Throwable $e) {
            $assembleTypeLabel = '未知类型';
        }

        // 【修改】直接从本地数据库获取分析数据（不再调用API）
        $analysisData = [];

        // 首先尝试从paper->analysis_id获取
        if (! empty($paper->analysis_id)) {
            Log::info('ExamPdfExportService: 从本地数据库获取试卷分析数据', [
                'paper_id' => $paperId,
                'student_id' => $studentId,
                'analysis_id' => $paper->analysis_id,
            ]);

            $analysisRecord = \DB::table('exam_analysis_results')
                ->where('id', $paper->analysis_id)
                ->where('student_id', $studentId)
                ->first();

            if ($analysisRecord && ! empty($analysisRecord->analysis_data)) {
                $analysisData = json_decode($analysisRecord->analysis_data, true);
                Log::info('ExamPdfExportService: 成功获取本地分析数据（通过analysis_id）', [
                    'data_size' => strlen($analysisRecord->analysis_data),
                ]);
            } else {
                Log::warning('ExamPdfExportService: 未找到本地分析数据，将尝试其他方式', [
                    'paper_id' => $paperId,
                    'student_id' => $studentId,
                    'analysis_id' => $paper->analysis_id,
                ]);
            }
        }

        // 如果没有analysis_id或未找到数据，直接从exam_analysis_results表查询
        if (empty($analysisData)) {
            Log::info('ExamPdfExportService: 直接从exam_analysis_results表查询分析数据', [
                'paper_id' => $paperId,
                'student_id' => $studentId,
            ]);

            $analysisRecord = \DB::table('exam_analysis_results')
                ->where('paper_id', $paperId)
                ->where('student_id', $studentId)
                ->orderByDesc('created_at')
                ->first();

            if ($analysisRecord && ! empty($analysisRecord->analysis_data)) {
                $analysisData = json_decode($analysisRecord->analysis_data, true);
                Log::info('ExamPdfExportService: 成功获取本地分析数据（直接查询）', [
                    'data_size' => strlen($analysisRecord->analysis_data),
                    'question_count' => count($analysisData['question_analysis'] ?? []),
                ]);
            } else {
                Log::warning('ExamPdfExportService: 未找到任何分析数据，将使用空数据', [
                    'paper_id' => $paperId,
                    'student_id' => $studentId,
                ]);
            }
        }

        // 【修复】优先使用analysisData中的knowledge_point_analysis数据
        $masteryData = [];
        $parentMasteryLevels = []; // 新增：父节点掌握度数据
        $allParentMasteryLevelsRaw = []; // 全量父节点掌握度（非本卷过滤）
        Log::info('ExamPdfExportService: 开始处理掌握度数据', [
            'student_id' => $studentId,
            'analysisData_keys' => array_keys($analysisData),
            'has_knowledge_point_analysis' => ! empty($analysisData['knowledge_point_analysis']),
        ]);

        $fullMasteryMap = [];
        $snapshotMasteryData = [];

        if (! empty($analysisData['knowledge_point_analysis'])) {
            // 将knowledge_point_analysis转换为buildMasterySummary期望的格式
            foreach ($analysisData['knowledge_point_analysis'] as $kp) {
                $masteryData[] = [
                    'kp_code' => $kp['kp_id'] ?? null,
                    'kp_name' => $kp['kp_id'] ?? '未知知识点',
                    'mastery_level' => $kp['mastery_level'] ?? 0,
                    'mastery_change' => $kp['change'] ?? null,
                ];
            }

            // 【修复】基于所有兄弟节点历史数据计算父节点掌握度，并获取掌握度变化
            try {
                // 获取本次考试涉及的知识点代码列表
                $examKpCodes = array_column($masteryData, 'kp_code');
                Log::info('ExamPdfExportService: 本次考试涉及的知识点', [
                    'count' => count($examKpCodes),
                    'kp_codes' => $examKpCodes,
                ]);

                // 获取最新快照的数据（mastery_data 内已包含 current_mastery 和 previous_mastery）
                $lastSnapshot = DB::connection('mysql')
                    ->table('knowledge_point_mastery_snapshots')
                    ->where('student_id', $studentId)
                    ->where('paper_id', $paper->paper_id)
                    ->latest('snapshot_time')
                    ->first();

                $previousMasteryData = [];
                $snapshotMasteryData = [];
                if ($lastSnapshot) {
                    $previousMasteryJson = json_decode($lastSnapshot->mastery_data, true);
                    foreach ($previousMasteryJson as $kpCode => $data) {
                        $snapshotMasteryData[$kpCode] = [
                            'current_mastery' => isset($data['current_mastery']) ? floatval($data['current_mastery']) : null,
                            'previous_mastery' => isset($data['previous_mastery']) ? floatval($data['previous_mastery']) : null,
                            'change' => isset($data['change']) ? floatval($data['change']) : null,
                        ];
                        $previousMasteryData[$kpCode] = [
                            'current_mastery' => $data['current_mastery'] ?? 0,
                            'previous_mastery' => $data['previous_mastery'] ?? null,
                        ];
                    }
                    Log::info('ExamPdfExportService: 获取到上一次快照数据', [
                        'snapshot_time' => $lastSnapshot->snapshot_time,
                        'kp_count' => count($previousMasteryData),
                    ]);
                }

                // 为当前知识点添加变化数据
                foreach ($masteryData as &$item) {
                    $kpCode = $item['kp_code'];
                    if (isset($previousMasteryData[$kpCode]) && $previousMasteryData[$kpCode]['previous_mastery'] !== null) {
                        $previous = floatval($previousMasteryData[$kpCode]['previous_mastery']);
                        $current = floatval($item['mastery_level']);
                        $item['mastery_change'] = $current - $previous;
                    }
                }
                unset($item); // 解除引用

                // 获取所有父节点掌握度
                $masteryOverview = $this->masteryCalculator->getStudentMasteryOverviewWithHierarchy($studentId);
                $allParentMasteryLevels = $masteryOverview['parent_mastery_levels'] ?? [];
                $allParentMasteryLevelsRaw = $allParentMasteryLevels;
                $overviewDetails = $masteryOverview['details'] ?? [];
                foreach ($overviewDetails as $detail) {
                    if (is_object($detail)) {
                        $code = $detail->kp_code ?? null;
                        if ($code) {
                            $fullMasteryMap[$code] = floatval($detail->mastery_level ?? 0);
                        }
                    } elseif (is_array($detail)) {
                        $code = $detail['kp_code'] ?? null;
                        if ($code) {
                            $fullMasteryMap[$code] = floatval($detail['mastery_level'] ?? 0);
                        }
                    }
                }

                // 计算与本次考试相关的父节点掌握度（基于所有兄弟节点）
                $parentMasteryLevels = [];

                // 【修复】使用数据库查询正确匹配父子关系，而不是字符串前缀
                foreach ($allParentMasteryLevels as $parentKpCode => $parentMastery) {
                    // 查询这个父节点的所有子节点
                    $childNodes = DB::connection('mysql')
                        ->table('knowledge_points')
                        ->where('parent_kp_code', $parentKpCode)
                        ->pluck('kp_code')
                        ->toArray();

                    // 检查是否有子节点在本次考试中出现
                    $relevantChildren = array_intersect($examKpCodes, $childNodes);

                    if (! empty($relevantChildren)) {
                        // 口径统一：父节点掌握度 = 全部直接子节点（含未命中，缺失按0）均值
                        $childCurrentLevels = [];
                        $childPreviousLevels = [];
                        foreach ($childNodes as $childKpCode) {
                            $currentChild = floatval($fullMasteryMap[$childKpCode] ?? 0);
                            $childCurrentLevels[] = $currentChild;

                            $prevFromSnapshot = $snapshotMasteryData[$childKpCode]['previous_mastery'] ?? null;
                            $currFromSnapshot = $snapshotMasteryData[$childKpCode]['current_mastery'] ?? null;
                            $previousChild = $prevFromSnapshot ?? $currFromSnapshot ?? $currentChild;
                            $childPreviousLevels[] = floatval($previousChild);
                        }

                        $finalParentMastery = ! empty($childCurrentLevels)
                            ? array_sum($childCurrentLevels) / count($childCurrentLevels)
                            : floatval($parentMastery);
                        $previousParentMastery = ! empty($childPreviousLevels)
                            ? array_sum($childPreviousLevels) / count($childPreviousLevels)
                            : $finalParentMastery;
                        $finalParentChange = $finalParentMastery - $previousParentMastery;

                        // 获取父节点中文名称
                        $parentKpInfo = DB::connection('mysql')
                            ->table('knowledge_points')
                            ->where('kp_code', $parentKpCode)
                            ->first();

                        $parentMasteryLevels[$parentKpCode] = [
                            'kp_code' => $parentKpCode,
                            'kp_name' => $parentKpInfo->name ?? $parentKpCode,
                            'mastery_level' => $finalParentMastery,
                            'mastery_percentage' => round($finalParentMastery * 100, 1),
                            'mastery_change' => $finalParentChange,
                            'change_source' => 'children_all_average',
                            'children' => $relevantChildren,
                        ];
                    }
                }

                Log::info('ExamPdfExportService: 过滤后的父节点掌握度', [
                    'all_parent_count' => count($allParentMasteryLevels),
                    'filtered_parent_count' => count($parentMasteryLevels),
                    'filtered_codes' => array_keys($parentMasteryLevels),
                ]);
            } catch (\Exception $e) {
                Log::warning('ExamPdfExportService: 获取父节点掌握度失败', [
                    'error' => $e->getMessage(),
                ]);
            }

            Log::info('ExamPdfExportService: 使用analysisData中的掌握度数据', [
                'count' => count($masteryData),
                'masteryData_sample' => ! empty($masteryData) ? array_slice($masteryData, 0, 2) : [],
            ]);
        } else {
            // 如果没有knowledge_point_analysis，使用MasteryCalculator获取多层级掌握度概览
            try {
                Log::info('ExamPdfExportService: 获取学生多层级掌握度概览', [
                    'student_id' => $studentId,
                ]);
                $masteryOverview = $this->masteryCalculator->getStudentMasteryOverviewWithHierarchy($studentId);
                $masteryData = $masteryOverview['details'] ?? [];
                $parentMasteryLevels = $masteryOverview['parent_mastery_levels'] ?? []; // 获取父节点掌握度
                $allParentMasteryLevelsRaw = $parentMasteryLevels;

                // 【修复】将对象数组转换为关联数组（避免 stdClass 对象访问错误）
                if (! empty($masteryData) && is_array($masteryData)) {
                    $masteryData = array_map(function ($item) {
                        if (is_object($item)) {
                            $kpCode = $item->kp_code ?? null;
                            return [
                                'kp_code' => $kpCode,
                                'kp_name' => $item->kp_name ?? null,
                                'mastery_level' => floatval($item->mastery_level ?? 0),
                                'mastery_change' => $item->mastery_change !== null ? floatval($item->mastery_change) : null,
                            ];
                        }

                        return $item;
                    }, $masteryData);
                }

                foreach ($masteryData as $m) {
                    $code = $m['kp_code'] ?? null;
                    if ($code) {
                        $fullMasteryMap[$code] = floatval($m['mastery_level'] ?? 0);
                    }
                }

                // 【修复】获取快照数据以计算掌握度变化
                $lastSnapshot = DB::connection('mysql')
                    ->table('knowledge_point_mastery_snapshots')
                    ->where('student_id', $studentId)
                    ->latest('snapshot_time')
                    ->first();

                if ($lastSnapshot) {
                    $previousMasteryJson = json_decode($lastSnapshot->mastery_data, true);
                    foreach ($masteryData as &$item) {
                        $kpCode = $item['kp_code'];
                        if (isset($previousMasteryJson[$kpCode])) {
                            $previous = floatval($previousMasteryJson[$kpCode]['previous_mastery'] ?? 0);
                            $current = floatval($item['mastery_level']);
                            $item['mastery_change'] = $current - $previous;
                        }
                    }
                    unset($item);
                }

                Log::info('ExamPdfExportService: 成功获取多层级掌握度数据', [
                    'count' => count($masteryData),
                    'parent_count' => count($parentMasteryLevels),
                ]);
            } catch (\Exception $e) {
                Log::error('ExamPdfExportService: 获取掌握度数据失败', [
                    'student_id' => $studentId,
                    'error' => $e->getMessage(),
                ]);
            }
        }

        // 【修改】使用本地方法获取学习路径推荐（替代API调用）
        $recommendations = [];
        try {
            Log::info('ExamPdfExportService: 获取学习路径推荐', [
                'student_id' => $studentId,
            ]);
            $learningPaths = $this->learningAnalyticsService->recommendLearningPaths($studentId, 3);
            $recommendations = $learningPaths['recommendations'] ?? [];
            Log::info('ExamPdfExportService: 成功获取学习路径推荐', [
                'count' => count($recommendations),
            ]);
        } catch (\Exception $e) {
            Log::error('ExamPdfExportService: 获取学习路径推荐失败', [
                'student_id' => $studentId,
                'error' => $e->getMessage(),
            ]);
        }

        // 获取知识点名称映射
        $kpNameMap = $this->buildKnowledgePointNameMap();
        Log::info('ExamPdfExportService: 获取知识点名称映射', [
            'kpNameMap_count' => count($kpNameMap),
            'kpNameMap_keys_sample' => ! empty($kpNameMap) ? array_slice(array_keys($kpNameMap), 0, 5) : [],
        ]);

        // 【修复】直接从MySQL数据库获取题目详情（不通过API）
        // 只有当 $paper 是 Paper 模型时才查询题目详情
        $questionDetails = ($paper instanceof \App\Models\Paper)
            ? $this->getQuestionDetailsFromMySQL($paper)
            : [];

        // 处理题目数据
        $questions = $this->processQuestionsForReport($paper, $questionDetails, $kpNameMap);

        // 【关键调试】查看buildMasterySummary的返回结果
        $masterySummary = $this->buildMasterySummary($masteryData, $kpNameMap);
        Log::info('ExamPdfExportService: buildMasterySummary返回结果', [
            'masteryData_count' => count($masteryData),
            'kpNameMap_count' => count($kpNameMap),
            'masterySummary_keys' => array_keys($masterySummary),
            'masterySummary_items_count' => count($masterySummary['items'] ?? []),
            'masterySummary_items_sample' => ! empty($masterySummary['items']) ? array_slice($masterySummary['items'], 0, 2) : [],
        ]);

        // 构建当前学生掌握度映射，供父子影响分析展示使用
        $masteryMap = !empty($fullMasteryMap) ? $fullMasteryMap : [];
        if (empty($masteryMap)) {
            foreach ($masteryData as $m) {
                $code = $m['kp_code'] ?? null;
                if ($code) {
                    $masteryMap[$code] = floatval($m['mastery_level'] ?? 0);
                }
            }
        }

        // 本卷命中知识点：严格按“这套卷子题目关联知识点”计算
        $examQuestionKpCodes = array_values(array_unique(array_filter(array_map(
            fn ($q) => trim((string) ($q['knowledge_point'] ?? '')),
            $questions
        ))));

        // 父节点列表：直接按“本卷命中子知识点”反查父节点，避免历史全集/补齐口径带偏
        $processedParentMastery = $this->buildParentMasteryFromHitCodes(
            $examQuestionKpCodes,
            $kpNameMap,
            $masteryMap,
            $snapshotMasteryData
        );
        $processedFullParentMastery = $this->buildParentMasteryFromAllParents(
            $allParentMasteryLevelsRaw,
            $kpNameMap,
            $masteryMap,
            $snapshotMasteryData
        );

        Log::info('ExamPdfExportService: 处理后的父节点掌握度', [
            'raw_count' => count($parentMasteryLevels),
            'processed_count' => count($processedParentMastery),
            'processed_sample' => ! empty($processedParentMastery) ? array_slice($processedParentMastery, 0, 3) : [],
        ]);

        return [
            'paper' => [
                'id' => $paper->paper_id,
                'name' => $paper->paper_name,
                'paper_type' => $paper->paper_type,
                'difficulty_category' => $paper->difficulty_category,
                'assemble_type_label' => $assembleTypeLabel,
                'total_questions' => $paper->question_count,
                'total_score' => $paper->total_score,
                'created_at' => $paper->created_at,
            ],
            'student' => $studentInfo,
            'teacher' => $teacherInfo,
            'questions' => $questions,
            'mastery' => $masterySummary,
            'exam_hit_kp_codes' => $examQuestionKpCodes,
            'parent_mastery_levels' => $processedParentMastery, // 【修复】使用处理后的父节点数据
            'full_parent_mastery_levels' => $processedFullParentMastery,
            'insights' => $analysisData['question_analysis'] ?? [], // 使用question_analysis替代question_results
            'recommendations' => $recommendations,
            'analysis_data' => $analysisData,
            'mastery_map' => $masteryMap,
        ];
    }

    /**
     * 【修复】直接从PaperQuestion表获取题目详情（不通过API）
     */
    private function getQuestionDetailsFromMySQL(Paper $paper): array
    {
        $details = [];

        Log::info('ExamPdfExportService: 从PaperQuestion表查询题目详情', [
            'paper_id' => $paper->paper_id,
            'question_count' => $paper->questions->count(),
        ]);

        foreach ($paper->questions as $pq) {
            try {
                // 【关键修复】直接从PaperQuestion对象获取solution和correct_answer
                $detail = [
                    'id' => $pq->question_id,
                    'content' => $pq->question_text,
                    'question_type' => $pq->question_type,
                    'answer' => $pq->correct_answer ?? null,  // 【修复】从PaperQuestion获取正确答案
                    'solution' => $pq->solution ?? null,  // 【修复】从PaperQuestion获取解题思路
                ];
                $details[(string) ($pq->question_id ?? $pq->id)] = $detail;

                Log::debug('ExamPdfExportService: 成功获取题目详情', [
                    'paper_question_id' => $pq->id,
                    'question_id' => $pq->question_id,
                    'has_answer' => ! empty($pq->correct_answer),
                    'has_solution' => ! empty($pq->solution),
                    'answer_preview' => $pq->correct_answer ? substr($pq->correct_answer, 0, 50) : null,
                ]);
            } catch (\Throwable $e) {
                Log::error('ExamPdfExportService: 获取题目详情失败', [
                    'paper_question_id' => $pq->id,
                    'error' => $e->getMessage(),
                ]);
            }
        }

        return $details;
    }

    /**
     * 将题库 options 转为 [A=>文本, B=>文本, ...]，供学情报告展示
     *
     * @param  mixed  $raw  questions.options（JSON/数组）
     * @return array<string, string>
     */
    private function normalizeChoiceOptionsMap($raw): array
    {
        if ($raw === null || $raw === '') {
            return [];
        }
        if (is_string($raw)) {
            $decoded = json_decode($raw, true);
            $raw = is_array($decoded) ? $decoded : [];
        }
        if (! is_array($raw)) {
            return [];
        }

        $out = [];
        foreach ($raw as $k => $v) {
            if (is_string($k) && preg_match('/([A-H])/i', $k, $m)) {
                $letter = strtoupper($m[1]);
                $text = is_array($v)
                    ? (string) ($v['content'] ?? $v['text'] ?? $v['value'] ?? '')
                    : (string) $v;
                $text = trim($text);
                if ($text !== '') {
                    $out[$letter] = $text;
                }
            }
        }
        if (! empty($out)) {
            return $out;
        }

        $letters = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'];
        $i = 0;
        foreach ($raw as $v) {
            if ($i >= count($letters)) {
                break;
            }
            $text = is_array($v)
                ? (string) ($v['content'] ?? $v['text'] ?? $v['value'] ?? '')
                : (string) $v;
            $text = trim($text);
            if ($text !== '') {
                $out[$letters[$i]] = $text;
            }
            $i++;
        }

        return $out;
    }

    /**
     * 从题干 HTML 中解析选项（与 ExamPdfController::extractOptions 口径一致，输出为字母=>文本）
     *
     * @return array<string, string>
     */
    private function extractChoiceOptionsFromStem(string $content): array
    {
        $out = [];
        $contentWithoutSvg = preg_replace('/<svg[^>]*>.*?<\/svg>/is', '[SVG_PLACEHOLDER]', $content);
        $pattern = '/(?:^|\s)([A-H])[\.、：．:]\s*(.+?)(?=(?:^|\s)[A-H][\.、：．:]|$)/su';

        if (preg_match_all($pattern, $contentWithoutSvg, $matches, PREG_SET_ORDER)) {
            foreach ($matches as $match) {
                $letter = strtoupper($match[1]);
                $optionText = trim($match[2]);
                $optionText = preg_replace('/\s+$/', '', $optionText);
                $optionText = preg_replace('/^\$\$\s*/', '', $optionText);
                $optionText = preg_replace('/\s*\$\$$/', '', $optionText);
                if ($optionText !== '') {
                    $out[$letter] = $optionText;
                }
            }
        }

        if (empty($out)) {
            $lines = preg_split('/[\r\n]+/', $contentWithoutSvg);
            foreach ($lines as $line) {
                $line = trim($line);
                if (preg_match('/^([A-H])[\.、：．:]\s*(.+)$/u', $line, $match)) {
                    $letter = strtoupper($match[1]);
                    $optionText = trim($match[2]);
                    if ($optionText !== '') {
                        $out[$letter] = $optionText;
                    }
                }
            }
        }

        return $out;
    }

    /**
     * 处理题目数据（用于报告）
     */
    private function processQuestionsForReport($paper, array $questionDetails, array $kpNameMap): array
    {
        $grouped = [
            'choice' => [],
            'fill' => [],
            'answer' => [],
        ];

        // 【修复】处理空的试卷（questions可能不存在）
        $questions = $paper->questions ?? collect();
        if ($questions->isEmpty()) {
            Log::info('ExamPdfExportService: 试卷没有题目，返回空数组');

            return $grouped;
        }

        $sortedQuestions = $questions
            ->sortBy(function ($q, int $idx) {
                $number = $q->question_number ?? $idx + 1;

                return is_numeric($number) ? (float) $number : ($q->id ?? $idx);
            });

        $bankIds = $sortedQuestions->pluck('question_bank_id')->filter()->unique()->values()->all();
        $optionsByBankId = [];
        if (! empty($bankIds)) {
            $optionsByBankId = Question::whereIn('id', $bankIds)
                ->pluck('options', 'id')
                ->toArray();
        }

        foreach ($sortedQuestions as $idx => $question) {
            $kpCode = $question->knowledge_point ?? '';
            $kpName = $kpNameMap[$kpCode] ?? $kpCode ?: '未标注';

            // 【修复】直接从PaperQuestion对象获取solution和correct_answer
            $answer = $question->correct_answer ?? null;  // 直接从PaperQuestion获取
            $solution = $question->solution ?? null;  // 直接从PaperQuestion获取

            $detail = $questionDetails[(string) ($question->question_id ?? $question->id)] ?? [];
            $typeRaw = $question->question_type ?? ($detail['question_type'] ?? $detail['type'] ?? '');
            $normalizedType = $this->normalizeQuestionType($typeRaw);
            $number = $question->question_number ?? ($idx + 1);

            // 处理题干文本
            $questionText = is_array($question->question_text)
                ? json_encode($question->question_text, JSON_UNESCAPED_UNICODE)
                : ($question->question_text ?? '');

            $optionsFromBank = $question->question_bank_id
                ? ($optionsByBankId[$question->question_bank_id] ?? null)
                : null;
            $choiceOptionsMap = $this->normalizeChoiceOptionsMap($optionsFromBank);
            if (empty($choiceOptionsMap) && $normalizedType === 'choice') {
                $choiceOptionsMap = $this->extractChoiceOptionsFromStem((string) $questionText);
            }

            $questionTextForPayload = $this->formatNewlines($questionText);
            $questionTextPreprocessed = false;
            if ($normalizedType === 'choice') {
                $questionTextForPayload = GradingStyleQuestionStem::buildChoiceStemForReport(
                    (string) $questionTextForPayload
                );
                $questionTextPreprocessed = true;
            }

            $payload = [
                'question_id' => $question->question_id ?? null,
                'question_bank_id' => $question->question_bank_id ?? $question->question_id ?? null,
                'question_number' => $number,
                'question_text' => $questionTextForPayload,
                'question_text_preprocessed' => $questionTextPreprocessed,
                'question_type' => $normalizedType,
                'knowledge_point' => $kpCode,
                'knowledge_point_name' => $kpName,
                'difficulty' => isset($question->difficulty) ? (float) $question->difficulty : null,
                'score' => $question->score,
                'answer' => $this->formatNewlines($answer),  // 格式化换行
                'solution' => $this->formatNewlines($solution),  // 格式化换行
                'student_answer' => $this->formatNewlines($question->student_answer ?? null),  // 格式化换行
                'correct_answer' => $this->formatNewlines($answer),  // 格式化换行
                'is_correct' => $question->is_correct ?? null,
                'score_obtained' => $question->score_obtained ?? null,
                'options' => $choiceOptionsMap,
            ];

            $grouped[$normalizedType][] = $payload;

            // 【调试】记录题目数据
            Log::debug('ExamPdfExportService: 处理题目数据', [
                'paper_question_id' => $question->id,
                'question_id' => $question->question_id,
                'has_answer' => ! empty($answer),
                'has_solution' => ! empty($solution),
                'answer_preview' => $answer ? substr($answer, 0, 50) : null,
            ]);
        }

        $ordered = array_merge($grouped['choice'], $grouped['fill'], $grouped['answer']);

        // 按卷面顺序重新编号
        foreach ($ordered as $i => &$q) {
            $q['display_number'] = $i + 1;
        }
        unset($q);

        return $ordered;
    }

    /**
     * 构建PDF
     */
    private function buildPdf(string $html, bool $applyWideImageSizing = false, bool $scopeToExamPart = false): ?string
    {
        $tmpHtml = tempnam(sys_get_temp_dir(), 'exam_html_').'.html';
        $utf8Html = $this->ensureUtf8Html($html);
        if ($applyWideImageSizing) {
            $utf8Html = $scopeToExamPart
                ? $this->applyAdaptiveWideImageSizingToExamPart($utf8Html)
                : $this->applyAdaptiveWideImageSizing($utf8Html);
        }
        $written = file_put_contents($tmpHtml, $utf8Html);

        Log::debug('ExamPdfExportService: HTML文件已创建', [
            'path' => $tmpHtml,
            'html_length' => strlen($utf8Html),
            'written_bytes' => $written,
        ]);

        // 【调试】如果启用了HTML保存调试，复制HTML到storage用于分析
        if (config('pdf.debug_save_html', false)) {
            $debugPath = storage_path('app/debug_pdf_'.date('YmdHis').'.html');
            @copy($tmpHtml, $debugPath);
            Log::warning('ExamPdfExportService: [DEBUG] HTML副本已保存', ['path' => $debugPath]);
        }

        // 仅使用Chrome渲染
        $chromePdf = $this->renderWithChrome($tmpHtml);
        @unlink($tmpHtml);

        return $chromePdf;
    }

    /**
     * 对扁长/超扁长图片做全局自适应放大，普通图片不处理。
     */
    private function applyAdaptiveWideImageSizing(string $html): string
    {
        return (string) preg_replace_callback(
            '/<img\b[^>]*\bsrc=(["\'])([^"\']+)\1[^>]*>/i',
            function (array $m): string {
                $fullTag = $m[0] ?? '';
                $src = $m[2] ?? '';
                if ($fullTag === '' || $src === '' || str_starts_with($src, 'data:')) {
                    return $fullTag;
                }
                if (! $this->shouldApplyAdaptiveSizingToSrc($src)) {
                    return $fullTag;
                }

                $dim = $this->getPdfImageDimensions($src);
                if (! $dim || ($dim['w'] ?? 0) <= 0 || ($dim['h'] ?? 0) <= 0) {
                    return $fullTag;
                }

                $ratio = $dim['w'] / max(1, $dim['h']);
                if ($ratio < 2.8) {
                    return $fullTag;
                }

                $targetWidth = $ratio >= 3.5 ? self::PDF_IMAGE_WIDTH_VERY_WIDE_PX : self::PDF_IMAGE_WIDTH_WIDE_PX;
                $targetWidth = min($targetWidth, $dim['w']);
                $targetStyle = sprintf(
                    'width:%dpx!important;max-width:%dpx!important;max-height:60mm!important;height:auto!important;object-fit:contain!important;',
                    $targetWidth,
                    $targetWidth
                );

                if (preg_match('/\sstyle=(["\'])(.*?)\1/i', $fullTag, $sm)) {
                    $originStyle = $sm[2] ?? '';
                    $originStyle = preg_replace('/\bmax-width\s*:[^;]+;?/i', '', $originStyle);
                    $originStyle = preg_replace('/\bmax-height\s*:[^;]+;?/i', '', $originStyle);
                    $originStyle = preg_replace('/\bwidth\s*:[^;]+;?/i', '', $originStyle);
                    $originStyle = preg_replace('/\bheight\s*:[^;]+;?/i', '', $originStyle);
                    $originStyle = preg_replace('/\bobject-fit\s*:[^;]+;?/i', '', $originStyle);
                    $newStyle = $targetStyle.trim((string) $originStyle);

                    return preg_replace(
                        '/\sstyle=(["\'])(.*?)\1/i',
                        ' style="'.$newStyle.'"',
                        $fullTag,
                        1
                    ) ?? $fullTag;
                }

                return preg_replace('/<img\b/i', '<img style="'.$targetStyle.'"', $fullTag, 1) ?? $fullTag;
            },
            $html
        );
    }

    /**
     * 仅在 unified HTML 的试卷容器中应用扁图策略，避免影响判卷/知识点讲解部分。
     */
    private function applyAdaptiveWideImageSizingToExamPart(string $html): string
    {
        $startMarker = '<!-- EXAM_PART_START -->';
        $endMarker = '<!-- EXAM_PART_END -->';
        $startPos = strpos($html, $startMarker);
        $endPos = strpos($html, $endMarker);
        if ($startPos === false || $endPos === false || $endPos <= $startPos) {
            return $html;
        }

        $contentStart = $startPos + strlen($startMarker);
        $examContent = substr($html, $contentStart, $endPos - $contentStart);
        if ($examContent === false || $examContent === '') {
            return $html;
        }

        $processedExamContent = $this->applyAdaptiveWideImageSizing($examContent);

        return substr($html, 0, $contentStart).$processedExamContent.substr($html, $endPos);
    }

    /**
     * @return array{w:int,h:int}|null
     */
    private function getPdfImageDimensions(string $src): ?array
    {
        if (array_key_exists($src, $this->pdfImageDimensionCache)) {
            return $this->pdfImageDimensionCache[$src];
        }

        try {
            $persisted = $this->getPersistedPdfImageMetrics($src);
            if ($persisted !== null) {
                $this->pdfImageDimensionCache[$src] = $persisted;

                return $persisted;
            }

            if (! str_starts_with($src, 'http://') && ! str_starts_with($src, 'https://')) {
                $this->pdfImageDimensionCache[$src] = null;

                return null;
            }

            $size = @getimagesize($src);
            if (is_array($size) && count($size) >= 2) {
                $data = ['w' => (int) $size[0], 'h' => (int) $size[1]];
                $this->persistPdfImageMetrics($src, $data);
                $this->pdfImageDimensionCache[$src] = $data;

                return $data;
            }

            $this->pdfImageDimensionCache[$src] = null;

            return null;
        } catch (\Throwable $e) {
            Log::debug('ExamPdfExportService: 图片尺寸探测失败', ['src' => $src, 'error' => $e->getMessage()]);
            $this->pdfImageDimensionCache[$src] = null;

            return null;
        }
    }

    /**
     * @return array{w:int,h:int}|null
     */
    private function getPersistedPdfImageMetrics(string $src): ?array
    {
        if (! $this->isPdfImageMetricsTableReady()) {
            return null;
        }

        $row = DB::table('pdf_image_metrics')
            ->where('src', $src)
            ->first(['width', 'height']);

        if (! $row) {
            return null;
        }

        $w = (int) ($row->width ?? 0);
        $h = (int) ($row->height ?? 0);
        if ($w <= 0 || $h <= 0) {
            return null;
        }

        return ['w' => $w, 'h' => $h];
    }

    /**
     * @param  array{w:int,h:int}  $data
     */
    private function persistPdfImageMetrics(string $src, array $data): void
    {
        if (! $this->isPdfImageMetricsTableReady()) {
            return;
        }

        $w = (int) ($data['w'] ?? 0);
        $h = (int) ($data['h'] ?? 0);
        if ($w <= 0 || $h <= 0) {
            return;
        }

        DB::table('pdf_image_metrics')->upsert([
            [
                'src' => $src,
                'width' => $w,
                'height' => $h,
                'ratio' => round($w / max(1, $h), 4),
                'updated_at' => now(),
                'created_at' => now(),
            ],
        ], ['src'], ['width', 'height', 'ratio', 'updated_at']);
    }

    private function isPdfImageMetricsTableReady(): bool
    {
        if ($this->hasPdfImageMetricsTable !== null) {
            return $this->hasPdfImageMetricsTable;
        }

        $this->hasPdfImageMetricsTable = Schema::hasTable('pdf_image_metrics');

        return $this->hasPdfImageMetricsTable;
    }

    private function shouldApplyAdaptiveSizingToSrc(string $src): bool
    {
        $parts = parse_url($src);
        if (! is_array($parts)) {
            return false;
        }
        $host = strtolower((string) ($parts['host'] ?? ''));
        $path = (string) ($parts['path'] ?? '');
        if ($host !== 'file.chunsunqiuzhu.com') {
            return false;
        }
        if (! str_contains($path, '/data/')) {
            return false;
        }

        return (bool) preg_match('/\.(png|jpe?g|webp)$/i', $path);
    }

    /**
     * 使用Chrome渲染PDF
     */
    private function renderWithChrome(string $htmlPath): ?string
    {
        $tmpPdf = tempnam(sys_get_temp_dir(), 'exam_pdf_').'.pdf';
        $userDataDir = sys_get_temp_dir().'/chrome-profile-'.uniqid();

        $chromeBinary = $this->findChromeBinary();
        if (! $chromeBinary) {
            Log::error('ExamPdfExportService: 未找到可用的Chrome/Chromium');

            return null;
        }

        // 设置运行时目录
        $runtimeHome = sys_get_temp_dir().'/chrome-home';
        $runtimeXdg = sys_get_temp_dir().'/chrome-xdg';
        if (! File::exists($runtimeHome)) {
            @File::makeDirectory($runtimeHome, 0755, true);
        }
        if (! File::exists($runtimeXdg)) {
            @File::makeDirectory($runtimeXdg, 0755, true);
        }

        $process = new Process([
            $chromeBinary,
            '--headless=new', // 【优化】使用新渲染引擎
            '--disable-gpu',
            '--no-sandbox',
            '--disable-setuid-sandbox',
            '--disable-dev-shm-usage',
            '--disable-web-security',
            '--disable-features=VizDisplayCompositor',
            '--disable-extensions',
            // '--disable-background-networking',  // 注释掉，可能阻止必要的网络请求
            '--disable-component-update',
            '--disable-client-side-phishing-detection',
            '--disable-default-apps',
            '--disable-domain-reliability',
            '--disable-sync',
            '--no-first-run',
            '--no-default-browser-check',
            '--disable-crash-reporter',
            '--disable-print-preview',
            '--disable-features=TranslateUI',
            '--disable-features=OptimizationHints',
            '--disable-ipc-flooding-protection',
            '--disable-background-timer-throttling',
            '--disable-backgrounding-occluded-windows',
            '--disable-renderer-backgrounding',
            '--disable-features=AudioServiceOutOfProcess',
            '--disable-gpu-sandbox',
            '--disable-software-rasterizer',
            '--disable-background-mode',
            '--disable-extensions-http-throttling',
            '--disable-ipc-flooding-protection',
            '--disable-features=Dbus',    // 禁用 dbus
            // 【关键修复】添加虚拟时间预算，让Chrome有足够时间加载CDN资源和执行JS
            '--virtual-time-budget=30000',  // 30秒虚拟时间用于加载外部资源
            '--run-all-compositor-stages-before-draw',  // 确保所有渲染完成后再生成PDF
            '--user-data-dir='.$userDataDir,
            '--print-to-pdf='.$tmpPdf,
            '--print-to-pdf-no-header',
            '--allow-file-access-from-files',
            '--font-render-hinting=none', // 【优化】禁用字体渲染提示
            '--disable-font-antialiasing',
            'file://'.$htmlPath,
        ], null, [
            'HOME' => $runtimeHome,
            'XDG_RUNTIME_DIR' => $runtimeXdg,
        ]);

        $process->setTimeout(180); // 复杂学情报告页允许更长渲染时间，降低超时失败率
        $killSignal = \defined('SIGKILL') ? \SIGKILL : 9;

        Log::warning('ExamPdfExportService: [调试] Chrome命令准备执行', [
            'chrome_binary' => $chromeBinary,
            'html_path' => $htmlPath,
            'html_exists' => file_exists($htmlPath),
            'html_size' => file_exists($htmlPath) ? filesize($htmlPath) : 0,
            'pdf_path' => $tmpPdf,
            'user_data_dir' => $userDataDir,
        ]);

        try {
            $startedAt = microtime(true);
            $process->start();
            $pdfGenerated = false;

            // 轮询检测PDF是否生成
            $pollStart = microtime(true);
            $maxPollSeconds = 80; // 【修复】增加轮询超时到80秒
            while ($process->isRunning() && (microtime(true) - $pollStart) < $maxPollSeconds) {
                if (file_exists($tmpPdf) && filesize($tmpPdf) > 0) {
                    $pdfGenerated = true;
                    Log::info('ExamPdfExportService: PDF生成成功，提前终止Chrome进程', [
                        'elapsed' => round(microtime(true) - $startedAt, 2),
                        'pdf_size' => filesize($tmpPdf),
                    ]);
                    $process->stop(3, $killSignal); // 【优化】减少停止等待时间
                    break;
                }
                usleep(100_000); // 【优化】从200ms减少到100ms
            }

            if ($process->isRunning()) {
                $process->stop(3, $killSignal); // 【优化】减少停止等待时间
            }

            // 【优化】删除不必要的wait()调用，避免重复等待
            // $process->wait();

        } catch (ProcessTimedOutException|ProcessSignaledException $e) {
            if ($process->isRunning()) {
                $process->stop(3, $killSignal); // 【优化】减少停止等待时间
            }
            Log::warning('ExamPdfExportService: Chrome进程超时或被信号中断', [
                'elapsed' => round((microtime(true) - $startedAt), 2),
                'exception' => get_class($e),
            ]);

            $result = $this->handleChromeProcessResult($tmpPdf, $userDataDir, $process, $startedAt);
            if ($result !== null) {
                return $result;
            }
            return $this->renderWithChromeMinimal($chromeBinary, $htmlPath);
        } catch (\Throwable $e) {
            if ($process->isRunning()) {
                $process->stop(3, $killSignal); // 【优化】减少停止等待时间
            }
            Log::error('ExamPdfExportService: Chrome进程异常', [
                'elapsed' => round((microtime(true) - $startedAt), 2),
                'error' => $e->getMessage(),
            ]);

            $result = $this->handleChromeProcessResult($tmpPdf, $userDataDir, $process, null);
            if ($result !== null) {
                return $result;
            }
            return $this->renderWithChromeMinimal($chromeBinary, $htmlPath);
        }

        $result = $this->handleChromeProcessResult($tmpPdf, $userDataDir, $process, null);
        if ($result !== null) {
            return $result;
        }
        return $this->renderWithChromeMinimal($chromeBinary, $htmlPath);
    }

    /**
     * 处理Chrome进程结果
     */
    private function handleChromeProcessResult(string $tmpPdf, string $userDataDir, Process $process, ?float $startedAt): ?string
    {
        $pdfExists = file_exists($tmpPdf);
        $pdfSize = $pdfExists ? filesize($tmpPdf) : null;
        $elapsed = $startedAt ? round((microtime(true) - $startedAt), 2) : null;

        // 【优化】即使进程未成功，只要PDF存在且大小合理就返回
        if ($pdfExists && $pdfSize > 1000) { // 至少1KB
            Log::info('ExamPdfExportService: PDF生成成功', [
                'elapsed' => $elapsed,
                'pdf_size' => $pdfSize,
                'exit_code' => $process->getExitCode(),
                'is_successful' => $process->isSuccessful(),
            ]);

            $pdfBinary = file_get_contents($tmpPdf);
            @unlink($tmpPdf);
            File::deleteDirectory($userDataDir);

            return $pdfBinary;
        }

        // 如果PDF不存在或太小，记录错误
        Log::error('ExamPdfExportService: Chrome渲染失败', [
            'elapsed' => $elapsed,
            'pdf_exists' => $pdfExists,
            'pdf_size' => $pdfSize,
            'exit_code' => $process->getExitCode(),
            'error' => $process->getErrorOutput(),
            'output' => $process->getOutput(),
        ]);

        @unlink($tmpPdf);
        File::deleteDirectory($userDataDir);

        return null;
    }

    /**
     * Chrome主渲染失败时的最小参数兜底。
     */
    private function renderWithChromeMinimal(string $chromeBinary, string $htmlPath): ?string
    {
        $tmpPdf = tempnam(sys_get_temp_dir(), 'exam_pdf_fallback_').'.pdf';
        $process = new Process([
            $chromeBinary,
            '--headless=new',
            '--disable-gpu',
            '--no-sandbox',
            '--print-to-pdf='.$tmpPdf,
            'file://'.$htmlPath,
        ]);
        $process->setTimeout(180);

        try {
            $process->run();
            if (file_exists($tmpPdf) && filesize($tmpPdf) > 1000) {
                Log::warning('ExamPdfExportService: Chrome最小参数兜底成功', [
                    'pdf_size' => filesize($tmpPdf),
                    'exit_code' => $process->getExitCode(),
                ]);
                $pdfBinary = file_get_contents($tmpPdf);
                @unlink($tmpPdf);
                return $pdfBinary;
            }
            Log::error('ExamPdfExportService: Chrome最小参数兜底失败', [
                'exit_code' => $process->getExitCode(),
                'error' => $process->getErrorOutput(),
                'output' => $process->getOutput(),
            ]);
        } catch (\Throwable $e) {
            Log::error('ExamPdfExportService: Chrome最小参数兜底异常', [
                'error' => $e->getMessage(),
            ]);
        }
        @unlink($tmpPdf);
        return null;
    }

    /**
     * 查找Chrome二进制文件
     */
    private function findChromeBinary(): ?string
    {
        $candidates = [
            env('PDF_CHROME_BINARY'),
            env('CHROME_BIN'),  // Docker Alpine 环境变量
            '/usr/bin/chromium-browser',  // Alpine Linux
            '/usr/bin/chromium',
            '/usr/bin/google-chrome-stable',
            '/usr/bin/google-chrome',
            '/Applications/Google Chrome.app/Contents/MacOS/Google Chrome',  // macOS
        ];

        foreach ($candidates as $path) {
            if ($path && is_file($path) && is_executable($path)) {
                return $path;
            }
        }

        return null;
    }

    /**
     * 确保HTML为UTF-8编码，并内联外部资源
     */
    private function ensureUtf8Html(string $html): string
    {
        $meta = '<meta charset="UTF-8">';
        if (stripos($html, '<head>') !== false) {
            $html = preg_replace('/<head>/i', "<head>{$meta}", $html, 1);
        } else {
            $html = $meta.$html;
        }

        // 【关键修复】内联KaTeX CSS，避免Chrome在容器中加载CDN资源超时
        $html = $this->inlineExternalResources($html);

        return $html;
    }

    /**
     * 将CDN资源替换为内联资源
     * 【关键修复】避免Chrome在容器中加载CDN资源超时，同时支持本地路径
     */
    private function inlineExternalResources(string $html): string
    {
        // 检查是否包含 KaTeX 资源（CDN 或本地）
        $hasKatexCdn = strpos($html, 'cdn.jsdelivr.net/npm/katex') !== false;
        $hasKatexLocal = strpos($html, '/js/katex.min.js') !== false || strpos($html, '/css/katex/katex.min.css') !== false;

        // 【调试】记录HTML内容信息
        Log::warning('ExamPdfExportService: inlineExternalResources', [
            'html_length' => strlen($html),
            'has_katex_cdn' => $hasKatexCdn,
            'has_katex_local' => $hasKatexLocal,
        ]);

        // 如果既没有 CDN 也没有本地链接，跳过
        if (! $hasKatexCdn && ! $hasKatexLocal) {
            Log::warning('ExamPdfExportService: HTML 中没有 KaTeX 资源链接，跳过内联');

            return $html;
        }

        try {
            // 读取并内联 KaTeX CSS（无论 CDN 还是本地）
            $katexCssPath = public_path('css/katex/katex.min.css');
            if (file_exists($katexCssPath)) {
                $katexCss = file_get_contents($katexCssPath);

                // 修复字体路径：将相对路径改为 data URI
                $fontsDir = public_path('css/katex/fonts');
                $katexCss = preg_replace_callback(
                    '/url\(["\']?fonts\/([^"\')\s]+)["\']?\)/i',
                    function ($matches) use ($fontsDir) {
                        $fontFile = $fontsDir.'/'.$matches[1];
                        if (file_exists($fontFile)) {
                            $fontData = base64_encode(file_get_contents($fontFile));
                            $mimeType = str_ends_with($matches[1], '.woff2') ? 'font/woff2' : 'font/woff';

                            return 'url(data:'.$mimeType.';base64,'.$fontData.')';
                        }

                        return $matches[0];
                    },
                    $katexCss
                );

                // 替换 CDN CSS 链接
                if ($hasKatexCdn) {
                    $html = preg_replace(
                        '/<link[^>]*href=["\']https:\/\/cdn\.jsdelivr\.net\/npm\/katex[^"\']*katex\.min\.css["\'][^>]*>/i',
                        '<style type="text/css">'.$katexCss.'</style>',
                        $html
                    );
                }

                // 替换本地 CSS 链接
                if ($hasKatexLocal) {
                    $html = preg_replace(
                        '/<link[^>]*href=["\']\/css\/katex\/katex\.min\.css["\'][^>]*>/i',
                        '<style type="text/css">'.$katexCss.'</style>',
                        $html
                    );
                }

                Log::info('ExamPdfExportService: KaTeX CSS 已内联（含字体 data URI）');
            }

            // 读取本地 KaTeX JS（用于移除）
            $katexJsPath = public_path('js/katex.min.js');
            $autoRenderJsPath = public_path('js/auto-render.min.js');

            if (file_exists($katexJsPath)) {
                $katexJs = file_get_contents($katexJsPath);
                $html = preg_replace(
                    '/<script[^>]*src=["\']https:\/\/cdn\.jsdelivr\.net\/npm\/katex[^"\']*katex\.min\.js["\'][^>]*><\/script>/i',
                    '<script type="text/javascript">'.$katexJs.'</script>',
                    $html
                );
            }

            if (file_exists($autoRenderJsPath)) {
                $autoRenderJs = file_get_contents($autoRenderJsPath);
                $html = preg_replace(
                    '/<script[^>]*src=["\']https:\/\/cdn\.jsdelivr\.net\/npm\/katex[^"\']*auto-render[^"\']*["\'][^>]*><\/script>/i',
                    '<script type="text/javascript">'.$autoRenderJs.'</script>',
                    $html
                );
            }

            // 【关键修复】使用服务端预渲染，而不是依赖客户端 JavaScript
            // Chrome headless 的 --print-to-pdf 不会等待 JS 执行完成
            // 所以我们使用 Node.js KaTeX 在服务端预渲染所有公式

            // 1. 移除所有 KaTeX JavaScript（不再需要，因为使用服务端渲染）
            // 移除内联的 katex.min.js
            $html = preg_replace(
                '/<script[^>]*type=["\']text\/javascript["\'][^>]*>[\s\S]*?katex[\s\S]*?<\/script>/i',
                '<!-- KaTeX JS removed, using server-side rendering -->',
                $html
            );

            // 移除 DOMContentLoaded 监听器
            $html = preg_replace(
                '/<script[^>]*>[\s\S]*?document\.addEventListener[\s\S]*?DOMContentLoaded[\s\S]*?<\/script>/i',
                '<!-- DOMContentLoaded removed -->',
                $html
            );

            // 2. 使用 KatexRenderer 进行服务端预渲染
            if ($this->katexRenderer) {
                $beforeLength = strlen($html);
                $html = $this->katexRenderer->renderHtml($html);
                $afterLength = strlen($html);

                Log::info('ExamPdfExportService: LaTeX 公式服务端预渲染完成', [
                    'before_length' => $beforeLength,
                    'after_length' => $afterLength,
                    'size_change' => $afterLength - $beforeLength,
                ]);
            } else {
                Log::warning('ExamPdfExportService: KatexRenderer 未初始化，跳过预渲染');
            }

            // 【换行处理】将字面的 \n 转换为 <br> 标签（在 KaTeX 渲染后处理，避免破坏公式）
            // 先替换所有 \n 为 <br>，然后合并连续的 <br>（最多保留2个）
            $html = str_replace('\\n', '<br>', $html);
            $html = preg_replace('/(<br>\s*){3,}/', '<br><br>', $html);  // 3个以上合并为2个

        } catch (\Exception $e) {
            Log::warning('ExamPdfExportService: 内联资源处理失败，保留原始HTML', [
                'error' => $e->getMessage(),
            ]);
        }

        return $html;
    }

    /**
     * 【新增】合并两个HTML页面，插入分页符
     * 保留原始页面样式和结构，只在中间插入分页符
     */
    private function mergeHtmlWithPageBreak(string $examHtml, string $gradingHtml, ?string $kpExplainHtml = null): ?string
    {
        try {
            // 确保HTML编码正确
            $examHtml = $this->ensureUtf8Html($examHtml);
            $gradingHtml = $this->ensureUtf8Html($gradingHtml);
            if ($kpExplainHtml) {
                $kpExplainHtml = $this->ensureUtf8Html($kpExplainHtml);
            }

            // 提取body内容
            $examBody = $this->extractBodyContent($examHtml);
            $gradingBody = $this->extractBodyContent($gradingHtml);
            // 知识点讲解使用专门的提取方法，避免嵌套完整HTML结构
            $kpExplainBody = $kpExplainHtml ? $this->extractKpExplainContent($kpExplainHtml) : null;

            if (empty($examBody) || empty($gradingBody)) {
                Log::error('ExamPdfExportService: HTML内容提取失败', [
                    'exam_body_length' => strlen($examBody),
                    'grading_body_length' => strlen($gradingBody),
                ]);

                return null;
            }

            // 提取head内容（保留原始样式和meta信息）
            $examHead = $this->extractHeadContent($examHtml);
            $gradingHead = $this->extractHeadContent($gradingHtml);
            $kpExplainHead = $kpExplainHtml ? $this->extractHeadContent($kpExplainHtml) : null;

            // 构建统一HTML文档（保留原始结构）
            $unifiedHtml = $this->buildUnifiedHtmlWithOriginalStructure(
                $examHead,
                $examBody,
                $gradingBody,
                $gradingHead,
                $kpExplainBody,
                $kpExplainHead
            );

            Log::info('HTML合并成功（保留原始样式）', [
                'exam_length' => strlen($examBody),
                'grading_length' => strlen($gradingBody),
                'kp_explain_length' => $kpExplainBody ? strlen($kpExplainBody) : 0,
                'unified_length' => strlen($unifiedHtml),
                'head_length' => strlen($examHead),
                'has_kp_explain' => ! empty($kpExplainBody),
            ]);

            return $unifiedHtml;

        } catch (\Throwable $e) {
            Log::error('mergeHtmlWithPageBreak 失败', [
                'error' => $e->getMessage(),
                'trace' => $e->getTraceAsString(),
            ]);

            return null;
        }
    }

    /**
     * 【新增】提取HTML的body内容
     */
    private function extractBodyContent(string $html): string
    {
        // 匹配body标签内容
        if (preg_match('/<body[^>]*>(.*)<\/body>/is', $html, $matches)) {
            return $matches[1];
        }

        // 如果没有body标签，返回整个HTML
        return $html;
    }

    /**
     * 【新增】提取HTML的head内容
     * 保留原始页面的样式和meta信息
     */
    private function extractHeadContent(string $html): string
    {
        // 匹配head标签内容
        if (preg_match('/<head[^>]*>(.*)<\/head>/is', $html, $matches)) {
            return $matches[1];
        }

        // 如果没有head标签，返回默认meta
        return '<meta charset="UTF-8"><meta name="viewport" content="width=device-width, initial-scale=1.0">';
    }

    /**
     * 【新增】提取知识点讲解的核心内容
     * 只提取 kp-explain 容器内部的内容，避免嵌套完整的HTML结构
     */
    private function extractKpExplainContent(string $html): string
    {
        // 如果 HTML 中包含嵌套的 <html> 标签，提取嵌套内容
        if (preg_match('/<html[^>]*>(.*)<\/html>/is', $html, $htmlMatches)) {
            $html = $htmlMatches[1];
        }

        // 如果 HTML 中包含 <head> 标签，跳过 head
        if (preg_match('/<head[^>]*>.*?<\/head>/is', $html, $headMatch)) {
            $html = substr($html, strpos($html, '</head>') + 7);
        }

        // 如果 HTML 中包含 <body> 标签，提取 body 内容
        if (preg_match('/<body[^>]*>(.*)<\/body>/is', $html, $bodyMatches)) {
            $html = $bodyMatches[1];
        }

        // 移除可能存在的嵌套 <html>, <head>, <body> 标签
        $html = preg_replace('/<\/?(html|head|body)[^>]*>/is', '', $html);

        // 移除 script 标签和注释
        $html = preg_replace('/<script[^>]*>.*?<\/script>/is', '', $html);
        $html = preg_replace('/<!--[^>]*-->/is', '', $html);

        return trim($html);
    }

    /**
     * 【优化重构】构建统一的HTML文档（容器结构 + 消除空白页）
     * 使用容器结构替代空的 page-break div，避免中间出现空白页
     */
    private function buildUnifiedHtmlWithOriginalStructure(
        string $examHead,
        string $examBody,
        string $gradingBody,
        string $gradingHead,
        ?string $kpExplainBody = null,
        ?string $kpExplainHead = null
    ): string
    {
        // 清洗内容：移除可能存在的分页符，避免双重分页
        $examBody = $this->stripPageBreakElements($examBody);
        $gradingBody = $this->stripPageBreakElements($gradingBody);
        if ($kpExplainBody) {
            $kpExplainBody = $this->stripPageBreakElements($kpExplainBody);
        }

        // 合并 head 内容：试卷 head + 判卷 head + 知识点讲解 head（去重）+ 分页控制样式
        $mergedHead = $examHead;

        // 按顺序合并其他 head 里的 <style>（避免重复）
        foreach ([$gradingHead, $kpExplainHead] as $extraHead) {
            if (! $extraHead) {
                continue;
            }
            if (preg_match_all('/<style[^>]*>(.*?)<\/style>/is', $extraHead, $styleMatches)) {
                foreach ($styleMatches[0] as $idx => $styleTag) {
                    if (! str_contains($mergedHead, $styleMatches[1][$idx])) {
                        $mergedHead .= "\n    ".$styleTag;
                    }
                }
            }
        }

        // 添加分页控制样式
        $headContent = $mergedHead.'
    <style>
        /* 容器基础样式 - 保持现有页面边距 */
        .exam-part,
        .grading-part,
        .kp-explain-part {
            width: 100%;
            margin: 0;
            padding: 0;
        }

        /* 试卷部分 - 只有在知识点讲解后才需要分页 */
        .exam-part {
            /* 如果有知识点讲解，需要在新页面开始（通过 kp-explain-part 的 break-after 控制） */
            /* 如果没有知识点讲解，试卷从第一页开始，不需要分页 */
            break-after: auto;
            page-break-after: auto;
            /* 确保顶部没有额外边距 */
            margin-top: 0;
            padding-top: 0;
        }

        /* 核心分页控制：只在 grading-part 上设置 */
        .grading-part {
            /* CSS3 新标准 */
            break-before: page;
            /* 兼容旧版 WebKit */
            page-break-before: always;
            /* 确保顶部没有额外边距 */
            margin-top: 0;
            padding-top: 0;
        }

        /* 知识点讲解部分末尾强制分页（确保试卷从新页面开始） */
        .kp-explain-part {
            break-after: page;
            page-break-after: always;
        }

        /* 防止试卷部分末尾分页 */
        .exam-part {
            /* 确保试卷内容连续 */
            break-after: auto;
            page-break-after: auto;
        }

        /* 避免在关键元素中间分页 */
        .exam-part h1, .exam-part h2,
        .grading-part h1, .grading-part h2 {
            break-after: avoid;
            page-break-after: avoid;
        }

        .exam-part table, .exam-part .question-item,
        .grading-part table, .grading-part .answer-item {
            break-inside: avoid;
            page-break-inside: avoid;
        }

        /* 防止孤儿行 */
        .exam-part p, .exam-part li,
        .grading-part p, .grading-part li {
            orphans: 2;
            widows: 2;
        }

        /* 数学公式优化 */
        .katex {
            break-inside: avoid;
            page-break-inside: avoid;
        }
    </style>';

        // 构建HTML内容
        $bodyContent = '';
        $mergedTitle = '试卷与判卷合并';
        if (preg_match('/<title>(.*?)<\/title>/is', $examHead, $titleMatches)) {
            $candidateTitle = trim(strip_tags($titleMatches[1]));
            if ($candidateTitle !== '') {
                $mergedTitle = $candidateTitle;
            }
        }

        // 如果有知识点讲解，添加到最前面
        if ($kpExplainBody) {
            $bodyContent .= '
    <!-- 知识点讲解部分 -->
    <div class="kp-explain-part">
'.$kpExplainBody.'
    </div>
';
        }

        // 添加试卷部分
        $bodyContent .= '
    <!-- EXAM_PART_START -->
    <!-- 试卷部分 - 连续显示 -->
    <div class="exam-part">
'.$examBody.'
    </div>
    <!-- EXAM_PART_END -->
';

        // 添加判卷部分
        $bodyContent .= '
    <!-- 判卷部分 - 强制新页面开始 -->
    <div class="grading-part">
'.$gradingBody.'
    </div>
';

        return '<!DOCTYPE html>
<html lang="zh-CN">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>'.$mergedTitle.'</title>
'.$headContent.'
</head>
<body>
'.$bodyContent.'
</body>
</html>';
    }

    /**
     * 【新增】清洗HTML内容中的分页符元素
     * 移除可能存在的 page-break 元素，避免双重分页导致空白页
     */
    private function stripPageBreakElements(string $content): string
    {
        // 只移除空的 page-break div 元素（通常是 <div class="page-break"></div>）
        // 使用更精确的正则，只匹配空内容或纯空白内容的 div
        $patterns = [
            '/<div[^>]*class="[^"]*page-break[^"]*"[^>]*>\s*<\/div>/si',
            '/<div[^>]*style="[^"]*page-break[^"]*"[^>]*>\s*<\/div>/si',
        ];

        foreach ($patterns as $pattern) {
            $content = preg_replace($pattern, '', $content);
        }

        return $content;
    }

    /**
     * 【新增】获取PDF通用样式
     */
    private function getCommonPdfStyles(): string
    {
        return '
        * {
            margin: 0;
            padding: 0;
            box-sizing: border-box;
        }

        body {
            font-family: "Microsoft YaHei", "SimHei", Arial, sans-serif;
            font-size: 14px;
            line-height: 1.6;
            color: #333;
            background: #fff;
        }

        .paper-container {
            max-width: 210mm;
            margin: 0 auto;
            padding: 20mm;
            background: white;
        }

        .paper-header {
            text-align: center;
            margin-bottom: 30px;
            padding-bottom: 15px;
            border-bottom: 2px solid #333;
        }

        .paper-title {
            font-size: 24px;
            font-weight: bold;
            margin-bottom: 10px;
        }

        .paper-info {
            font-size: 14px;
            color: #666;
        }

        .question {
            margin-bottom: 30px;
            padding: 20px;
            border: 1px solid #ddd;
            border-radius: 5px;
        }

        .question-number {
            font-weight: bold;
            margin-bottom: 10px;
        }

        .question-stem {
            margin-bottom: 15px;
        }

        .options {
            list-style: none;
            margin-left: 20px;
        }

        .options li {
            margin-bottom: 8px;
        }

        .answer-section {
            margin-top: 20px;
            padding-top: 15px;
            border-top: 1px solid #eee;
        }

        .answer-label {
            font-weight: bold;
            color: #d9534f;
        }

        .solution {
            margin-top: 10px;
            padding: 10px;
            background: #f5f5f5;
            border-left: 4px solid #5bc0de;
        }
        ';
    }

    /**
     * 构建知识点名称映射
     */
    private function buildKnowledgePointNameMap(): array
    {
        try {
            $options = $this->questionServiceApi->getKnowledgePointOptions();

            return $options ?: [];
        } catch (\Throwable $e) {
            Log::warning('ExamPdfExportService: 获取知识点名称失败', [
                'error' => $e->getMessage(),
            ]);

            return [];
        }
    }

    /**
     * 构建掌握度摘要
     */
    private function buildMasterySummary(array $masteryData, array $kpNameMap): array
    {
        Log::info('ExamPdfExportService: buildMasterySummary开始处理', [
            'masteryData_count' => count($masteryData),
            'kpNameMap_count' => count($kpNameMap),
        ]);

        $items = [];
        $total = 0;
        $count = 0;

        foreach ($masteryData as $row) {
            $code = $row['kp_code'] ?? null;
            // 【修复】使用kpNameMap转换名称为友好显示名
            $name = $kpNameMap[$code] ?? $row['kp_name'] ?? $code ?: '未知知识点';
            $level = (float) ($row['mastery_level'] ?? 0);
            $delta = $row['mastery_change'] ?? null;

            $items[] = [
                'kp_code' => $code,
                'kp_name' => $name,
                'mastery_level' => $level,
                'mastery_change' => $delta,
            ];

            $total += $level;
            $count++;
        }

        $average = $count > 0 ? round($total / $count, 2) : null;

        // 按掌握度从低到高排序
        if (! empty($items)) {
            usort($items, fn ($a, $b) => ($a['mastery_level'] <=> $b['mastery_level']));
        }

        $result = [
            'items' => $items,
            'average' => $average,
            'weak_list' => array_slice($items, 0, 5),
        ];

        Log::info('ExamPdfExportService: buildMasterySummary完成', [
            'total_count' => $count,
            'items_count' => count($items),
        ]);

        return $result;
    }

    /**
     * 标准化题型
     */
    private function normalizeQuestionType(string $type): string
    {
        $t = strtolower(trim($type));

        return match (true) {
            str_contains($t, 'choice') || str_contains($t, '选择') => 'choice',
            str_contains($t, 'fill') || str_contains($t, 'blank') || str_contains($t, '填空') => 'fill',
            default => 'answer',
        };
    }

    private function buildPaperNamePrefix(Paper $paper): string
    {
        $assembleType = ($paper->paper_type === null || $paper->paper_type === '')
            ? null
            : (int) $paper->paper_type;
        $studentName = Student::query()
            ->where('student_id', $paper->student_id)
            ->value('name') ?? ($paper->student_id ?: '________');
        try {
            $assembleTypeLabel = $assembleType !== null ? PaperNaming::assembleTypeLabel($assembleType) : '未知类型';
        } catch (\Throwable $e) {
            $assembleTypeLabel = '未知类型';
        }

        return "{$studentName}_".PaperNaming::extractExamCode((string) $paper->paper_id)."_{$assembleTypeLabel}";
    }

    private function buildPaperDisplayTitle(Paper $paper): string
    {
        return $this->buildPaperNamePrefix($paper).'_'.now()->format('Ymd');
    }

    private function buildPdfFileName(Paper $paper, ?string $stamp = null): string
    {
        $basePrefix = $this->buildPaperNamePrefix($paper);
        $stamp = $stamp ?: now()->format('YmdHis').strtoupper(Str::random(4));
        $base = "{$basePrefix}_{$stamp}";
        $safe = PaperNaming::toSafeFilename($base);

        return "{$safe}.pdf";
    }

    private function extractUploadStamp(string $url): ?string
    {
        $path = parse_url($url, PHP_URL_PATH);
        if (! is_string($path) || $path === '') {
            return null;
        }
        $stem = pathinfo($path, PATHINFO_FILENAME);
        if (! is_string($stem) || $stem === '') {
            return null;
        }

        if (preg_match('/(\d{14}[A-Za-z0-9]{4})/', $stem, $matches)) {
            return $matches[1];
        }

        return null;
    }

    /**
     * 保存PDF URL到数据库
     */
    private function savePdfUrlToDatabase(string $paperId, string $field, string $url): void
    {
        try {
            $paper = Paper::where('paper_id', $paperId)->first();
            if ($paper) {
                $paperDisplayTitle = $this->buildPaperDisplayTitle($paper);
                $stamp = $this->extractUploadStamp($url);
                if ($stamp) {
                    $paperDisplayTitle = $this->buildPaperNamePrefix($paper).'_'.$stamp;
                }
                $updatePayload = [
                    $field => $url,
                    'paper_name' => $paperDisplayTitle,
                ];

                $paper->update($updatePayload);
                Log::info('ExamPdfExportService: PDF URL已写入数据库', [
                    'paper_id' => $paperId,
                    'field' => $field,
                    'url' => $url,
                    'paper_name' => $paperDisplayTitle,
                ]);
            }
        } catch (\Throwable $e) {
            Log::error('ExamPdfExportService: 写入PDF URL失败', [
                'paper_id' => $paperId,
                'field' => $field,
                'error' => $e->getMessage(),
            ]);
        }
    }

    /**
     * 保存学情分析PDF URL
     */
    private function saveAnalysisPdfUrl(string $paperId, string $studentId, ?string $recordId, string $url): void
    {
        try {
            if ($recordId) {
                // OCR记录
                $ocrRecord = \App\Models\OCRRecord::find($recordId);
                if ($ocrRecord) {
                    $ocrRecord->update(['analysis_pdf_url' => $url]);
                    Log::info('ExamPdfExportService: OCR记录学情分析PDF URL已写入数据库', [
                        'record_id' => $recordId,
                        'paper_id' => $paperId,
                        'student_id' => $studentId,
                        'url' => $url,
                    ]);
                }
            } else {
                // 【修复】同时更新 exam_analysis_results 表和分析报告表
                $updated = \DB::connection('mysql')->table('exam_analysis_results')
                    ->where('student_id', $studentId)
                    ->where('paper_id', $paperId)
                    ->update([
                        'analysis_pdf_url' => $url,
                        'updated_at' => now(),
                    ]);

                if ($updated) {
                    Log::info('ExamPdfExportService: 学情分析PDF URL已写入exam_analysis_results表', [
                        'student_id' => $studentId,
                        'paper_id' => $paperId,
                        'url' => $url,
                        'updated_rows' => $updated,
                    ]);
                } else {
                    Log::warning('ExamPdfExportService: 未找到要更新的学情分析记录', [
                        'student_id' => $studentId,
                        'paper_id' => $paperId,
                    ]);
                }

                // 学生记录 - 使用新的 student_reports 表（备用）
                \App\Models\StudentReport::updateOrCreate(
                    [
                        'student_id' => $studentId,
                        'report_type' => 'exam_analysis',
                        'paper_id' => $paperId,
                    ],
                    [
                        'pdf_url' => $url,
                        'generation_status' => 'completed',
                        'generated_at' => now(),
                        'updated_at' => now(),
                    ]
                );

                Log::info('ExamPdfExportService: 学生学情报告PDF URL已保存到student_reports表（备用）', [
                    'student_id' => $studentId,
                    'paper_id' => $paperId,
                    'url' => $url,
                ]);
            }
        } catch (\Throwable $e) {
            Log::error('ExamPdfExportService: 写入学情分析PDF URL失败', [
                'paper_id' => $paperId,
                'student_id' => $studentId,
                'record_id' => $recordId,
                'error' => $e->getMessage(),
            ]);
        }
    }

    /**
     * 【修复】处理父节点掌握度数据
     * 1. 过滤掉掌握度为0或null的父节点
     * 2. 将kp_code转换为友好的kp_name
     * 3. 构建父子层级关系（只显示本次考试相关的子节点）
     */
    private function processParentMasteryLevels(
        array $parentMasteryLevels,
        array $kpNameMap,
        array $examKpCodes = [],
        array $masteryMap = [],
        array $snapshotMasteryData = []
    ): array
    {
        $processed = [];

        foreach ($parentMasteryLevels as $kpCode => $masteryData) {
            // 兼容不同数据结构：可能是数组或数字
            $masteryLevel = is_array($masteryData) ? ($masteryData['mastery_level'] ?? 0) : $masteryData;
            $masteryChange = is_array($masteryData) ? ($masteryData['mastery_change'] ?? null) : null;
            $changeSource = is_array($masteryData) ? ($masteryData['change_source'] ?? null) : null;

            // 获取友好名称
            $kpName = $kpNameMap[$kpCode] ?? $kpCode;

            // 构建父节点数据，包含子节点信息（只显示本次考试相关的）
            $childrenData = $this->getChildKnowledgePoints($kpCode, $kpNameMap, $examKpCodes, $masteryMap);
            $allChildren = $childrenData['all_children'] ?? [];

            // 口径统一：优先使用全部直接子节点均值作为父节点掌握度
            if (! empty($allChildren)) {
                $allLevels = array_map(
                    fn ($c) => floatval($c['mastery_level'] ?? 0),
                    $allChildren
                );
                $masteryLevel = ! empty($allLevels)
                    ? array_sum($allLevels) / count($allLevels)
                    : floatval($masteryLevel);

                if (! empty($snapshotMasteryData)) {
                    $prevLevels = [];
                    foreach ($allChildren as $child) {
                        $childCode = (string) ($child['kp_code'] ?? '');
                        if ($childCode === '') {
                            continue;
                        }
                        $currentChild = floatval($masteryMap[$childCode] ?? 0);
                        $prevFromSnapshot = $snapshotMasteryData[$childCode]['previous_mastery'] ?? null;
                        $currFromSnapshot = $snapshotMasteryData[$childCode]['current_mastery'] ?? null;
                        $previousChild = $prevFromSnapshot ?? $currFromSnapshot ?? $currentChild;
                        $prevLevels[] = floatval($previousChild);
                    }
                    if (! empty($prevLevels)) {
                        $masteryChange = $masteryLevel - (array_sum($prevLevels) / count($prevLevels));
                        $changeSource = 'children_all_average';
                    }
                }
            }

            // 仅过滤空值；0 掌握度的命中父节点也要展示
            if ($masteryLevel === null) {
                continue;
            }

            $hitLevels = array_map(
                fn ($c) => floatval($c['mastery_level'] ?? 0),
                $childrenData['hit_children'] ?? []
            );
            $hitAvg = ! empty($hitLevels) ? array_sum($hitLevels) / count($hitLevels) : null;
            $hitCount = count($childrenData['hit_children'] ?? []);

            // 父节点仅展示“本卷命中知识点”对应的父节点
            if ($hitCount <= 0) {
                continue;
            }

            $processed[$kpCode] = [
                'kp_code' => $kpCode,
                'kp_name' => $kpName,
                'mastery_level' => round(floatval($masteryLevel), 4),
                'mastery_percentage' => round(floatval($masteryLevel) * 100, 2),
                'mastery_change' => $masteryChange !== null ? round(floatval($masteryChange), 4) : null,
                'change_source' => $changeSource,
                // 兼容旧模板字段：仅命中子节点
                'children' => $childrenData['hit_children'] ?? [],
                // 新增：全部直接子节点（含掌握度、是否命中）
                'children_all' => $childrenData['all_children'] ?? [],
                'children_hit_count' => $hitCount,
                'children_total_count' => count($childrenData['all_children'] ?? []),
                'children_hit_avg_mastery' => $hitAvg !== null ? round($hitAvg, 4) : null,
                'level' => $this->calculateKnowledgePointLevel($kpCode),
            ];
        }

        // 按掌握度降序排序
        uasort($processed, function ($a, $b) {
            return $b['mastery_level'] <=> $a['mastery_level'];
        });

        return $processed;
    }

    /**
     * 【修复】获取子知识点列表（只返回本次考试涉及的）
     */
    private function getChildKnowledgePoints(string $parentKpCode, array $kpNameMap, array $examKpCodes = [], array $masteryMap = []): array
    {
        $allChildren = [];
        $hitChildren = [];

        try {
            $childCodes = DB::connection('mysql')
                ->table('knowledge_points')
                ->where('parent_kp_code', $parentKpCode)
                ->pluck('kp_code')
                ->toArray();

            foreach ($childCodes as $childCode) {
                $isHit = in_array($childCode, $examKpCodes);
                $childData = [
                    'kp_code' => $childCode,
                    'kp_name' => $kpNameMap[$childCode] ?? $childCode,
                    'mastery_level' => floatval($masteryMap[$childCode] ?? 0),
                    'is_hit' => $isHit,
                ];
                $allChildren[] = $childData;
                if ($isHit) {
                    $hitChildren[] = $childData;
                }
            }
        } catch (\Exception $e) {
            Log::warning('获取子知识点失败', [
                'parent_kp_code' => $parentKpCode,
                'error' => $e->getMessage(),
            ]);
        }

        return [
            'all_children' => $allChildren,
            'hit_children' => $hitChildren,
        ];
    }

    /**
     * 当历史父节点概览缺失时，直接由“本卷命中知识点”反推出父节点并构建展示数据。
     */
    private function buildParentMasteryFromHitCodes(
        array $examKpCodes,
        array $kpNameMap,
        array $masteryMap = [],
        array $snapshotMasteryData = []
    ): array {
        $codes = array_values(array_unique(array_filter(array_map(fn ($c) => trim((string) $c), $examKpCodes))));
        if (empty($codes)) {
            return [];
        }

        $rows = DB::connection('mysql')
            ->table('knowledge_points')
            ->whereIn('kp_code', $codes)
            ->whereNotNull('parent_kp_code')
            ->where('parent_kp_code', '!=', '')
            ->select('kp_code', 'parent_kp_code')
            ->get();

        $parentMap = [];
        foreach ($rows as $r) {
            $parentCode = trim((string) ($r->parent_kp_code ?? ''));
            $childCode = trim((string) ($r->kp_code ?? ''));
            if ($parentCode === '' || $childCode === '') {
                continue;
            }
            $parentMap[$parentCode][] = $childCode;
        }
        if (empty($parentMap)) {
            return [];
        }

        $parents = DB::connection('mysql')
            ->table('knowledge_points')
            ->whereIn('kp_code', array_keys($parentMap))
            ->pluck('name', 'kp_code')
            ->toArray();

        $processed = [];
        foreach ($parentMap as $parentCode => $hitChildrenCodes) {
            $childrenData = $this->getChildKnowledgePoints($parentCode, $kpNameMap, $codes, $masteryMap);
            $allChildren = $childrenData['all_children'] ?? [];
            $hitChildren = $childrenData['hit_children'] ?? [];
            $hitCount = count($hitChildren);
            if ($hitCount <= 0) {
                continue;
            }

            $allLevels = array_map(fn ($c) => floatval($c['mastery_level'] ?? 0), $allChildren);
            $masteryLevel = !empty($allLevels) ? array_sum($allLevels) / count($allLevels) : 0.0;

            $prevLevels = [];
            foreach ($allChildren as $child) {
                $childCode = (string) ($child['kp_code'] ?? '');
                if ($childCode === '') {
                    continue;
                }
                $currentChild = floatval($masteryMap[$childCode] ?? 0);
                $prevFromSnapshot = $snapshotMasteryData[$childCode]['previous_mastery'] ?? null;
                $currFromSnapshot = $snapshotMasteryData[$childCode]['current_mastery'] ?? null;
                $previousChild = $prevFromSnapshot ?? $currFromSnapshot ?? $currentChild;
                $prevLevels[] = floatval($previousChild);
            }
            $masteryChange = !empty($prevLevels) ? ($masteryLevel - (array_sum($prevLevels) / count($prevLevels))) : null;

            $hitLevels = array_map(fn ($c) => floatval($c['mastery_level'] ?? 0), $hitChildren);
            $hitAvg = !empty($hitLevels) ? array_sum($hitLevels) / count($hitLevels) : null;

            $processed[$parentCode] = [
                'kp_code' => $parentCode,
                'kp_name' => $parents[$parentCode] ?? ($kpNameMap[$parentCode] ?? $parentCode),
                'mastery_level' => round(floatval($masteryLevel), 4),
                'mastery_percentage' => round(floatval($masteryLevel) * 100, 2),
                'mastery_change' => $masteryChange !== null ? round(floatval($masteryChange), 4) : null,
                'change_source' => 'hit_kp_parent_fallback',
                'children' => $hitChildren,
                'children_all' => $allChildren,
                'children_hit_count' => $hitCount,
                'children_total_count' => count($allChildren),
                'children_hit_avg_mastery' => $hitAvg !== null ? round($hitAvg, 4) : null,
                'level' => $this->calculateKnowledgePointLevel($parentCode),
            ];
        }

        uasort($processed, fn ($a, $b) => $b['mastery_level'] <=> $a['mastery_level']);
        return $processed;
    }

    /**
     * 基于学生全量掌握度构建父节点列表（不按本卷命中过滤）
     */
    private function buildParentMasteryFromAllParents(
        array $allParentMasteryLevels,
        array $kpNameMap,
        array $masteryMap = [],
        array $snapshotMasteryData = []
    ): array {
        if (empty($allParentMasteryLevels)) {
            return [];
        }

        $parentCodes = [];
        foreach ($allParentMasteryLevels as $code => $value) {
            $parentCode = trim((string) $code);
            if ($parentCode === '') {
                continue;
            }
            $parentCodes[] = $parentCode;
        }
        $parentCodes = array_values(array_unique($parentCodes));
        if (empty($parentCodes)) {
            return [];
        }

        $parents = DB::connection('mysql')
            ->table('knowledge_points')
            ->whereIn('kp_code', $parentCodes)
            ->pluck('name', 'kp_code')
            ->toArray();

        $processed = [];
        foreach ($parentCodes as $parentCode) {
            $raw = $allParentMasteryLevels[$parentCode] ?? null;
            $rawMastery = is_array($raw)
                ? floatval($raw['mastery_level'] ?? 0)
                : (is_object($raw) ? floatval($raw->mastery_level ?? 0) : floatval($raw ?? 0));

            $childrenData = $this->getChildKnowledgePoints($parentCode, $kpNameMap, [], $masteryMap);
            $allChildren = $childrenData['all_children'] ?? [];

            $allLevels = array_map(fn ($c) => floatval($c['mastery_level'] ?? 0), $allChildren);
            $masteryLevel = ! empty($allLevels) ? (array_sum($allLevels) / count($allLevels)) : $rawMastery;

            $prevLevels = [];
            foreach ($allChildren as $child) {
                $childCode = (string) ($child['kp_code'] ?? '');
                if ($childCode === '') {
                    continue;
                }
                $currentChild = floatval($masteryMap[$childCode] ?? 0);
                $prevFromSnapshot = $snapshotMasteryData[$childCode]['previous_mastery'] ?? null;
                $currFromSnapshot = $snapshotMasteryData[$childCode]['current_mastery'] ?? null;
                $previousChild = $prevFromSnapshot ?? $currFromSnapshot ?? $currentChild;
                $prevLevels[] = floatval($previousChild);
            }
            $masteryChange = ! empty($prevLevels) ? ($masteryLevel - (array_sum($prevLevels) / count($prevLevels))) : null;

            $processed[$parentCode] = [
                'kp_code' => $parentCode,
                'kp_name' => $parents[$parentCode] ?? ($kpNameMap[$parentCode] ?? $parentCode),
                'mastery_level' => round(floatval($masteryLevel), 4),
                'mastery_percentage' => round(floatval($masteryLevel) * 100, 2),
                'mastery_change' => $masteryChange !== null ? round(floatval($masteryChange), 4) : null,
                'change_source' => 'full_mastery_overview',
                'children' => [],
                'children_all' => $allChildren,
                'children_hit_count' => 0,
                'children_total_count' => count($allChildren),
                'children_hit_avg_mastery' => null,
                'level' => $this->calculateKnowledgePointLevel($parentCode),
            ];
        }

        uasort($processed, fn ($a, $b) => $b['mastery_level'] <=> $a['mastery_level']);

        return $processed;
    }

    /**
     * 计算知识点层级深度
     */
    private function calculateKnowledgePointLevel(string $kpCode): int
    {
        // 根据kp_code前缀判断层级深度
        // 例如: M (1级) -> M01 (2级) -> M01A (3级)
        if (preg_match('/^[A-Z]+$/', $kpCode)) {
            return 1; // 一级分类，如 M, S, E, G
        } elseif (preg_match('/^[A-Z]+\d+$/', $kpCode)) {
            return 2; // 二级分类，如 M01, S02
        } elseif (preg_match('/^[A-Z]+\d+[A-Z]+$/', $kpCode)) {
            return 3; // 三级分类，如 M01A, S02B
        } elseif (preg_match('/^[A-Z]+\d+[A-Z]+\d+$/', $kpCode)) {
            return 4; // 四级分类，如 M01A1
        }

        return 1; // 默认一级
    }

    /**
     * 构建题目数据（用于PDF生成）
     */
    private function buildQuestionsData(Paper $paper): array
    {
        $paperQuestions = $paper->questions()->orderBy('question_number')->get();
        $questionsData = [];
        foreach ($paperQuestions as $pq) {
            $questionsData[] = [
                'id' => $pq->question_bank_id,
                'question_number' => $pq->question_number, // 传递原始题号，确保渲染时序号正确
                'kp_code' => $pq->knowledge_point,
                'question_type' => $pq->question_type ?? 'answer',
                'stem' => $pq->question_text ?? '题目内容缺失',
                'solution' => $pq->solution ?? '',
                'answer' => $pq->correct_answer ?? '',
                'difficulty' => $pq->difficulty ?? 0.5,
                'score' => $pq->score ?? 5,
                'tags' => '',
                'content' => $pq->question_text ?? '',
            ];
        }

        // 获取完整题目详情
        if (! empty($questionsData)) {
            $questionIds = array_column($questionsData, 'id');
            $questionsResponse = $this->questionServiceApi->getQuestionsByIds($questionIds);
            $responseData = $questionsResponse['data'] ?? [];

            if (! empty($responseData)) {
                $responseDataMap = [];
                foreach ($responseData as $respQ) {
                    $responseDataMap[$respQ['id']] = $respQ;
                }

                $questionsData = array_map(function ($q) use ($responseDataMap) {
                    if (isset($responseDataMap[$q['id']])) {
                        $apiData = $responseDataMap[$q['id']];
                        $q['stem'] = $apiData['stem'] ?? $q['stem'] ?? $q['content'] ?? '';
                        $q['content'] = $q['stem'];
                        $q['answer'] = $apiData['answer'] ?? $q['answer'] ?? '';
                        $q['solution'] = $apiData['solution'] ?? $q['solution'] ?? '';
                        $q['tags'] = $apiData['tags'] ?? $q['tags'] ?? '';
                        $q['options'] = $apiData['options'] ?? [];
                    }

                    return $q;
                }, $questionsData);
            }
        }

        // 按题型分类
        $classified = ['choice' => [], 'fill' => [], 'answer' => []];
        foreach ($questionsData as $q) {
            $type = $this->determineQuestionType($q);
            $classified[$type][] = (object) $q;
        }

        // 【调试】记录题目分类情况
        Log::debug('buildQuestionsData: 题目分类结果', [
            'total_questions' => count($questionsData),
            'choice_count' => count($classified['choice']),
            'fill_count' => count($classified['fill']),
            'answer_count' => count($classified['answer']),
            'choice_numbers' => array_map(fn ($q) => $q->question_number ?? 'N/A', $classified['choice']),
            'fill_numbers' => array_map(fn ($q) => $q->question_number ?? 'N/A', $classified['fill']),
            'answer_numbers' => array_map(fn ($q) => $q->question_number ?? 'N/A', $classified['answer']),
        ]);

        return $classified;
    }

    /**
     * 获取学生信息
     */
    private function getStudentInfo(?string $studentId): array
    {
        if (! $studentId) {
            return [
                'name' => '未知学生',
                'grade' => '未知年级',
                'class' => '未知班级',
            ];
        }

        try {
            $student = DB::table('students')
                ->where('student_id', $studentId)
                ->first();

            if ($student) {
                return [
                    'name' => $student->name ?? $studentId,
                    'grade' => $student->grade ?? '未知',
                    'class' => $student->class ?? '未知',
                ];
            }
        } catch (\Exception $e) {
            Log::warning('获取学生信息失败', [
                'student_id' => $studentId,
                'error' => $e->getMessage(),
            ]);
        }

        return [
            'name' => $studentId,
            'grade' => '未知',
            'class' => '未知',
        ];
    }

    /**
     * 获取教师信息
     */
    private function getTeacherInfo(?string $teacherId): array
    {
        if (! $teacherId) {
            return [
                'name' => '未知老师',
                'subject' => '数学',
            ];
        }

        try {
            $query = DB::table('teachers')->where('teacher_id', $teacherId);
            // 仅在列存在时追加，避免 Unknown column 'id'
            if (Schema::hasColumn('teachers', 'id')) {
                $query->orWhere('id', $teacherId);
            }
            $teacher = $query->first();

            if ($teacher) {
                return [
                    'name' => $teacher->name ?? '________',
                    'subject' => $teacher->subject ?? '数学',
                ];
            }
        } catch (\Exception $e) {
            Log::warning('获取教师信息失败', [
                'teacher_id' => $teacherId,
                'error' => $e->getMessage(),
            ]);
        }

        return [
            'name' => '________',
            'subject' => '数学',
        ];
    }

    /**
     * 判断题目类型
     * 【修复】优先使用 question_type 字段，避免选择题因含有（）被误判为填空题
     */
    private function determineQuestionType(array $question): string
    {
        // 1. 【优先】根据已有类型字段判断（最可靠的来源）
        if (! empty($question['question_type'])) {
            $type = strtolower(trim($question['question_type']));
            if (in_array($type, ['choice', '选择题'])) {
                return 'choice';
            }
            if (in_array($type, ['fill', '填空题'])) {
                return 'fill';
            }
            if (in_array($type, ['answer', '解答题'])) {
                return 'answer';
            }
        }

        // 2. 如果没有明确类型，则根据题干内容推断
        $stem = $question['stem'] ?? $question['content'] ?? '';

        if (is_string($stem)) {
            // 检查是否有选项模式 A. B. C. D.
            $hasOptionA = preg_match('/\bA\s*[\.\、\:]/', $stem) || preg_match('/\(A\)/', $stem) || preg_match('/^A[\.\s]/', $stem);
            $hasOptionB = preg_match('/\bB\s*[\.\、\:]/', $stem) || preg_match('/\(B\)/', $stem) || preg_match('/^B[\.\s]/', $stem);
            $hasOptionC = preg_match('/\bC\s*[\.\、\:]/', $stem) || preg_match('/\(C\)/', $stem) || preg_match('/^C[\.\s]/', $stem);
            $hasOptionD = preg_match('/\bD\s*[\.\、\:]/', $stem) || preg_match('/\(D\)/', $stem) || preg_match('/^D[\.\s]/', $stem);

            $optionCount = ($hasOptionA ? 1 : 0) + ($hasOptionB ? 1 : 0) + ($hasOptionC ? 1 : 0) + ($hasOptionD ? 1 : 0);
            if ($optionCount >= 2) {
                return 'choice';
            }

            // 检查是否有填空标记（但要排除选择题的括号）
            if (preg_match('/（\s*）|\(\s*\)/', $stem)) {
                return 'fill';
            }
        }

        // 3. 默认返回解答题
        return 'answer';
    }

    /**
     * 格式化换行符：将字面的 \n 转换为 HTML <br> 标签
     * 用于 PDF 渲染时正确显示换行
     */
    private function formatNewlines(?string $text): ?string
    {
        if ($text === null) {
            return null;
        }
        // 【修复】替换 \n 为 <br>，但保护 LaTeX 命令如 \neq, \ne, \newline, \nu 等
        // 使用负向前瞻 (?![a-zA-Z]) 避免误伤 LaTeX 命令
        $text = preg_replace('/\\\\n(?![a-zA-Z])/', '<br>', $text);

        // 合并连续的 <br>（最多保留2个）
        return preg_replace('/(<br>\s*){3,}/', '<br><br>', $text);
    }

    /**
     * 根据指定的题目生成PDF（新增方法）
     *
     * @param  object  $paper  虚拟试卷对象
     * @param  array  $groupedQuestions  按题型分组的题目数据
     * @param  array  $student  学生信息 ['name' => '', 'grade' => '']
     * @param  array  $teacher  教师信息 ['name' => '']
     * @param  bool  $includeGrading  是否包含判卷版本
     * @return array 返回 ['pdf_url' => '...', 'grading_pdf_url' => '...']
     */
    public function generateByQuestions(
        object $paper,
        array $groupedQuestions,
        array $student = [],
        array $teacher = [],
        bool $includeGrading = false
    ): array {
        Log::info('generateByQuestions 开始', [
            'paper_id' => $paper->paper_id,
            'question_counts' => [
                'choice' => count($groupedQuestions['choice'] ?? []),
                'fill' => count($groupedQuestions['fill'] ?? []),
                'answer' => count($groupedQuestions['answer'] ?? []),
            ],
            'include_grading' => $includeGrading,
        ]);

        try {
            $result = [];

            // 1. 生成试卷PDF（不含答案）
            $examHtml = $this->renderCustomExamHtml($paper, $groupedQuestions, $student, $teacher, false);
            if ($examHtml) {
                // 【修复】使用服务端 KaTeX 预渲染 LaTeX 公式
                if ($this->katexRenderer) {
                    $examHtml = $this->katexRenderer->renderHtml($examHtml);
                }
                $examPdf = $this->buildPdf($examHtml);
                if ($examPdf) {
                    $examPath = "custom_exams/{$paper->paper_id}_exam.pdf";
                    $examUrl = $this->pdfStorageService->put($examPath, $examPdf);
                    $result['pdf_url'] = $examUrl;
                    Log::info('试卷PDF生成成功', ['url' => $examUrl]);
                }
            }

            // 2. 如果需要，生成判卷PDF（含答案）
            if ($includeGrading) {
                $gradingHtml = $this->renderCustomExamHtml($paper, $groupedQuestions, $student, $teacher, true);
                if ($gradingHtml) {
                    // 【修复】使用服务端 KaTeX 预渲染 LaTeX 公式
                    if ($this->katexRenderer) {
                        $gradingHtml = $this->katexRenderer->renderHtml($gradingHtml);
                    }
                    $gradingPdf = $this->buildPdf($gradingHtml);
                    if ($gradingPdf) {
                        $gradingPath = "custom_exams/{$paper->paper_id}_grading.pdf";
                        $gradingUrl = $this->pdfStorageService->put($gradingPath, $gradingPdf);
                        $result['grading_pdf_url'] = $gradingUrl;
                        Log::info('判卷PDF生成成功', ['url' => $gradingUrl]);
                    }
                }
            }

            return $result;

        } catch (\Throwable $e) {
            Log::error('generateByQuestions 失败', [
                'paper_id' => $paper->paper_id,
                'error' => $e->getMessage(),
                'trace' => $e->getTraceAsString(),
            ]);
            throw $e;
        }
    }

    /**
     * 题目质检专用 PDF：固定使用判题卡体系模板（答案详解 + 判题卡）。
     * 不进入正常组卷流程，仅用于检查题干、答案、解题思路渲染效果。
     *
     * @return array{pdf_url?: string}
     */
    public function generateQuestionCheckPdf(
        object $paper,
        array $groupedQuestions,
        array $student = [],
        array $teacher = []
    ): array {
        Log::info('generateQuestionCheckPdf 开始', [
            'paper_id' => $paper->paper_id ?? null,
            'question_counts' => [
                'choice' => count($groupedQuestions['choice'] ?? []),
                'fill' => count($groupedQuestions['fill'] ?? []),
                'answer' => count($groupedQuestions['answer'] ?? []),
            ],
        ]);

        $studentName = $student['name'] ?? ($paper->student_id ?? '________');
        $examCode = \App\Support\PaperNaming::extractExamCode((string) ($paper->paper_id ?? 'custom'));
        $pdfMeta = [
            'student_name' => $studentName,
            'exam_code' => $examCode,
            'assemble_type_label' => '题目质检',
            'header_title' => $examCode,
            'exam_pdf_title' => '题目质检_'.$examCode,
            'grading_pdf_title' => '题目质检_'.$examCode,
            'knowledge_pdf_title' => '题目质检_'.$examCode,
        ];

        try {
            // 固定走题目质检专用模板：题干+答案+解题思路 + 判题卡附页
            $html = view('pdf.question-check', [
                'paper' => $paper,
                'questions' => $groupedQuestions,
                'student' => $student,
                'teacher' => $teacher,
                'pdfMeta' => $pdfMeta,
            ])->render();

            if (empty(trim($html))) {
                Log::error('generateQuestionCheckPdf: HTML 渲染为空', [
                    'paper_id' => $paper->paper_id ?? null,
                ]);

                return [];
            }

            if ($this->katexRenderer) {
                $html = $this->katexRenderer->renderHtml($html);
            }

            $pdfBinary = $this->buildPdf($this->ensureUtf8Html($html));
            if (empty($pdfBinary)) {
                Log::error('generateQuestionCheckPdf: buildPdf 失败', [
                    'paper_id' => $paper->paper_id ?? null,
                ]);

                return [];
            }

            $path = 'custom_exams/'.($paper->paper_id ?? ('custom_'.time())).'.pdf';
            $url = $this->pdfStorageService->put($path, $pdfBinary);
            if (! $url) {
                Log::error('generateQuestionCheckPdf: 上传失败', [
                    'paper_id' => $paper->paper_id ?? null,
                    'path' => $path,
                ]);

                return [];
            }

            return [
                'pdf_url' => $url,
                'grading_pdf_url' => $url,
            ];
        } catch (\Throwable $e) {
            Log::error('generateQuestionCheckPdf 失败', [
                'paper_id' => $paper->paper_id ?? null,
                'error' => $e->getMessage(),
                'trace' => $e->getTraceAsString(),
            ]);

            throw $e;
        }
    }

    /**
     * 渲染自定义题目的HTML
     */
    private function renderCustomExamHtml(
        object $paper,
        array $groupedQuestions,
        array $student,
        array $teacher,
        bool $grading
    ): ?string {
        try {
            $viewName = $this->resolveExamViewName($grading);

            $html = view($viewName, [
                'paper' => $paper,
                'questions' => $groupedQuestions,
                'student' => $student,
                'teacher' => $teacher,
                'grading' => $grading,
                'includeAnswer' => false, // exam-paper 视图需要这个变量
            ])->render();

            if (empty(trim($html))) {
                Log::error('renderCustomExamHtml: 视图渲染结果为空', [
                    'paper_id' => $paper->paper_id,
                    'view_name' => $viewName,
                ]);

                return null;
            }

            return $this->ensureUtf8Html($html);

        } catch (\Exception $e) {
            Log::error('renderCustomExamHtml 失败', [
                'paper_id' => $paper->paper_id,
                'error' => $e->getMessage(),
                'trace' => $e->getTraceAsString(),
            ]);

            return null;
        }
    }

    private function resolveExamViewName(bool $useGradingView): string
    {
        if (! $useGradingView) {
            return 'pdf.exam-paper';
        }

        return config('exam.pdf_grading_append_scan_sheet', false)
            ? 'pdf.exam-answer-detail'
            : 'pdf.exam-grading';
    }

    private function normalizeAnswerFieldForPdf(object $question): object
    {
        $normalizedQuestion = clone $question;
        // 以 paper_questions.question_text 为标准题干字段，兼容旧链路 content。
        $questionText = trim((string) ($normalizedQuestion->question_text ?? ''));
        if ($questionText === '') {
            $questionText = trim((string) ($normalizedQuestion->content ?? ''));
        }
        if ($questionText !== '') {
            $normalizedQuestion->question_text = $questionText;
            $normalizedQuestion->content = $questionText;
        }

        $answerText = trim((string) ($normalizedQuestion->answer ?? ''));
        if ($answerText !== '') {
            return $normalizedQuestion;
        }

        foreach (['correct_answer', 'standard_answer', 'reference_answer'] as $fallbackField) {
            $candidate = trim((string) ($normalizedQuestion->{$fallbackField} ?? ''));
            if ($candidate !== '') {
                $normalizedQuestion->answer = $candidate;
                break;
            }
        }

        return $normalizedQuestion;
    }

    /**
     * 生成预览 PDF（用于题目预览验证工具）
     *
     * @param  array  $questionData  题目数据 ['stem', 'options', 'answer', 'solution', 'question_type']
     * @return array|null 返回 ['url' => '...'] 或 null
     */
    public function generatePreviewPdf(array $questionData): ?array
    {
        try {
            Log::info('generatePreviewPdf 开始', ['question_data' => $questionData]);

            // 渲染 HTML
            $html = $this->renderPreviewHtml($questionData);
            if (empty($html)) {
                Log::error('generatePreviewPdf: HTML 渲染为空');

                return null;
            }

            // 生成 PDF
            $pdfContent = $this->buildPdf($html);
            if (empty($pdfContent)) {
                Log::error('generatePreviewPdf: PDF 生成为空');

                return null;
            }

            // 保存到临时目录
            $filename = 'preview_'.uniqid().'.pdf';
            $path = "previews/{$filename}";
            $url = $this->pdfStorageService->put($path, $pdfContent);

            Log::info('generatePreviewPdf 成功', ['url' => $url]);

            return ['url' => $url];

        } catch (\Exception $e) {
            Log::error('generatePreviewPdf 失败', [
                'error' => $e->getMessage(),
                'trace' => $e->getTraceAsString(),
            ]);

            return null;
        }
    }

    /**
     * 渲染预览 HTML
     */
    private function renderPreviewHtml(array $questionData): string
    {
        $stem = $questionData['stem'] ?? '';
        $options = $questionData['options'] ?? null;
        $answer = $questionData['answer'] ?? '';
        $solution = $questionData['solution'] ?? '';
        $questionType = $questionData['question_type'] ?? 'fill';

        // 使用 MathFormulaProcessor 处理公式
        $processedStem = MathFormulaProcessor::processFormulas($stem);
        $processedAnswer = MathFormulaProcessor::processFormulas($answer);
        $processedSolution = MathFormulaProcessor::processFormulas($this->formatNewlines($solution));

        $processedOptions = null;
        if ($options && is_array($options)) {
            $processedOptions = [];
            foreach ($options as $key => $value) {
                $processedOptions[$key] = MathFormulaProcessor::processFormulas($value);
            }
        }

        // 渲染 HTML
        return view('pdf.question-preview', [
            'stem' => $processedStem,
            'options' => $processedOptions,
            'answer' => $processedAnswer,
            'solution' => $processedSolution,
            'questionType' => $questionType,
        ])->render();
    }

    /**
     * 批量获取知识点的讲解内容
     *
     * @param  array  $kpCodes  知识点代码数组
     * @return array [kp_code => explanation]
     */
    public function buildExplanations(array $kpCodes): array
    {
        $result = [];

        if (empty($kpCodes)) {
            return $result;
        }

        try {
            // 批量获取知识点讲解
            $kps = \App\Models\KnowledgePoint::whereIn('kp_code', $kpCodes)->get()->keyBy('kp_code');

            // 有多少算多少
            foreach ($kpCodes as $kpCode) {
                $kp = $kps->get($kpCode);
                if ($kp && ! empty($kp->explanation)) {
                    $result[] = [
                        'kp_code' => $kpCode,
                        'kp_name' => $kp->name ?? $kpCode,
                        'explanation' => $this->normalizeKpExplanation($kp->explanation),
                    ];
                    continue;
                }

                $result[] = [
                    'kp_code' => $kpCode,
                    'kp_name' => $kp->name ?? $kpCode,
                    'explanation' => $this->normalizeKpExplanation(
                        $this->getDefaultExplanation($kpCode, $kp->name ?? $kpCode)
                    ),
                ];
            }
        } catch (\Throwable $e) {
            Log::warning('批量获取知识点讲解失败', [
                'kp_codes' => $kpCodes,
                'error' => $e->getMessage(),
            ]);

            // 失败时返回默认内容
            foreach ($kpCodes as $kpCode) {
                $result[] = [
                    'kp_code' => $kpCode,
                    'kp_name' => $kpCode,
                    'explanation' => $this->normalizeKpExplanation(
                        $this->getDefaultExplanation($kpCode, $kpCode)
                    ),
                ];
            }
        }

        return $result;
    }

    /**
     * 获取默认的知识点讲解内容
     */
    private function getDefaultExplanation(string $kpCode, string $kpName): string
    {
        // 默认讲解模板
        // 注意：PHP HEREDOC 中 \e 会被解释为 ESC 字符，所以需要用 \\end 而非 \end
        return <<<'MARKDOWN'
## 知识点
(1) 核心定义：二元一次方程是含有两个未知数且每个未知数的次数都是 1 的方程，一般形式为 $ax + by = c$（其中 $a,b,c$ 为常数，且 $a,b$ 不同时为 0）。二元一次方程组是由两个（或两个以上）二元一次方程组成，常见为
$$
\begin{cases}
a_1x + b_1y = c_1\\
a_2x + b_2y = c_2
\end{cases}
$$
方程组应用建模就是把题目中的数量关系翻译成方程组，通过求解得到实际问题的答案。

(2) 性质定理：方程组的解必须同时满足方程组中的每一个方程，因此解是两个方程公共的 $(x,y)$。常用解法有代入消元法与加减消元法：代入消元法适合某个方程易表示成 $x = \dots$ 或 $y = \dots$；加减消元法适合两个方程中某个未知数的系数相同或相反，便于相加或相减消去一个未知数。建模时常用关系包括：总量关系（如“总数 = 部分之和”）、单价数量总价关系（“$总价 = 单价 \times 数量$”）、路程速度时间关系（$路程 = 速度 \times 时间$）等。

(3) 注意事项：设未知数要带单位与含义，例如“设甲买了 $x$ 支笔”；列方程要对应同一类量，别把“支数”和“元数”混在一条等式里；检查条件是否满足题意（如数量应为整数且 $> 0$）；消元后别忘了回代求另一个未知数；最后答案要写清对象与单位，并可把解代回原式检验。

## 知识点应用
- 典型例题：文具店买笔和本子。小明买了 2 支笔和 3 本本子共花 19 元；小红买了 3 支笔和 2 本本子共花 18 元。求每支笔和每本本子的单价。

- 关键步骤：
  1. 设未知数并写出含义：设每支笔单价为 $x$ 元，每本本子单价为 $y$ 元。
  2. 根据题意列方程组：由“$总价 = 单价 \times 数量$”得
     $$
     \begin{cases}
     2x + 3y = 19\\
     3x + 2y = 18
     \end{cases}
     $$
  3. 选择消元并求解：用加减消元。将第一式乘 3、第二式乘 2：
     $$
     \begin{cases}
     6x + 9y = 57\\
     6x + 4y = 36
     \end{cases}
     $$
     相减得 $5y = 21$，所以 $y = \dfrac{21}{5} = 4.2$。代入 $3x + 2y = 18$ 得 $3x + 8.4 = 18$，所以 $3x = 9.6$，$x = 3.2$。

- 结论：每支笔 3.2 元，每本本子 4.2 元（两者均 $> 0$，符合题意）。
MARKDOWN;
    }

    private function normalizeKpExplanation(string $content): string
    {
        $content = trim($content);
        if ($content === '') {
            return '';
        }

        if ($this->looksLikeHtml($content)) {
            return $content;
        }

        if (! class_exists(\Michelf\MarkdownExtra::class)) {
            $safe = htmlspecialchars($content, ENT_QUOTES, 'UTF-8');
            return '<div class="kp-markdown-container kp-markdown-content">'.nl2br($safe).'</div>';
        }

        $parser = new \Michelf\MarkdownExtra;
        $markdown = html_entity_decode($content, ENT_QUOTES, 'UTF-8');
        $rendered = $parser->transform($markdown);

        return '<div class="kp-markdown-container kp-markdown-content">'.$rendered.'</div>';
    }

    private function looksLikeHtml(string $content): bool
    {
        if (stripos($content, 'kp-markdown-container') !== false ||
            stripos($content, 'kp-markdown-content') !== false) {
            return true;
        }

        return (bool) preg_match('/<\s*(p|div|h[1-6]|ul|ol|li|table|span|blockquote|pre|code|br)\b/i', $content);
    }

    private function shouldUseDefaultExplanations(): bool
    {
        if (!Schema::hasTable('knowledge_points')) {
            return true;
        }

        return !Schema::hasColumn('knowledge_points', 'explanation');
    }
}