math_cms/app/Http/Controllers/Api/IntelligentExamController.php

<?php

namespace App\Http\Controllers\Api;

use App\Jobs\AssembleExamTaskJob;
use App\Http\Controllers\Controller;
use App\Models\MistakeRecord;
use App\Models\Paper;
use App\Models\Student;
use App\Services\ExamPdfExportService;
use App\Services\ExternalIdService;
use App\Services\LearningAnalyticsService;
use App\Services\PaperPayloadService;
use App\Services\QuestionBankService;
use App\Services\TaskManager;
use Illuminate\Http\JsonResponse;
use Illuminate\Http\Request;
use Illuminate\Support\Facades\DB;
use Illuminate\Support\Facades\Log;

class IntelligentExamController extends Controller
{
    private LearningAnalyticsService $learningAnalyticsService;

    private QuestionBankService $questionBankService;

    private ExamPdfExportService $pdfExportService;

    private PaperPayloadService $paperPayloadService;

    private TaskManager $taskManager;

    private ExternalIdService $externalIdService;

    public function __construct(
        LearningAnalyticsService $learningAnalyticsService,
        QuestionBankService $questionBankService,
        ExamPdfExportService $pdfExportService,
        PaperPayloadService $paperPayloadService,
        TaskManager $taskManager,
        ExternalIdService $externalIdService
    ) {
        $this->learningAnalyticsService = $learningAnalyticsService;
        $this->questionBankService = $questionBankService;
        $this->pdfExportService = $pdfExportService;
        $this->paperPayloadService = $paperPayloadService;
        $this->taskManager = $taskManager;
        $this->externalIdService = $externalIdService;
    }

    /**
     * 外部API：生成智能试卷（异步模式）
     * 立即返回任务ID，PDF生成在后台进行，完成后通过回调通知
     */
    public function store(Request $request): JsonResponse
    {
        $requestStartedAt = microtime(true);
        $requestTraceId = 'exam_req_' . substr(md5(uniqid('', true)), 0, 10);
        Log::info('IntelligentExamController: request started', [
            'trace_id' => $requestTraceId,
            'path' => $request->path(),
            'method' => $request->method(),
        ]);

        // 优先从body获取数据，不使用query params（入口仍记录 query，便于对照网关是否拼错）
        $jsonPayload = $request->json()->all();
        $bodySource = 'json';
        $payload = $jsonPayload;
        if (empty($payload)) {
            $payload = $request->all();
            $bodySource = 'request_all';
        }
        $queryParams = $request->query();
        $rawBody = $request->getContent();
        $rawBodyLen = strlen($rawBody);
        $rawBodyLog = null;
        if ($rawBodyLen > 0) {
            $rawCap = 65536;
            if ($rawBodyLen <= $rawCap) {
                $rawBodyLog = $rawBody;
            } else {
                $rawBodyLog = substr($rawBody, 0, $rawCap);
            }
        }

        Log::info('IntelligentExamController: 组卷API原始请求参数(入口，未经 normalizePayload)', [
            'trace_id' => $requestTraceId,
            'content_type' => $request->header('Content-Type'),
            'body_source' => $bodySource,
            'body_payload' => $payload,
            'query_params' => $queryParams,
            'raw_body_length' => $rawBodyLen,
            'raw_body' => $rawBodyLog,
            'raw_body_truncated' => $rawBodyLen > 65536,
        ]);

        $normalized = $this->normalizePayload($payload);

        $validator = validator($normalized, [
            'student_id' => 'required|string|min:1|regex:/^\\d+$/',  // 接受字符串或数字类型，如"1764913638"或1764913638
            'teacher_id' => 'required|string|min:1|regex:/^\\d+$/',
            'paper_name' => 'nullable|string|max:255',
            'grade' => 'required|integer|min:1|max:12',  // 支持小学1-6、初中7-9、高中10-12
            'student_name' => 'required|string|max:50',
            'teacher_name' => 'required|string|max:50',
            'difficulty_category' => 'nullable|integer|in:0,1,2,3,4',
            'kp_codes' => 'nullable|array',
            'kp_codes.*' => 'string',
            'skills' => 'nullable|array',
            'skills.*' => 'string',
            'question_type_ratio' => 'nullable|array',
            // 'difficulty_ratio' 参数已废弃，使用 difficulty_category 控制难度分布
            'total_score' => 'nullable|numeric|min:1|max:1000',
            'mistake_ids' => 'nullable|array',
            'mistake_ids.*' => 'string',
            'mistake_question_ids' => 'nullable|array',
            'mistake_question_ids.*' => 'string',
            'callback_url' => 'nullable|url',  // 异步完成后推送通知的URL
            // 新增：组卷类型
            'assemble_type' => 'nullable|integer|in:0,1,2,3,4,5,8,9,15',
            'exam_type' => 'nullable|string|in:general,diagnostic,practice,mistake,textbook,knowledge,knowledge_points',
            // 错题本类型专用参数
            'paper_ids' => 'nullable|array',
            'paper_ids.*' => 'string',
            // 修改：使用series_id + semester_code + grade替代textbook_id
            'series_id' => 'nullable|integer|min:1',              // 教材系列ID（替代textbook_id）
            'semester_code' => 'nullable|integer|in:1,2',          // 上下册：1=上册，2=下册
            // 新增：各组卷类型的专用参数
            'chapter_id_list' => 'nullable|array',                // 教材组卷专用
            'chapter_id_list.*' => 'integer|min:1',
            'kp_code_list' => 'nullable|array',                   // 知识点组卷专用
            'kp_code_list.*' => 'string',
            'end_catalog_id' => 'nullable|integer|min:1',         // 摸底专用：截止章节ID
            // 新增：专项练习选项
            'practice_options' => 'nullable|array',
            'practice_options.weakness_threshold' => 'nullable|numeric|min:0|max:1',
            'practice_options.intensity' => 'nullable|string|in:low,medium,high',
            'practice_options.include_new_questions' => 'nullable|boolean',
            'practice_options.focus_weaknesses' => 'nullable|boolean',
            // 新增：错题选项
            'mistake_options' => 'nullable|array',
            'mistake_options.weakness_threshold' => 'nullable|numeric|min:0|max:1',
            'mistake_options.review_mistakes' => 'nullable|boolean',
            'mistake_options.intensity' => 'nullable|string|in:low,medium,high',
            'mistake_options.include_new_questions' => 'nullable|boolean',
            'mistake_options.focus_weaknesses' => 'nullable|boolean',
            // 新增：按知识点组卷选项
            'knowledge_points_options' => 'nullable|array',
            'knowledge_points_options.weakness_threshold' => 'nullable|numeric|min:0|max:1',
            'knowledge_points_options.intensity' => 'nullable|string|in:low,medium,high',
            'knowledge_points_options.focus_weaknesses' => 'nullable|boolean',
        ]);

        if ($validator->fails()) {
            Log::warning('IntelligentExamController: 组卷API参数校验失败', [
                'trace_id' => $requestTraceId,
                'normalized' => $normalized,
                'errors' => $validator->errors()->toArray(),
            ]);
            return response()->json([
                'success' => false,
                'message' => '参数错误',
                'errors' => $validator->errors()->toArray(),
            ], 422);
        }

        $data = $validator->validated();

        $assembleType = (int) ($data['assemble_type'] ?? 4);
        if ($assembleType === 15 && empty($data['paper_ids'] ?? [])) {
            return response()->json([
                'success' => false,
                'message' => '参数错误',
                'errors' => ['paper_ids' => ['assemble_type 为 15（错题再练）时，paper_ids 须为非空数组，元素为题库题目 question_id，且该学生错题本中须存在对应错题记录']], 
            ], 422);
        }

        // API 固定题量：含按卷追练(5)、错题再练(15) 等，一律 default_total_questions，不使用请求题量参数
        $data['total_questions'] = (int) config('question_bank.default_total_questions');
        // 预分配 paper_id，保证接口语义稳定（后续异步化时也可继续同步返回）
        $reservedPaperId = $this->questionBankService->generatePaperId();
        $this->ensureStudentTeacherRelation($data);

        // 【修改】使用series_id、semester_code和grade获取textbook_id
        $textbookId = $this->resolveTextbookId($data);
        if ($textbookId) {
            $data['textbook_id'] = $textbookId;
        }

        // 确保 kp_codes 是数组
        $data['kp_codes'] = $data['kp_codes'] ?? [];
        if (! is_array($data['kp_codes'])) {
            $data['kp_codes'] = [];
        }

        $taskPayload = array_merge($data, [
            'paper_id' => $reservedPaperId,
            'request_trace_id' => $requestTraceId,
            'request_started_at' => now()->toISOString(),
        ]);

        Log::info('IntelligentExamController: 组卷API请求参数(校验并补全后，即将入队)', [
            'trace_id' => $requestTraceId,
            'assemble_type_resolved' => $assembleType,
            'params' => $taskPayload,
        ]);

        try {
            // 异步优化：同步仅返回 task_id/paper_id，重型组卷逻辑下沉到队列
            $taskId = $this->taskManager->createTask(TaskManager::TASK_TYPE_EXAM, $taskPayload);

            dispatch(new AssembleExamTaskJob($taskId));

            $codes = $this->paperPayloadService->generatePaperCodes($reservedPaperId);
            $payload = [
                'success' => true,
                'message' => '智能试卷任务已创建，正在后台组卷并生成PDF...',
                'data' => [
                    'task_id' => $taskId,
                    'paper_id' => $reservedPaperId,
                    'status' => 'processing',
                    'exam_code' => $codes['exam_code'],
                    'grading_code' => $codes['grading_code'],
                    'paper_id_num' => $codes['paper_id_num'],
                    'exam_content' => [],
                    'urls' => [
                        'grading_url' => route('filament.admin.auth.intelligent-exam.grading', ['paper_id' => $reservedPaperId]),
                        'student_exam_url' => route('filament.admin.auth.intelligent-exam.pdf', ['paper_id' => $reservedPaperId, 'answer' => 'false']),
                        'knowledge_explanation_url' => route('filament.admin.auth.intelligent-exam.knowledge-explanation', ['paper_id' => $reservedPaperId]),
                    ],
                    'pdfs' => [
                        'exam_paper_pdf' => null,
                        'grading_pdf' => null,
                        'all_pdf' => null,
                    ],
                    'stats' => null,
                    'created_at' => now()->toISOString(),
                ],
            ];

            Log::info('IntelligentExamController: async task dispatched', [
                'trace_id' => $requestTraceId,
                'task_id' => $taskId,
                'paper_id' => $reservedPaperId,
                'sync_elapsed_ms_total' => (int) round((microtime(true) - $requestStartedAt) * 1000),
            ]);

            $this->taskManager->updateTaskStatus($taskId, [
                'request_trace_id' => $requestTraceId,
                'sync_elapsed_ms_total' => (int) round((microtime(true) - $requestStartedAt) * 1000),
            ]);

            return response()->json($payload, 200, [], JSON_UNESCAPED_SLASHES);

        } catch (\Exception $e) {
            Log::error('Intelligent exam API failed', [
                'trace_id' => $requestTraceId,
                'error' => $e->getMessage(),
                'trace' => $e->getTraceAsString(),
                'sync_elapsed_ms_before_error' => (int) round((microtime(true) - $requestStartedAt) * 1000),
            ]);

            // 返回更具体的错误信息
            $errorMessage = $e->getMessage();
            if (strpos($errorMessage, 'Connection') !== false || strpos($errorMessage, 'connection') !== false) {
                $errorMessage = '依赖服务连接失败，请检查服务状态';
            } elseif (strpos($errorMessage, 'timeout') !== false || strpos($errorMessage, '超时') !== false) {
                $errorMessage = '服务响应超时，请稍后重试';
            } elseif (strpos($errorMessage, 'not found') !== false || strpos($errorMessage, '未找到') !== false) {
                $errorMessage = '请求的资源不存在';
            } elseif (strpos($errorMessage, 'invalid') !== false || strpos($errorMessage, '无效') !== false) {
                $errorMessage = '请求参数无效';
            }

            return response()->json([
                'success' => false,
                'message' => $errorMessage ?: '服务异常，请稍后重试',
            ], 500);
        }
    }

    /**
     * 轮询任务状态
     */
    public function status(string $taskId): JsonResponse
    {
        try {
            $task = $this->taskManager->getTaskStatus($taskId);

            if (! $task) {
                return response()->json([
                    'success' => false,
                    'message' => '任务不存在',
                ], 404);
            }

            return response()->json([
                'success' => true,
                'data' => $task,
            ]);

        } catch (\Exception $e) {
            Log::error('查询任务状态失败', [
                'task_id' => $taskId,
                'error' => $e->getMessage(),
            ]);

            return response()->json([
                'success' => false,
                'message' => '查询失败，请稍后重试',
            ], 500);
        }
    }

    /**
     * 触发PDF生成
     * 使用队列进行异步处理
     */
    private function triggerPdfGeneration(string $taskId, string $paperId): void
    {
        // 异步处理PDF生成 - 将任务放入队列
        try {
            dispatch(new \App\Jobs\GenerateExamPdfJob($taskId, $paperId));
            Log::info('PDF生成任务已加入队列', [
                'task_id' => $taskId,
                'paper_id' => $paperId,
                'queue_connection' => config('queue.default'),
                'queue_name' => 'pdf',
            ]);
        } catch (\Exception $e) {
            Log::error('PDF生成任务队列失败，不回退到同步处理', [
                'task_id' => $taskId,
                'paper_id' => $paperId,
                'error' => $e->getMessage(),
                'note' => '依赖队列重试机制，不进行同步处理以避免并发冲突',
            ]);
            $this->taskManager->markTaskFailed($taskId, 'PDF任务入队失败: ' . $e->getMessage());
        }
    }

    /**
     * 处理PDF生成（模拟后台任务）
     * 在实际项目中，这个方法应该在队列worker中执行
     */
    private function processPdfGeneration(string $taskId, string $paperId): void
    {
        try {
            $this->taskManager->updateTaskProgress($taskId, 10, '开始生成试卷PDF...');

            // 生成试卷PDF
            $pdfUrl = $this->pdfExportService->generateExamPdf($paperId)
                ?? $this->questionBankService->exportExamToPdf($paperId)
                ?? route('filament.admin.auth.intelligent-exam.pdf', ['paper_id' => $paperId, 'answer' => 'false']);

            $this->taskManager->updateTaskProgress($taskId, 50, '试卷PDF生成完成，开始生成判卷PDF...');

            // 生成判卷PDF
            $gradingPdfUrl = $this->pdfExportService->generateGradingPdf($paperId)
                ?? route('filament.admin.auth.intelligent-exam.pdf', ['paper_id' => $paperId, 'answer' => 'true']);

            // 构建完整的试卷内容
            $paperModel = Paper::with('questions')->find($paperId);
            $examContent = $paperModel
                ? $this->paperPayloadService->buildExamContent($paperModel)
                : [];

            // 标记任务完成
            $this->taskManager->markTaskCompleted($taskId, [
                'exam_content' => $examContent,
                'pdfs' => [
                    'exam_paper_pdf' => $pdfUrl,
                    'grading_pdf' => $gradingPdfUrl,
                ],
            ]);

            Log::info('异步任务完成', [
                'task_id' => $taskId,
                'paper_id' => $paperId,
                'pdf_url' => $pdfUrl,
                'grading_pdf_url' => $gradingPdfUrl,
            ]);

            // 发送回调通知
            $this->taskManager->sendCallback($taskId);

        } catch (\Exception $e) {
            Log::error('PDF生成失败', [
                'task_id' => $taskId,
                'paper_id' => $paperId,
                'error' => $e->getMessage(),
            ]);

            $this->taskManager->markTaskFailed($taskId, $e->getMessage());
        }
    }

    /**
     * 兼容字符串/数组入参
     */
    private function normalizePayload(array $payload): array
    {
        unset($payload['total_questions'], $payload['question_count']);

        // 将student_id转换为字符串（支持数字和字符串输入）
        if (isset($payload['student_id'])) {
            $payload['student_id'] = (string) $payload['student_id'];
        }
        if (isset($payload['teacher_id'])) {
            $payload['teacher_id'] = (string) $payload['teacher_id'];
        }
        if (isset($payload['grade'])) {
            $payload['grade'] = (string) $payload['grade'];
        }

        // 处理 kp_codes：空字符串或null转换为空数组
        if (isset($payload['kp_codes'])) {
            if (is_string($payload['kp_codes'])) {
                $kpCodes = trim($payload['kp_codes']);
                if (empty($kpCodes)) {
                    $payload['kp_codes'] = [];
                } else {
                    $payload['kp_codes'] = array_values(array_filter(array_map('trim', explode(',', $kpCodes))));
                }
            } elseif (! is_array($payload['kp_codes'])) {
                $payload['kp_codes'] = [];
            }
        } else {
            $payload['kp_codes'] = [];
        }

        if (isset($payload['skills']) && is_string($payload['skills'])) {
            $payload['skills'] = array_values(array_filter(array_map('trim', explode(',', $payload['skills']))));
        }

        foreach (['mistake_ids', 'mistake_question_ids', 'paper_ids'] as $key) {
            if (isset($payload[$key])) {
                if (is_string($payload[$key])) {
                    $raw = trim($payload[$key]);
                    $payload[$key] = $raw === ''
                        ? []
                        : array_values(array_filter(array_map('trim', explode(',', $raw))));
                } elseif (! is_array($payload[$key])) {
                    $payload[$key] = [];
                }
                // JSON 常把 id 写成数字，与 validator 的 string 规则对齐，避免 422
                if (is_array($payload[$key])) {
                    $payload[$key] = array_values(array_filter(array_map(
                        static function ($v) {
                            if ($v === null || $v === '') {
                                return null;
                            }
                            if (is_scalar($v)) {
                                return (string) $v;
                            }

                            return null;
                        },
                        $payload[$key]
                    ), static fn ($v) => $v !== null && $v !== ''));
                }
            }
        }

        // 新增：处理组卷专用参数
        foreach (['chapter_id_list', 'kp_code_list'] as $key) {
            if (isset($payload[$key])) {
                if (is_string($payload[$key])) {
                    $raw = trim($payload[$key]);
                    $payload[$key] = $raw === ''
                        ? []
                        : array_values(array_filter(array_map('trim', explode(',', $raw))));
                } elseif (! is_array($payload[$key])) {
                    $payload[$key] = [];
                }
            } else {
                $payload[$key] = [];
            }
        }

        // 【修改】处理series_id：字符串转换为整数
        if (isset($payload['series_id'])) {
            if (is_string($payload['series_id'])) {
                $payload['series_id'] = (int) trim($payload['series_id']);
                if ($payload['series_id'] <= 0) {
                    unset($payload['series_id']);
                }
            } elseif (! is_int($payload['series_id']) || $payload['series_id'] <= 0) {
                unset($payload['series_id']);
            }
        }

        // 【新增】处理semester_code：确保是1或2
        if (isset($payload['semester_code'])) {
            if (is_string($payload['semester_code'])) {
                $payload['semester_code'] = (int) trim($payload['semester_code']);
            }
            // 只保留1或2，其他值都移除
            if (! in_array($payload['semester_code'], [1, 2], true)) {
                unset($payload['semester_code']);
            }
        }

        // 新增：处理组卷类型，默认值为 general
        if (! isset($payload['exam_type'])) {
            $payload['exam_type'] = 'general';
        }

        // 新增：处理专项练习选项
        if (isset($payload['practice_options'])) {
            if (is_string($payload['practice_options'])) {
                $decoded = json_decode($payload['practice_options'], true);
                $payload['practice_options'] = is_array($decoded) ? $decoded : [];
            } elseif (! is_array($payload['practice_options'])) {
                $payload['practice_options'] = [];
            }

            // 设置默认值
            $payload['practice_options'] = array_merge([
                'weakness_threshold' => 0.7,
                'intensity' => 'medium',
                'include_new_questions' => true,
                'focus_weaknesses' => true,
            ], $payload['practice_options']);
        } else {
            // 如果没有提供 practice_options，创建默认值
            $payload['practice_options'] = [
                'weakness_threshold' => 0.7,
                'intensity' => 'medium',
                'include_new_questions' => true,
                'focus_weaknesses' => true,
            ];
        }

        // 新增：处理错题选项
        if (isset($payload['mistake_options'])) {
            if (is_string($payload['mistake_options'])) {
                $decoded = json_decode($payload['mistake_options'], true);
                $payload['mistake_options'] = is_array($decoded) ? $decoded : [];
            } elseif (! is_array($payload['mistake_options'])) {
                $payload['mistake_options'] = [];
            }

            // 设置默认值
            $payload['mistake_options'] = array_merge([
                'weakness_threshold' => 0.7,
                'review_mistakes' => true,
                'intensity' => 'medium',
                'include_new_questions' => true,
                'focus_weaknesses' => true,
            ], $payload['mistake_options']);
        } else {
            // 如果没有提供 mistake_options，创建默认值
            $payload['mistake_options'] = [
                'weakness_threshold' => 0.7,
                'review_mistakes' => true,
                'intensity' => 'medium',
                'include_new_questions' => true,
                'focus_weaknesses' => true,
            ];
        }

        // 新增：处理按知识点组卷选项
        if (isset($payload['knowledge_points_options'])) {
            if (is_string($payload['knowledge_points_options'])) {
                $decoded = json_decode($payload['knowledge_points_options'], true);
                $payload['knowledge_points_options'] = is_array($decoded) ? $decoded : [];
            } elseif (! is_array($payload['knowledge_points_options'])) {
                $payload['knowledge_points_options'] = [];
            }

            // 设置默认值
            $payload['knowledge_points_options'] = array_merge([
                'weakness_threshold' => 0.7,
                'intensity' => 'medium',
                'focus_weaknesses' => true,
            ], $payload['knowledge_points_options']);
        } else {
            // 如果没有提供 knowledge_points_options，创建默认值
            $payload['knowledge_points_options'] = [
                'weakness_threshold' => 0.7,
                'intensity' => 'medium',
                'focus_weaknesses' => true,
            ];
        }

        return $payload;
    }

    private function ensureStudentTeacherRelation(array $data): void
    {
        $studentId = (int) $data['student_id'];
        $teacherId = (int) $data['teacher_id'];
        $studentName = (string) ($data['student_name'] ?? '未知学生');
        $teacherName = (string) ($data['teacher_name'] ?? '未知教师');
        $grade = (string) ($data['grade'] ?? '未知年级');

        $teacher = $this->externalIdService->handleTeacherExternalId($teacherId, [
            'name' => $teacherName,
            'subject' => '数学',
        ]);

        $student = Student::where('student_id', $studentId)->first();
        if ($student) {
            $updates = [];
            if ($studentName !== '' && $student->name !== $studentName) {
                $updates['name'] = $studentName;
            }
            if ($grade !== '' && $student->grade !== $grade) {
                $updates['grade'] = $grade;
            }
            if ($teacherId > 0 && (int) $student->teacher_id !== $teacherId) {
                $updates['teacher_id'] = $teacherId;
            }
            if (! empty($updates)) {
                $student->update($updates);
            }

            return;
        }

        $this->externalIdService->handleStudentExternalId($studentId, [
            'name' => $studentName,
            'grade' => $grade,
            'teacher_id' => $teacherId,
        ]);
    }

    private function normalizeQuestionTypeRatio(array $input): array
    {
        // 默认按 4:2:4
        $defaults = [
            '选择题' => 40,
            '填空题' => 20,
            '解答题' => 40,
        ];

        $normalized = [];
        foreach ($input as $key => $value) {
            if (! is_numeric($value)) {
                continue;
            }
            $type = $this->normalizeQuestionTypeKey($key);
            if ($type) {
                $normalized[$type] = (float) $value;
            }
        }

        $merged = array_merge($defaults, $normalized);

        // 归一化到 100%
        $sum = array_sum($merged);
        if ($sum > 0) {
            foreach ($merged as $k => $v) {
                $merged[$k] = round(($v / $sum) * 100, 2);
            }
        }

        return $merged;
    }

    private function normalizeQuestionTypeKey(string $key): ?string
    {
        $key = trim($key);
        if (in_array($key, ['choice', '选择题', 'single_choice', 'multiple_choice', 'CHOICE', 'SINGLE_CHOICE', 'MULTIPLE_CHOICE'], true)) {
            return '选择题';
        }
        if (in_array($key, ['fill', '填空题', 'blank', 'FILL_IN_THE_BLANK', 'FILL'], true)) {
            return '填空题';
        }
        if (in_array($key, ['answer', '解答题', '计算题', 'CALCULATION', 'WORD_PROBLEM', 'PROOF'], true)) {
            return '解答题';
        }

        return null;
    }

    private function normalizeDifficultyRatio(array $input): array
    {
        $defaults = [
            '基础' => 50,
            '中等' => 35,
            '拔高' => 15,
        ];

        $normalized = [];
        foreach ($input as $key => $value) {
            if (! is_numeric($value)) {
                continue;
            }
            $label = trim($key);
            if (in_array($label, ['基础', 'easy', '简单'])) {
                $normalized['基础'] = (float) $value;
            } elseif (in_array($label, ['中等', 'medium'])) {
                $normalized['中等'] = (float) $value;
            } elseif (in_array($label, ['拔高', 'hard', '困难', '竞赛'])) {
                $normalized['拔高'] = (float) $value;
            }
        }

        return array_merge($defaults, $normalized);
    }

    private function hydrateQuestions(array $questions, array $kpCodes): array
    {
        $normalized = [];
        foreach ($questions as $question) {
            $type = $this->normalizeQuestionTypeKey($question['question_type'] ?? $question['type'] ?? '') ?? $this->guessType($question);
            $score = $question['score'] ?? $this->defaultScore($type);

            $normalized[] = [
                'id' => $question['id'] ?? $question['question_id'] ?? null,
                'question_id' => $question['question_id'] ?? null,
                'question_type' => $type === '选择题' ? 'choice' : ($type === '填空题' ? 'fill' : 'answer'),
                'stem' => $question['stem'] ?? $question['content'] ?? ($question['question_text'] ?? ''),
                'content' => $question['content'] ?? $question['stem'] ?? '',
                'options' => $question['options'] ?? ($question['choices'] ?? []),
                'answer' => $question['answer'] ?? $question['correct_answer'] ?? '',
                'solution' => $question['solution'] ?? '',
                'difficulty' => isset($question['difficulty']) ? (float) $question['difficulty'] : 0.5,
                'score' => $score,
                'estimated_time' => $question['estimated_time'] ?? 300,
                'kp' => $question['kp_code'] ?? $question['kp'] ?? $question['knowledge_point'] ?? ($kpCodes[0] ?? ''),
                'kp_code' => $question['kp_code'] ?? $question['kp'] ?? $question['knowledge_point'] ?? ($kpCodes[0] ?? ''),
            ];
        }

        return array_values(array_filter($normalized, fn ($q) => ! empty($q['id'])));
    }

    private function guessType(array $question): string
    {
        if (! empty($question['options']) && is_array($question['options'])) {
            return '选择题';
        }

        $content = $question['stem'] ?? $question['content'] ?? '';
        if (is_string($content) && (strpos($content, '____') !== false || strpos($content, '（）') !== false)) {
            return '填空题';
        }

        return '解答题';
    }

    /**
     * 根据题目类型获取默认分值（中国中学卷子标准）
     * 选择题：5分/题，填空题：5分/题，解答题：10分/题
     */
    private function defaultScore(string $type): int
    {
        return match ($type) {
            '选择题' => 5,
            '填空题' => 5,
            '解答题' => 10,
            default => 5,
        };
    }

    /**
     * 计算试卷总分并调整各题目分值，确保总分接近目标分数
     * 符合中国中学卷子标准：
     * - 选择题：约40%总分（每题4-6分，整数分值）
     * - 填空题：约25%总分（每题4-6分，整数分值）
     * - 解答题：约35%总分（每题8-12分，整数分值）
     * 使用组合优化算法确保：
     * 1. 所有分值都是整数（无小数点）
     * 2. 同类型题目分值均匀
     * 3. 总分精确匹配目标分数（或最接近）
     */
    private function adjustQuestionScores(array $questions, float $targetTotalScore = 100.0): array
    {
        if (empty($questions)) {
            return $questions;
        }

        // 第一步：按题型排序
        $sortedQuestions = [];
        $choiceQuestions = [];
        $fillQuestions = [];
        $answerQuestions = [];

        foreach ($questions as $question) {
            $type = $this->normalizeQuestionType($question['question_type'] ?? 'answer');
            if ($type === 'choice') {
                $choiceQuestions[] = $question;
            } elseif ($type === 'fill') {
                $fillQuestions[] = $question;
            } else {
                $answerQuestions[] = $question;
            }
        }

        $sortedQuestions = array_merge($choiceQuestions, $fillQuestions, $answerQuestions);

        // 调试日志
        Log::debug('adjustQuestionScores 开始', [
            'choice_count' => count($choiceQuestions),
            'fill_count' => count($fillQuestions),
            'answer_count' => count($answerQuestions),
        ]);

        // 重新编号
        foreach ($sortedQuestions as $idx => &$question) {
            $question['question_number'] = $idx + 1;
        }
        unset($question);

        // 各题型数量
        $typeCounts = [
            'choice' => count($choiceQuestions),
            'fill' => count($fillQuestions),
            'answer' => count($answerQuestions),
        ];

        // 记录各题型索引
        $typeIndexes = ['choice' => [], 'fill' => [], 'answer' => []];
        foreach ($sortedQuestions as $index => $question) {
            $type = $this->normalizeQuestionType($question['question_type'] ?? 'answer');
            $typeIndexes[$type][] = $index;
        }

        // 第二步：分配分值
        $questionScores = [];

        $totalQuestions = $typeCounts['choice'] + $typeCounts['fill'] + $typeCounts['answer'];
        $globalBaseScore = floor($targetTotalScore / $totalQuestions);
        $globalBaseScore = max(1, $globalBaseScore);

        // 确定题型处理顺序（基于 sortedQuestions 中的顺序）
        $typeOrder = [];
        foreach ($sortedQuestions as $question) {
            $type = $this->normalizeQuestionType($question['question_type'] ?? 'answer');
            if (! in_array($type, $typeOrder)) {
                $typeOrder[] = $type;
            }
        }

        // 记录当前剩余预算
        $remainingBudget = $targetTotalScore;

        // 按顺序处理每种题型
        foreach ($typeOrder as $typeIndex => $type) {
            $count = $typeCounts[$type];
            if ($count === 0) {
                continue;
            }

            if ($typeIndex === 0) {
                // 第一个题型：拿平均分，然后都-1
                $thisBase = $globalBaseScore;

                foreach ($typeIndexes[$type] as $idx) {
                    $questionScores[$idx] = $thisBase;
                }

                // 都-1
                foreach ($typeIndexes[$type] as $idx) {
                    $questionScores[$idx] = max(1, $questionScores[$idx] - 1);
                }

                // 计算已分配的分数
                $allocated = 0;
                foreach ($typeIndexes[$type] as $idx) {
                    $allocated += $questionScores[$idx];
                }
                $remainingBudget -= $allocated;
            } elseif ($typeIndex === count($typeOrder) - 1) {
                // 最后一个题型：用剩余分数分配
                $thisBase = floor($remainingBudget / $count);
                $thisBase = max(1, $thisBase);

                foreach ($typeIndexes[$type] as $idx) {
                    $questionScores[$idx] = $thisBase;
                }

                // 余数补偿：分散到多道题，从后往前各+1
                $total = $thisBase * $count;
                $remainder = $remainingBudget - $total;
                if ($remainder > 0) {
                    // 从最后一道题开始，往前 $remainder 道题各+1
                    $answerIndexes = array_values($typeIndexes[$type]);
                    $startIdx = max(0, count($answerIndexes) - $remainder);
                    for ($i = $startIdx; $i < count($answerIndexes); $i++) {
                        $questionScores[$answerIndexes[$i]] += 1;
                    }
                }
            } else {
                // 中间的题型：直接用全局平均分（不减）
                $thisBase = $globalBaseScore;

                foreach ($typeIndexes[$type] as $idx) {
                    $questionScores[$idx] = $thisBase;
                }

                // 计算已分配的分数
                $allocated = 0;
                foreach ($typeIndexes[$type] as $idx) {
                    $allocated += $questionScores[$idx];
                }
                $remainingBudget -= $allocated;
            }
        }

        // 第三步：确保最后一类题型分数 > 前面所有题型
        if (count($typeOrder) > 1) {
            $lastType = end($typeOrder);
            $otherTypes = array_slice($typeOrder, 0, -1);

            // 前面题型的最高分
            $maxOtherScore = 0;
            foreach ($otherTypes as $type) {
                foreach ($typeIndexes[$type] as $idx) {
                    $maxOtherScore = max($maxOtherScore, $questionScores[$idx]);
                }
            }

            // 最后一类题型的最低分
            $minLastScore = PHP_INT_MAX;
            foreach ($typeIndexes[$lastType] as $idx) {
                $minLastScore = min($minLastScore, $questionScores[$idx]);
            }

            // 如果最后一类不够高，从前面扣分
            if ($minLastScore <= $maxOtherScore) {
                $diff = $maxOtherScore - $minLastScore + 1;

                // 从前面题型扣分（每道最多扣2分）
                $reductionPerQuestion = min($diff, 2);
                foreach ($otherTypes as $type) {
                    foreach ($typeIndexes[$type] as $idx) {
                        $questionScores[$idx] = max(1, $questionScores[$idx] - $reductionPerQuestion);
                    }
                }

                // 重新计算剩余给最后一类
                $reallocated = $targetTotalScore;
                foreach ($typeIndexes[$lastType] as $idx) {
                    $reallocated -= $questionScores[$idx];
                }
                foreach ($otherTypes as $type) {
                    foreach ($typeIndexes[$type] as $idx) {
                        $reallocated -= $questionScores[$idx];
                    }
                }

                if ($reallocated > 0) {
                    $newBase = floor($reallocated / $typeCounts[$lastType]);
                    foreach ($typeIndexes[$lastType] as $idx) {
                        $questionScores[$idx] = $newBase;
                    }

                    $total = $newBase * $typeCounts[$lastType];
                    $remainder = $reallocated - $total;
                    if ($remainder > 0) {
                        // 余数分散到多道题，从后往前各+1
                        $lastIndexes = array_values($typeIndexes[$lastType]);
                        $startIdx = max(0, count($lastIndexes) - $remainder);
                        for ($i = $startIdx; $i < count($lastIndexes); $i++) {
                            $questionScores[$lastIndexes[$i]] += 1;
                        }
                    }
                }
            }
        }

        // 第三步：构建结果
        $adjustedQuestions = [];
        foreach ($sortedQuestions as $index => $question) {
            $adjustedQuestions[$index] = $question;
            $adjustedQuestions[$index]['score'] = $questionScores[$index] ?? 5;
        }

        $total = array_sum(array_column($adjustedQuestions, 'score'));
        $diff = (int) $targetTotalScore - (int) $total;
        if ($diff !== 0 && ! empty($adjustedQuestions)) {
            $count = count($adjustedQuestions);
            $i = $count - 1;
            while ($diff !== 0) {
                $score = $adjustedQuestions[$i]['score'];
                if ($diff > 0) {
                    $adjustedQuestions[$i]['score'] = $score + 1;
                    $diff--;
                } else {
                    if ($score > 1) {
                        $adjustedQuestions[$i]['score'] = $score - 1;
                        $diff++;
                    }
                }

                $i--;
                if ($i < 0) {
                    $i = $count - 1;
                    if ($diff < 0) {
                        $minScore = min(array_column($adjustedQuestions, 'score'));
                        if ($minScore <= 1) {
                            break;
                        }
                    }
                }
            }
        }

        return $adjustedQuestions;
    }

    /**
     * 标准化题目类型
     */
    private function normalizeQuestionType(string $type): string
    {
        $type = strtolower(trim($type));
        if (in_array($type, ['choice', 'single_choice', 'multiple_choice', '选择题', '单选', '多选'], true)) {
            return 'choice';
        }
        if (in_array($type, ['fill', 'fill_in_the_blank', 'blank', '填空题', '填空'], true)) {
            return 'fill';
        }

        return 'answer';
    }

    private function resolveMistakeQuestionIds(string $studentId, array $mistakeIds, array $mistakeQuestionIds): array
    {
        $questionIds = [];

        if (! empty($mistakeQuestionIds)) {
            $questionIds = array_merge($questionIds, $mistakeQuestionIds);
        }

        if (! empty($mistakeIds)) {
            $mistakeQuestionIdsFromDb = MistakeRecord::query()
                ->where('student_id', $studentId)
                ->whereIn('id', $mistakeIds)
                ->pluck('question_id')
                ->filter()
                ->values()
                ->all();

            $questionIds = array_merge($questionIds, $mistakeQuestionIdsFromDb);
        }

        $questionIds = array_values(array_unique(array_filter($questionIds)));

        return $questionIds;
    }

    private function sortQuestionsByRequestedIds(array $questions, array $requestedIds): array
    {
        if (empty($requestedIds)) {
            return $questions;
        }

        $order = array_flip($requestedIds);
        usort($questions, function ($a, $b) use ($order) {
            $aId = (string) ($a['id'] ?? '');
            $bId = (string) ($b['id'] ?? '');
            $aPos = $order[$aId] ?? PHP_INT_MAX;
            $bPos = $order[$bId] ?? PHP_INT_MAX;

            return $aPos <=> $bPos;
        });

        return $questions;
    }

    /**
     * 每个题型内按难度升序排序，并统一重排题号
     * 题型顺序固定：选择题 -> 填空题 -> 解答题
     */
    private function sortQuestionsWithinTypeByDifficulty(array $questions): array
    {
        if (empty($questions)) {
            return $questions;
        }

        $grouped = [
            'choice' => [],
            'fill' => [],
            'answer' => [],
        ];

        foreach ($questions as $question) {
            $type = $this->normalizeQuestionType((string) ($question['question_type'] ?? 'answer'));
            $grouped[$type][] = $question;
        }

        $sortFn = function (array $a, array $b): int {
            $aDifficulty = (float) ($a['difficulty'] ?? 0.5);
            $bDifficulty = (float) ($b['difficulty'] ?? 0.5);

            if ($aDifficulty !== $bDifficulty) {
                return $aDifficulty <=> $bDifficulty;
            }

            $aId = (int) ($a['id'] ?? $a['question_id'] ?? 0);
            $bId = (int) ($b['id'] ?? $b['question_id'] ?? 0);

            return $aId <=> $bId;
        };

        usort($grouped['choice'], $sortFn);
        usort($grouped['fill'], $sortFn);
        usort($grouped['answer'], $sortFn);

        $sorted = array_merge($grouped['choice'], $grouped['fill'], $grouped['answer']);
        foreach ($sorted as $idx => &$question) {
            $question['question_number'] = $idx + 1;
        }
        unset($question);

        Log::debug('题目已按题型内难度排序', [
            'choice_difficulty' => array_map(fn ($q) => $q['difficulty'] ?? null, $grouped['choice']),
            'fill_difficulty' => array_map(fn ($q) => $q['difficulty'] ?? null, $grouped['fill']),
            'answer_difficulty' => array_map(fn ($q) => $q['difficulty'] ?? null, $grouped['answer']),
        ]);

        return $sorted;
    }

    /**
     * 【新增】根据series_id、semester_code和grade获取textbook_id
     * 替代原来直接传入textbook_id的方式
     */
    private function resolveTextbookId(array $data): ?int
    {
        // 如果提供了series_id和semester_code，则查询textbook_id
        $seriesId = $data['series_id'] ?? null;
        $semesterCode = $data['semester_code'] ?? null;
        $grade = $data['grade'] ?? null;

        // 如果没有提供series_id或semester_code，则不设置textbook_id
        if (! $seriesId || ! $semesterCode) {
            return null;
        }

        try {
            // 根据series_id、semester_code和grade查询textbooks表
            $query = DB::connection('mysql')
                ->table('textbooks')
                ->where('series_id', $seriesId)
                ->where('semester', $semesterCode);

            // 如果提供了grade，可以作为额外筛选条件
            if ($grade) {
                $query->where('grade', $grade);
            }

            $textbook = $query->first();

            if ($textbook) {
                Log::info('成功解析textbook_id', [
                    'series_id' => $seriesId,
                    'semester_code' => $semesterCode,
                    'grade' => $grade,
                    'textbook_id' => $textbook->id,
                ]);

                return (int) $textbook->id;
            }

            Log::warning('未找到匹配的教材，尝试从同系列中寻找其他教材', [
                'series_id' => $seriesId,
                'semester_code' => $semesterCode,
                'grade' => $grade,
            ]);

            // Fallback：从同系列中按 grade 倒序、semester 倒序选一个有章节的教材
            $fallbackTextbook = $this->findFallbackTextbookInSeries($seriesId, $grade, $semesterCode);
            if ($fallbackTextbook) {
                Log::info('成功从同系列中找到fallback教材', [
                    'original_series_id' => $seriesId,
                    'original_semester_code' => $semesterCode,
                    'original_grade' => $grade,
                    'fallback_textbook_id' => $fallbackTextbook->id,
                    'fallback_grade' => $fallbackTextbook->grade,
                    'fallback_semester' => $fallbackTextbook->semester,
                ]);

                return (int) $fallbackTextbook->id;
            }

            return null;

        } catch (\Exception $e) {
            Log::error('查询textbook_id失败', [
                'series_id' => $seriesId,
                'semester_code' => $semesterCode,
                'grade' => $grade,
                'error' => $e->getMessage(),
            ]);

            return null;
        }
    }

    /**
     * 从同系列中查找一个有章节的教材
     * 优先选择与目标最接近的教材：grade 倒序，semester 倒序
     * 用于教材找不到时的 fallback
     */
    private function findFallbackTextbookInSeries(int $seriesId, ?int $targetGrade = null, ?int $targetSemester = null): ?\stdClass
    {
        try {
            // 找出同系列下有章节的教材
            // 筛选 grade <= 目标年级（确保不选择比目标更高的年级）
            // 按 grade 降序、semester 降序排列
            // 这样当目标教材不存在时，会选择最接近的"上一个年级/学期"的教材
            // 例如：找 8年级下 -> 筛选 <=8年级 -> 7年级下 > 7年级上 > 6年级下 > 6年级上
            $query = DB::connection('mysql')
                ->table('textbooks as t')
                ->leftJoin('textbook_catalog_nodes as c', 't.id', '=', 'c.textbook_id')
                ->where('t.series_id', $seriesId)
                ->where('c.node_type', 'chapter')
                ->whereNotNull('c.id');

            if ($targetGrade !== null) {
                $query->where('t.grade', '<=', $targetGrade);
            }

            $textbooksWithChapters = $query
                ->select('t.id', 't.grade', 't.semester')
                ->groupBy('t.id', 't.grade', 't.semester')
                ->orderByDesc('t.grade')
                ->orderByDesc('t.semester')
                ->get();

            if ($textbooksWithChapters->isEmpty()) {
                Log::warning('同系列中没有任何教材有章节', [
                    'series_id' => $seriesId,
                ]);
                return null;
            }

            // 选择第一个有章节的教材（已按 grade 倒序、semester 倒序排列）
            $selected = $textbooksWithChapters->first();

            Log::info('按倒序选择fallback教材', [
                'series_id' => $seriesId,
                'target_grade' => $targetGrade,
                'target_semester' => $targetSemester,
                'selected_textbook_id' => $selected->id,
                'selected_grade' => $selected->grade,
                'selected_semester' => $selected->semester,
                'available_count' => $textbooksWithChapters->count(),
            ]);

            // 返回完整的教材对象
            return DB::connection('mysql')
                ->table('textbooks')
                ->where('id', $selected->id)
                ->first();

        } catch (\Exception $e) {
            Log::error('查找fallback教材失败', [
                'series_id' => $seriesId,
                'error' => $e->getMessage(),
            ]);
            return null;
        }
    }
}