| 1 |
<?php |
| 2 |
if (!defined('ABSPATH')) { |
| 3 |
exit; // Exit if accessed directly |
| 4 |
} |
| 5 |
|
| 6 |
class MxChat_Utils { |
| 7 |
|
| 8 |
/** |
| 9 |
* Centralized embedding model registry. Single source of truth for dimensions |
| 10 |
* and provider, so model-switch protection logic doesn't drift across files. |
| 11 |
*/ |
| 12 |
public static function embedding_model_registry() { |
| 13 |
return array( |
| 14 |
'text-embedding-ada-002' => array('dims' => 1536, 'provider' => 'openai', 'label' => 'Ada 2'), |
| 15 |
'text-embedding-3-small' => array('dims' => 1536, 'provider' => 'openai', 'label' => 'TE3 Small'), |
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'text-embedding-3-large' => array('dims' => 3072, 'provider' => 'openai', 'label' => 'TE3 Large'), |
| 17 |
'voyage-3-large' => array('dims' => 2048, 'provider' => 'voyage', 'label' => 'Voyage-3 Large'), |
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'gemini-embedding-001' => array('dims' => 1536, 'provider' => 'gemini', 'label' => 'Gemini Embedding'), |
| 19 |
); |
| 20 |
} |
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|
| 22 |
public static function embedding_model_dimensions($model) { |
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$registry = self::embedding_model_registry(); |
| 24 |
return isset($registry[$model]) ? (int) $registry[$model]['dims'] : 0; |
| 25 |
} |
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|
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public static function embedding_model_label($model) { |
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$registry = self::embedding_model_registry(); |
| 29 |
return isset($registry[$model]) ? $registry[$model]['label'] : $model; |
| 30 |
} |
| 31 |
|
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/** |
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* Returns the model that was last used to actually write embeddings into the |
| 34 |
* KB. Differs from the user-selected setting once a switch has happened but |
| 35 |
* no re-embed has occurred yet — that's the mismatch state we warn about. |
| 36 |
*/ |
| 37 |
public static function get_active_embedding_model() { |
| 38 |
return get_option('mxchat_active_embedding_model', ''); |
| 39 |
} |
| 40 |
|
| 41 |
/** |
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* Stamp the model that produced the most recent successful embedding. Called |
| 43 |
* from generate_embedding() right after the API responds with a valid vector. |
| 44 |
*/ |
| 45 |
public static function stamp_active_embedding_model($model) { |
| 46 |
if (!empty($model) && $model !== self::get_active_embedding_model()) { |
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update_option('mxchat_active_embedding_model', $model, false); |
| 48 |
} |
| 49 |
} |
| 50 |
|
| 51 |
/** |
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* UPDATED: Submit or update content (and its embedding) in the database. |
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* Stores in Pinecone if enabled, otherwise stores in WordPress DB. |
| 54 |
* |
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* @param string $content The content to be embedded. |
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* @param string $source_url The source URL of the content. |
| 57 |
* @param string $api_key The API key used for generating embeddings. |
| 58 |
* @param string $vector_id Optional vector ID for Pinecone (if not provided, will use md5 of URL) |
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* @param string $bot_id The bot ID for multi-bot support |
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* @param string $content_type The type of content (post, page, pdf, url, manual, product, etc.) |
| 61 |
* @return bool|WP_Error True on success, WP_Error on failure |
| 62 |
*/ |
| 63 |
public static function submit_content_to_db($content, $source_url, $api_key, $vector_id = null, $bot_id = 'default', $content_type = 'content') { |
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global $wpdb; |
| 65 |
$table_name = $wpdb->prefix . 'mxchat_system_prompt_content'; |
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|
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//error_log('[MXCHAT-DB] Starting database submission for URL: ' . $source_url . ' (Bot: ' . $bot_id . ', Type: ' . $content_type . ')'); |
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//error_log('[MXCHAT-DB] Content length: ' . strlen($content) . ' bytes'); |
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|
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// Sanitize the source URL |
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$source_url = esc_url_raw($source_url); |
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|
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// Sanitize content_type |
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$content_type = sanitize_key($content_type); |
| 75 |
if (empty($content_type)) { |
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$content_type = 'content'; // Fallback for backwards compatibility |
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} |
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|
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// Just ensure UTF-8 validity without aggressive escaping |
| 80 |
$safe_content = wp_check_invalid_utf8($content); |
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// Remove only null bytes and other control characters, but preserve newlines (\n = \x0A) and carriage returns (\r = \x0D) |
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$safe_content = preg_replace('/[\x00-\x08\x0B\x0C\x0E-\x1F\x7F]/u', '', $safe_content); |
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|
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// Check if chunking should be applied |
| 85 |
$chunker = MxChat_Chunker::from_settings(); |
| 86 |
if ($chunker->should_chunk($safe_content)) { |
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//error_log('[MXCHAT-DB] Content exceeds chunk threshold, using chunked submission'); |
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return self::submit_chunked_content($safe_content, $source_url, $api_key, $bot_id, $content_type, $chunker); |
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} |
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|
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// UPDATED: Generate the embedding using bot-specific configuration |
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$embedding_vector = self::generate_embedding($content, $api_key, $bot_id); |
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|
| 94 |
if (!is_array($embedding_vector)) { |
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//error_log('[MXCHAT-DB] Error: Embedding generation failed'); |
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return new WP_Error('embedding_failed', 'Failed to generate embedding for content'); |
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} |
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|
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//error_log('[MXCHAT-DB] Embedding generated successfully'); |
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|
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// UPDATED: Check if Pinecone is enabled for this specific bot |
| 102 |
if (self::is_pinecone_enabled_for_bot($bot_id)) { |
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//error_log('[MXCHAT-DB] Pinecone is enabled for bot ' . $bot_id . ' - using Pinecone storage'); |
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// Store in Pinecone only |
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return self::store_in_pinecone_only($embedding_vector, $content, $source_url, $vector_id, $bot_id, $content_type); |
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} else { |
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//error_log('[MXCHAT-DB] Pinecone not enabled for bot ' . $bot_id . ' - using WordPress storage'); |
| 108 |
// Store in WordPress database only |
| 109 |
$embedding_vector_serialized = maybe_serialize($embedding_vector); |
| 110 |
return self::store_in_wordpress_db($safe_content, $source_url, $embedding_vector_serialized, $table_name, $content_type); |
| 111 |
} |
| 112 |
} |
| 113 |
|
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/** |
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* UPDATED: Check if Pinecone is enabled and properly configured for a specific bot |
| 116 |
*/ |
| 117 |
private static function is_pinecone_enabled_for_bot($bot_id = 'default') { |
| 118 |
// For default bot or when multi-bot is not active, use original method |
| 119 |
if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) { |
| 120 |
return self::is_pinecone_enabled(); |
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} |
| 122 |
|
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// Get bot-specific Pinecone configuration |
| 124 |
$bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id); |
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|
| 126 |
if (empty($bot_pinecone_config)) { |
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// Fallback to default configuration |
| 128 |
return self::is_pinecone_enabled(); |
| 129 |
} |
| 130 |
|
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$enabled_check = !empty($bot_pinecone_config['use_pinecone']) && $bot_pinecone_config['use_pinecone']; |
| 132 |
$api_key_check = !empty($bot_pinecone_config['api_key']); |
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$host_check = !empty($bot_pinecone_config['host']); |
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|
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return $enabled_check && $api_key_check && $host_check; |
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} |
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|
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/** |
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* Check if Pinecone is enabled and properly configured (original method for default bot) |
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*/ |
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private static function is_pinecone_enabled() { |
| 142 |
$pinecone_options = get_option('mxchat_pinecone_addon_options'); |
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|
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if (empty($pinecone_options)) { |
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return false; |
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} |
| 147 |
|
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$enabled_check = !empty($pinecone_options['mxchat_use_pinecone']) && $pinecone_options['mxchat_use_pinecone'] !== '0'; |
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$api_key_check = !empty($pinecone_options['mxchat_pinecone_api_key']); |
| 150 |
$host_check = !empty($pinecone_options['mxchat_pinecone_host']); |
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|
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return $enabled_check && $api_key_check && $host_check; |
| 153 |
} |
| 154 |
|
| 155 |
/** |
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* UPDATED: Store content in Pinecone only with bot support |
| 157 |
*/ |
| 158 |
private static function store_in_pinecone_only($embedding_vector, $content, $source_url, $vector_id = null, $bot_id = 'default', $content_type = 'content') { |
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//error_log('[MXCHAT-PINECONE] ===== Using Pinecone-only storage for bot ' . $bot_id . ' ====='); |
| 160 |
|
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// Get bot-specific Pinecone configuration |
| 162 |
if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) { |
| 163 |
$pinecone_options = get_option('mxchat_pinecone_addon_options'); |
| 164 |
$api_key = $pinecone_options['mxchat_pinecone_api_key']; |
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$environment = $pinecone_options['mxchat_pinecone_environment'] ?? ''; |
| 166 |
$index_name = $pinecone_options['mxchat_pinecone_index'] ?? ''; |
| 167 |
$namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? ''; |
| 168 |
} else { |
| 169 |
$bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id); |
| 170 |
if (empty($bot_pinecone_config)) { |
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// Fallback to default configuration |
| 172 |
$pinecone_options = get_option('mxchat_pinecone_addon_options'); |
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$api_key = $pinecone_options['mxchat_pinecone_api_key']; |
| 174 |
$environment = $pinecone_options['mxchat_pinecone_environment'] ?? ''; |
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$index_name = $pinecone_options['mxchat_pinecone_index'] ?? ''; |
| 176 |
$namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? ''; |
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} else { |
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$api_key = $bot_pinecone_config['api_key']; |
| 179 |
$environment = ''; // Not used in new Pinecone API |
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$index_name = ''; // Not used in new Pinecone API |
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$namespace = $bot_pinecone_config['namespace'] ?? ''; |
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} |
| 183 |
} |
| 184 |
|
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$result = self::store_in_pinecone_main( |
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$embedding_vector, |
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$content, |
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$source_url, |
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$api_key, |
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$environment, |
| 191 |
$index_name, |
| 192 |
$vector_id, |
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$bot_id, |
| 194 |
$namespace, |
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$content_type |
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); |
| 197 |
|
| 198 |
if (is_wp_error($result)) { |
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//error_log('[MXCHAT-PINECONE] Pinecone storage failed for bot ' . $bot_id . ': ' . $result->get_error_message()); |
| 200 |
return $result; |
| 201 |
} |
| 202 |
|
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//error_log('[MXCHAT-PINECONE] Pinecone storage completed successfully for bot ' . $bot_id); |
| 204 |
return true; |
| 205 |
} |
| 206 |
|
| 207 |
/** |
| 208 |
* Store content in WordPress database with progressive fallback |
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* UPDATED 2.5.6: Now includes content_type parameter |
| 210 |
*/ |
| 211 |
private static function store_in_wordpress_db($safe_content, $source_url, $embedding_vector_serialized, $table_name, $content_type = 'content') { |
| 212 |
global $wpdb; |
| 213 |
|
| 214 |
//error_log('[MXCHAT-DB] ===== Using WordPress-only storage ====='); |
| 215 |
|
| 216 |
// Sanitize content_type |
| 217 |
$content_type = sanitize_key($content_type); |
| 218 |
if (empty($content_type)) { |
| 219 |
$content_type = 'content'; // Fallback for backwards compatibility |
| 220 |
} |
| 221 |
|
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// ===== FIXED: Generate unique identifier for manual content ===== |
| 223 |
$original_source_url = $source_url; |
| 224 |
// Check if this is truly manual content (no URL at all) vs a real URL that filter_var rejects |
| 225 |
// filter_var(FILTER_VALIDATE_URL) rejects valid URLs with encoded chars, non-ASCII, fragments, etc. |
| 226 |
// Use a looser check: if it starts with http(s):// or has a scheme, it's a URL |
| 227 |
$has_url_scheme = !empty($source_url) && preg_match('#^https?://#i', $source_url); |
| 228 |
// Treat legacy mxchat.ai source URLs as manual — old bug assigned the site URL to manual entries |
| 229 |
$is_legacy_mxchat_url = $has_url_scheme && strpos($source_url, 'mxchat.ai') !== false; |
| 230 |
$is_manual_content = empty($source_url) || $source_url === '' || !$has_url_scheme || $is_legacy_mxchat_url; |
| 231 |
|
| 232 |
if ($is_manual_content) { |
| 233 |
// Generate unique identifier for manual content to prevent overwrites |
| 234 |
$source_url = 'mxchat://manual-content/' . time() . '-' . wp_generate_password(8, false); |
| 235 |
//error_log('[MXCHAT-DB] Generated unique ID for manual content: ' . $source_url); |
| 236 |
} |
| 237 |
|
| 238 |
// Only check for duplicates if we have a valid source URL (not manual content) |
| 239 |
$existing_id = null; |
| 240 |
if (!$is_manual_content) { |
| 241 |
$existing_id = $wpdb->get_var( |
| 242 |
$wpdb->prepare( |
| 243 |
"SELECT id FROM {$table_name} WHERE source_url = %s LIMIT 1", |
| 244 |
$source_url |
| 245 |
) |
| 246 |
); |
| 247 |
//error_log('[MXCHAT-DB] Checked for existing URL, found ID: ' . ($existing_id ?: 'none')); |
| 248 |
} else { |
| 249 |
//error_log('[MXCHAT-DB] Manual content - will create new entry (no duplicate check)'); |
| 250 |
} |
| 251 |
// ===== END FIX ===== |
| 252 |
|
| 253 |
// Progressive fallback mechanism for problematic content |
| 254 |
$attempt = 1; |
| 255 |
$max_attempts = 3; |
| 256 |
$current_content = $safe_content; |
| 257 |
$result = false; |
| 258 |
|
| 259 |
while ($attempt <= $max_attempts && $result === false) { |
| 260 |
try { |
| 261 |
if ($existing_id) { |
| 262 |
//error_log('[MXCHAT-DB] Found existing entry (ID: ' . $existing_id . '). Updating... (Attempt ' . $attempt . ')'); |
| 263 |
|
| 264 |
// Update the existing row - UPDATED 2.5.6: Added content_type |
| 265 |
$result = $wpdb->update( |
| 266 |
$table_name, |
| 267 |
array( |
| 268 |
'url' => $source_url, |
| 269 |
'article_content' => $current_content, |
| 270 |
'embedding_vector' => $embedding_vector_serialized, |
| 271 |
'source_url' => $source_url, |
| 272 |
'content_type' => $content_type, |
| 273 |
'timestamp' => current_time('mysql'), |
| 274 |
), |
| 275 |
array('id' => $existing_id), |
| 276 |
array('%s','%s','%s','%s','%s','%s'), |
| 277 |
array('%d') |
| 278 |
); |
| 279 |
} else { |
| 280 |
//error_log('[MXCHAT-DB] No existing entry found. Inserting new row... (Attempt ' . $attempt . ')'); |
| 281 |
//error_log('[MXCHAT-DB] Content sample: ' . substr($current_content, 0, 1000)); |
| 282 |
|
| 283 |
// Insert a new row - UPDATED 2.5.6: Added content_type |
| 284 |
$result = $wpdb->insert( |
| 285 |
$table_name, |
| 286 |
array( |
| 287 |
'url' => $source_url, // Now unique for manual content |
| 288 |
'article_content' => $current_content, |
| 289 |
'embedding_vector' => $embedding_vector_serialized, |
| 290 |
'source_url' => $source_url, // Now unique for manual content |
| 291 |
'content_type' => $content_type, |
| 292 |
'timestamp' => current_time('mysql'), |
| 293 |
), |
| 294 |
array('%s','%s','%s','%s','%s','%s') |
| 295 |
); |
| 296 |
} |
| 297 |
|
| 298 |
if ($result === false) { |
| 299 |
//error_log('[MXCHAT-DB] Database operation failed (Attempt ' . $attempt . ')'); |
| 300 |
//error_log('[MXCHAT-DB] MySQL Error: ' . $wpdb->last_error); |
| 301 |
//error_log('[MXCHAT-DB] MySQL Error Number: ' . $wpdb->last_errno); |
| 302 |
//error_log('[MXCHAT-DB] Last Query: ' . substr($wpdb->last_query, 0, 500)); |
| 303 |
//error_log('[MXCHAT-DB] Content length: ' . strlen($current_content) . ' bytes'); |
| 304 |
//error_log('[MXCHAT-DB] Embedding vector length: ' . strlen($embedding_vector_serialized) . ' bytes'); |
| 305 |
|
| 306 |
// Progressively apply more aggressive sanitization on failure |
| 307 |
if ($attempt === 1) { |
| 308 |
// First fallback: Use a more aggressive character filter and shorten |
| 309 |
$current_content = preg_replace('/[^\p{L}\p{N}\s.,;:!?()-]/u', '', $current_content); |
| 310 |
$current_content = substr($current_content, 0, 50000); |
| 311 |
} else if ($attempt === 2) { |
| 312 |
// Second fallback: Keep only alphanumeric and basic punctuation, shorten further |
| 313 |
$current_content = preg_replace('/[^a-zA-Z0-9\s.,;:!?()-]/u', '', $current_content); |
| 314 |
$current_content = substr($current_content, 0, 30000); |
| 315 |
} |
| 316 |
|
| 317 |
$attempt++; |
| 318 |
} |
| 319 |
} catch (Exception $e) { |
| 320 |
//error_log('[MXCHAT-DB] Exception during database operation: ' . $e->getMessage()); |
| 321 |
$attempt++; |
| 322 |
} |
| 323 |
} |
| 324 |
|
| 325 |
if ($result === false) { |
| 326 |
//error_log('[MXCHAT-DB] All database operation attempts failed'); |
| 327 |
//error_log('[MXCHAT-DB] Final MySQL Error: ' . $wpdb->last_error); |
| 328 |
|
| 329 |
$detailed_error = sprintf( |
| 330 |
'Failed to store content in WordPress database after %d attempts. MySQL Error: %s (Error #%d). Content size: %d bytes, Embedding size: %d bytes', |
| 331 |
$max_attempts, |
| 332 |
$wpdb->last_error, |
| 333 |
$wpdb->last_errno, |
| 334 |
strlen($current_content), |
| 335 |
strlen($embedding_vector_serialized) |
| 336 |
); |
| 337 |
|
| 338 |
return new WP_Error('database_failed', $detailed_error); |
| 339 |
} |
| 340 |
|
| 341 |
//error_log('[MXCHAT-DB] WordPress database operation completed successfully (Attempt ' . ($attempt - 1) . ')'); |
| 342 |
return true; |
| 343 |
} |
| 344 |
|
| 345 |
/** |
| 346 |
* UPDATED: Store content in Pinecone database with bot support |
| 347 |
* UPDATED 2.5.6: Now accepts content_type parameter |
| 348 |
*/ |
| 349 |
private static function store_in_pinecone_main($embedding_vector, $content, $url, $api_key, $environment, $index_name, $vector_id = null, $bot_id = 'default', $namespace = '', $content_type = 'content') { |
| 350 |
//error_log('[MXCHAT-PINECONE-MAIN] ===== Starting Pinecone storage for bot ' . $bot_id . ' ====='); |
| 351 |
|
| 352 |
// ===== UPDATED: Handle manual content with unique vector IDs ===== |
| 353 |
if ($vector_id) { |
| 354 |
// Use provided vector ID |
| 355 |
//error_log('[MXCHAT-PINECONE-MAIN] Using provided vector ID: ' . $vector_id); |
| 356 |
} elseif (!empty($url) && preg_match('#^https?://#i', $url)) { |
| 357 |
// For URLs, use URL-based ID (existing behavior) |
| 358 |
$vector_id = md5($url); |
| 359 |
//error_log('[MXCHAT-PINECONE-MAIN] Generated vector ID from URL: ' . $vector_id); |
| 360 |
} else { |
| 361 |
// For manual content (empty/no URL scheme), generate unique ID |
| 362 |
$vector_id = 'manual_' . time() . '_' . substr(md5($content . microtime(true)), 0, 8); |
| 363 |
//error_log('[MXCHAT-PINECONE-MAIN] Generated unique vector ID for manual content: ' . $vector_id); |
| 364 |
} |
| 365 |
// ===== END UPDATE ===== |
| 366 |
|
| 367 |
// Get host from bot-specific config or fallback to default |
| 368 |
if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) { |
| 369 |
$options = get_option('mxchat_pinecone_addon_options'); |
| 370 |
$host = $options['mxchat_pinecone_host'] ?? ''; |
| 371 |
} else { |
| 372 |
$bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id); |
| 373 |
if (!empty($bot_pinecone_config)) { |
| 374 |
$host = $bot_pinecone_config['host'] ?? ''; |
| 375 |
} else { |
| 376 |
$options = get_option('mxchat_pinecone_addon_options'); |
| 377 |
$host = $options['mxchat_pinecone_host'] ?? ''; |
| 378 |
} |
| 379 |
} |
| 380 |
|
| 381 |
//error_log('[MXCHAT-PINECONE-MAIN] Host: ' . $host); |
| 382 |
//error_log('[MXCHAT-PINECONE-MAIN] API key length: ' . strlen($api_key)); |
| 383 |
//error_log('[MXCHAT-PINECONE-MAIN] Bot ID: ' . $bot_id); |
| 384 |
//error_log('[MXCHAT-PINECONE-MAIN] Namespace: ' . $namespace); |
| 385 |
|
| 386 |
if (empty($host)) { |
| 387 |
//error_log('[MXCHAT-PINECONE-MAIN] ERROR: Host is empty'); |
| 388 |
return new WP_Error('pinecone_config', 'Pinecone host is not configured. Please set the host in your bot settings.'); |
| 389 |
} |
| 390 |
|
| 391 |
// ===== UPDATED 2.5.6: Use passed content_type or determine from URL if not provided ===== |
| 392 |
// Sanitize content_type |
| 393 |
$content_type = sanitize_key($content_type); |
| 394 |
if (empty($content_type)) { |
| 395 |
// Fallback to old detection logic for backwards compatibility |
| 396 |
$is_product = false; |
| 397 |
$content_type = 'manual'; // Default for manual content |
| 398 |
|
| 399 |
if (!empty($url) && preg_match('#^https?://#i', $url)) { |
| 400 |
$is_product = (strpos($url, '/product/') !== false || strpos($url, '/shop/') !== false); |
| 401 |
$content_type = $is_product ? 'product' : 'content'; |
| 402 |
} |
| 403 |
} |
| 404 |
|
| 405 |
//error_log('[MXCHAT-PINECONE-MAIN] Content type: ' . $content_type); |
| 406 |
// ===== END UPDATE ===== |
| 407 |
|
| 408 |
$api_endpoint = "https://{$host}/vectors/upsert"; |
| 409 |
//error_log('[MXCHAT-PINECONE-MAIN] API endpoint: ' . $api_endpoint); |
| 410 |
|
| 411 |
// UPDATED 2.5.6: Use provided content_type in metadata |
| 412 |
$metadata = array( |
| 413 |
'text' => $content, |
| 414 |
'source_url' => $url, // Can be empty for manual content |
| 415 |
'type' => $content_type, // Now supports: post, page, pdf, url, manual, product, etc. |
| 416 |
'last_updated' => time(), |
| 417 |
'created_at' => time(), // Add creation timestamp |
| 418 |
'bot_id' => $bot_id, // Add bot identification |
| 419 |
); |
| 420 |
|
| 421 |
$vector_data = array( |
| 422 |
'id' => $vector_id, |
| 423 |
'values' => $embedding_vector, |
| 424 |
'metadata' => $metadata |
| 425 |
); |
| 426 |
|
| 427 |
$request_body = array( |
| 428 |
'vectors' => array($vector_data) |
| 429 |
); |
| 430 |
|
| 431 |
// Add namespace if specified for multi-bot separation |
| 432 |
if (!empty($namespace)) { |
| 433 |
$request_body['namespace'] = $namespace; |
| 434 |
//error_log('[MXCHAT-PINECONE-MAIN] Using namespace: ' . $namespace); |
| 435 |
} |
| 436 |
|
| 437 |
//error_log('[MXCHAT-PINECONE-MAIN] Request body prepared (embedding dimensions: ' . count($embedding_vector) . ')'); |
| 438 |
|
| 439 |
$response = wp_remote_post($api_endpoint, array( |
| 440 |
'headers' => array( |
| 441 |
'Api-Key' => $api_key, |
| 442 |
'accept' => 'application/json', |
| 443 |
'content-type' => 'application/json' |
| 444 |
), |
| 445 |
'body' => wp_json_encode($request_body), |
| 446 |
'timeout' => 30, |
| 447 |
'data_format' => 'body' |
| 448 |
)); |
| 449 |
|
| 450 |
if (is_wp_error($response)) { |
| 451 |
//error_log('[MXCHAT-PINECONE-MAIN] WordPress request error: ' . $response->get_error_message()); |
| 452 |
return new WP_Error('pinecone_request', $response->get_error_message()); |
| 453 |
} |
| 454 |
|
| 455 |
$response_code = wp_remote_retrieve_response_code($response); |
| 456 |
//error_log('[MXCHAT-PINECONE-MAIN] Response code: ' . $response_code); |
| 457 |
|
| 458 |
if ($response_code !== 200) { |
| 459 |
$body = wp_remote_retrieve_body($response); |
| 460 |
//error_log('[MXCHAT-PINECONE-MAIN] API error - Response body: ' . $body); |
| 461 |
return new WP_Error('pinecone_api', sprintf( |
| 462 |
'Pinecone API error (HTTP %d): %s', |
| 463 |
$response_code, |
| 464 |
$body |
| 465 |
)); |
| 466 |
} |
| 467 |
|
| 468 |
$response_body = wp_remote_retrieve_body($response); |
| 469 |
//error_log('[MXCHAT-PINECONE-MAIN] Success response: ' . $response_body); |
| 470 |
//error_log('[MXCHAT-PINECONE-MAIN] Successfully stored in Pinecone for bot ' . $bot_id); |
| 471 |
//error_log('[MXCHAT-PINECONE-MAIN] ===== Pinecone storage complete ====='); |
| 472 |
|
| 473 |
return true; |
| 474 |
} |
| 475 |
|
| 476 |
/** |
| 477 |
* UPDATED: Generate an embedding for the given text using bot-specific configuration. |
| 478 |
* |
| 479 |
* @param string $text The text to be embedded. |
| 480 |
* @param string $api_key The API key used for generating embeddings. |
| 481 |
* @param string $bot_id The bot ID for multi-bot support |
| 482 |
* @return array|null The embedding vector or null on failure. |
| 483 |
*/ |
| 484 |
private static function generate_embedding($text, $api_key, $bot_id = 'default') { |
| 485 |
// Get bot-specific options |
| 486 |
if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) { |
| 487 |
$options = get_option('mxchat_options'); |
| 488 |
} else { |
| 489 |
$bot_options = apply_filters('mxchat_get_bot_options', array(), $bot_id); |
| 490 |
$options = !empty($bot_options) ? $bot_options : get_option('mxchat_options'); |
| 491 |
} |
| 492 |
|
| 493 |
$selected_model = $options['embedding_model'] ?? 'text-embedding-ada-002'; |
| 494 |
|
| 495 |
// Determine endpoint and API key based on model |
| 496 |
if (strpos($selected_model, 'voyage') === 0) { |
| 497 |
$endpoint = 'https://api.voyageai.com/v1/embeddings'; |
| 498 |
$api_key = $options['voyage_api_key'] ?? ''; |
| 499 |
} elseif (strpos($selected_model, 'gemini-embedding') === 0) { |
| 500 |
$endpoint = 'https://generativelanguage.googleapis.com/v1beta/models/' . $selected_model . ':embedContent'; |
| 501 |
$api_key = $options['gemini_api_key'] ?? ''; |
| 502 |
} else { |
| 503 |
$endpoint = 'https://api.openai.com/v1/embeddings'; |
| 504 |
// Use the bot-specific API key or fallback to passed API key |
| 505 |
$api_key = $options['api_key'] ?? $api_key; |
| 506 |
} |
| 507 |
|
| 508 |
// Prepare request body based on provider |
| 509 |
if (strpos($selected_model, 'gemini-embedding') === 0) { |
| 510 |
// Gemini API format |
| 511 |
$request_body = [ |
| 512 |
'model' => 'models/' . $selected_model, |
| 513 |
'content' => [ |
| 514 |
'parts' => [ |
| 515 |
['text' => $text] |
| 516 |
] |
| 517 |
], |
| 518 |
'outputDimensionality' => 1536 |
| 519 |
]; |
| 520 |
|
| 521 |
// Prepare headers for Gemini (API key as query parameter) |
| 522 |
$endpoint .= '?key=' . $api_key; |
| 523 |
$headers = [ |
| 524 |
'Content-Type' => 'application/json' |
| 525 |
]; |
| 526 |
} else { |
| 527 |
// OpenAI/Voyage API format |
| 528 |
$request_body = [ |
| 529 |
'input' => $text, |
| 530 |
'model' => $selected_model |
| 531 |
]; |
| 532 |
|
| 533 |
// Add output_dimension for voyage-3-large |
| 534 |
if ($selected_model === 'voyage-3-large') { |
| 535 |
$request_body['output_dimension'] = 2048; |
| 536 |
} |
| 537 |
|
| 538 |
// Prepare headers for OpenAI/Voyage |
| 539 |
$headers = [ |
| 540 |
'Content-Type' => 'application/json', |
| 541 |
'Authorization' => 'Bearer ' . $api_key |
| 542 |
]; |
| 543 |
} |
| 544 |
|
| 545 |
$args = [ |
| 546 |
'body' => wp_json_encode($request_body), |
| 547 |
'headers' => $headers, |
| 548 |
'timeout' => 60, |
| 549 |
'redirection' => 5, |
| 550 |
'blocking' => true, |
| 551 |
'httpversion' => '1.0', |
| 552 |
'sslverify' => true, |
| 553 |
]; |
| 554 |
|
| 555 |
$response = wp_remote_post($endpoint, $args); |
| 556 |
|
| 557 |
if (is_wp_error($response)) { |
| 558 |
//error_log('Error generating embedding for bot ' . $bot_id . ': ' . $response->get_error_message()); |
| 559 |
return null; |
| 560 |
} |
| 561 |
|
| 562 |
$response_body = json_decode(wp_remote_retrieve_body($response), true); |
| 563 |
|
| 564 |
// Handle different response formats based on provider |
| 565 |
if (strpos($selected_model, 'gemini-embedding') === 0) { |
| 566 |
// Gemini API response format |
| 567 |
if (isset($response_body['embedding']['values']) && is_array($response_body['embedding']['values'])) { |
| 568 |
self::stamp_active_embedding_model($selected_model); |
| 569 |
return $response_body['embedding']['values']; |
| 570 |
} else { |
| 571 |
//error_log('Invalid response received from Gemini embedding API for bot ' . $bot_id . ': ' . wp_json_encode($response_body)); |
| 572 |
return null; |
| 573 |
} |
| 574 |
} else { |
| 575 |
// OpenAI/Voyage API response format |
| 576 |
if (isset($response_body['data'][0]['embedding']) && is_array($response_body['data'][0]['embedding'])) { |
| 577 |
self::stamp_active_embedding_model($selected_model); |
| 578 |
return $response_body['data'][0]['embedding']; |
| 579 |
} else { |
| 580 |
//error_log('Invalid response received from embedding API for bot ' . $bot_id . ': ' . wp_json_encode($response_body)); |
| 581 |
return null; |
| 582 |
} |
| 583 |
} |
| 584 |
} |
| 585 |
|
| 586 |
/** |
| 587 |
* Submit content as multiple chunks |
| 588 |
* |
| 589 |
* Splits large content into chunks, generates embeddings for each, |
| 590 |
* and stores them with chunk metadata for later reassembly. |
| 591 |
* |
| 592 |
* @param string $content The content to chunk and store |
| 593 |
* @param string $source_url The source URL |
| 594 |
* @param string $api_key The API key for embeddings |
| 595 |
* @param string $bot_id The bot ID |
| 596 |
* @param string $content_type The content type |
| 597 |
* @param MxChat_Chunker $chunker The chunker instance |
| 598 |
* @return bool|WP_Error True on success, WP_Error on failure |
| 599 |
*/ |
| 600 |
private static function submit_chunked_content($content, $source_url, $api_key, $bot_id, $content_type, $chunker) { |
| 601 |
global $wpdb; |
| 602 |
$table_name = $wpdb->prefix . 'mxchat_system_prompt_content'; |
| 603 |
|
| 604 |
//error_log('[MXCHAT-CHUNK-DEBUG] Starting chunked submission for: ' . $source_url); |
| 605 |
//error_log('[MXCHAT-CHUNK-DEBUG] Content length: ' . strlen($content) . ' chars'); |
| 606 |
|
| 607 |
// First, delete any existing chunks for this URL (clean slate) |
| 608 |
$delete_result = self::delete_chunks_for_url($source_url, $bot_id); |
| 609 |
if (is_wp_error($delete_result)) { |
| 610 |
//error_log('[MXCHAT-CHUNK-DEBUG] Warning: Failed to delete existing chunks: ' . $delete_result->get_error_message()); |
| 611 |
// Continue anyway - we'll overwrite with upsert |
| 612 |
} |
| 613 |
|
| 614 |
// Split content into chunks |
| 615 |
$chunks = $chunker->chunk_text($content); |
| 616 |
$total_chunks = count($chunks); |
| 617 |
|
| 618 |
//error_log('[MXCHAT-CHUNK-DEBUG] Created ' . $total_chunks . ' chunks'); |
| 619 |
foreach ($chunks as $i => $chunk) { |
| 620 |
//error_log('[MXCHAT-CHUNK-DEBUG] Chunk ' . $i . ' length: ' . strlen($chunk) . ' chars, preview: ' . substr($chunk, 0, 100)); |
| 621 |
} |
| 622 |
|
| 623 |
//error_log('[MXCHAT-CHUNK] Split content into ' . $total_chunks . ' chunks'); |
| 624 |
|
| 625 |
if ($total_chunks === 0) { |
| 626 |
return new WP_Error('chunking_failed', 'Content could not be split into chunks'); |
| 627 |
} |
| 628 |
|
| 629 |
$errors = array(); |
| 630 |
$is_pinecone = self::is_pinecone_enabled_for_bot($bot_id); |
| 631 |
|
| 632 |
foreach ($chunks as $index => $chunk_text) { |
| 633 |
// Generate chunk metadata |
| 634 |
$chunk_metadata = MxChat_Chunker::create_chunk_metadata($index, $total_chunks, $source_url); |
| 635 |
|
| 636 |
// AI-Engine-style aliases so external consumers (Pinecone/Qdrant/Chroma) can rely on |
| 637 |
// a stable shorthand ('source'/'part_index'/'part_total') without parsing our internal names. |
| 638 |
$chunk_metadata['source'] = $source_url; |
| 639 |
$chunk_metadata['part_index'] = (int) $index; |
| 640 |
$chunk_metadata['part_total'] = (int) $total_chunks; |
| 641 |
|
| 642 |
/** |
| 643 |
* Filter the per-chunk metadata blob before it's written to the KB store. |
| 644 |
* |
| 645 |
* @param array $chunk_metadata Metadata array (source, part_index, part_total, chunk_index, total_chunks, source_url, parent_url_hash, document_type, ...). |
| 646 |
* @param string $chunk_text The chunk text being stored. |
| 647 |
* @param array $context ['bot_id' => string, 'content_type' => string, 'source_url' => string, 'part_index' => int, 'part_total' => int] |
| 648 |
* @return array Updated metadata array. |
| 649 |
*/ |
| 650 |
$chunk_metadata = apply_filters( |
| 651 |
'mxchat_embedding_chunk_metadata', |
| 652 |
$chunk_metadata, |
| 653 |
$chunk_text, |
| 654 |
array( |
| 655 |
'bot_id' => $bot_id, |
| 656 |
'content_type' => $content_type, |
| 657 |
'source_url' => $source_url, |
| 658 |
'part_index' => (int) $index, |
| 659 |
'part_total' => (int) $total_chunks, |
| 660 |
) |
| 661 |
); |
| 662 |
|
| 663 |
$chunk_vector_id = MxChat_Chunker::generate_chunk_vector_id($source_url, $index); |
| 664 |
|
| 665 |
//error_log('[MXCHAT-CHUNK] Processing chunk ' . ($index + 1) . '/' . $total_chunks . ' (ID: ' . $chunk_vector_id . ')'); |
| 666 |
|
| 667 |
// Generate embedding for this chunk |
| 668 |
$embedding_vector = self::generate_embedding($chunk_text, $api_key, $bot_id); |
| 669 |
|
| 670 |
if (!is_array($embedding_vector)) { |
| 671 |
$errors[] = new WP_Error('embedding_failed', 'Failed to generate embedding for chunk ' . $index); |
| 672 |
//error_log('[MXCHAT-CHUNK] Failed to generate embedding for chunk ' . $index); |
| 673 |
continue; |
| 674 |
} |
| 675 |
|
| 676 |
if ($is_pinecone) { |
| 677 |
// Store in Pinecone with chunk metadata |
| 678 |
$result = self::store_chunk_in_pinecone( |
| 679 |
$embedding_vector, |
| 680 |
$chunk_text, |
| 681 |
$source_url, |
| 682 |
$chunk_vector_id, |
| 683 |
$bot_id, |
| 684 |
$content_type, |
| 685 |
$chunk_metadata |
| 686 |
); |
| 687 |
} else { |
| 688 |
// Store in WordPress DB with chunk metadata |
| 689 |
$content_with_metadata = MxChat_Chunker::format_chunk_for_storage($chunk_text, $chunk_metadata); |
| 690 |
$embedding_vector_serialized = maybe_serialize($embedding_vector); |
| 691 |
|
| 692 |
$result = self::store_chunk_in_wordpress_db( |
| 693 |
$content_with_metadata, |
| 694 |
$source_url, |
| 695 |
$embedding_vector_serialized, |
| 696 |
$table_name, |
| 697 |
$content_type, |
| 698 |
$chunk_metadata |
| 699 |
); |
| 700 |
} |
| 701 |
|
| 702 |
if (is_wp_error($result)) { |
| 703 |
$errors[] = $result; |
| 704 |
//error_log('[MXCHAT-CHUNK] Failed to store chunk ' . $index . ': ' . $result->get_error_message()); |
| 705 |
} |
| 706 |
} |
| 707 |
|
| 708 |
if (count($errors) === $total_chunks) { |
| 709 |
return new WP_Error('chunking_failed', 'Failed to store any chunks'); |
| 710 |
} |
| 711 |
|
| 712 |
if (!empty($errors)) { |
| 713 |
//error_log('[MXCHAT-CHUNK] Completed with ' . count($errors) . ' errors out of ' . $total_chunks . ' chunks'); |
| 714 |
return new WP_Error('chunking_partial_failure', |
| 715 |
sprintf('Failed to store %d of %d chunks', count($errors), $total_chunks)); |
| 716 |
} |
| 717 |
|
| 718 |
//error_log('[MXCHAT-CHUNK] Successfully stored all ' . $total_chunks . ' chunks'); |
| 719 |
return true; |
| 720 |
} |
| 721 |
|
| 722 |
/** |
| 723 |
* Store a single chunk in Pinecone with chunk-specific metadata |
| 724 |
*/ |
| 725 |
private static function store_chunk_in_pinecone($embedding_vector, $chunk_text, $source_url, $vector_id, $bot_id, $content_type, $chunk_metadata) { |
| 726 |
// Get Pinecone configuration |
| 727 |
if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) { |
| 728 |
$pinecone_options = get_option('mxchat_pinecone_addon_options'); |
| 729 |
$api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? ''; |
| 730 |
$host = $pinecone_options['mxchat_pinecone_host'] ?? ''; |
| 731 |
$namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? ''; |
| 732 |
} else { |
| 733 |
$bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id); |
| 734 |
if (empty($bot_pinecone_config)) { |
| 735 |
$pinecone_options = get_option('mxchat_pinecone_addon_options'); |
| 736 |
$api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? ''; |
| 737 |
$host = $pinecone_options['mxchat_pinecone_host'] ?? ''; |
| 738 |
$namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? ''; |
| 739 |
} else { |
| 740 |
$api_key = $bot_pinecone_config['api_key'] ?? ''; |
| 741 |
$host = $bot_pinecone_config['host'] ?? ''; |
| 742 |
$namespace = $bot_pinecone_config['namespace'] ?? ''; |
| 743 |
} |
| 744 |
} |
| 745 |
|
| 746 |
if (empty($host) || empty($api_key)) { |
| 747 |
return new WP_Error('pinecone_config', 'Pinecone is not properly configured'); |
| 748 |
} |
| 749 |
|
| 750 |
$api_endpoint = "https://{$host}/vectors/upsert"; |
| 751 |
|
| 752 |
// Build metadata with chunk information |
| 753 |
$metadata = array( |
| 754 |
'text' => $chunk_text, |
| 755 |
'source_url' => $source_url, |
| 756 |
'type' => $content_type, |
| 757 |
'is_chunked' => true, |
| 758 |
'chunk_index' => $chunk_metadata['chunk_index'], |
| 759 |
'total_chunks' => $chunk_metadata['total_chunks'], |
| 760 |
'parent_url_hash' => $chunk_metadata['parent_url_hash'], |
| 761 |
'last_updated' => time(), |
| 762 |
'created_at' => time(), |
| 763 |
'bot_id' => $bot_id, |
| 764 |
); |
| 765 |
|
| 766 |
$vector_data = array( |
| 767 |
'id' => $vector_id, |
| 768 |
'values' => $embedding_vector, |
| 769 |
'metadata' => $metadata |
| 770 |
); |
| 771 |
|
| 772 |
$request_body = array( |
| 773 |
'vectors' => array($vector_data) |
| 774 |
); |
| 775 |
|
| 776 |
if (!empty($namespace)) { |
| 777 |
$request_body['namespace'] = $namespace; |
| 778 |
} |
| 779 |
|
| 780 |
$response = wp_remote_post($api_endpoint, array( |
| 781 |
'headers' => array( |
| 782 |
'Api-Key' => $api_key, |
| 783 |
'accept' => 'application/json', |
| 784 |
'content-type' => 'application/json' |
| 785 |
), |
| 786 |
'body' => wp_json_encode($request_body), |
| 787 |
'timeout' => 30 |
| 788 |
)); |
| 789 |
|
| 790 |
if (is_wp_error($response)) { |
| 791 |
return $response; |
| 792 |
} |
| 793 |
|
| 794 |
$response_code = wp_remote_retrieve_response_code($response); |
| 795 |
if ($response_code !== 200) { |
| 796 |
return new WP_Error('pinecone_api', 'Pinecone API error: HTTP ' . $response_code); |
| 797 |
} |
| 798 |
|
| 799 |
return true; |
| 800 |
} |
| 801 |
|
| 802 |
/** |
| 803 |
* Store a single chunk in WordPress database |
| 804 |
*/ |
| 805 |
private static function store_chunk_in_wordpress_db($content_with_metadata, $source_url, $embedding_vector_serialized, $table_name, $content_type, $chunk_metadata) { |
| 806 |
global $wpdb; |
| 807 |
|
| 808 |
// For chunks, we always insert new rows (no duplicate checking) |
| 809 |
// The URL includes chunk info in the metadata, but source_url stays the same for grouping |
| 810 |
$result = $wpdb->insert( |
| 811 |
$table_name, |
| 812 |
array( |
| 813 |
'url' => $source_url, |
| 814 |
'article_content' => $content_with_metadata, |
| 815 |
'embedding_vector' => $embedding_vector_serialized, |
| 816 |
'source_url' => $source_url, |
| 817 |
'content_type' => $content_type, |
| 818 |
'timestamp' => current_time('mysql') |
| 819 |
), |
| 820 |
array('%s', '%s', '%s', '%s', '%s', '%s') |
| 821 |
); |
| 822 |
|
| 823 |
if ($result === false) { |
| 824 |
return new WP_Error('database_failed', 'Failed to insert chunk: ' . $wpdb->last_error); |
| 825 |
} |
| 826 |
|
| 827 |
return true; |
| 828 |
} |
| 829 |
|
| 830 |
/** |
| 831 |
* Delete all chunks for a given URL |
| 832 |
* |
| 833 |
* @param string $source_url The source URL |
| 834 |
* @param string $bot_id The bot ID |
| 835 |
* @return bool|WP_Error True on success, WP_Error on failure |
| 836 |
*/ |
| 837 |
public static function delete_chunks_for_url($source_url, $bot_id = 'default') { |
| 838 |
//error_log('[MXCHAT-CHUNK-DELETE] Deleting chunks for URL: ' . $source_url); |
| 839 |
|
| 840 |
if (self::is_pinecone_enabled_for_bot($bot_id)) { |
| 841 |
return self::delete_pinecone_chunks_by_url($source_url, $bot_id); |
| 842 |
} else { |
| 843 |
return self::delete_wordpress_chunks_by_url($source_url); |
| 844 |
} |
| 845 |
} |
| 846 |
|
| 847 |
/** |
| 848 |
* Delete all chunks for a URL from Pinecone |
| 849 |
*/ |
| 850 |
private static function delete_pinecone_chunks_by_url($source_url, $bot_id) { |
| 851 |
// Get Pinecone configuration |
| 852 |
if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) { |
| 853 |
$pinecone_options = get_option('mxchat_pinecone_addon_options'); |
| 854 |
$api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? ''; |
| 855 |
$host = $pinecone_options['mxchat_pinecone_host'] ?? ''; |
| 856 |
$namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? ''; |
| 857 |
} else { |
| 858 |
$bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id); |
| 859 |
if (empty($bot_pinecone_config)) { |
| 860 |
$pinecone_options = get_option('mxchat_pinecone_addon_options'); |
| 861 |
$api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? ''; |
| 862 |
$host = $pinecone_options['mxchat_pinecone_host'] ?? ''; |
| 863 |
$namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? ''; |
| 864 |
} else { |
| 865 |
$api_key = $bot_pinecone_config['api_key'] ?? ''; |
| 866 |
$host = $bot_pinecone_config['host'] ?? ''; |
| 867 |
$namespace = $bot_pinecone_config['namespace'] ?? ''; |
| 868 |
} |
| 869 |
} |
| 870 |
|
| 871 |
if (empty($host) || empty($api_key)) { |
| 872 |
return new WP_Error('pinecone_config', 'Pinecone is not properly configured'); |
| 873 |
} |
| 874 |
|
| 875 |
$base_vector_id = md5($source_url); |
| 876 |
$vectors_to_delete = array(); |
| 877 |
|
| 878 |
// Add the original single-vector ID (for non-chunked content) |
| 879 |
$vectors_to_delete[] = $base_vector_id; |
| 880 |
|
| 881 |
// Pinecone /vectors/list is a GET endpoint with query-string parameters; a POST here returns a |
| 882 |
// non-200 silently and we end up only deleting the base vector, leaving chunks orphaned. |
| 883 |
$query_params = array( |
| 884 |
'prefix' => $base_vector_id . '_chunk_', |
| 885 |
'limit' => 100, |
| 886 |
); |
| 887 |
if (!empty($namespace)) { |
| 888 |
$query_params['namespace'] = $namespace; |
| 889 |
} |
| 890 |
|
| 891 |
$list_url = "https://{$host}/vectors/list?" . http_build_query($query_params); |
| 892 |
|
| 893 |
// Paginate in case a URL has more than 100 chunks. |
| 894 |
do { |
| 895 |
$list_response = wp_remote_get($list_url, array( |
| 896 |
'headers' => array( |
| 897 |
'Api-Key' => $api_key, |
| 898 |
'accept' => 'application/json', |
| 899 |
), |
| 900 |
'timeout' => 30, |
| 901 |
)); |
| 902 |
|
| 903 |
if (is_wp_error($list_response) || wp_remote_retrieve_response_code($list_response) !== 200) { |
| 904 |
break; |
| 905 |
} |
| 906 |
|
| 907 |
$list_data = json_decode(wp_remote_retrieve_body($list_response), true); |
| 908 |
if (!empty($list_data['vectors'])) { |
| 909 |
foreach ($list_data['vectors'] as $vector) { |
| 910 |
if (isset($vector['id'])) { |
| 911 |
$vectors_to_delete[] = $vector['id']; |
| 912 |
} |
| 913 |
} |
| 914 |
} |
| 915 |
|
| 916 |
$next_token = $list_data['pagination']['next'] ?? ''; |
| 917 |
if (empty($next_token)) { |
| 918 |
break; |
| 919 |
} |
| 920 |
|
| 921 |
$query_params['paginationToken'] = $next_token; |
| 922 |
$list_url = "https://{$host}/vectors/list?" . http_build_query($query_params); |
| 923 |
} while (true); |
| 924 |
|
| 925 |
if (empty($vectors_to_delete)) { |
| 926 |
//error_log('[MXCHAT-CHUNK-DELETE] No vectors found to delete'); |
| 927 |
return true; |
| 928 |
} |
| 929 |
|
| 930 |
//error_log('[MXCHAT-CHUNK-DELETE] Deleting ' . count($vectors_to_delete) . ' vectors from Pinecone'); |
| 931 |
|
| 932 |
// Delete vectors |
| 933 |
$delete_url = "https://{$host}/vectors/delete"; |
| 934 |
|
| 935 |
$delete_body = array( |
| 936 |
'ids' => $vectors_to_delete |
| 937 |
); |
| 938 |
|
| 939 |
if (!empty($namespace)) { |
| 940 |
$delete_body['namespace'] = $namespace; |
| 941 |
} |
| 942 |
|
| 943 |
$delete_response = wp_remote_post($delete_url, array( |
| 944 |
'headers' => array( |
| 945 |
'Api-Key' => $api_key, |
| 946 |
'accept' => 'application/json', |
| 947 |
'content-type' => 'application/json' |
| 948 |
), |
| 949 |
'body' => wp_json_encode($delete_body), |
| 950 |
'timeout' => 30 |
| 951 |
)); |
| 952 |
|
| 953 |
if (is_wp_error($delete_response)) { |
| 954 |
return $delete_response; |
| 955 |
} |
| 956 |
|
| 957 |
$response_code = wp_remote_retrieve_response_code($delete_response); |
| 958 |
if ($response_code !== 200) { |
| 959 |
return new WP_Error('pinecone_delete', 'Failed to delete vectors: HTTP ' . $response_code); |
| 960 |
} |
| 961 |
|
| 962 |
return true; |
| 963 |
} |
| 964 |
|
| 965 |
/** |
| 966 |
* Delete all chunks for a URL from WordPress database |
| 967 |
*/ |
| 968 |
private static function delete_wordpress_chunks_by_url($source_url) { |
| 969 |
global $wpdb; |
| 970 |
$table_name = $wpdb->prefix . 'mxchat_system_prompt_content'; |
| 971 |
|
| 972 |
// Delete all rows with this source_url (handles both chunked and non-chunked) |
| 973 |
$result = $wpdb->delete( |
| 974 |
$table_name, |
| 975 |
array('source_url' => $source_url), |
| 976 |
array('%s') |
| 977 |
); |
| 978 |
|
| 979 |
if ($result === false) { |
| 980 |
return new WP_Error('database_delete', 'Failed to delete chunks: ' . $wpdb->last_error); |
| 981 |
} |
| 982 |
|
| 983 |
//error_log('[MXCHAT-CHUNK-DELETE] Deleted ' . $result . ' rows from WordPress DB'); |
| 984 |
return true; |
| 985 |
} |
| 986 |
} |
