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fix(ai): 修复统一 API 管理与小米 Mimo 测试兼容

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- 设置页统一 API 管理：修正 AJAX action 名与返回结构，编辑/保存/删除可用\n- 模型列表：获取模型增加 nonce，兼容对象/字符串模型渲染与选择\n- 统一测试连接：修正小米默认端点/默认模型，并在 400 模型不支持时自动回退重试\n- 小米 API：按 endpoint 归一化 MiMo 模型名，模型列表回退避免选到无效模型
This commit is contained in:
nanhaoluo
2026-01-26 15:42:14 +08:00
parent 540fe7b543
commit 5c16d78186
2 changed files with 346 additions and 90 deletions
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352
functions.php
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@@ -6527,37 +6527,40 @@ function argon_ai_query($scenario, $prompt, $content, $context = []) {
$result = false;
$error_message = '';
// 获取 API 端点
$endpoint = isset($config['api_endpoint']) ? $config['api_endpoint'] : '';
try {
switch ($provider) {
case 'openai':
$result = argon_call_openai_api($api_key, $prompt, $content, $post_id);
$result = argon_call_openai_api($api_key, $prompt, $content, $post_id, $model, $endpoint);
break;
case 'anthropic':
$result = argon_call_anthropic_api($api_key, $prompt, $content, $post_id);
$result = argon_call_anthropic_api($api_key, $prompt, $content, $post_id, $model, $endpoint);
break;
case 'deepseek':
$result = argon_call_deepseek_api($api_key, $prompt, $content, $post_id);
$result = argon_call_deepseek_api($api_key, $prompt, $content, $post_id, $model, $endpoint);
break;
case 'xiaomi':
$result = argon_call_xiaomi_api($api_key, $prompt, $content, $post_id);
$result = argon_call_xiaomi_api($api_key, $prompt, $content, $post_id, $model, $endpoint);
break;
case 'qianwen':
$result = argon_call_qianwen_api($api_key, $prompt, $content, $post_id);
$result = argon_call_qianwen_api($api_key, $prompt, $content, $post_id, $model, $endpoint);
break;
case 'wenxin':
$result = argon_call_wenxin_api($api_key, $prompt, $content, $post_id);
$result = argon_call_wenxin_api($api_key, $prompt, $content, $post_id, $model, $endpoint);
break;
case 'doubao':
$result = argon_call_doubao_api($api_key, $prompt, $content, $post_id);
$result = argon_call_doubao_api($api_key, $prompt, $content, $post_id, $model, $endpoint);
break;
case 'kimi':
$result = argon_call_kimi_api($api_key, $prompt, $content, $post_id);
$result = argon_call_kimi_api($api_key, $prompt, $content, $post_id, $model, $endpoint);
break;
case 'zhipu':
$result = argon_call_zhipu_api($api_key, $prompt, $content, $post_id);
$result = argon_call_zhipu_api($api_key, $prompt, $content, $post_id, $model, $endpoint);
break;
case 'siliconflow':
$result = argon_call_siliconflow_api($api_key, $prompt, $content, $post_id);
$result = argon_call_siliconflow_api($api_key, $prompt, $content, $post_id, $model, $endpoint);
break;
default:
$error_message = "Unsupported provider: {$provider}";
@@ -7281,12 +7284,16 @@ function argon_generate_ai_summary($post) {
/**
* 调用 OpenAI API
*/
function argon_call_openai_api($api_key, $prompt, $content, $post_id = 0) {
function argon_call_openai_api($api_key, $prompt, $content, $post_id = 0, $model = '', $endpoint = '') {
$provider = 'openai';
$config = argon_get_ai_provider_config($provider);
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://api.openai.com/v1/chat/completions';
$model = !empty($config['model']) ? $config['model'] : 'gpt-4o-mini';
if (empty($endpoint)) {
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://api.openai.com/v1/chat/completions';
}
if (empty($model)) {
$model = !empty($config['model']) ? $config['model'] : 'gpt-4o-mini';
}
$data = [
'model' => $model,
@@ -7354,12 +7361,16 @@ function argon_call_openai_api($api_key, $prompt, $content, $post_id = 0) {
/**
* 调用 Anthropic Claude API
*/
function argon_call_anthropic_api($api_key, $prompt, $content, $post_id = 0) {
function argon_call_anthropic_api($api_key, $prompt, $content, $post_id = 0, $model = '', $endpoint = '') {
$provider = 'anthropic';
$config = argon_get_ai_provider_config($provider);
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://api.anthropic.com/v1/messages';
$model = !empty($config['model']) ? $config['model'] : 'claude-3-5-haiku-20241022';
if (empty($endpoint)) {
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://api.anthropic.com/v1/messages';
}
if (empty($model)) {
$model = !empty($config['model']) ? $config['model'] : 'claude-3-5-haiku-20241022';
}
$data = [
'model' => $model,
@@ -7448,12 +7459,16 @@ function argon_call_anthropic_api($api_key, $prompt, $content, $post_id = 0) {
/**
* 调用通义千问 API
*/
function argon_call_qianwen_api($api_key, $prompt, $content, $post_id = 0) {
function argon_call_qianwen_api($api_key, $prompt, $content, $post_id = 0, $model = '', $endpoint = '') {
$provider = 'qianwen';
$config = argon_get_ai_provider_config($provider);
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation';
$model = !empty($config['model']) ? $config['model'] : 'qwen-turbo';
if (empty($endpoint)) {
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation';
}
if (empty($model)) {
$model = !empty($config['model']) ? $config['model'] : 'qwen-turbo';
}
$data = [
'model' => $model,
@@ -7643,12 +7658,16 @@ function argon_call_wenxin_api($api_key, $prompt, $content, $post_id = 0) {
/**
* 调用 Kimi (Moonshot) API
*/
function argon_call_kimi_api($api_key, $prompt, $content, $post_id = 0) {
function argon_call_kimi_api($api_key, $prompt, $content, $post_id = 0, $model = '', $endpoint = '') {
$provider = 'kimi';
$config = argon_get_ai_provider_config($provider);
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://api.moonshot.cn/v1/chat/completions';
$model = !empty($config['model']) ? $config['model'] : 'moonshot-v1-8k';
if (empty($endpoint)) {
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://api.moonshot.cn/v1/chat/completions';
}
if (empty($model)) {
$model = !empty($config['model']) ? $config['model'] : 'moonshot-v1-8k';
}
$data = [
'model' => $model,
@@ -7951,12 +7970,16 @@ add_action('wp_ajax_nopriv_argon_check_ai_summary', 'argon_check_ai_summary');
/**
* 调用 DeepSeek API
*/
function argon_call_deepseek_api($api_key, $prompt, $content, $post_id = 0) {
function argon_call_deepseek_api($api_key, $prompt, $content, $post_id = 0, $model = '', $endpoint = '') {
$provider = 'deepseek';
$config = argon_get_ai_provider_config($provider);
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://api.deepseek.com/v1/chat/completions';
$model = !empty($config['model']) ? $config['model'] : 'deepseek-chat';
if (empty($endpoint)) {
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://api.deepseek.com/v1/chat/completions';
}
if (empty($model)) {
$model = !empty($config['model']) ? $config['model'] : 'deepseek-chat';
}
$data = [
'model' => $model,
@@ -8046,12 +8069,22 @@ function argon_call_deepseek_api($api_key, $prompt, $content, $post_id = 0) {
/**
* 调用小米 Mimo API
*/
function argon_call_xiaomi_api($api_key, $prompt, $content, $post_id = 0) {
function argon_call_xiaomi_api($api_key, $prompt, $content, $post_id = 0, $model = '', $endpoint = '') {
$provider = 'xiaomi';
$config = argon_get_ai_provider_config($provider);
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://api.mimo.xiaomi.com/v1/chat/completions';
$model = !empty($config['model']) ? $config['model'] : 'MiMo-V2-Flash';
if (empty($endpoint)) {
$endpoint = !empty($config['api_endpoint']) ? $config['api_endpoint'] : 'https://api.mimo.xiaomi.com/v1/chat/completions';
}
if (empty($model)) {
$model = !empty($config['model']) ? $config['model'] : 'MiMo-V2-Flash';
}
if (strpos($endpoint, 'xiaomimimo.com') !== false && strcasecmp($model, 'MiMo-V2-Flash') === 0) {
$model = 'mimo-v2-flash';
} elseif (strpos($endpoint, 'api.mimo.xiaomi.com') !== false && strcasecmp($model, 'mimo-v2-flash') === 0) {
$model = 'MiMo-V2-Flash';
}
// 小米 Mimo API 请求数据
$data = [
@@ -8427,34 +8460,34 @@ function argon_test_api_connection() {
try {
switch ($provider) {
case 'openai':
$result = argon_call_openai_api($api_key, $test_prompt, $test_content);
$result = argon_call_openai_api($api_key, $test_prompt, $test_content, 0, $model, $api_endpoint);
break;
case 'anthropic':
$result = argon_call_anthropic_api($api_key, $test_prompt, $test_content);
$result = argon_call_anthropic_api($api_key, $test_prompt, $test_content, 0, $model, $api_endpoint);
break;
case 'deepseek':
$result = argon_call_deepseek_api($api_key, $test_prompt, $test_content);
$result = argon_call_deepseek_api($api_key, $test_prompt, $test_content, 0, $model, $api_endpoint);
break;
case 'xiaomi':
$result = argon_call_xiaomi_api($api_key, $test_prompt, $test_content);
$result = argon_call_xiaomi_api($api_key, $test_prompt, $test_content, 0, $model, $api_endpoint);
break;
case 'qianwen':
$result = argon_call_qianwen_api($api_key, $test_prompt, $test_content);
$result = argon_call_qianwen_api($api_key, $test_prompt, $test_content, 0, $model, $api_endpoint);
break;
case 'wenxin':
$result = argon_call_wenxin_api($api_key, $test_prompt, $test_content);
$result = argon_call_wenxin_api($api_key, $test_prompt, $test_content, 0, $model, $api_endpoint);
break;
case 'doubao':
$result = argon_call_doubao_api($api_key, $test_prompt, $test_content);
$result = argon_call_doubao_api($api_key, $test_prompt, $test_content, 0, $model, $api_endpoint);
break;
case 'kimi':
$result = argon_call_kimi_api($api_key, $test_prompt, $test_content);
$result = argon_call_kimi_api($api_key, $test_prompt, $test_content, 0, $model, $api_endpoint);
break;
case 'zhipu':
$result = argon_call_zhipu_api($api_key, $test_prompt, $test_content);
$result = argon_call_zhipu_api($api_key, $test_prompt, $test_content, 0, $model, $api_endpoint);
break;
case 'siliconflow':
$result = argon_call_siliconflow_api($api_key, $test_prompt, $test_content);
$result = argon_call_siliconflow_api($api_key, $test_prompt, $test_content, 0, $model, $api_endpoint);
break;
default:
wp_send_json_error(__('不支持的服务商', 'argon'));
@@ -8810,7 +8843,7 @@ function argon_ajax_test_unified_api() {
'openai' => 'https://api.openai.com/v1/chat/completions',
'anthropic' => 'https://api.anthropic.com/v1/messages',
'deepseek' => 'https://api.deepseek.com/v1/chat/completions',
'xiaomi' => 'https://api.xiaomimimo.com/v1/chat/completions',
'xiaomi' => 'https://api.mimo.xiaomi.com/v1/chat/completions',
'qianwen' => 'https://dashscope.aliyuncs.com/compatible-mode/v1/chat/completions',
'wenxin' => 'https://aip.baidubce.com/rpc/2.0/ai_custom/v1/wenxinworkshop/chat/completions',
'doubao' => 'https://ark.cn-beijing.volces.com/api/v3/chat/completions',
@@ -8831,7 +8864,7 @@ function argon_ajax_test_unified_api() {
'openai' => 'gpt-4o-mini',
'anthropic' => 'claude-3-5-sonnet-20241022',
'deepseek' => 'deepseek-chat',
'xiaomi' => 'mimo-v2-flash',
'xiaomi' => 'MiMo-V2-Flash',
'qianwen' => 'qwen-turbo',
'wenxin' => 'ernie-4.0-8k',
'doubao' => 'doubao-pro-32k',
@@ -8841,6 +8874,21 @@ function argon_ajax_test_unified_api() {
];
$model = !empty($api['model']) ? $api['model'] : (isset($default_models[$api['provider']]) ? $default_models[$api['provider']] : 'gpt-4o-mini');
if (empty($api['model']) && isset($api['provider']) && $api['provider'] === 'xiaomi') {
if (strpos($api_endpoint, 'xiaomimimo.com') !== false) {
$model = 'mimo-v2-flash';
} else {
$model = 'MiMo-V2-Flash';
}
}
if (isset($api['provider']) && $api['provider'] === 'xiaomi') {
if (strpos($api_endpoint, 'xiaomimimo.com') !== false && strcasecmp($model, 'MiMo-V2-Flash') === 0) {
$model = 'mimo-v2-flash';
} elseif (strpos($api_endpoint, 'api.mimo.xiaomi.com') !== false && strcasecmp($model, 'mimo-v2-flash') === 0) {
$model = 'MiMo-V2-Flash';
}
}
// 构建测试请求
$data = [
@@ -8871,32 +8919,145 @@ function argon_ajax_test_unified_api() {
$response_time = round((microtime(true) - $start_time) * 1000);
if (is_wp_error($response)) {
wp_send_json_error(['message' => '连接失败: ' . $response->get_error_message()]);
wp_send_json_error([
'message' => '连接失败: ' . $response->get_error_message(),
'debug' => [
'error_code' => $response->get_error_code(),
'error_message' => $response->get_error_message()
]
]);
return;
}
$status_code = wp_remote_retrieve_response_code($response);
$body = wp_remote_retrieve_body($response);
if ($status_code === 200) {
$result = json_decode($body, true);
if (isset($result['choices'][0]['message']['content']) || isset($result['content'])) {
wp_send_json_success([
'message' => '测试成功！响应时间: ' . $response_time . 'ms',
'response_time' => $response_time
// 安全获取 headers
$headers = wp_remote_retrieve_headers($response);
$headers_array = [];
if (is_object($headers) && method_exists($headers, 'getAll')) {
$headers_array = $headers->getAll();
} elseif (is_array($headers)) {
$headers_array = $headers;
}
$decoded_body = json_decode($body, true);
if ($status_code >= 200 && $status_code < 300) {
// 检查响应内容是否包含明显的错误字段
if (isset($decoded_body['error'])) {
$error_msg = '未知 API 错误';
if (is_string($decoded_body['error'])) {
$error_msg = $decoded_body['error'];
} elseif (isset($decoded_body['error']['message'])) {
$error_msg = $decoded_body['error']['message'];
}
wp_send_json_error([
'message' => 'API 返回错误: ' . $error_msg,
'debug' => [
'status' => $status_code,
'body' => $decoded_body
]
]);
} else {
wp_send_json_error(['message' => 'API 返回格式异常: ' . substr($body, 0, 200)]);
return;
}
wp_send_json_success([
'message' => '连接成功！耗时 ' . $response_time . 'ms',
'data' => [
'latency' => $response_time,
'model' => $model,
'response_preview' => substr($body, 0, 100) . '...'
]
]);
} else {
$error_msg = 'HTTP ' . $status_code;
$result = json_decode($body, true);
if ($result && isset($result['error']['message'])) {
$error_msg .= ': ' . $result['error']['message'];
} else {
$error_msg .= ': ' . substr($body, 0, 200);
if (isset($api['provider']) && $api['provider'] === 'xiaomi' && $status_code === 400 && isset($decoded_body['error'])) {
$is_model_not_supported = false;
if (isset($decoded_body['error']['param']) && is_string($decoded_body['error']['param']) && stripos($decoded_body['error']['param'], 'not supported model') !== false) {
$is_model_not_supported = true;
} elseif (isset($decoded_body['error']['message']) && is_string($decoded_body['error']['message']) && stripos($decoded_body['error']['message'], 'param incorrect') !== false) {
$is_model_not_supported = true;
}
if ($is_model_not_supported) {
$try_models = [
'mimo-v2-flash',
'MiMo-V2-Flash',
];
if (!empty($model)) {
$try_models[] = strtolower($model);
}
$try_models = array_values(array_unique(array_filter($try_models)));
$tried = [];
foreach ($try_models as $try_model) {
if ($try_model === $model) {
continue;
}
$tried[] = $try_model;
$data['model'] = $try_model;
$retry_start = microtime(true);
$retry_resp = wp_remote_post($api_endpoint, [
'headers' => [
'Content-Type' => 'application/json',
'Authorization' => 'Bearer ' . $api['api_key'],
'Accept' => 'application/json'
],
'body' => json_encode($data, JSON_UNESCAPED_UNICODE),
'timeout' => 30,
'sslverify' => true
]);
$retry_time = round((microtime(true) - $retry_start) * 1000);
if (is_wp_error($retry_resp)) {
continue;
}
$retry_status = wp_remote_retrieve_response_code($retry_resp);
$retry_body = wp_remote_retrieve_body($retry_resp);
$retry_decoded = json_decode($retry_body, true);
if ($retry_status >= 200 && $retry_status < 300 && !(is_array($retry_decoded) && isset($retry_decoded['error']))) {
wp_send_json_success([
'message' => '连接成功（模型自动回退为 ' . $try_model . '）耗时 ' . $retry_time . 'ms',
'data' => [
'latency' => $retry_time,
'model' => $try_model,
'response_preview' => substr($retry_body, 0, 100) . '...'
]
]);
return;
}
}
$data['model'] = $model;
}
}
wp_send_json_error(['message' => $error_msg]);
// 尝试从响应中解析错误信息
$error_message = 'HTTP ' . $status_code;
if (isset($decoded_body['error']['message'])) {
$error_message .= ': ' . $decoded_body['error']['message'];
} elseif (isset($decoded_body['message'])) {
$error_message .= ': ' . $decoded_body['message'];
} else {
$clean_body = strip_tags($body);
if (strlen($clean_body) < 100 && !empty($clean_body)) {
$error_message .= ': ' . $clean_body;
}
}
wp_send_json_error([
'message' => '请求失败: ' . $error_message,
'debug' => [
'status' => $status_code,
'body' => $body,
'headers' => $headers_array
]
]);
}
}
add_action('wp_ajax_argon_test_unified_api', 'argon_ajax_test_unified_api');
@@ -9052,7 +9213,8 @@ function argon_get_deepseek_models($api_key, $custom_endpoint = '') {
* 获取小米 Mimo 模型列表
*/
function argon_get_xiaomi_models($api_key, $custom_endpoint = '') {
$endpoint = !empty($custom_endpoint) ? $custom_endpoint : 'https://api.mimo.xiaomi.com/v1/models';
$endpoint_source = !empty($custom_endpoint) ? $custom_endpoint : 'https://api.mimo.xiaomi.com/v1/models';
$endpoint = $endpoint_source;
$endpoint = preg_replace('#/v1/chat/completions$#', '/v1/models', $endpoint);
$response = wp_remote_get($endpoint, [
@@ -9067,16 +9229,30 @@ function argon_get_xiaomi_models($api_key, $custom_endpoint = '') {
if (is_wp_error($response)) {
// API 调用失败,返回预设列表
error_log('Xiaomi Mimo API 获取模型列表失败: ' . $response->get_error_message());
if (strpos($endpoint_source, 'xiaomimimo.com') !== false) {
return [
['id' => 'mimo-v2-flash', 'name' => 'mimo-v2-flash (推荐)'],
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash']
];
}
return [
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash (推荐)']
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash (推荐)'],
['id' => 'mimo-v2-flash', 'name' => 'mimo-v2-flash']
];
}
$status_code = wp_remote_retrieve_response_code($response);
if ($status_code !== 200) {
error_log('Xiaomi Mimo API 返回错误状态码: ' . $status_code . ', 响应: ' . wp_remote_retrieve_body($response));
if (strpos($endpoint_source, 'xiaomimimo.com') !== false) {
return [
['id' => 'mimo-v2-flash', 'name' => 'mimo-v2-flash (推荐)'],
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash']
];
}
return [
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash (推荐)']
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash (推荐)'],
['id' => 'mimo-v2-flash', 'name' => 'mimo-v2-flash']
];
}
@@ -9084,8 +9260,15 @@ function argon_get_xiaomi_models($api_key, $custom_endpoint = '') {
if (!isset($body['data'])) {
error_log('Xiaomi Mimo API 响应格式异常: ' . wp_remote_retrieve_body($response));
if (strpos($endpoint_source, 'xiaomimimo.com') !== false) {
return [
['id' => 'mimo-v2-flash', 'name' => 'mimo-v2-flash (推荐)'],
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash']
];
}
return [
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash (推荐)']
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash (推荐)'],
['id' => 'mimo-v2-flash', 'name' => 'mimo-v2-flash']
];
}
@@ -9099,8 +9282,20 @@ function argon_get_xiaomi_models($api_key, $custom_endpoint = '') {
}
}
return !empty($models) ? $models : [
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash (推荐)']
if (!empty($models)) {
return $models;
}
if (strpos($endpoint_source, 'xiaomimimo.com') !== false) {
return [
['id' => 'mimo-v2-flash', 'name' => 'mimo-v2-flash (推荐)'],
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash']
];
}
return [
['id' => 'MiMo-V2-Flash', 'name' => 'MiMo-V2-Flash (推荐)'],
['id' => 'mimo-v2-flash', 'name' => 'mimo-v2-flash']
];
}
@@ -10406,7 +10601,7 @@ function argon_batch_detect_spam_comments($comments_data) {
$batch_content .= "\n请返回 JSON 数组格式：[{\"id\": 评论ID, \"is_spam\": true/false, \"reason\": \"理由(25字以内)\", \"confidence\": 0.0-1.0}]";
// 使用统一的 AI 查询接口
$ai_response = argon_ai_query('spam_detection_batch', $prompt, $batch_content, [
$ai_response = argon_ai_query('spam', $prompt, $batch_content, [
'user_id' => get_current_user_id()
]);
@@ -11993,16 +12188,35 @@ class Argon_Spam_AI_Detector {
* @return array|false API 响应结果
*/
private function call_ai_api($prompt, $content) {
$provider = get_option('argon_ai_summary_api_provider', 'openai');
$api_key = get_option('argon_ai_summary_api_key', '');
$model = get_option('argon_ai_summary_model', '');
// 使用统一的 AI 查询接口
$result = argon_ai_query('spam', $prompt, $content);
if (empty($api_key)) {
if ($result === false) {
return false;
}
// 使用现有的 API 调用函数
return argon_call_ai_api_for_spam_detection($provider, $api_key, $model, $prompt, $content);
// 解析 JSON 结果
$decoded = json_decode($result, true);
if (json_last_error() === JSON_ERROR_NONE) {
return $decoded;
}
// 尝试从文本中提取 JSON
if (preg_match('/\{.*\}/s', $result, $matches)) {
$decoded = json_decode($matches[0], true);
if (json_last_error() === JSON_ERROR_NONE) {
return $decoded;
}
}
// 如果无法解析 JSON，尝试构建基本的返回结构
// 这可能是因为 AI 返回了纯文本
return [
'content_spam' => false,
'reason' => mb_substr($result, 0, 100),
'confidence' => 0.5,
'suggestion' => 'review'
];
}
/**