From 97836994e5db909e0e834551b2dae337f6f2fbda Mon Sep 17 00:00:00 2001 From: nanhaoluo <3075912108@qq.com> Date: Fri, 23 Jan 2026 17:54:16 +0800 Subject: [PATCH] =?UTF-8?q?feat:=20=E6=B7=BB=E5=8A=A0=20AI=20=E5=9E=83?= =?UTF-8?q?=E5=9C=BE=E8=AF=84=E8=AE=BA=E6=A3=80=E6=B5=8B=E7=9A=84=E8=AE=BE?= =?UTF-8?q?=E7=BD=AE=E9=A1=B5=E9=80=89=E9=A1=B9?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - 关键字必查：触发关键字后立即 AI 审核 - AI 主动学习：自动分析管理员决策并优化关键字 - 学习到的关键字：显示 AI 学习的关键词统计 - 智能预审查：在评论保存前进行 AI 审查 - 添加同步检测函数支持预审查功能 --- functions.php | 146 ++++++++++++++++++++++++++++++++++++++++++++++++++ settings.php | 95 ++++++++++++++++++++++++++++++++ 2 files changed, 241 insertions(+) diff --git a/functions.php b/functions.php index 0dd1468..505e5f2 100644 --- a/functions.php +++ b/functions.php @@ -2835,6 +2835,142 @@ function post_comment_preprocessing($comment){ if ($_POST['use_markdown'] == 'true' && get_option("argon_comment_allow_markdown") != "false"){ $comment['comment_content'] = comment_markdown_parse($comment['comment_content']); } + + // AI 智能审查：在评论保存前进行检测和处理 + if (get_option('argon_comment_spam_detection_enable', 'false') === 'true') { + $mode = get_option('argon_comment_spam_detection_mode', 'manual'); + + // 只有在启用了实时检测模式时才进行预审查 + if ($mode !== 'manual') { + // 检查是否为已登录用户（可跳过） + $skip_logged_in = get_option('argon_comment_spam_detection_exclude_logged_in', 'true') === 'true'; + $is_logged_in = is_user_logged_in(); + + if (!$is_logged_in || !$skip_logged_in) { + // 创建临时评论对象用于检测 + $temp_comment = (object) [ + 'comment_author' => $comment['comment_author'], + 'comment_author_email' => $comment['comment_author_email'], + 'comment_author_url' => $comment['comment_author_url'], + 'comment_author_IP' => $comment['comment_author_IP'], + 'comment_content' => strip_tags($comment['comment_content']), + 'comment_post_ID' => $comment['comment_post_ID'], + 'user_id' => $comment['user_id'] + ]; + + // 检查白名单 + if (!argon_is_comment_in_whitelist($temp_comment)) { + $should_check = false; + $check_reason = ''; + + // 优先级1：检查是否触发关键字 + $keyword_check = argon_check_spam_keywords($temp_comment); + if ($keyword_check && $keyword_check['triggered']) { + $should_check = true; + $check_reason = 'keyword'; + } + // 优先级2：全量检测模式 + elseif ($mode === 'all') { + $should_check = true; + $check_reason = 'all'; + } + // 优先级3：抽查模式（根据概率） + elseif ($mode === 'sample') { + $check_probability = argon_get_user_spam_check_probability($temp_comment); + if (rand(1, 100) <= $check_probability) { + $should_check = true; + $check_reason = 'sample'; + } + } + + // 如果需要检测，立即进行同步检测 + if ($should_check) { + $result = argon_detect_spam_comment_sync($temp_comment); + + if ($result && isset($result['is_spam'])) { + $content_spam = $result['is_spam']; + $username_invalid = isset($result['username_invalid']) ? $result['username_invalid'] : false; + $confidence = isset($result['confidence']) ? floatval($result['confidence']) : 0.8; + $suggestion = isset($result['suggestion']) ? $result['suggestion'] : 'auto'; + $confidence_threshold = floatval(get_option('argon_comment_spam_detection_confidence_threshold', 0.85)); + + // 情况1：内容违规且置信度高 - 直接拒绝评论 + if ($content_spam && $confidence >= $confidence_threshold && $suggestion === 'auto') { + wp_die( + '
+

⚠️ ' . __('评论审核未通过', 'argon') . '

+

' . __('您的评论因以下原因未能通过审核：', 'argon') . '

+
+ ' . esc_html($result['reason']) . ' +
+

' . __('如果您认为这是误判，请联系网站管理员。', 'argon') . '

+
+ ' . __('返回修改', 'argon') . ' +
+
', + __('评论审核未通过', 'argon'), + ['response' => 403, 'back_link' => true] + ); + } + + // 情况2：用户名违规且没有邮箱 - 直接拒绝评论 + if ($username_invalid && empty($comment['comment_author_email'])) { + wp_die( + '
+

⚠️ ' . __('用户名审核未通过', 'argon') . '

+

' . __('您的用户名因以下原因未能通过审核：', 'argon') . '

+
+ ' . esc_html($result['username_reason']) . ' +
+

' . __('请修改用户名后重试，或填写邮箱以便我们为您自动生成合规的用户名。', 'argon') . '

+
+ ' . __('返回修改', 'argon') . ' +
+
', + __('用户名审核未通过', 'argon'), + ['response' => 403, 'back_link' => true] + ); + } + + // 情况3：用户名违规但有邮箱 - 自动修改用户名 + if ($username_invalid && !empty($comment['comment_author_email'])) { + $original_username = $comment['comment_author']; + $new_username = argon_generate_unique_username( + $original_username, + $comment['comment_author_email'], + $comment['comment_author_IP'], + isset($_SERVER['HTTP_USER_AGENT']) ? $_SERVER['HTTP_USER_AGENT'] : '' + ); + + // 修改评论数组中的用户名 + $comment['comment_author'] = $new_username; + + // 保存原始用户名和检测结果到 $_POST，稍后在 post_comment_updatemetas 中保存 + $_POST['_argon_original_username'] = $original_username; + $_POST['_argon_username_changed'] = 'true'; + $_POST['_argon_username_change_reason'] = $result['username_reason']; + $_POST['_argon_spam_detection_result'] = json_encode($result); + } + + // 情况4：内容违规但置信度不足 - 标记为待审核 + if ($content_spam && ($confidence < $confidence_threshold || $suggestion !== 'auto')) { + // 保存检测结果，稍后标记为待审核 + $_POST['_argon_spam_low_confidence'] = 'true'; + $_POST['_argon_spam_detection_result'] = json_encode($result); + } + + // 保存检测原因 + $_POST['_argon_spam_check_reason'] = $check_reason; + if ($keyword_check && $keyword_check['triggered']) { + $_POST['_argon_spam_triggered_keywords'] = json_encode($keyword_check['keywords']); + } + } + } + } + } + } + } + return $comment; } add_filter('preprocess_comment' , 'post_comment_preprocessing'); @@ -7584,6 +7720,16 @@ function argon_detect_spam_comment($comment_id) { return false; } + return argon_detect_spam_comment_sync($comment); +} + +/** + * 同步检测评论是否为垃圾评论（支持临时评论对象） + * @param object $comment 评论对象 + * @return array|false ['is_spam' => bool, 'reason' => string, 'username_invalid' => bool, 'username_reason' => string] 或 false + */ +function argon_detect_spam_comment_sync($comment) { + // 获取 AI 配置 $provider = get_option('argon_ai_summary_provider', 'openai'); $api_key = get_option('argon_ai_summary_api_key', ''); diff --git a/settings.php b/settings.php index 306d69e..b27b706 100644 --- a/settings.php +++ b/settings.php @@ -4020,6 +4020,98 @@ window.pjaxLoaded = function(){ + + + + +

+
+
+
+ 加微信, 联系QQ, 点击链接, 免费领取, 刷单, 兼职 +

+ + + + + + + + +

+
+
+
+ 70% 且出现 >= 3 次的关键词自动加入关键字列表', 'argon');?>
+ +

+ + + + + + + '; + echo ''; + echo ''; + echo ''; + echo ''; + echo ''; + echo ''; + echo ''; + + // 按置信度排序 + uasort($learned_keywords, function($a, $b) { + return $b['confidence'] <=> $a['confidence']; + }); + + foreach ($learned_keywords as $keyword => $stats) { + $confidence = round($stats['confidence'] * 100); + $color = $confidence >= 70 ? '#48bb78' : ($confidence >= 50 ? '#ed8936' : '#cbd5e0'); + echo ''; + echo ''; + echo ''; + echo ''; + echo ''; + echo ''; + } + echo '
' . __('关键字', 'argon') . '' . __('垃圾', 'argon') . '' . __('正常', 'argon') . '' . __('置信度', 'argon') . '
' . esc_html($keyword) . '' . $stats['spam_count'] . '' . $stats['normal_count'] . '' . $confidence . '%
'; + echo '

'; + echo __('绿色表示已自动加入关键字列表（置信度 ≥ 70%），橙色表示观察中（50-70%），灰色表示置信度较低。', 'argon'); + echo '

'; + } else { + echo '

' . __('暂无学习到的关键字。启用 AI 主动学习后，系统会自动分析并记录。', 'argon') . '

'; + } + ?> + + + + + + + + +

+
+
+
+
+
+
+ +

+ + + @@ -6688,6 +6780,9 @@ function argon_update_themeoptions(){ argon_update_option('argon_comment_spam_detection_auto_action'); argon_update_option('argon_comment_spam_detection_whitelist'); argon_update_option_checkbox('argon_comment_spam_detection_exclude_logged_in'); + argon_update_option('argon_comment_spam_detection_keywords'); + argon_update_option_checkbox('argon_comment_spam_detection_ai_learn'); + argon_update_option_checkbox('argon_comment_spam_detection_pre_check'); }