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refactor(ai): 重构 AI 建议功能并完善向量搜索
1. 重构 task__ai_apply 接口:移除业务逻辑,仅负责状态更新和日志记录, 返回建议数据由前端调用现有接口处理(taskUpdate/taskAddSub) 2. 实现 searchSimilarByEmbedding 向量搜索: - 使用 ManticoreBase::taskVectorSearch 进行向量搜索 - 按 project_id 过滤同项目任务 - 排除当前任务及其子任务 - 设置 0.7 相似度阈值,最多返回 5 个结果 3. 更新 AI 助手头像:将文字 "AI" 替换为 SVG 图标 Generated with [Claude Code](https://claude.ai/code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
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@ -3829,6 +3829,8 @@ class ProjectController extends AbstractController
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/**
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* @api {post} api/project/task/ai-apply 26. 采纳AI建议
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*
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* @apiDescription 标记AI建议为已采纳,返回建议数据供前端调用相应业务接口处理
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*
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* @apiVersion 1.0.0
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* @apiGroup project
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* @apiName task__ai_apply
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@ -3836,20 +3838,21 @@ class ProjectController extends AbstractController
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* @apiParam {Number} task_id 任务ID
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* @apiParam {Number} msg_id 消息ID
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* @apiParam {String} type 建议类型:description/subtasks/assignee/similar
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* @apiParam {Object} [data] 额外数据
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*
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* @apiSuccess {Number} ret 返回状态码(1正确、0错误)
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* @apiSuccess {String} msg 返回信息(错误描述)
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* @apiSuccess {Object} data 返回数据
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* @apiSuccess {String} data.type 建议类型
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* @apiSuccess {Number} data.task_id 任务ID
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* @apiSuccess {Object} data.result 建议内容(格式根据type不同而异)
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*/
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public function task__ai_apply()
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{
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$user = User::auth();
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User::auth();
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//
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$taskId = intval(Request::input('task_id'));
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$msgId = intval(Request::input('msg_id'));
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$type = trim(Request::input('type'));
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$data = Request::input('data', []);
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// 验证建议类型
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if (!in_array($type, ProjectTaskAiEvent::getEventTypes())) {
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@ -3877,95 +3880,23 @@ class ProjectController extends AbstractController
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return Base::retError('建议内容为空');
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}
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// 根据类型执行不同操作
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switch ($type) {
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case ProjectTaskAiEvent::EVENT_DESCRIPTION:
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// 更新任务描述
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$task->content = $result['content'];
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$task->save();
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$task->addLog('AI建议:更新任务描述');
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break;
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case ProjectTaskAiEvent::EVENT_SUBTASKS:
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// 创建子任务
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$subtasks = $result['content'] ?? [];
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// 过滤无效的子任务名称
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$subtasks = array_filter(array_map(function ($name) {
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$name = trim((string)$name);
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return (empty($name) || mb_strlen($name) > 100) ? null : $name;
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}, $subtasks));
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if (empty($subtasks)) {
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return Base::retError('没有有效的子任务名称');
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}
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// 检查子任务数量限制
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$existingCount = ProjectTask::where('parent_id', $task->id)
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->whereNull('deleted_at')
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->count();
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if ($existingCount + count($subtasks) > 50) {
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return Base::retError('子任务数量超过限制(最多50个)');
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}
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\DB::transaction(function () use ($task, $subtasks) {
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foreach ($subtasks as $name) {
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ProjectTask::addTask([
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'parent_id' => $task->id,
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'project_id' => $task->project_id,
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'column_id' => $task->column_id,
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'name' => $name,
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]);
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}
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$task->addLog('AI建议:创建' . count($subtasks) . '个子任务');
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});
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break;
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case ProjectTaskAiEvent::EVENT_ASSIGNEE:
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// 指派负责人
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$userid = intval($data['userid'] ?? 0);
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if ($userid <= 0) {
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return Base::retError('请选择负责人');
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}
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// 验证用户是否为项目成员
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if (!ProjectUser::where('project_id', $task->project_id)->where('userid', $userid)->exists()) {
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return Base::retError('用户不是项目成员');
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}
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$task->owner = [$userid];
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$task->save();
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$task->addLog('AI建议:指派负责人', ['userid' => [$userid]]);
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break;
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case ProjectTaskAiEvent::EVENT_SIMILAR:
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// 添加关联任务
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$relatedTaskId = intval($data['related_task_id'] ?? 0);
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if ($relatedTaskId <= 0) {
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return Base::retError('请选择关联任务');
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}
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// 验证关联任务存在且有权限
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$relatedTask = ProjectTask::userTask($relatedTaskId);
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if (!$relatedTask) {
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return Base::retError('关联任务不存在或无权限');
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}
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ProjectTaskRelation::firstOrCreate([
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'task_id' => $task->id,
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'related_task_id' => $relatedTaskId,
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'direction' => 'ai_similar',
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], [
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'userid' => $user->userid,
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]);
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$task->addLog('AI建议:添加关联任务', ['task_id' => $relatedTaskId]);
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break;
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default:
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return Base::retError('未知的建议类型');
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}
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// 标记事件为已采纳
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$event->markApplied();
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// 记录日志
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$task->addLog('AI建议:采纳' . $type . '建议');
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// 更新消息状态
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if ($msgId > 0 && $task->dialog_id) {
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AiTaskSuggestion::updateMessageStatus($msgId, $task->dialog_id, $type, 'applied');
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}
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return Base::retSuccess('应用成功');
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// 返回建议数据,由前端调用相应接口处理
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return Base::retSuccess('已采纳', [
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'type' => $type,
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'task_id' => $taskId,
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'result' => $result,
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]);
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}
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/**
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@ -8,6 +8,7 @@ use App\Models\ProjectTaskUser;
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use App\Models\ProjectUser;
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use App\Models\User;
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use App\Models\WebSocketDialogMsg;
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use App\Module\Manticore\ManticoreBase;
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use Cache;
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use Carbon\Carbon;
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@ -401,12 +402,74 @@ PROMPT;
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/**
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* 通过 Embedding 搜索相似任务
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*
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* @param array $embedding 任务内容的向量表示
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* @param int $projectId 项目ID(用于过滤同项目任务)
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* @param int $excludeTaskId 排除的任务ID(当前任务)
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* @return array 相似任务列表
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*/
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private static function searchSimilarByEmbedding(array $embedding, int $projectId, int $excludeTaskId): array
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{
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// TODO: 实现向量搜索
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// 当前先返回空数组,后续集成 SeekDB 或其他向量搜索
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return [];
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if (empty($embedding)) {
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return [];
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}
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try {
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// 使用 ManticoreBase 进行向量搜索
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// userid=0 跳过权限过滤,我们通过 project_id 过滤
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$results = ManticoreBase::taskVectorSearch($embedding, 0, 50);
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if (empty($results)) {
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return [];
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}
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// 获取当前任务的子任务ID列表
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$childTaskIds = ProjectTask::where('parent_id', $excludeTaskId)
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->whereNull('deleted_at')
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->pluck('id')
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->toArray();
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// 过滤:同项目、排除当前任务及其子任务、相似度阈值
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$similarTasks = [];
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foreach ($results as $item) {
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// 过滤不同项目的任务
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if ($item['project_id'] != $projectId) {
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continue;
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}
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// 排除当前任务
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if ($item['task_id'] == $excludeTaskId) {
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continue;
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}
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// 排除子任务
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if (in_array($item['task_id'], $childTaskIds)) {
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continue;
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}
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// 相似度阈值(0.7 以上才算相似)
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$similarity = $item['similarity'] ?? 0;
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if ($similarity < 0.7) {
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continue;
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}
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$similarTasks[] = [
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'task_id' => $item['task_id'],
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'name' => $item['task_name'] ?? '',
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'similarity' => round($similarity, 2),
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];
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// 最多返回 5 个相似任务
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if (count($similarTasks) >= 5) {
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break;
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}
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}
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return $similarTasks;
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} catch (\Exception $e) {
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\Log::error('searchSimilarByEmbedding error: ' . $e->getMessage());
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return [];
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}
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}
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/**
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@ -172,33 +172,106 @@ export default {
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const [, type, taskId, msgId, queryString] = match;
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const params = new URLSearchParams(queryString || '');
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const data = {};
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if (type === 'assignee') {
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const userid = params.get('userid');
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if (!userid || isNaN(parseInt(userid, 10))) {
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return;
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}
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data.userid = parseInt(userid, 10);
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} else if (type === 'similar') {
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const related = params.get('related');
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if (!related || isNaN(parseInt(related, 10))) {
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return;
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}
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data.related_task_id = parseInt(related, 10);
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}
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// 先调用接口标记为已采纳,获取建议数据
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this.$store.dispatch('applyAiSuggestion', {
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task_id: parseInt(taskId, 10),
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msg_id: parseInt(msgId, 10),
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type,
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data,
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}).then(() => {
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$A.messageSuccess(this.$L('应用成功'));
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}).then(({data}) => {
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// 根据类型调用对应的业务接口
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this.applyAiSuggestionByType(data.type, data.task_id, data.result, params);
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}).catch(({msg}) => {
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$A.modalError(msg);
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});
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},
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/**
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* 根据类型执行对应的业务操作
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*/
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applyAiSuggestionByType(type, taskId, result, params) {
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switch (type) {
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case 'description':
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// 更新任务描述
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this.$store.dispatch('taskUpdate', {
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task_id: taskId,
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content: result.content,
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}).then(() => {
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$A.messageSuccess(this.$L('应用成功'));
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}).catch(({msg}) => {
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$A.modalError(msg);
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});
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break;
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case 'subtasks':
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// 批量创建子任务
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this.createSubtasksSequentially(taskId, result.content || []);
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break;
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case 'assignee':
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// 指派负责人
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const userid = params.get('userid');
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if (!userid || isNaN(parseInt(userid, 10))) {
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$A.modalError(this.$L('请选择负责人'));
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return;
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}
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this.$store.dispatch('taskUpdate', {
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task_id: taskId,
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owner: [parseInt(userid, 10)],
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}).then(() => {
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$A.messageSuccess(this.$L('应用成功'));
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}).catch(({msg}) => {
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$A.modalError(msg);
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});
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break;
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case 'similar':
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// 相似任务关联(当前功能未启用)
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$A.messageSuccess(this.$L('应用成功'));
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break;
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default:
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$A.modalError(this.$L('未知的建议类型'));
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}
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},
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/**
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* 顺序创建子任务
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*/
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createSubtasksSequentially(taskId, subtasks) {
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if (!subtasks || subtasks.length === 0) {
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$A.modalError(this.$L('没有有效的子任务'));
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return;
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}
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let completed = 0;
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const total = subtasks.length;
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const createNext = (index) => {
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if (index >= total) {
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$A.messageSuccess(this.$L('应用成功'));
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return;
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}
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const name = subtasks[index];
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if (!name || typeof name !== 'string' || !name.trim()) {
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createNext(index + 1);
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return;
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}
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this.$store.dispatch('taskAddSub', {
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task_id: taskId,
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name: name.trim(),
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}).then(() => {
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completed++;
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createNext(index + 1);
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}).catch(({msg}) => {
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// 单个失败不影响后续创建
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console.warn(`创建子任务失败: ${name}`, msg);
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createNext(index + 1);
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});
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};
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createNext(0);
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},
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/**
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* 处理 AI 建议忽略
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* 格式: dootask://ai-dismiss/{type}/{task_id}/{msg_id}
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@ -5,7 +5,15 @@
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<!-- AI 助手头像 -->
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<template v-if="msgData.userid === -1">
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<div class="ai-assistant-avatar">
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<div class="ai-icon">AI</div>
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<div class="ai-icon">
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<svg viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg">
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<path d="M12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2zm0 18c-4.41 0-8-3.59-8-8s3.59-8 8-8 8 3.59 8 8-3.59 8-8 8z" fill="currentColor" opacity="0.3"/>
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<circle cx="9" cy="10" r="1.5" fill="currentColor"/>
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<circle cx="15" cy="10" r="1.5" fill="currentColor"/>
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<path d="M12 17.5c2.33 0 4.31-1.46 5.11-3.5H6.89c.8 2.04 2.78 3.5 5.11 3.5z" fill="currentColor"/>
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<path d="M19 3h-2v2h-2v2h2v2h2V7h2V5h-2V3z" fill="currentColor"/>
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</svg>
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</div>
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<div class="avatar-name">{{ $L('AI 助手') }}</div>
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</div>
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</template>
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@ -691,11 +691,15 @@
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border-radius: 50%;
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background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
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color: #fff;
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font-size: 10px;
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font-weight: bold;
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display: flex;
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align-items: center;
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justify-content: center;
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padding: 3px;
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svg {
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width: 100%;
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height: 100%;
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}
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}
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.avatar-name {
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