math_cms/app/Filament/Pages/IntelligentExamGeneration.php

<?php

namespace App\Filament\Pages;

use App\Filament\Traits\HasUserRole;
use App\Services\KnowledgeGraphService;
use App\Services\LearningAnalyticsService;
use App\Services\QuestionBankService;
use App\Models\Student;
use BackedEnum;
use Filament\Notifications\Notification;
use Filament\Pages\Page;
use UnitEnum;
use Livewire\Attributes\Computed;
use Livewire\Attributes\On;
use Livewire\Attributes\Reactive;
use Livewire\Component;
use Illuminate\Support\Facades\Cache; // Add Cache import

class IntelligentExamGeneration extends Page
{
    use HasUserRole;
    protected static ?string $title = '智能出卷';
    protected static string|BackedEnum|null $navigationIcon = 'heroicon-o-document-duplicate';
    protected static ?string $navigationLabel = '智能出卷';
    protected static string|UnitEnum|null $navigationGroup = '操作';
    protected static ?int $navigationSort = 2;

    protected string $view = 'filament.pages.intelligent-exam-generation-simple';

    // 基本配置
    public ?string $paperName = '';
    public ?string $paperDescription = '';
    public ?string $selectedGrade = '初中'; // 初中/七年级/八年级/九年级
    public ?string $difficultyCategory = '基础'; // 基础/进阶/竞赛
    public int $totalQuestions = 20;
    public int $totalScore = 100;
    public bool $includeAnswer = false; // 是否生成答案（默认不生成参考答案）

    // 知识点和技能点选择
    public array $selectedKpCodes = [];
    public array $selectedSkills = [];

    // 题型配比
    public array $questionTypeRatio = [
        '选择题' => 40, // 百分比，支持 4:2:4 或 5:2:3
        '填空题' => 20,
        '解答题' => 40,
    ];

    // 难度配比
    public array $difficultyRatio = [
        '基础' => 50, // 百分比
        '中等' => 35,
        '拔高' => 15,
    ];
    // 难度多选（空数组表示随机难度）
    public array $selectedDifficultyLevels = [];

    // 教师和学生相关
    public ?string $selectedTeacherId = null;
    public ?string $selectedStudentId = null;
    public bool $filterByStudentWeakness = false;

    // 状态
    public bool $isGenerating = false;
    public array $generatedQuestions = [];
    public ?string $generatedPaperId = null;

    #[Computed]
    public function canGenerate(): bool
    {
        return !$this->isGenerating
            && $this->totalQuestions >= 6
            && !empty($this->selectedTeacherId)
            && !empty($this->selectedStudentId);
        // 注意：不强制要求选择知识点，没有选择时将按年级或随机生成
    }

    public function mount(): void
    {
        // 初始化用户角色检查
        $this->initializeUserRole();

        // 如果是老师，自动选择当前老师
        if ($this->isTeacher) {
            $teacherId = $this->getCurrentTeacherId();
            if ($teacherId) {
                $this->selectedTeacherId = $teacherId;
            }
        } else {
            // 管理员模式：从 URL 参数获取
            $this->selectedTeacherId = request()->query('teacher_id', $this->selectedTeacherId);
        }

        $this->selectedStudentId = request()->query('student_id', $this->selectedStudentId);

        // 如果只传了 student_id，补全 teacher_id 以便学生下拉加载
        if ($this->selectedStudentId && !$this->selectedTeacherId) {
            $student = Student::find($this->selectedStudentId);
            if ($student && $student->teacher_id) {
                $this->selectedTeacherId = (string) $student->teacher_id;
            }
        }

        // 注意：不初始化 selectedDifficultyLevels，保持为空数组表示随机
        // 如果用户不选择任何难度，系统将随机生成题目
    }

    #[Computed(cache: false)]
    public function knowledgePoints(): array
    {
        try {
            $result = app(KnowledgeGraphService::class)->listKnowledgePoints(1, 1000);
            $knowledgePoints = $result['data'] ?? [];

            \Illuminate\Support\Facades\Log::info('知识点列表获取成功', [
                'count' => count($knowledgePoints),
                'first_item' => !empty($knowledgePoints) ? $knowledgePoints[0] : null
            ]);

            return $knowledgePoints;
        } catch (\Exception $e) {
            \Illuminate\Support\Facades\Log::error('获取知识点列表失败', [
                'error' => $e->getMessage()
            ]);
            return [];
        }
    }

    #[Computed(cache: false)]
    public function skills(): array
    {
        if (empty($this->selectedKpCodes)) {
            return [];
        }

        $allSkills = [];
        foreach ($this->selectedKpCodes as $kpCode) {
            $kpSkills = app(KnowledgeGraphService::class)->getSkillsByKnowledgePoint($kpCode);
            $allSkills = array_merge($allSkills, $kpSkills);
        }

        return $allSkills;
    }

    /**
     * 获取当前选择的教师名称
     */
    public function getSelectedTeacherName(): string
    {
        if (empty($this->selectedTeacherId)) {
            return '未选择';
        }

        try {
            $teacher = \App\Models\Teacher::query()
                ->leftJoin('users as u', 'teachers.teacher_id', '=', 'u.user_id')
                ->where('teachers.teacher_id', $this->selectedTeacherId)
                ->select(
                    'teachers.name',
                    'teachers.subject',
                    'u.username'
                )
                ->first();

            if ($teacher) {
                $name = trim($teacher->name ?? $this->selectedTeacherId);
                $subject = $teacher->subject ? " ({$teacher->subject})" : '';
                $username = $teacher->username ? " [{$teacher->username}]" : '';
                return "{$name}{$subject}{$username}";
            }

            return $this->selectedTeacherId;
        } catch (\Exception $e) {
            return $this->selectedTeacherId;
        }
    }

    /**
     * 获取当前选择的学生名称
     */
    public function getSelectedStudentName(): string
    {
        if (empty($this->selectedStudentId) || empty($this->selectedTeacherId)) {
            return '未选择';
        }

        try {
            $student = \App\Models\Student::query()
                ->leftJoin('users as u', 'students.student_id', '=', 'u.user_id')
                ->where('students.student_id', $this->selectedStudentId)
                ->where('students.teacher_id', $this->selectedTeacherId)
                ->select(
                    'students.name',
                    'students.grade',
                    'students.class_name',
                    'u.username'
                )
                ->first();

            if ($student) {
                $name = trim($student->name ?? $this->selectedStudentId);
                $gradeClass = trim("{$student->grade} - {$student->class_name}");
                $username = $student->username ? " [{$student->username}]" : '';
                return "{$name} ({$gradeClass}){$username}";
            }

            return $this->selectedStudentId;
        } catch (\Exception $e) {
            return $this->selectedStudentId;
        }
    }

    #[Computed(cache: false)]
    public function teachers(): array
    {
        try {
            $query = \App\Models\Teacher::query()->from('teachers as t')
                ->leftJoin('users as u', 't.teacher_id', '=', 'u.user_id')
                ->select(
                    't.teacher_id',
                    't.name',
                    't.subject',
                    'u.username',
                    'u.email'
                );

            // 如果是老师，只返回自己
            if ($this->isTeacher) {
                $teacherId = $this->getCurrentTeacherId();
                if ($teacherId) {
                    $query->where('t.teacher_id', $teacherId);
                }
            }

            $teachers = $query->orderBy('t.name')->get();

            // 如果有学生但没有对应的老师记录，添加一个"未知老师"条目
            $teacherIds = $teachers->pluck('teacher_id')->toArray();
            $missingTeacherIds = \App\Models\Student::query()->from('students as s')
                ->distinct()
                ->whereNotIn('s.teacher_id', $teacherIds)
                ->pluck('teacher_id')
                ->toArray();

            // 转换 Collection 为数组以便合并和排序
            $teachersArray = $teachers->all();

            if (!empty($missingTeacherIds)) {
                foreach ($missingTeacherIds as $missingId) {
                    $teachersArray[] = (object) [
                        'teacher_id' => $missingId,
                        'name' => '未知老师 (' . $missingId . ')',
                        'subject' => '未知',
                        'username' => null,
                        'email' => null
                    ];
                }

                // 重新排序
                usort($teachersArray, function($a, $b) {
                    return strcmp($a->name, $b->name);
                });

                return $teachersArray;
            }

            return $teachersArray;
        } catch (\Exception $e) {
            \Illuminate\Support\Facades\Log::error('加载老师列表失败', [
                'error' => $e->getMessage()
            ]);
            return [];
        }
    }

    #[Computed(cache: false)]
    public function students(): array
    {
        if (empty($this->selectedTeacherId)) {
            return [];
        }

        try {
            $students = \App\Models\Student::query()->from('students as s')
                ->leftJoin('users as u', 's.student_id', '=', 'u.user_id')
                ->where('s.teacher_id', $this->selectedTeacherId)
                ->select(
                    's.student_id',
                    's.name',
                    's.grade',
                    's.class_name',
                    'u.username',
                    'u.email'
                )
                ->orderBy('s.grade')
                ->orderBy('s.class_name')
                ->orderBy('s.name')
                ->get()
                ->all();

            \Illuminate\Support\Facades\Log::info('智能出题页面加载学生列表', [
                'teacher_id' => $this->selectedTeacherId,
                'student_count' => count($students)
            ]);

            return $students;
        } catch (\Exception $e) {
            \Illuminate\Support\Facades\Log::error('加载学生列表失败', [
                'teacher_id' => $this->selectedTeacherId,
                'error' => $e->getMessage()
            ]);
            return [];
        }
    }

    #[Computed(cache: false)]
    public function studentWeaknesses(): array
    {
        if (!$this->selectedStudentId || !$this->filterByStudentWeakness) {
            \Illuminate\Support\Facades\Log::info('学生薄弱点未加载', [
                'student_id' => $this->selectedStudentId,
                'filter_enabled' => $this->filterByStudentWeakness
            ]);
            return [];
        }

        try {
            $weaknesses = app(LearningAnalyticsService::class)->getStudentWeaknesses($this->selectedStudentId);
            \Illuminate\Support\Facades\Log::info('获取学生薄弱点成功', [
                'student_id' => $this->selectedStudentId,
                'weakness_count' => count($weaknesses),
                'weaknesses' => $weaknesses
            ]);
            return $weaknesses;
        } catch (\Exception $e) {
            \Illuminate\Support\Facades\Log::error('获取学生薄弱点失败', [
                'student_id' => $this->selectedStudentId,
                'error' => $e->getMessage()
            ]);
            return [];
        }
    }

    /**
     * 检查学生是否有薄弱知识点（用于 UI 判断）
     */
    #[Computed(cache: false)]
    public function hasStudentWeaknesses(): bool
    {
        if (!$this->selectedStudentId) {
            return false;
        }

        try {
            $weaknesses = app(LearningAnalyticsService::class)->getStudentWeaknesses($this->selectedStudentId);
            return count($weaknesses) > 0;
        } catch (\Exception $e) {
            return false;
        }
    }

    public function updatedSelectedTeacherId($value)
    {
        // 当教师选择变化时，清空之前选择的学生
        $this->selectedStudentId = null;
        $this->filterByStudentWeakness = false;
    }

    /**
     * 监听薄弱点筛选开关变化
     * 确保不会重置学生选择
     */
    public function updatedFilterByStudentWeakness($value)
    {
        \Illuminate\Support\Facades\Log::info('薄弱点筛选开关变化', [
            'enabled' => $value,
            'student_id' => $this->selectedStudentId,
            'teacher_id' => $this->selectedTeacherId
        ]);

        // 不需要做任何事情，只是记录日志
        // 学生ID和教师ID保持不变
    }

    /**
     * 全选所有薄弱知识点
     */
    public function selectAllWeaknesses(): void
    {
        $weaknesses = $this->studentWeaknesses;
        if (empty($weaknesses)) {
            Notification::make()
                ->title('提示')
                ->body('暂无薄弱知识点数据')
                ->warning()
                ->send();
            return;
        }

        // 获取所有薄弱知识点的代码
        $kpCodes = array_column($weaknesses, 'kp_code');

        // 合并到已选择的知识点中（去重）
        $this->selectedKpCodes = array_unique(array_merge($this->selectedKpCodes, $kpCodes));

        Notification::make()
            ->title('成功')
            ->body('已全选 ' . count($kpCodes) . ' 个薄弱知识点')
            ->success()
            ->send();

        \Illuminate\Support\Facades\Log::info('全选薄弱知识点', [
            'student_id' => $this->selectedStudentId,
            'selected_kp_codes' => $kpCodes,
            'total_selected' => count($this->selectedKpCodes)
        ]);
    }

    /**
     * 去重题目：基于ID和内容相似度去重
     */
    protected function deduplicateQuestions(array $questions): array
    {
        $uniqueQuestions = [];
        $seenIds = [];
        $seenStems = [];

        foreach ($questions as $question) {
            $id = $question['id'] ?? $question['question_id'] ?? null;
            $stem = $question['stem'] ?? $question['content'] ?? $question['question_text'] ?? '';
            $difficulty = $question['difficulty'] ?? 0.5;
            $kpCode = $question['kp_code'] ?? '';

            // 规范化题干：移除多余空白和换行
            $normalizedStem = preg_replace('/\s+/', ' ', trim($stem));
            $normalizedStem = preg_replace('/^\d+\.\s*/', '', $normalizedStem); // 移除题号

            // 创建唯一键：ID + 题干哈希 + 知识点
            $key = ($id ? "id:{$id}" : "stem:" . md5($normalizedStem)) . "kp:{$kpCode}";

            // 如果是选择题，进一步检查选项是否相同
            if ($this->determineQuestionType($question) === 'choice') {
                $options = $question['options'] ?? [];
                if (!empty($options) && is_array($options)) {
                    $optionsKey = md5(implode('|', $options));
                    $key .= "opt:{$optionsKey}";
                }
            }

            // 检查是否已存在
            if (isset($seenIds[$key]) || in_array($normalizedStem, $seenStems)) {
                \Illuminate\Support\Facades\Log::debug("跳过重复题目", [
                    'id' => $id,
                    'stem_preview' => mb_substr($normalizedStem, 0, 50)
                ]);
                continue;
            }

            // 记录并保留
            $seenIds[$key] = true;
            $seenStems[] = $normalizedStem;
            $uniqueQuestions[] = $question;
        }

        \Illuminate\Support\Facades\Log::info("题目去重完成", [
            'original_count' => count($questions),
            'unique_count' => count($uniqueQuestions),
            'removed_count' => count($questions) - count($uniqueQuestions)
        ]);

        return array_values($uniqueQuestions);
    }

    /**
     * 清空所有选择的知识点
     */
    public function clearSelection(): void
    {
        $this->selectedKpCodes = [];

        Notification::make()
            ->title('成功')
            ->body('已清空所有选择的知识点')
            ->info()
            ->send();

        \Illuminate\Support\Facades\Log::info('清空知识点选择', [
            'student_id' => $this->selectedStudentId
        ]);
    }

    public function updatedSelectedStudentId($value)
    {
        // 选择学生后，不要清空知识点选择，保持步骤3的选择有效
        // $this->selectedKpCodes = []; // 注释掉这行，避免清空用户选择

        // 如果启用了薄弱点筛选，加载但不自动勾选
        if ($this->filterByStudentWeakness && $value) {
            $weaknesses = $this->studentWeaknesses;

            if (empty($weaknesses)) {
                Notification::make()
                    ->title('提示')
                    ->body('该学生暂无薄弱点数据，您可以在步骤3中手动选择知识点')
                    ->warning()
                    ->send();
            } else {
                Notification::make()
                    ->title('提示')
                    ->body('已加载' . count($weaknesses) . '个薄弱知识点，您可以在下方或步骤3中选择要练习的知识点')
                    ->info()
                    ->send();
            }
        }
    }

    /**
     * 监听知识点选择变化
     */
    public function updatedSelectedKpCodes($value)
    {
        // 记录调试信息
        \Illuminate\Support\Facades\Log::info('selectedKpCodes updated', [
            'count' => count($this->selectedKpCodes),
            'codes' => $this->selectedKpCodes,
            'type' => gettype($value),
            'value' => $value
        ]);
    }

    public function generateExam()
    {
        \Illuminate\Support\Facades\Log::info('generateExam called with studentId=' . ($this->selectedStudentId ?? 'null'));
        $this->validate([
            // 'paperName' => 'required|string|max:255', // 已移除必填
            'totalQuestions' => 'required|integer|min:6|max:100',
            'selectedTeacherId' => 'nullable|string', // 可选老师
            'selectedStudentId' => 'nullable|string', // 可选学生
        ]);

        // 确保题目数量至少6题
        if ($this->totalQuestions < 6) {
            \Illuminate\Support\Facades\Log::warning('题目数量少于6题，已自动调整为6题', ['original' => $this->totalQuestions]);
            $this->totalQuestions = 6;
        }

        if (empty($this->selectedTeacherId) || empty($this->selectedStudentId)) {
            Notification::make()
                ->title('请选择教师与学生')
                ->body('请选择出卷对应的教师与学生后再生成试卷，确保个性化规则生效。')
                ->danger()
                ->send();
            return;
        }

        // 若未选知识点，允许随机（后台会按年级或薄弱点补全）

        // 自动生成试卷名称 - 使用 paper_id 作为唯一标识
        if (empty($this->paperName)) {
            // 先生成一个临时名称，保存后会更新为真实的 paper_id
            $this->paperName = 'paper_' . time() . '_' . bin2hex(random_bytes(4));
        }

        $this->isGenerating = true;

        try {
            // 使用LearningAnalyticsService进行智能出卷
            $learningAnalyticsService = app(LearningAnalyticsService::class);

            // 准备出卷参数
        $examParams = [
            'student_id' => $this->selectedStudentId,
            'grade' => $this->selectedGrade,
            'total_questions' => $this->totalQuestions,
            'kp_codes' => $this->selectedKpCodes,
            'skills' => $this->selectedSkills,
            'question_type_ratio' => $this->questionTypeRatio,
            'difficulty_ratio' => $this->difficultyRatio,
            'difficulty_levels' => $this->selectedDifficultyLevels,
        ];

            // 调用智能出卷API
            $result = $learningAnalyticsService->generateIntelligentExam($examParams);

            if (!$result['success']) {
                throw new \Exception($result['message']);
            }

            $questions = $result['questions'];

            if (count($questions) < $this->totalQuestions) {
                // 题库不足时，批量生成题目（使用题库的多AI模型并行生成功能）
                $neededCount = $this->totalQuestions - count($questions);
                // 生成比需求更多的题目，储备起来供后续使用
                $generateCount = max($neededCount, 20); // 至少生成20道题作为储备

                \Illuminate\Support\Facades\Log::info("题库题目不足，需要补充 {$neededCount} 道题，准备批量生成 {$generateCount} 道题", [
                    'current_count' => count($questions),
                    'needed' => $neededCount,
                    'will_generate' => $generateCount
                ]);

                // 只生成一次，生成足够多的题目（题库服务支持多AI模型并行）
                $this->batchGenerateQuestions($generateCount);

                // 重新从题库获取题目
                $questionBankService = app(QuestionBankService::class);
                $params = [
                    'kp_codes' => implode(',', $this->selectedKpCodes),
                    'limit' => $this->totalQuestions * 2 // 获取更多题目用于筛选
                ];

                if (!empty($this->selectedSkills)) {
                    $params['skills'] = implode(',', $this->selectedSkills);
                }

                if ($this->selectedStudentId) {
                    $params['exclude_student_questions'] = $this->selectedStudentId;
                }

                $newResponse = $questionBankService->filterQuestions($params);

                // 合并题目并去重，只保留有解题思路的题目
                if (!empty($newResponse['data'])) {
                    $existingIds = array_column($questions, 'id');
                    foreach ($newResponse['data'] as $newQ) {
                        // 只添加有解题思路的题目
                        if (!in_array($newQ['id'], $existingIds) && !empty(trim($newQ['solution'] ?? ''))) {
                            $questions[] = $newQ;
                        }
                    }
                }

                \Illuminate\Support\Facades\Log::info("批量生成完成，当前题库题目数量: " . count($questions), [
                    'generated_count' => $generateCount,
                    'total_in_bank' => count($questions)
                ]);
            }

            // 2. 最终去重：确保没有重复题目
            $questions = $this->deduplicateQuestions($questions);
            \Illuminate\Support\Facades\Log::info("去重后题目数量: " . count($questions));

            // 3. 限制试卷题目数量为用户要求的数量
            if (count($questions) > $this->totalQuestions) {
                // 根据题型配比和难度配比对题目进行筛选和排序
                // 注意：如果用户未选择难度（selectedDifficultyLevels为空），则传入null表示随机难度
                $effectiveDifficultyCategory = !empty($this->selectedDifficultyLevels) ? $this->difficultyCategory : null;
                $questions = $this->selectBestQuestions(
                    $questions,
                    $this->totalQuestions,
                    $effectiveDifficultyCategory,
                    $this->totalScore,
                    $this->questionTypeRatio
                );
                $difficultyLog = $effectiveDifficultyCategory ?? '随机';
                \Illuminate\Support\Facades\Log::info("从 " . count($questions) . " 道题中筛选出 " . count($questions) . " 道题，难度: {$difficultyLog}, 总分: {$this->totalScore}");
            }

            // 3. 检查题型完整性（至少保证每种题型都有题目）
            $checkResult = $this->ensureQuestionTypeCompleteness($questions, $this->totalQuestions);
            if ($checkResult['missing_types']) {
                \Illuminate\Support\Facades\Log::warning("检测到缺失题型，将自动生成", [
                    'missing_types' => $checkResult['missing_types'],
                    'current_count' => $checkResult['current_count']
                ]);

                // 批量生成缺失题型的题目
                $this->batchGenerateMissingTypes($checkResult['missing_types']);

                // 重新获取题目
                $questionBankService = app(QuestionBankService::class);
                $params = [
                    'kp_codes' => implode(',', $this->selectedKpCodes),
                    'limit' => $this->totalQuestions * 2
                ];

                if (!empty($this->selectedSkills)) {
                    $params['skills'] = implode(',', $this->selectedSkills);
                }

                if ($this->selectedStudentId) {
                    $params['exclude_student_questions'] = $this->selectedStudentId;
                }

                $newResponse = $questionBankService->filterQuestions($params);
                if (!empty($newResponse['data'])) {
                    // 只保留有解题思路的题目
                    $questionsWithSolution = array_filter($newResponse['data'], function($q) {
                        return !empty(trim($q['solution'] ?? ''));
                    });
                    $questions = array_merge($questions, array_values($questionsWithSolution));
                }

                // 再次筛选
                $effectiveDifficultyCategory = !empty($this->selectedDifficultyLevels) ? $this->difficultyCategory : null;
                $questions = $this->selectBestQuestions(
                    $questions,
                    $this->totalQuestions,
                    $effectiveDifficultyCategory,
                    $this->totalScore,
                    $this->questionTypeRatio
                );
            }

            // 2. 最终过滤：确保所有题目都有解题思路
            $questions = array_filter($questions, function($q) {
                return !empty(trim($q['solution'] ?? ''));
            });
            $questions = array_values($questions); // 重新索引数组

            \Illuminate\Support\Facades\Log::info('最终过滤后题目数量', [
                'total_questions' => count($questions),
                'filtered_message' => '已过滤掉没有解题思路的题目'
            ]);

            // 3. 为题目添加类型信息（如果缺失）
            foreach ($questions as &$question) {
                if (!isset($question['question_type'])) {
                    $question['question_type'] = $this->determineQuestionType($question);
                    \Illuminate\Support\Facades\Log::debug('为题目添加类型', [
                        'question_id' => $question['id'] ?? '',
                        'added_type' => $question['question_type']
                    ]);
                }
            }
            unset($question); // 释放引用

            // 3. 为题目分配分数（根据题型配比和总分）
            $questions = $this->assignScoresToQuestions($questions, $this->totalScore, $this->questionTypeRatio);

            // 4. 生成试卷数据
            $examData = [
                'paper_name' => $this->paperName,
                'paper_description' => $this->paperDescription,
                'difficulty_category' => $this->difficultyCategory,
                'questions' => $questions,
                'total_score' => $this->totalScore,
                'total_questions' => count($questions),
                'student_id' => $this->selectedStudentId,
                'teacher_id' => $this->selectedTeacherId,
            ];

            // 4. 保存到数据库
            $questionBankService = app(QuestionBankService::class);
            $paperId = $questionBankService->saveExamToDatabase($examData);
            // 如果保存返回 null，使用默认占位 ID，防止 UI 不显示
            if (empty($paperId)) {
                $paperId = 'demo_' . $this->selectedStudentId . '_' . now()->format('YmdHis');
            }
            // 使用 paper_id 作为试卷名称
            $this->paperName = $paperId;
            \Illuminate\Support\Facades\Log::info('Generated paper ID: ' . $paperId);
            $this->generatedPaperId = $paperId;
// 将生成的试卷数据缓存，以便 PDF 预览时使用（缓存 1 小时）
\Illuminate\Support\Facades\Log::info('缓存试卷数据', [
    'paper_id' => $paperId,
    'question_count' => count($questions),
    'question_types' => array_column($questions, 'question_type')
]);
Cache::put('generated_exam_' . $paperId, $examData, now()->addHour());
            $this->generatedQuestions = $questions;

            $stats = $result['stats'] ?? [];
            $message = "已生成包含 " . count($questions) . " 道题的试卷";
            if (!empty($stats['weakness_targeted'])) {
                $message .= "，其中针对薄弱点 " . $stats['weakness_targeted'] . " 题";
            }

            Notification::make()
                ->title('试卷生成成功')
                ->body($message)
                ->success()
                ->send();

        } catch (\Exception $e) {
            // 记录错误并提供回退的试卷 ID，防止 UI 无显示
            \Illuminate\Support\Facades\Log::error('生成试卷失败', ['error' => $e->getMessage()]);
            $fallbackId = 'demo_' . $this->selectedStudentId . '_' . now()->format('YmdHis');
            $this->generatedPaperId = $fallbackId;
            $this->generatedQuestions = [];
            Notification::make()
                ->title('试卷生成失败，使用默认试卷')
                ->body('错误: ' . $e->getMessage() . "\n已生成默认试卷 ID: $fallbackId")
                ->warning()
                ->send();
        } finally {
            $this->isGenerating = false;
        }
    }

    /**
     * 批量生成题目（使用题库的多AI模型并行功能）
     */
    protected function batchGenerateQuestions(int $count)
    {
        // 增加PHP脚本执行时间到120秒，给足够时间启动异步任务和等待完成
        set_time_limit(120);

        $questionBankService = app(QuestionBankService::class);
        $generatedTasks = [];

        // 只生成一次，使用所有选中的知识点
        $allKpCodes = $this->selectedKpCodes;
        if (empty($allKpCodes)) {
            // 如果没有选中知识点，使用默认知识点
            $allKpCodes = ['R01']; // 默认知识点
        }

        // 对每个知识点生成题目
        foreach ($allKpCodes as $kpCode) {
            \Illuminate\Support\Facades\Log::info("为知识点 {$kpCode} 生成题目", [
                'count' => $count,
                'skills' => $this->selectedSkills
            ]);

            $result = $questionBankService->generateIntelligentQuestions([
                'kp_code' => $kpCode,
                'skills' => $this->selectedSkills,
                'count' => $count,
                'difficulty_distribution' => $this->difficultyRatio,
            ]);

            if ($result['success'] && isset($result['task_id'])) {
                $generatedTasks[] = [
                    'task_id' => $result['task_id'],
                    'kp_code' => $kpCode
                ];
                \Illuminate\Support\Facades\Log::info("已启动生成任务: {$result['task_id']} for {$kpCode}");
            } else {
                \Illuminate\Support\Facades\Log::warning("生成任务启动失败", [
                    'kp_code' => $kpCode,
                    'result' => $result
                ]);
            }
        }

        // 等待所有任务完成（最多等待60秒）
        if (!empty($generatedTasks)) {
            $maxWaitTime = 60; // 增加最大等待时间
            $startTime = time();

            \Illuminate\Support\Facades\Log::info("等待 {$maxWaitTime} 秒，所有生成任务完成", [
                'tasks' => array_column($generatedTasks, 'task_id')
            ]);

            while (time() - $startTime < $maxWaitTime) {
                $allCompleted = true;
                $completedTasks = [];
                $runningTasks = [];

                foreach ($generatedTasks as $task) {
                    $taskStatus = $questionBankService->getTaskStatus($task['task_id']);

                    if (!$taskStatus) {
                        $allCompleted = false;
                        $runningTasks[] = $task['task_id'];
                        continue;
                    }

                    $status = $taskStatus['status'] ?? '';

                    if ($status === 'completed') {
                        $completedTasks[] = $task['task_id'];
                    } elseif ($status === 'failed') {
                        \Illuminate\Support\Facades\Log::error("生成任务失败", [
                            'task_id' => $task['task_id'],
                            'error' => $taskStatus['error'] ?? '未知错误'
                        ]);
                        // 任务失败继续等待其他任务
                    } else {
                        $allCompleted = false;
                        $runningTasks[] = $task['task_id'];
                    }
                }

                if ($allCompleted) {
                    \Illuminate\Support\Facades\Log::info('所有AI生成任务已完成', [
                        'completed' => $completedTasks,
                        'tasks' => $generatedTasks
                    ]);
                    break;
                }

                // 每10秒输出一次进度
                $elapsed = time() - $startTime;
                if ($elapsed % 10 < 2) {
                    \Illuminate\Support\Facades\Log::info("生成进度", [
                        'elapsed' => $elapsed,
                        'completed' => count($completedTasks),
                        'running' => count($runningTasks),
                        'total' => count($generatedTasks)
                    ]);
                }

                // 等待3秒后重试
                sleep(3);
            }

            $waitTime = time() - $startTime;
            \Illuminate\Support\Facades\Log::info('AI生成任务等待完成', [
                'wait_time' => $waitTime,
                'tasks' => $generatedTasks
            ]);
        }
    }

    /**
     * 根据题型配比和难度配比，从大量题目中筛选出最佳题目
     */
    protected function selectBestQuestions(
        array $questions,
        int $targetCount,
        ?string $difficultyCategory, // null 表示随机难度
        float $totalScore,
        array $questionTypeRatio
    ): array {
        // 去重并过滤：确保输入题目列表没有重复ID，且都有解题思路
        $uniqueQuestions = [];
        foreach ($questions as $q) {
            $id = $q['id'] ?? $q['question_id'] ?? null;
            // 只保留有解题思路且不重复的题目
            if ($id && !isset($uniqueQuestions[$id]) && !empty(trim($q['solution'] ?? ''))) {
                $uniqueQuestions[$id] = $q;
            }
        }
        $questions = array_values($uniqueQuestions);

        if (count($questions) <= $targetCount) {
            return $questions;
        }

        \Illuminate\Support\Facades\Log::info("开始筛选题目", [
            'total_available' => count($questions),
            'target_count' => $targetCount,
            'difficulty_category' => $difficultyCategory,
            'total_score' => $totalScore,
            'type_ratio' => $questionTypeRatio
        ]);

        // 1. 按题型分类题目
        $categorizedQuestions = [
            'choice' => [], // 选择题
            'fill' => [],   // 填空题
            'answer' => [], // 解答题
        ];

        // 统计所有题型的原始类型分布
        $rawTypeStats = ['choice' => 0, 'fill' => 0, 'answer' => 0];

        foreach ($questions as $question) {
            $type = $this->determineQuestionType($question);
            if (!isset($categorizedQuestions[$type])) {
                $type = 'answer';
            }
            $categorizedQuestions[$type][] = $question;

            // 统计原始类型
            $rawType = $question['question_type'] ?? $question['type'] ?? 'unknown';
            if (strtolower($rawType) === 'choice') $rawTypeStats['choice']++;
            if (strtolower($rawType) === 'fill') $rawTypeStats['fill']++;
            if (strtolower($rawType) === 'answer') $rawTypeStats['answer']++;

            // 记录选择题的详细信息（用于调试）
            if ($type === 'choice') {
                \Illuminate\Support\Facades\Log::debug('题目被分类为选择题', [
                    'question_id' => $question['id'] ?? '',
                    'question_type' => $question['question_type'] ?? '',
                    'type' => $question['type'] ?? '',
                    'stem_preview' => mb_substr($question['stem'] ?? '', 0, 50)
                ]);
            }
        }

        \Illuminate\Support\Facades\Log::info("题目类型分类统计", [
            'total_questions' => count($questions),
            'raw_type_stats' => $rawTypeStats,  // 题库中题目的原始类型分布
            'final_type_stats' => [
                'choice' => count($categorizedQuestions['choice']),
                'fill' => count($categorizedQuestions['fill']),
                'answer' => count($categorizedQuestions['answer'])
            ]
        ]);

        // 2. 根据难度分类筛选题目
        // 如果难度分类为null（用户未选择），则不过滤，保留所有题目（随机难度）
        if ($difficultyCategory === null) {
            \Illuminate\Support\Facades\Log::info("用户未选择难度，将随机生成所有难度的题目");
            $difficultyFilteredQuestions = $categorizedQuestions;
        } else {
            $difficultyFilteredQuestions = $this->filterByDifficulty($categorizedQuestions, $difficultyCategory);
        }

        // 3. 根据题型配比计算每种题型应选择的题目数量
        $selectedQuestions = [];
        $selectedIds = []; // 用于追踪已选题目ID
        $typeTargets = $this->computeTypeTargets($targetCount, $questionTypeRatio);

        // 检查每种题型的可用数量
        $availableCounts = [
            'choice' => count($difficultyFilteredQuestions['choice'] ?? []),
            'fill' => count($difficultyFilteredQuestions['fill'] ?? []),
            'answer' => count($difficultyFilteredQuestions['answer'] ?? []),
        ];

        \Illuminate\Support\Facades\Log::info("各题型可用数量", [
            'available' => $availableCounts,
            'targets' => $typeTargets
        ]);

        // 优先保证每种题型至少一题（适用于总题目数>=3的情况）
        if ($targetCount >= 3) {
            foreach (['choice', 'fill', 'answer'] as $typeKey) {
                if (!empty($difficultyFilteredQuestions[$typeKey])) {
                    // 随机选择1道该题型的题目
                    $randomIndex = array_rand($difficultyFilteredQuestions[$typeKey]);
                    $q = $difficultyFilteredQuestions[$typeKey][$randomIndex];
                    $id = $q['id'] ?? $q['question_id'];

                    if (!in_array($id, $selectedIds)) {
                        $selectedQuestions[] = $q;
                        $selectedIds[] = $id;
                    }

                    \Illuminate\Support\Facades\Log::info("保证题型最少题目: {$typeKey}", [
                        'selected_index' => $randomIndex
                    ]);
                } else {
                    \Illuminate\Support\Facades\Log::warning("题型缺失: {$typeKey}，需要从其他题型补充");
                }
            }
        }

        // 根据题型配比计算每种题型应选择的题目数量
        foreach ($typeTargets as $typeKey => $targetTypeCount) {
            if ($targetTypeCount <= 0) continue;

            $availableQuestions = $difficultyFilteredQuestions[$typeKey] ?? [];

            // 过滤掉已选的
            $availableQuestions = array_filter($availableQuestions, function($q) use ($selectedIds) {
                $id = $q['id'] ?? $q['question_id'];
                return !in_array($id, $selectedIds);
            });

            // 还需要选多少：目标数量 - 已选该类型的数量
            $currentTypeCount = 0;
            foreach ($selectedQuestions as $sq) {
                if ($this->determineQuestionType($sq) === $typeKey) {
                    $currentTypeCount++;
                }
            }

            $needToSelect = $targetTypeCount - $currentTypeCount;

            if ($needToSelect > 0) {
                $availableCount = count($availableQuestions);

                // 如果该题型可用数量不足目标数量，从其他题型补充
                if ($availableCount < $needToSelect) {
                    \Illuminate\Support\Facades\Log::warning("题型 {$typeKey} 数量不足", [
                        'available' => $availableCount,
                        'target' => $needToSelect,
                        'will_supplement' => true
                    ]);

                    // 先选完该题型的所有可用题目
                    if ($availableCount > 0) {
                        foreach ($availableQuestions as $q) {
                            $selectedQuestions[] = $q;
                            $selectedIds[] = $q['id'] ?? $q['question_id'];
                        }
                    }

                    // 剩余题目从其他题型补充
                    $remainingNeed = $needToSelect - $availableCount;
                    $otherTypes = ['choice', 'fill', 'answer'];
                    $otherTypes = array_filter($otherTypes, fn($t) => $t !== $typeKey);

                    foreach ($otherTypes as $otherType) {
                        if ($remainingNeed <= 0) break;

                        $otherQuestions = $difficultyFilteredQuestions[$otherType] ?? [];
                        // 过滤掉已选的
                        $otherQuestions = array_filter($otherQuestions, function($q) use ($selectedIds) {
                            $id = $q['id'] ?? $q['question_id'];
                            return !in_array($id, $selectedIds);
                        });

                        if (!empty($otherQuestions)) {
                            $takeCount = min($remainingNeed, count($otherQuestions));
                            $randomKeys = array_rand($otherQuestions, $takeCount);
                            if (!is_array($randomKeys)) {
                                $randomKeys = [$randomKeys];
                            }

                            foreach ($randomKeys as $key) {
                                $q = $otherQuestions[$key];
                                $selectedQuestions[] = $q;
                                $selectedIds[] = $q['id'] ?? $q['question_id'];
                            }

                            $remainingNeed -= $takeCount;
                        }
                    }

                    \Illuminate\Support\Facades\Log::info("题型 {$typeKey} 补充完成", [
                        'original_need' => $needToSelect,
                        'available' => $availableCount,
                        'supplemented' => $needToSelect - $remainingNeed
                    ]);
                } else {
                    // 该题型数量足够，正常选择
                    $takeCount = min($needToSelect, $availableCount, $targetCount - count($selectedQuestions));

                    if ($takeCount > 0) {
                        $randomKeys = array_rand($availableQuestions, $takeCount);
                        if (!is_array($randomKeys)) {
                            $randomKeys = [$randomKeys];
                        }

                        foreach ($randomKeys as $key) {
                            $q = $availableQuestions[$key];
                            $selectedQuestions[] = $q;
                            $selectedIds[] = $q['id'] ?? $q['question_id'];
                        }
                    }
                }
            }
        }

        // 4. 如果还有空缺，随机补充其他题型
        if (count($selectedQuestions) < $targetCount) {
            // 从所有题目中过滤掉已选的
            $remainingQuestions = array_filter($questions, function($q) use ($selectedIds) {
                $id = $q['id'] ?? $q['question_id'];
                return !in_array($id, $selectedIds);
            });

            if (!empty($remainingQuestions)) {
                $needed = $targetCount - count($selectedQuestions);
                $take = min($needed, count($remainingQuestions));

                $randomKeys = array_rand($remainingQuestions, $take);
                if (!is_array($randomKeys)) {
                    $randomKeys = [$randomKeys];
                }

                foreach ($randomKeys as $key) {
                    $selectedQuestions[] = $remainingQuestions[$key];
                }
            }
        }

        // 5. 打乱题目顺序
        shuffle($selectedQuestions);

        $finalQuestions = array_slice($selectedQuestions, 0, $targetCount);

        \Illuminate\Support\Facades\Log::info("题目筛选完成", [
            'selected_count' => count($finalQuestions),
            'difficulty_category' => $difficultyCategory,
            'total_score' => $totalScore
        ]);

        return $finalQuestions;
    }

    /**
     * 根据比例与总题数计算各题型目标数量，四舍五入并校正总数
     */
    protected function computeTypeTargets(int $targetCount, array $questionTypeRatio): array
    {
        $map = [
            '选择题' => 'choice',
            '填空题' => 'fill',
            '解答题' => 'answer',
        ];
        $targets = ['choice' => 0, 'fill' => 0, 'answer' => 0];

        // 初步分配
        foreach ($questionTypeRatio as $label => $ratio) {
            $key = $map[$label] ?? null;
            if (!$key) {
                continue;
            }
            $count = (int) round($targetCount * ($ratio / 100));
            if ($ratio > 0 && $count < 1) {
                $count = 1; // 有比例就至少 1 道
            }
            $targets[$key] = $count;
        }

        $currentSum = array_sum($targets);
        if ($currentSum === 0) {
            $targets['answer'] = $targetCount;
            return $targets;
        }

        // 总数超出则递减最多的类型（>1 时才减）
        while ($currentSum > $targetCount) {
            arsort($targets);
            foreach ($targets as $k => $v) {
                if ($v > 1) {
                    $targets[$k]--;
                    $currentSum--;
                    break;
                }
            }
        }

        // 总数不足则按比例最高的类型补
        if ($currentSum < $targetCount) {
            $ratioByKey = [
                'choice' => $questionTypeRatio['选择题'] ?? 0,
                'fill' => $questionTypeRatio['填空题'] ?? 0,
                'answer' => $questionTypeRatio['解答题'] ?? 0,
            ];
            while ($currentSum < $targetCount) {
                arsort($ratioByKey);
                $key = array_key_first($ratioByKey);
                $targets[$key]++;
                $currentSum++;
            }
        }

        return $targets;
    }

    /**
     * 检查题型完整性，确保每种题型至少有一题
     */
    protected function ensureQuestionTypeCompleteness(array $questions, int $targetCount): array
    {
        $result = [
            'missing_types' => [],
            'current_count' => count($questions),
            'has_choice' => false,
            'has_fill' => false,
            'has_answer' => false,
        ];

        // 统计各题型数量
        $choiceCount = $fillCount = $answerCount = 0;
        foreach ($questions as $q) {
            $type = $this->determineQuestionType($q);
            if ($type === 'choice') {
                $choiceCount++;
                $result['has_choice'] = true;
            } elseif ($type === 'fill') {
                $fillCount++;
                $result['has_fill'] = true;
            } elseif ($type === 'answer') {
                $answerCount++;
                $result['has_answer'] = true;
            }
        }

        // 如果题目数量>=3，确保每种题型至少1题
        if ($targetCount >= 3) {
            if (!$result['has_choice']) {
                $result['missing_types'][] = 'choice';
            }
            if (!$result['has_fill']) {
                $result['missing_types'][] = 'fill';
            }
            if (!$result['has_answer']) {
                $result['missing_types'][] = 'answer';
            }
        }

        \Illuminate\Support\Facades\Log::info("题型完整性检查", [
            'choice_count' => $choiceCount,
            'fill_count' => $fillCount,
            'answer_count' => $answerCount,
            'missing_types' => $result['missing_types']
        ]);

        return $result;
    }

    /**
     * 批量生成缺失题型的题目
     */
    protected function batchGenerateMissingTypes(array $missingTypes): void
    {
        if (empty($missingTypes)) {
            return;
        }

        // 增加PHP脚本执行时间到120秒，给足够时间启动异步任务
        set_time_limit(120);

        \Illuminate\Support\Facades\Log::info("开始生成缺失题型题目", ['missing_types' => $missingTypes]);

        // 为每个缺失题型生成3-5道题
        foreach ($missingTypes as $type) {
            $generateCount = 5; // 每个缺失题型生成5道题
            \Illuminate\Support\Facades\Log::info("为缺失题型 {$type} 生成 {$generateCount} 道题");

            foreach ($this->selectedKpCodes as $kpCode) {
                $questionBankService = app(QuestionBankService::class);

                // 根据题型设置特定的技能点
                $skills = $this->selectedSkills;
                if ($type === 'choice') {
                    $skills[] = '选择题专项练习';
                } elseif ($type === 'fill') {
                    $skills[] = '填空题专项练习';
                } elseif ($type === 'answer') {
                    $skills[] = '解答题专项练习';
                }

                $result = $questionBankService->generateIntelligentQuestions([
                    'kp_code' => $kpCode,
                    'skills' => $skills,
                    'count' => $generateCount,
                    'difficulty_distribution' => $this->difficultyRatio,
                ]);

                if ($result['success'] && isset($result['task_id'])) {
                    \Illuminate\Support\Facades\Log::info("已启动生成任务", [
                        'type' => $type,
                        'task_id' => $result['task_id'],
                        'kp_code' => $kpCode
                    ]);
                }
            }
        }

        // 缺失题型生成任务已启动，由于题目生成是异步的，
        // 将在预览时动态获取最新生成的题目
        \Illuminate\Support\Facades\Log::info("缺失题型生成任务已启动，将在预览时动态获取");
    }

    /**
     * 根据难度分类筛选题目
     */
    protected function filterByDifficulty(array $categorizedQuestions, string $difficultyCategory): array
    {
        $filtered = [];
        $difficultyRanges = [
            '基础' => [0, 0.6],      // 扩大基础难度上限，从0.4提升到0.6
            '中等' => [0.4, 0.8],    // 扩大中等难度范围
            '拔高' => [0.6, 1.0]
        ];

        $targetRange = $difficultyRanges[$difficultyCategory] ?? [0, 1.0];

        foreach ($categorizedQuestions as $type => $questions) {
            $filtered[$type] = [];
            foreach ($questions as $question) {
                $difficulty = floatval($question['difficulty'] ?? 0.5);
                if ($difficulty >= $targetRange[0] && $difficulty <= $targetRange[1]) {
                    $filtered[$type][] = $question;
                }
                // 不再保留越界题目，严格按难度范围筛选
            }
        }

        \Illuminate\Support\Facades\Log::info("难度筛选结果", [
            'difficulty_category' => $difficultyCategory,
            'difficulty_range' => $targetRange,
            'choice_count' => count($filtered['choice']),
            'fill_count' => count($filtered['fill']),
            'answer_count' => count($filtered['answer'])
        ]);

        return $filtered;
    }

    /**
     * 根据题目标签或内容判断题型
     */
    protected function determineQuestionType(array $question): string
    {
        // 优先根据题目内容判断（而不是数据库字段）
        $stem = $question['stem'] ?? $question['content'] ?? '';
        $tags = $question['tags'] ?? '';
        $skills = $question['skills'] ?? [];

        // 1. 根据题干内容判断 - 选择题特征：必须包含 A. B. C. D. 选项（至少2个）
        if (is_string($stem)) {
            // 选择题特征：必须包含 A. B. C. D. 四个选项（至少2个）
            $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);
            $hasOptionE = preg_match('/\bE\s*[\.\、\:]/', $stem) || preg_match('/\(E\)/', $stem) || preg_match('/^E[\.\s]/', $stem);

            // 至少有2个选项就认为是选择题（降低阈值）
            $optionCount = ($hasOptionA ? 1 : 0) + ($hasOptionB ? 1 : 0) + ($hasOptionC ? 1 : 0) + ($hasOptionD ? 1 : 0) + ($hasOptionE ? 1 : 0);
            if ($optionCount >= 2) {
                return 'choice';
            }

            // 检查是否有"（ ）"或"( )"括号，这通常是选择题的标志
            if (preg_match('/（\s*）|\(\s*\)/', $stem) && (strpos($stem, 'A.') !== false || strpos($stem, 'B.') !== false || strpos($stem, 'C.') !== false || strpos($stem, 'D.') !== false)) {
                return 'choice';
            }
        }

        // 2. 根据技能点判断
        if (is_array($skills)) {
            $skillsStr = implode(',', $skills);
            if (strpos($skillsStr, '选择题') !== false) return 'choice';
            if (strpos($skillsStr, '填空题') !== false) return 'fill';
            if (strpos($skillsStr, '解答题') !== false) return 'answer';
        }

        // 3. 根据题目已有类型字段判断（作为后备）
        if (!empty($question['question_type'])) {
            $type = strtolower(trim($question['question_type']));
            if (in_array($type, ['choice', '选择题', 'choice question'])) return 'choice';
            if (in_array($type, ['fill', '填空题', 'fill in the blank'])) return 'fill';
            if (in_array($type, ['answer', '解答题', 'calculation', '简答题'])) return 'answer';
        }

        if (!empty($question['type'])) {
            $type = strtolower(trim($question['type']));
            if (in_array($type, ['choice', '选择题', 'choice question'])) return 'choice';
            if (in_array($type, ['fill', '填空题', 'fill in the blank'])) return 'fill';
            if (in_array($type, ['answer', '解答题', 'calculation', '简答题'])) return 'answer';
        }

        // 4. 根据标签判断
        if (is_string($tags)) {
            if (strpos($tags, '选择') !== false || strpos($tags, '选择题') !== false) {
                return 'choice';
            }
            if (strpos($tags, '填空') !== false || strpos($tags, '填空题') !== false) {
                return 'fill';
            }
            if (strpos($tags, '解答') !== false || strpos($tags, '简答') !== false || strpos($tags, '证明') !== false) {
                return 'answer';
            }
        }

        // 5. 填空题特征：连续下划线或明显的填空括号
        if (is_string($stem)) {
            // 检查填空题特征：连续下划线
            if (preg_match('/_{3,}/', $stem) || strpos($stem, '____') !== false) {
                return 'fill';
            }
            // 空括号填空
            if (preg_match('/（\s*）/', $stem) || preg_match('/\(\s*\)/', $stem)) {
                return 'fill';
            }
        }

        // 6. 根据题干内容关键词判断
        if (is_string($stem)) {
            // 有证明、解答、计算、求证等关键词的是解答题
            if (preg_match('/(证明|求证|解方程|计算：|求解|推导|说明理由)/', $stem)) {
                return 'answer';
            }
        }

        // 默认是解答题（更安全的默认值）
        return 'answer';
    }

    /**
     * 为题目分配分数，确保总分等于设定值
     */
    protected function assignScoresToQuestions(array $questions, float $totalScore, array $questionTypeRatio): array
    {
        if (empty($questions)) {
            return $questions;
        }

        // 按题型分组统计
        $typeStats = [
            'choice' => ['count' => 0, 'indices' => []],
            'fill' => ['count' => 0, 'indices' => []],
            'answer' => ['count' => 0, 'indices' => []],
        ];

        foreach ($questions as $index => $question) {
            $type = $this->determineQuestionType($question);
            if (!isset($typeStats[$type])) {
                $type = 'answer';
            }
            $typeStats[$type]['count']++;
            $typeStats[$type]['indices'][] = $index;
        }

        \Illuminate\Support\Facades\Log::info("分数分配统计", [
            'total_score' => $totalScore,
            'choice_count' => $typeStats['choice']['count'],
            'fill_count' => $typeStats['fill']['count'],
            'answer_count' => $typeStats['answer']['count'],
            'type_ratio' => $questionTypeRatio
        ]);

        // 根据题型配比计算每种题型的分数比例
        $choiceRatio = ($questionTypeRatio['选择题'] ?? 40) / 100;
        $fillRatio = ($questionTypeRatio['填空题'] ?? 30) / 100;
        $answerRatio = ($questionTypeRatio['解答题'] ?? 30) / 100;

        // 计算每种题型的总分
        $choiceTotalScore = $totalScore * $choiceRatio;
        $fillTotalScore = $totalScore * $fillRatio;
        $answerTotalScore = $totalScore * $answerRatio;

        // 计算每道题的分数
        $choiceScore = $typeStats['choice']['count'] > 0
            ? round($choiceTotalScore / $typeStats['choice']['count'], 0)
            : 0;
        $fillScore = $typeStats['fill']['count'] > 0
            ? round($fillTotalScore / $typeStats['fill']['count'], 0)
            : 0;
        $answerScore = $typeStats['answer']['count'] > 0
            ? round($answerTotalScore / $typeStats['answer']['count'], 0)
            : 0;

        // 确保每道题至少有分数
        $choiceScore = max($choiceScore, 2);
        $fillScore = max($fillScore, 3);
        $answerScore = max($answerScore, 5);

        // 分配分数
        $assignedTotal = 0;
        foreach ($questions as $index => &$question) {
            $type = $this->determineQuestionType($question);

            if ($type === 'choice') {
                $question['score'] = $choiceScore;
            } elseif ($type === 'fill') {
                $question['score'] = $fillScore;
            } else {
                $question['score'] = $answerScore;
            }

            $assignedTotal += $question['score'];
        }
        unset($question);

        // 调整分数以确保总分正确
        $diff = $totalScore - $assignedTotal;
        if ($diff != 0 && !empty($questions)) {
            // 优先调整解答题的分数
            $adjustIndices = !empty($typeStats['answer']['indices'])
                ? $typeStats['answer']['indices']
                : (!empty($typeStats['fill']['indices'])
                    ? $typeStats['fill']['indices']
                    : $typeStats['choice']['indices']);

            if (!empty($adjustIndices)) {
                $adjustPerQuestion = intval($diff / count($adjustIndices));
                $remainder = $diff % count($adjustIndices);

                foreach ($adjustIndices as $i => $idx) {
                    $adjustment = $adjustPerQuestion + ($i < abs($remainder) ? ($remainder > 0 ? 1 : -1) : 0);
                    $questions[$idx]['score'] = max(1, $questions[$idx]['score'] + $adjustment);
                }
            }
        }

        // 最终验证
        $finalTotal = array_sum(array_column($questions, 'score'));
        \Illuminate\Support\Facades\Log::info("分数分配完成", [
            'target_score' => $totalScore,
            'final_total' => $finalTotal,
            'choice_score_each' => $choiceScore,
            'fill_score_each' => $fillScore,
            'answer_score_each' => $answerScore
        ]);

        return $questions;
    }

    /**
     * 快捷设置题型配比方案
     */
    public function applyRatioPreset(string $preset): void
    {
        if ($preset === '4-2-4') {
            $this->questionTypeRatio = [
                '选择题' => 40,
                '填空题' => 20,
                '解答题' => 40,
            ];
        } elseif ($preset === '5-2-3') {
            $this->questionTypeRatio = [
                '选择题' => 50,
                '填空题' => 20,
                '解答题' => 30,
            ];
        }
    }

    /**
     * 保留旧方法以兼容（但不再使用）
     */
    protected function autoGenerateQuestions(int $count)
    {
        // 调用新的批量生成方法
        $this->batchGenerateQuestions($count);
    }

    public function exportToPdf()
    {
        if (!$this->generatedPaperId) {
            Notification::make()
                ->title('错误')
                ->body('请先生成试卷')
                ->danger()
                ->send();
            return;
        }

        // 调用PDF导出API
        return redirect()->route('filament.admin.auth.intelligent-exam.pdf', [
            'paper_id' => $this->generatedPaperId,
            'answer' => 'false'
        ]);
    }

    public function resetForm()
    {
        $this->reset([
            'paperName', 'paperDescription', 'selectedGrade', 'selectedKpCodes', 'selectedSkills',
            'selectedTeacherId', 'selectedStudentId', 'filterByStudentWeakness', 'generatedQuestions', 'generatedPaperId'
        ]);

        $this->questionTypeRatio = [
            '选择题' => 40,
            '填空题' => 30,
            '解答题' => 30,
        ];

        $this->difficultyRatio = [
            '基础' => 50,
            '中等' => 35,
            '拔高' => 15,
        ];
    }

    /**
     * 监听TeacherStudentSelector组件的老师变化事件
     */
    #[On('teacherChanged')]
    public function onTeacherChanged(string $teacherId): void
    {
        \Illuminate\Support\Facades\Log::info('智能出题页面收到教师变更事件', [
            'teacher_id' => $teacherId
        ]);

        $this->selectedTeacherId = $teacherId;
        // 清空学生选择和相关的筛选
        $this->selectedStudentId = null;
        $this->filterByStudentWeakness = false;
    }

    /**
     * 监听TeacherStudentSelector组件的学生变化事件
     */
    #[On('studentChanged')]
    public function onStudentChanged(string $teacherId, string $studentId): void
    {
        \Illuminate\Support\Facades\Log::info('智能出题页面收到学生变更事件', [
            'teacher_id' => $teacherId,
            'student_id' => $studentId
        ]);

        $this->selectedTeacherId = $teacherId;
        $this->selectedStudentId = $studentId;

        // ✅ 如果有学生选择，自动启用学生薄弱点筛选（但暂不勾选知识点）
        if ($studentId) {
            $this->filterByStudentWeakness = true;
            \Illuminate\Support\Facades\Log::info('已自动启用薄弱点筛选', [
                'student_id' => $studentId,
                'filter_enabled' => $this->filterByStudentWeakness
            ]);
            // 不立即触发，让用户自己选择
        } else {
            // 如果清空了学生选择，也清空薄弱点筛选
            $this->filterByStudentWeakness = false;
        }
    }
}