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MxChat – AI Chatbot & Content Generation for WordPress / 2.4.6
MxChat – AI Chatbot & Content Generation for WordPress v2.4.6
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← All changes | includes/class-mxchat-utils.php +487 -901 3.2.12.4.6 View file →
@@ -1,902 +1,488 @@
1 -<?php
2 -if (!defined('ABSPATH')) {
3 - exit; // Exit if accessed directly
4 -}
5 -
6 -class MxChat_Utils {
7 -
8 -/**
9 - * UPDATED: Submit or update content (and its embedding) in the database.
10 - * Stores in Pinecone if enabled, otherwise stores in WordPress DB.
11 - *
12 - * @param string $content The content to be embedded.
13 - * @param string $source_url The source URL of the content.
14 - * @param string $api_key The API key used for generating embeddings.
15 - * @param string $vector_id Optional vector ID for Pinecone (if not provided, will use md5 of URL)
16 - * @param string $bot_id The bot ID for multi-bot support
17 - * @param string $content_type The type of content (post, page, pdf, url, manual, product, etc.)
18 - * @return bool|WP_Error True on success, WP_Error on failure
19 - */
20 -public static function submit_content_to_db($content, $source_url, $api_key, $vector_id = null, $bot_id = 'default', $content_type = 'content') {
21 - global $wpdb;
22 - $table_name = $wpdb->prefix . 'mxchat_system_prompt_content';
23 -
24 - //error_log('[MXCHAT-DB] Starting database submission for URL: ' . $source_url . ' (Bot: ' . $bot_id . ', Type: ' . $content_type . ')');
25 - //error_log('[MXCHAT-DB] Content length: ' . strlen($content) . ' bytes');
26 -
27 - // Sanitize the source URL
28 - $source_url = esc_url_raw($source_url);
29 -
30 - // Sanitize content_type
31 - $content_type = sanitize_key($content_type);
32 - if (empty($content_type)) {
33 - $content_type = 'content'; // Fallback for backwards compatibility
34 - }
35 -
36 - // Just ensure UTF-8 validity without aggressive escaping
37 - $safe_content = wp_check_invalid_utf8($content);
38 - // Remove only null bytes and other control characters, but preserve newlines (\n = \x0A) and carriage returns (\r = \x0D)
39 - $safe_content = preg_replace('/[\x00-\x08\x0B\x0C\x0E-\x1F\x7F]/u', '', $safe_content);
40 -
41 - // Check if chunking should be applied
42 - $chunker = MxChat_Chunker::from_settings();
43 - if ($chunker->should_chunk($safe_content)) {
44 - //error_log('[MXCHAT-DB] Content exceeds chunk threshold, using chunked submission');
45 - return self::submit_chunked_content($safe_content, $source_url, $api_key, $bot_id, $content_type, $chunker);
46 - }
47 -
48 - // UPDATED: Generate the embedding using bot-specific configuration
49 - $embedding_vector = self::generate_embedding($content, $api_key, $bot_id);
50 -
51 - if (!is_array($embedding_vector)) {
52 - //error_log('[MXCHAT-DB] Error: Embedding generation failed');
53 - return new WP_Error('embedding_failed', 'Failed to generate embedding for content');
54 - }
55 -
56 - //error_log('[MXCHAT-DB] Embedding generated successfully');
57 -
58 - // UPDATED: Check if Pinecone is enabled for this specific bot
59 - if (self::is_pinecone_enabled_for_bot($bot_id)) {
60 - //error_log('[MXCHAT-DB] Pinecone is enabled for bot ' . $bot_id . ' - using Pinecone storage');
61 - // Store in Pinecone only
62 - return self::store_in_pinecone_only($embedding_vector, $content, $source_url, $vector_id, $bot_id, $content_type);
63 - } else {
64 - //error_log('[MXCHAT-DB] Pinecone not enabled for bot ' . $bot_id . ' - using WordPress storage');
65 - // Store in WordPress database only
66 - $embedding_vector_serialized = maybe_serialize($embedding_vector);
67 - return self::store_in_wordpress_db($safe_content, $source_url, $embedding_vector_serialized, $table_name, $content_type);
68 - }
69 -}
70 -
71 -/**
72 - * UPDATED: Check if Pinecone is enabled and properly configured for a specific bot
73 - */
74 -private static function is_pinecone_enabled_for_bot($bot_id = 'default') {
75 - // For default bot or when multi-bot is not active, use original method
76 - if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) {
77 - return self::is_pinecone_enabled();
78 - }
79 -
80 - // Get bot-specific Pinecone configuration
81 - $bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id);
82 -
83 - if (empty($bot_pinecone_config)) {
84 - // Fallback to default configuration
85 - return self::is_pinecone_enabled();
86 - }
87 -
88 - $enabled_check = !empty($bot_pinecone_config['use_pinecone']) && $bot_pinecone_config['use_pinecone'];
89 - $api_key_check = !empty($bot_pinecone_config['api_key']);
90 - $host_check = !empty($bot_pinecone_config['host']);
91 -
92 - return $enabled_check && $api_key_check && $host_check;
93 -}
94 -
95 -/**
96 - * Check if Pinecone is enabled and properly configured (original method for default bot)
97 - */
98 -private static function is_pinecone_enabled() {
99 - $pinecone_options = get_option('mxchat_pinecone_addon_options');
100 -
101 - if (empty($pinecone_options)) {
102 - return false;
103 - }
104 -
105 - $enabled_check = !empty($pinecone_options['mxchat_use_pinecone']) && $pinecone_options['mxchat_use_pinecone'] !== '0';
106 - $api_key_check = !empty($pinecone_options['mxchat_pinecone_api_key']);
107 - $host_check = !empty($pinecone_options['mxchat_pinecone_host']);
108 -
109 - return $enabled_check && $api_key_check && $host_check;
110 -}
111 -
112 -/**
113 - * UPDATED: Store content in Pinecone only with bot support
114 - */
115 -private static function store_in_pinecone_only($embedding_vector, $content, $source_url, $vector_id = null, $bot_id = 'default', $content_type = 'content') {
116 - //error_log('[MXCHAT-PINECONE] ===== Using Pinecone-only storage for bot ' . $bot_id . ' =====');
117 -
118 - // Get bot-specific Pinecone configuration
119 - if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) {
120 - $pinecone_options = get_option('mxchat_pinecone_addon_options');
121 - $api_key = $pinecone_options['mxchat_pinecone_api_key'];
122 - $environment = $pinecone_options['mxchat_pinecone_environment'] ?? '';
123 - $index_name = $pinecone_options['mxchat_pinecone_index'] ?? '';
124 - $namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? '';
125 - } else {
126 - $bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id);
127 - if (empty($bot_pinecone_config)) {
128 - // Fallback to default configuration
129 - $pinecone_options = get_option('mxchat_pinecone_addon_options');
130 - $api_key = $pinecone_options['mxchat_pinecone_api_key'];
131 - $environment = $pinecone_options['mxchat_pinecone_environment'] ?? '';
132 - $index_name = $pinecone_options['mxchat_pinecone_index'] ?? '';
133 - $namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? '';
134 - } else {
135 - $api_key = $bot_pinecone_config['api_key'];
136 - $environment = ''; // Not used in new Pinecone API
137 - $index_name = ''; // Not used in new Pinecone API
138 - $namespace = $bot_pinecone_config['namespace'] ?? '';
139 - }
140 - }
141 -
142 - $result = self::store_in_pinecone_main(
143 - $embedding_vector,
144 - $content,
145 - $source_url,
146 - $api_key,
147 - $environment,
148 - $index_name,
149 - $vector_id,
150 - $bot_id,
151 - $namespace,
152 - $content_type
153 - );
154 -
155 - if (is_wp_error($result)) {
156 - //error_log('[MXCHAT-PINECONE] Pinecone storage failed for bot ' . $bot_id . ': ' . $result->get_error_message());
157 - return $result;
158 - }
159 -
160 - //error_log('[MXCHAT-PINECONE] Pinecone storage completed successfully for bot ' . $bot_id);
161 - return true;
162 -}
163 -
164 -/**
165 - * Store content in WordPress database with progressive fallback
166 - * UPDATED 2.5.6: Now includes content_type parameter
167 - */
168 -private static function store_in_wordpress_db($safe_content, $source_url, $embedding_vector_serialized, $table_name, $content_type = 'content') {
169 - global $wpdb;
170 -
171 - //error_log('[MXCHAT-DB] ===== Using WordPress-only storage =====');
172 -
173 - // Sanitize content_type
174 - $content_type = sanitize_key($content_type);
175 - if (empty($content_type)) {
176 - $content_type = 'content'; // Fallback for backwards compatibility
177 - }
178 -
179 - // ===== FIXED: Generate unique identifier for manual content =====
180 - $original_source_url = $source_url;
181 - // Check if this is truly manual content (no URL at all) vs a real URL that filter_var rejects
182 - // filter_var(FILTER_VALIDATE_URL) rejects valid URLs with encoded chars, non-ASCII, fragments, etc.
183 - // Use a looser check: if it starts with http(s):// or has a scheme, it's a URL
184 - $has_url_scheme = !empty($source_url) && preg_match('#^https?://#i', $source_url);
185 - // Treat legacy mxchat.ai source URLs as manual — old bug assigned the site URL to manual entries
186 - $is_legacy_mxchat_url = $has_url_scheme && strpos($source_url, 'mxchat.ai') !== false;
187 - $is_manual_content = empty($source_url) || $source_url === '' || !$has_url_scheme || $is_legacy_mxchat_url;
188 -
189 - if ($is_manual_content) {
190 - // Generate unique identifier for manual content to prevent overwrites
191 - $source_url = 'mxchat://manual-content/' . time() . '-' . wp_generate_password(8, false);
192 - //error_log('[MXCHAT-DB] Generated unique ID for manual content: ' . $source_url);
193 - }
194 -
195 - // Only check for duplicates if we have a valid source URL (not manual content)
196 - $existing_id = null;
197 - if (!$is_manual_content) {
198 - $existing_id = $wpdb->get_var(
199 - $wpdb->prepare(
200 - "SELECT id FROM {$table_name} WHERE source_url = %s LIMIT 1",
201 - $source_url
202 - )
203 - );
204 - //error_log('[MXCHAT-DB] Checked for existing URL, found ID: ' . ($existing_id ?: 'none'));
205 - } else {
206 - //error_log('[MXCHAT-DB] Manual content - will create new entry (no duplicate check)');
207 - }
208 - // ===== END FIX =====
209 -
210 - // Progressive fallback mechanism for problematic content
211 - $attempt = 1;
212 - $max_attempts = 3;
213 - $current_content = $safe_content;
214 - $result = false;
215 -
216 - while ($attempt <= $max_attempts && $result === false) {
217 - try {
218 - if ($existing_id) {
219 - //error_log('[MXCHAT-DB] Found existing entry (ID: ' . $existing_id . '). Updating... (Attempt ' . $attempt . ')');
220 -
221 - // Update the existing row - UPDATED 2.5.6: Added content_type
222 - $result = $wpdb->update(
223 - $table_name,
224 - array(
225 - 'url' => $source_url,
226 - 'article_content' => $current_content,
227 - 'embedding_vector' => $embedding_vector_serialized,
228 - 'source_url' => $source_url,
229 - 'content_type' => $content_type,
230 - 'timestamp' => current_time('mysql'),
231 - ),
232 - array('id' => $existing_id),
233 - array('%s','%s','%s','%s','%s','%s'),
234 - array('%d')
235 - );
236 - } else {
237 - //error_log('[MXCHAT-DB] No existing entry found. Inserting new row... (Attempt ' . $attempt . ')');
238 - //error_log('[MXCHAT-DB] Content sample: ' . substr($current_content, 0, 1000));
239 -
240 - // Insert a new row - UPDATED 2.5.6: Added content_type
241 - $result = $wpdb->insert(
242 - $table_name,
243 - array(
244 - 'url' => $source_url, // Now unique for manual content
245 - 'article_content' => $current_content,
246 - 'embedding_vector' => $embedding_vector_serialized,
247 - 'source_url' => $source_url, // Now unique for manual content
248 - 'content_type' => $content_type,
249 - 'timestamp' => current_time('mysql'),
250 - ),
251 - array('%s','%s','%s','%s','%s','%s')
252 - );
253 - }
254 -
255 - if ($result === false) {
256 - //error_log('[MXCHAT-DB] Database operation failed (Attempt ' . $attempt . ')');
257 - //error_log('[MXCHAT-DB] MySQL Error: ' . $wpdb->last_error);
258 - //error_log('[MXCHAT-DB] MySQL Error Number: ' . $wpdb->last_errno);
259 - //error_log('[MXCHAT-DB] Last Query: ' . substr($wpdb->last_query, 0, 500));
260 - //error_log('[MXCHAT-DB] Content length: ' . strlen($current_content) . ' bytes');
261 - //error_log('[MXCHAT-DB] Embedding vector length: ' . strlen($embedding_vector_serialized) . ' bytes');
262 -
263 - // Progressively apply more aggressive sanitization on failure
264 - if ($attempt === 1) {
265 - // First fallback: Use a more aggressive character filter and shorten
266 - $current_content = preg_replace('/[^\p{L}\p{N}\s.,;:!?()-]/u', '', $current_content);
267 - $current_content = substr($current_content, 0, 50000);
268 - } else if ($attempt === 2) {
269 - // Second fallback: Keep only alphanumeric and basic punctuation, shorten further
270 - $current_content = preg_replace('/[^a-zA-Z0-9\s.,;:!?()-]/u', '', $current_content);
271 - $current_content = substr($current_content, 0, 30000);
272 - }
273 -
274 - $attempt++;
275 - }
276 - } catch (Exception $e) {
277 - //error_log('[MXCHAT-DB] Exception during database operation: ' . $e->getMessage());
278 - $attempt++;
279 - }
280 - }
281 -
282 -if ($result === false) {
283 - //error_log('[MXCHAT-DB] All database operation attempts failed');
284 - //error_log('[MXCHAT-DB] Final MySQL Error: ' . $wpdb->last_error);
285 -
286 - $detailed_error = sprintf(
287 - 'Failed to store content in WordPress database after %d attempts. MySQL Error: %s (Error #%d). Content size: %d bytes, Embedding size: %d bytes',
288 - $max_attempts,
289 - $wpdb->last_error,
290 - $wpdb->last_errno,
291 - strlen($current_content),
292 - strlen($embedding_vector_serialized)
293 - );
294 -
295 - return new WP_Error('database_failed', $detailed_error);
296 -}
297 -
298 - //error_log('[MXCHAT-DB] WordPress database operation completed successfully (Attempt ' . ($attempt - 1) . ')');
299 - return true;
300 -}
301 -
302 -/**
303 - * UPDATED: Store content in Pinecone database with bot support
304 - * UPDATED 2.5.6: Now accepts content_type parameter
305 - */
306 -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') {
307 - //error_log('[MXCHAT-PINECONE-MAIN] ===== Starting Pinecone storage for bot ' . $bot_id . ' =====');
308 -
309 - // ===== UPDATED: Handle manual content with unique vector IDs =====
310 - if ($vector_id) {
311 - // Use provided vector ID
312 - //error_log('[MXCHAT-PINECONE-MAIN] Using provided vector ID: ' . $vector_id);
313 - } elseif (!empty($url) && preg_match('#^https?://#i', $url)) {
314 - // For URLs, use URL-based ID (existing behavior)
315 - $vector_id = md5($url);
316 - //error_log('[MXCHAT-PINECONE-MAIN] Generated vector ID from URL: ' . $vector_id);
317 - } else {
318 - // For manual content (empty/no URL scheme), generate unique ID
319 - $vector_id = 'manual_' . time() . '_' . substr(md5($content . microtime(true)), 0, 8);
320 - //error_log('[MXCHAT-PINECONE-MAIN] Generated unique vector ID for manual content: ' . $vector_id);
321 - }
322 - // ===== END UPDATE =====
323 -
324 - // Get host from bot-specific config or fallback to default
325 - if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) {
326 - $options = get_option('mxchat_pinecone_addon_options');
327 - $host = $options['mxchat_pinecone_host'] ?? '';
328 - } else {
329 - $bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id);
330 - if (!empty($bot_pinecone_config)) {
331 - $host = $bot_pinecone_config['host'] ?? '';
332 - } else {
333 - $options = get_option('mxchat_pinecone_addon_options');
334 - $host = $options['mxchat_pinecone_host'] ?? '';
335 - }
336 - }
337 -
338 - //error_log('[MXCHAT-PINECONE-MAIN] Host: ' . $host);
339 - //error_log('[MXCHAT-PINECONE-MAIN] API key length: ' . strlen($api_key));
340 - //error_log('[MXCHAT-PINECONE-MAIN] Bot ID: ' . $bot_id);
341 - //error_log('[MXCHAT-PINECONE-MAIN] Namespace: ' . $namespace);
342 -
343 - if (empty($host)) {
344 - //error_log('[MXCHAT-PINECONE-MAIN] ERROR: Host is empty');
345 - return new WP_Error('pinecone_config', 'Pinecone host is not configured. Please set the host in your bot settings.');
346 - }
347 -
348 - // ===== UPDATED 2.5.6: Use passed content_type or determine from URL if not provided =====
349 - // Sanitize content_type
350 - $content_type = sanitize_key($content_type);
351 - if (empty($content_type)) {
352 - // Fallback to old detection logic for backwards compatibility
353 - $is_product = false;
354 - $content_type = 'manual'; // Default for manual content
355 -
356 - if (!empty($url) && preg_match('#^https?://#i', $url)) {
357 - $is_product = (strpos($url, '/product/') !== false || strpos($url, '/shop/') !== false);
358 - $content_type = $is_product ? 'product' : 'content';
359 - }
360 - }
361 -
362 - //error_log('[MXCHAT-PINECONE-MAIN] Content type: ' . $content_type);
363 - // ===== END UPDATE =====
364 -
365 - $api_endpoint = "https://{$host}/vectors/upsert";
366 - //error_log('[MXCHAT-PINECONE-MAIN] API endpoint: ' . $api_endpoint);
367 -
368 - // UPDATED 2.5.6: Use provided content_type in metadata
369 - $metadata = array(
370 - 'text' => $content,
371 - 'source_url' => $url, // Can be empty for manual content
372 - 'type' => $content_type, // Now supports: post, page, pdf, url, manual, product, etc.
373 - 'last_updated' => time(),
374 - 'created_at' => time(), // Add creation timestamp
375 - 'bot_id' => $bot_id // Add bot identification
376 - );
377 -
378 - $vector_data = array(
379 - 'id' => $vector_id,
380 - 'values' => $embedding_vector,
381 - 'metadata' => $metadata
382 - );
383 -
384 - $request_body = array(
385 - 'vectors' => array($vector_data)
386 - );
387 -
388 - // Add namespace if specified for multi-bot separation
389 - if (!empty($namespace)) {
390 - $request_body['namespace'] = $namespace;
391 - //error_log('[MXCHAT-PINECONE-MAIN] Using namespace: ' . $namespace);
392 - }
393 -
394 - //error_log('[MXCHAT-PINECONE-MAIN] Request body prepared (embedding dimensions: ' . count($embedding_vector) . ')');
395 -
396 - $response = wp_remote_post($api_endpoint, array(
397 - 'headers' => array(
398 - 'Api-Key' => $api_key,
399 - 'accept' => 'application/json',
400 - 'content-type' => 'application/json'
401 - ),
402 - 'body' => wp_json_encode($request_body),
403 - 'timeout' => 30,
404 - 'data_format' => 'body'
405 - ));
406 -
407 - if (is_wp_error($response)) {
408 - //error_log('[MXCHAT-PINECONE-MAIN] WordPress request error: ' . $response->get_error_message());
409 - return new WP_Error('pinecone_request', $response->get_error_message());
410 - }
411 -
412 - $response_code = wp_remote_retrieve_response_code($response);
413 - //error_log('[MXCHAT-PINECONE-MAIN] Response code: ' . $response_code);
414 -
415 - if ($response_code !== 200) {
416 - $body = wp_remote_retrieve_body($response);
417 - //error_log('[MXCHAT-PINECONE-MAIN] API error - Response body: ' . $body);
418 - return new WP_Error('pinecone_api', sprintf(
419 - 'Pinecone API error (HTTP %d): %s',
420 - $response_code,
421 - $body
422 - ));
423 - }
424 -
425 - $response_body = wp_remote_retrieve_body($response);
426 - //error_log('[MXCHAT-PINECONE-MAIN] Success response: ' . $response_body);
427 - //error_log('[MXCHAT-PINECONE-MAIN] Successfully stored in Pinecone for bot ' . $bot_id);
428 - //error_log('[MXCHAT-PINECONE-MAIN] ===== Pinecone storage complete =====');
429 -
430 - return true;
431 -}
432 -
433 -/**
434 - * UPDATED: Generate an embedding for the given text using bot-specific configuration.
435 - *
436 - * @param string $text The text to be embedded.
437 - * @param string $api_key The API key used for generating embeddings.
438 - * @param string $bot_id The bot ID for multi-bot support
439 - * @return array|null The embedding vector or null on failure.
440 - */
441 -private static function generate_embedding($text, $api_key, $bot_id = 'default') {
442 - // Get bot-specific options
443 - if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) {
444 - $options = get_option('mxchat_options');
445 - } else {
446 - $bot_options = apply_filters('mxchat_get_bot_options', array(), $bot_id);
447 - $options = !empty($bot_options) ? $bot_options : get_option('mxchat_options');
448 - }
449 -
450 - $selected_model = $options['embedding_model'] ?? 'text-embedding-ada-002';
451 -
452 - // Determine endpoint and API key based on model
453 - if (strpos($selected_model, 'voyage') === 0) {
454 - $endpoint = 'https://api.voyageai.com/v1/embeddings';
455 - $api_key = $options['voyage_api_key'] ?? '';
456 - } elseif (strpos($selected_model, 'gemini-embedding') === 0) {
457 - $endpoint = 'https://generativelanguage.googleapis.com/v1beta/models/' . $selected_model . ':embedContent';
458 - $api_key = $options['gemini_api_key'] ?? '';
459 - } else {
460 - $endpoint = 'https://api.openai.com/v1/embeddings';
461 - // Use the bot-specific API key or fallback to passed API key
462 - $api_key = $options['api_key'] ?? $api_key;
463 - }
464 -
465 - // Prepare request body based on provider
466 - if (strpos($selected_model, 'gemini-embedding') === 0) {
467 - // Gemini API format
468 - $request_body = [
469 - 'model' => 'models/' . $selected_model,
470 - 'content' => [
471 - 'parts' => [
472 - ['text' => $text]
473 - ]
474 - ],
475 - 'outputDimensionality' => 1536
476 - ];
477 -
478 - // Prepare headers for Gemini (API key as query parameter)
479 - $endpoint .= '?key=' . $api_key;
480 - $headers = [
481 - 'Content-Type' => 'application/json'
482 - ];
483 - } else {
484 - // OpenAI/Voyage API format
485 - $request_body = [
486 - 'input' => $text,
487 - 'model' => $selected_model
488 - ];
489 -
490 - // Add output_dimension for voyage-3-large
491 - if ($selected_model === 'voyage-3-large') {
492 - $request_body['output_dimension'] = 2048;
493 - }
494 -
495 - // Prepare headers for OpenAI/Voyage
496 - $headers = [
497 - 'Content-Type' => 'application/json',
498 - 'Authorization' => 'Bearer ' . $api_key
499 - ];
500 - }
501 -
502 - $args = [
503 - 'body' => wp_json_encode($request_body),
504 - 'headers' => $headers,
505 - 'timeout' => 60,
506 - 'redirection' => 5,
507 - 'blocking' => true,
508 - 'httpversion' => '1.0',
509 - 'sslverify' => true,
510 - ];
511 -
512 - $response = wp_remote_post($endpoint, $args);
513 -
514 - if (is_wp_error($response)) {
515 - //error_log('Error generating embedding for bot ' . $bot_id . ': ' . $response->get_error_message());
516 - return null;
517 - }
518 -
519 - $response_body = json_decode(wp_remote_retrieve_body($response), true);
520 -
521 - // Handle different response formats based on provider
522 - if (strpos($selected_model, 'gemini-embedding') === 0) {
523 - // Gemini API response format
524 - if (isset($response_body['embedding']['values']) && is_array($response_body['embedding']['values'])) {
525 - return $response_body['embedding']['values'];
526 - } else {
527 - //error_log('Invalid response received from Gemini embedding API for bot ' . $bot_id . ': ' . wp_json_encode($response_body));
528 - return null;
529 - }
530 - } else {
531 - // OpenAI/Voyage API response format
532 - if (isset($response_body['data'][0]['embedding']) && is_array($response_body['data'][0]['embedding'])) {
533 - return $response_body['data'][0]['embedding'];
534 - } else {
535 - //error_log('Invalid response received from embedding API for bot ' . $bot_id . ': ' . wp_json_encode($response_body));
536 - return null;
537 - }
538 - }
539 -}
540 -
541 -/**
542 - * Submit content as multiple chunks
543 - *
544 - * Splits large content into chunks, generates embeddings for each,
545 - * and stores them with chunk metadata for later reassembly.
546 - *
547 - * @param string $content The content to chunk and store
548 - * @param string $source_url The source URL
549 - * @param string $api_key The API key for embeddings
550 - * @param string $bot_id The bot ID
551 - * @param string $content_type The content type
552 - * @param MxChat_Chunker $chunker The chunker instance
553 - * @return bool|WP_Error True on success, WP_Error on failure
554 - */
555 -private static function submit_chunked_content($content, $source_url, $api_key, $bot_id, $content_type, $chunker) {
556 - global $wpdb;
557 - $table_name = $wpdb->prefix . 'mxchat_system_prompt_content';
558 -
559 - //error_log('[MXCHAT-CHUNK-DEBUG] Starting chunked submission for: ' . $source_url);
560 - //error_log('[MXCHAT-CHUNK-DEBUG] Content length: ' . strlen($content) . ' chars');
561 -
562 - // First, delete any existing chunks for this URL (clean slate)
563 - $delete_result = self::delete_chunks_for_url($source_url, $bot_id);
564 - if (is_wp_error($delete_result)) {
565 - //error_log('[MXCHAT-CHUNK-DEBUG] Warning: Failed to delete existing chunks: ' . $delete_result->get_error_message());
566 - // Continue anyway - we'll overwrite with upsert
567 - }
568 -
569 - // Split content into chunks
570 - $chunks = $chunker->chunk_text($content);
571 - $total_chunks = count($chunks);
572 -
573 - //error_log('[MXCHAT-CHUNK-DEBUG] Created ' . $total_chunks . ' chunks');
574 - foreach ($chunks as $i => $chunk) {
575 - //error_log('[MXCHAT-CHUNK-DEBUG] Chunk ' . $i . ' length: ' . strlen($chunk) . ' chars, preview: ' . substr($chunk, 0, 100));
576 - }
577 -
578 - //error_log('[MXCHAT-CHUNK] Split content into ' . $total_chunks . ' chunks');
579 -
580 - if ($total_chunks === 0) {
581 - return new WP_Error('chunking_failed', 'Content could not be split into chunks');
582 - }
583 -
584 - $errors = array();
585 - $is_pinecone = self::is_pinecone_enabled_for_bot($bot_id);
586 -
587 - foreach ($chunks as $index => $chunk_text) {
588 - // Generate chunk metadata
589 - $chunk_metadata = MxChat_Chunker::create_chunk_metadata($index, $total_chunks, $source_url);
590 - $chunk_vector_id = MxChat_Chunker::generate_chunk_vector_id($source_url, $index);
591 -
592 - //error_log('[MXCHAT-CHUNK] Processing chunk ' . ($index + 1) . '/' . $total_chunks . ' (ID: ' . $chunk_vector_id . ')');
593 -
594 - // Generate embedding for this chunk
595 - $embedding_vector = self::generate_embedding($chunk_text, $api_key, $bot_id);
596 -
597 - if (!is_array($embedding_vector)) {
598 - $errors[] = new WP_Error('embedding_failed', 'Failed to generate embedding for chunk ' . $index);
599 - //error_log('[MXCHAT-CHUNK] Failed to generate embedding for chunk ' . $index);
600 - continue;
601 - }
602 -
603 - if ($is_pinecone) {
604 - // Store in Pinecone with chunk metadata
605 - $result = self::store_chunk_in_pinecone(
606 - $embedding_vector,
607 - $chunk_text,
608 - $source_url,
609 - $chunk_vector_id,
610 - $bot_id,
611 - $content_type,
612 - $chunk_metadata
613 - );
614 - } else {
615 - // Store in WordPress DB with chunk metadata
616 - $content_with_metadata = MxChat_Chunker::format_chunk_for_storage($chunk_text, $chunk_metadata);
617 - $embedding_vector_serialized = maybe_serialize($embedding_vector);
618 -
619 - $result = self::store_chunk_in_wordpress_db(
620 - $content_with_metadata,
621 - $source_url,
622 - $embedding_vector_serialized,
623 - $table_name,
624 - $content_type,
625 - $chunk_metadata
626 - );
627 - }
628 -
629 - if (is_wp_error($result)) {
630 - $errors[] = $result;
631 - //error_log('[MXCHAT-CHUNK] Failed to store chunk ' . $index . ': ' . $result->get_error_message());
632 - }
633 - }
634 -
635 - if (count($errors) === $total_chunks) {
636 - return new WP_Error('chunking_failed', 'Failed to store any chunks');
637 - }
638 -
639 - if (!empty($errors)) {
640 - //error_log('[MXCHAT-CHUNK] Completed with ' . count($errors) . ' errors out of ' . $total_chunks . ' chunks');
641 - return new WP_Error('chunking_partial_failure',
642 - sprintf('Failed to store %d of %d chunks', count($errors), $total_chunks));
643 - }
644 -
645 - //error_log('[MXCHAT-CHUNK] Successfully stored all ' . $total_chunks . ' chunks');
646 - return true;
647 -}
648 -
649 -/**
650 - * Store a single chunk in Pinecone with chunk-specific metadata
651 - */
652 -private static function store_chunk_in_pinecone($embedding_vector, $chunk_text, $source_url, $vector_id, $bot_id, $content_type, $chunk_metadata) {
653 - // Get Pinecone configuration
654 - if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) {
655 - $pinecone_options = get_option('mxchat_pinecone_addon_options');
656 - $api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? '';
657 - $host = $pinecone_options['mxchat_pinecone_host'] ?? '';
658 - $namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? '';
659 - } else {
660 - $bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id);
661 - if (empty($bot_pinecone_config)) {
662 - $pinecone_options = get_option('mxchat_pinecone_addon_options');
663 - $api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? '';
664 - $host = $pinecone_options['mxchat_pinecone_host'] ?? '';
665 - $namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? '';
666 - } else {
667 - $api_key = $bot_pinecone_config['api_key'] ?? '';
668 - $host = $bot_pinecone_config['host'] ?? '';
669 - $namespace = $bot_pinecone_config['namespace'] ?? '';
670 - }
671 - }
672 -
673 - if (empty($host) || empty($api_key)) {
674 - return new WP_Error('pinecone_config', 'Pinecone is not properly configured');
675 - }
676 -
677 - $api_endpoint = "https://{$host}/vectors/upsert";
678 -
679 - // Build metadata with chunk information
680 - $metadata = array(
681 - 'text' => $chunk_text,
682 - 'source_url' => $source_url,
683 - 'type' => $content_type,
684 - 'is_chunked' => true,
685 - 'chunk_index' => $chunk_metadata['chunk_index'],
686 - 'total_chunks' => $chunk_metadata['total_chunks'],
687 - 'parent_url_hash' => $chunk_metadata['parent_url_hash'],
688 - 'last_updated' => time(),
689 - 'created_at' => time(),
690 - 'bot_id' => $bot_id
691 - );
692 -
693 - $vector_data = array(
694 - 'id' => $vector_id,
695 - 'values' => $embedding_vector,
696 - 'metadata' => $metadata
697 - );
698 -
699 - $request_body = array(
700 - 'vectors' => array($vector_data)
701 - );
702 -
703 - if (!empty($namespace)) {
704 - $request_body['namespace'] = $namespace;
705 - }
706 -
707 - $response = wp_remote_post($api_endpoint, array(
708 - 'headers' => array(
709 - 'Api-Key' => $api_key,
710 - 'accept' => 'application/json',
711 - 'content-type' => 'application/json'
712 - ),
713 - 'body' => wp_json_encode($request_body),
714 - 'timeout' => 30
715 - ));
716 -
717 - if (is_wp_error($response)) {
718 - return $response;
719 - }
720 -
721 - $response_code = wp_remote_retrieve_response_code($response);
722 - if ($response_code !== 200) {
723 - return new WP_Error('pinecone_api', 'Pinecone API error: HTTP ' . $response_code);
724 - }
725 -
726 - return true;
727 -}
728 -
729 -/**
730 - * Store a single chunk in WordPress database
731 - */
732 -private static function store_chunk_in_wordpress_db($content_with_metadata, $source_url, $embedding_vector_serialized, $table_name, $content_type, $chunk_metadata) {
733 - global $wpdb;
734 -
735 - // For chunks, we always insert new rows (no duplicate checking)
736 - // The URL includes chunk info in the metadata, but source_url stays the same for grouping
737 - $result = $wpdb->insert(
738 - $table_name,
739 - array(
740 - 'url' => $source_url,
741 - 'article_content' => $content_with_metadata,
742 - 'embedding_vector' => $embedding_vector_serialized,
743 - 'source_url' => $source_url,
744 - 'content_type' => $content_type,
745 - 'timestamp' => current_time('mysql')
746 - ),
747 - array('%s', '%s', '%s', '%s', '%s', '%s')
748 - );
749 -
750 - if ($result === false) {
751 - return new WP_Error('database_failed', 'Failed to insert chunk: ' . $wpdb->last_error);
752 - }
753 -
754 - return true;
755 -}
756 -
757 -/**
758 - * Delete all chunks for a given URL
759 - *
760 - * @param string $source_url The source URL
761 - * @param string $bot_id The bot ID
762 - * @return bool|WP_Error True on success, WP_Error on failure
763 - */
764 -public static function delete_chunks_for_url($source_url, $bot_id = 'default') {
765 - //error_log('[MXCHAT-CHUNK-DELETE] Deleting chunks for URL: ' . $source_url);
766 -
767 - if (self::is_pinecone_enabled_for_bot($bot_id)) {
768 - return self::delete_pinecone_chunks_by_url($source_url, $bot_id);
769 - } else {
770 - return self::delete_wordpress_chunks_by_url($source_url);
771 - }
772 -}
773 -
774 -/**
775 - * Delete all chunks for a URL from Pinecone
776 - */
777 -private static function delete_pinecone_chunks_by_url($source_url, $bot_id) {
778 - // Get Pinecone configuration
779 - if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) {
780 - $pinecone_options = get_option('mxchat_pinecone_addon_options');
781 - $api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? '';
782 - $host = $pinecone_options['mxchat_pinecone_host'] ?? '';
783 - $namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? '';
784 - } else {
785 - $bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id);
786 - if (empty($bot_pinecone_config)) {
787 - $pinecone_options = get_option('mxchat_pinecone_addon_options');
788 - $api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? '';
789 - $host = $pinecone_options['mxchat_pinecone_host'] ?? '';
790 - $namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? '';
791 - } else {
792 - $api_key = $bot_pinecone_config['api_key'] ?? '';
793 - $host = $bot_pinecone_config['host'] ?? '';
794 - $namespace = $bot_pinecone_config['namespace'] ?? '';
795 - }
796 - }
797 -
798 - if (empty($host) || empty($api_key)) {
799 - return new WP_Error('pinecone_config', 'Pinecone is not properly configured');
800 - }
801 -
802 - $base_vector_id = md5($source_url);
803 - $vectors_to_delete = array();
804 -
805 - // Add the original single-vector ID (for non-chunked content)
806 - $vectors_to_delete[] = $base_vector_id;
807 -
808 - // Use Pinecone list API to find all chunk vectors with this prefix
809 - $list_url = "https://{$host}/vectors/list";
810 -
811 - $list_body = array(
812 - 'prefix' => $base_vector_id . '_chunk_',
813 - 'limit' => 100
814 - );
815 -
816 - if (!empty($namespace)) {
817 - $list_body['namespace'] = $namespace;
818 - }
819 -
820 - $list_response = wp_remote_post($list_url, array(
821 - 'headers' => array(
822 - 'Api-Key' => $api_key,
823 - 'accept' => 'application/json',
824 - 'content-type' => 'application/json'
825 - ),
826 - 'body' => wp_json_encode($list_body),
827 - 'timeout' => 30
828 - ));
829 -
830 - if (!is_wp_error($list_response)) {
831 - $list_data = json_decode(wp_remote_retrieve_body($list_response), true);
832 - if (!empty($list_data['vectors'])) {
833 - foreach ($list_data['vectors'] as $vector) {
834 - if (isset($vector['id'])) {
835 - $vectors_to_delete[] = $vector['id'];
836 - }
837 - }
838 - }
839 - }
840 -
841 - if (empty($vectors_to_delete)) {
842 - //error_log('[MXCHAT-CHUNK-DELETE] No vectors found to delete');
843 - return true;
844 - }
845 -
846 - //error_log('[MXCHAT-CHUNK-DELETE] Deleting ' . count($vectors_to_delete) . ' vectors from Pinecone');
847 -
848 - // Delete vectors
849 - $delete_url = "https://{$host}/vectors/delete";
850 -
851 - $delete_body = array(
852 - 'ids' => $vectors_to_delete
853 - );
854 -
855 - if (!empty($namespace)) {
856 - $delete_body['namespace'] = $namespace;
857 - }
858 -
859 - $delete_response = wp_remote_post($delete_url, array(
860 - 'headers' => array(
861 - 'Api-Key' => $api_key,
862 - 'accept' => 'application/json',
863 - 'content-type' => 'application/json'
864 - ),
865 - 'body' => wp_json_encode($delete_body),
866 - 'timeout' => 30
867 - ));
868 -
869 - if (is_wp_error($delete_response)) {
870 - return $delete_response;
871 - }
872 -
873 - $response_code = wp_remote_retrieve_response_code($delete_response);
874 - if ($response_code !== 200) {
875 - return new WP_Error('pinecone_delete', 'Failed to delete vectors: HTTP ' . $response_code);
876 - }
877 -
878 - return true;
879 -}
880 -
881 -/**
882 - * Delete all chunks for a URL from WordPress database
883 - */
884 -private static function delete_wordpress_chunks_by_url($source_url) {
885 - global $wpdb;
886 - $table_name = $wpdb->prefix . 'mxchat_system_prompt_content';
887 -
888 - // Delete all rows with this source_url (handles both chunked and non-chunked)
889 - $result = $wpdb->delete(
890 - $table_name,
891 - array('source_url' => $source_url),
892 - array('%s')
893 - );
894 -
895 - if ($result === false) {
896 - return new WP_Error('database_delete', 'Failed to delete chunks: ' . $wpdb->last_error);
897 - }
898 -
899 - //error_log('[MXCHAT-CHUNK-DELETE] Deleted ' . $result . ' rows from WordPress DB');
900 - return true;
901 -}
1 +<?php
2 +if (!defined('ABSPATH')) {
3 + exit; // Exit if accessed directly
4 +}
5 +
6 +class MxChat_Utils {
7 +
8 +/**
9 + * UPDATED: Submit or update content (and its embedding) in the database.
10 + * Stores in Pinecone if enabled, otherwise stores in WordPress DB.
11 + *
12 + * @param string $content The content to be embedded.
13 + * @param string $source_url The source URL of the content.
14 + * @param string $api_key The API key used for generating embeddings.
15 + * @param string $vector_id Optional vector ID for Pinecone (if not provided, will use md5 of URL)
16 + * @param string $bot_id The bot ID for multi-bot support
17 + * @return bool|WP_Error True on success, WP_Error on failure
18 + */
19 +public static function submit_content_to_db($content, $source_url, $api_key, $vector_id = null, $bot_id = 'default') {
20 + global $wpdb;
21 + $table_name = $wpdb->prefix . 'mxchat_system_prompt_content';
22 +
23 + //error_log('[MXCHAT-DB] Starting database submission for URL: ' . $source_url . ' (Bot: ' . $bot_id . ')');
24 + //error_log('[MXCHAT-DB] Content length: ' . strlen($content) . ' bytes');
25 +
26 + // Sanitize the source URL
27 + $source_url = esc_url_raw($source_url);
28 +
29 + // Just ensure UTF-8 validity without aggressive escaping
30 + $safe_content = wp_check_invalid_utf8($content);
31 + // Remove only null bytes and other control characters, but preserve newlines (\n = \x0A) and carriage returns (\r = \x0D)
32 + $safe_content = preg_replace('/[\x00-\x08\x0B\x0C\x0E-\x1F\x7F]/u', '', $safe_content);
33 +
34 + // UPDATED: Generate the embedding using bot-specific configuration
35 + $embedding_vector = self::generate_embedding($content, $api_key, $bot_id);
36 +
37 + if (!is_array($embedding_vector)) {
38 + //error_log('[MXCHAT-DB] Error: Embedding generation failed');
39 + return new WP_Error('embedding_failed', 'Failed to generate embedding for content');
40 + }
41 +
42 + //error_log('[MXCHAT-DB] Embedding generated successfully');
43 +
44 + // UPDATED: Check if Pinecone is enabled for this specific bot
45 + if (self::is_pinecone_enabled_for_bot($bot_id)) {
46 + //error_log('[MXCHAT-DB] Pinecone is enabled for bot ' . $bot_id . ' - using Pinecone storage');
47 + // Store in Pinecone only
48 + return self::store_in_pinecone_only($embedding_vector, $content, $source_url, $vector_id, $bot_id);
49 + } else {
50 + //error_log('[MXCHAT-DB] Pinecone not enabled for bot ' . $bot_id . ' - using WordPress storage');
51 + // Store in WordPress database only
52 + $embedding_vector_serialized = maybe_serialize($embedding_vector);
53 + return self::store_in_wordpress_db($safe_content, $source_url, $embedding_vector_serialized, $table_name);
54 + }
55 +}
56 +
57 +/**
58 + * UPDATED: Check if Pinecone is enabled and properly configured for a specific bot
59 + */
60 +private static function is_pinecone_enabled_for_bot($bot_id = 'default') {
61 + // For default bot or when multi-bot is not active, use original method
62 + if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) {
63 + return self::is_pinecone_enabled();
64 + }
65 +
66 + // Get bot-specific Pinecone configuration
67 + $bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id);
68 +
69 + if (empty($bot_pinecone_config)) {
70 + // Fallback to default configuration
71 + return self::is_pinecone_enabled();
72 + }
73 +
74 + $enabled_check = !empty($bot_pinecone_config['use_pinecone']) && $bot_pinecone_config['use_pinecone'];
75 + $api_key_check = !empty($bot_pinecone_config['api_key']);
76 + $host_check = !empty($bot_pinecone_config['host']);
77 +
78 + return $enabled_check && $api_key_check && $host_check;
79 +}
80 +
81 +/**
82 + * Check if Pinecone is enabled and properly configured (original method for default bot)
83 + */
84 +private static function is_pinecone_enabled() {
85 + $pinecone_options = get_option('mxchat_pinecone_addon_options');
86 +
87 + if (empty($pinecone_options)) {
88 + return false;
89 + }
90 +
91 + $enabled_check = !empty($pinecone_options['mxchat_use_pinecone']) && $pinecone_options['mxchat_use_pinecone'] !== '0';
92 + $api_key_check = !empty($pinecone_options['mxchat_pinecone_api_key']);
93 + $host_check = !empty($pinecone_options['mxchat_pinecone_host']);
94 +
95 + return $enabled_check && $api_key_check && $host_check;
96 +}
97 +
98 +/**
99 + * UPDATED: Store content in Pinecone only with bot support
100 + */
101 +private static function store_in_pinecone_only($embedding_vector, $content, $source_url, $vector_id = null, $bot_id = 'default') {
102 + //error_log('[MXCHAT-PINECONE] ===== Using Pinecone-only storage for bot ' . $bot_id . ' =====');
103 +
104 + // Get bot-specific Pinecone configuration
105 + if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) {
106 + $pinecone_options = get_option('mxchat_pinecone_addon_options');
107 + $api_key = $pinecone_options['mxchat_pinecone_api_key'];
108 + $environment = $pinecone_options['mxchat_pinecone_environment'] ?? '';
109 + $index_name = $pinecone_options['mxchat_pinecone_index'] ?? '';
110 + $namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? '';
111 + } else {
112 + $bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id);
113 + if (empty($bot_pinecone_config)) {
114 + // Fallback to default configuration
115 + $pinecone_options = get_option('mxchat_pinecone_addon_options');
116 + $api_key = $pinecone_options['mxchat_pinecone_api_key'];
117 + $environment = $pinecone_options['mxchat_pinecone_environment'] ?? '';
118 + $index_name = $pinecone_options['mxchat_pinecone_index'] ?? '';
119 + $namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? '';
120 + } else {
121 + $api_key = $bot_pinecone_config['api_key'];
122 + $environment = ''; // Not used in new Pinecone API
123 + $index_name = ''; // Not used in new Pinecone API
124 + $namespace = $bot_pinecone_config['namespace'] ?? '';
125 + }
126 + }
127 +
128 + $result = self::store_in_pinecone_main(
129 + $embedding_vector,
130 + $content,
131 + $source_url,
132 + $api_key,
133 + $environment,
134 + $index_name,
135 + $vector_id,
136 + $bot_id,
137 + $namespace
138 + );
139 +
140 + if (is_wp_error($result)) {
141 + //error_log('[MXCHAT-PINECONE] Pinecone storage failed for bot ' . $bot_id . ': ' . $result->get_error_message());
142 + return $result;
143 + }
144 +
145 + //error_log('[MXCHAT-PINECONE] Pinecone storage completed successfully for bot ' . $bot_id);
146 + return true;
147 +}
148 +
149 +/**
150 + * Store content in WordPress database with progressive fallback (unchanged)
151 + */
152 +private static function store_in_wordpress_db($safe_content, $source_url, $embedding_vector_serialized, $table_name) {
153 + global $wpdb;
154 +
155 + //error_log('[MXCHAT-DB] ===== Using WordPress-only storage =====');
156 +
157 + // ===== FIXED: Generate unique identifier for manual content =====
158 + $original_source_url = $source_url;
159 + $is_manual_content = empty($source_url) || $source_url === '' || !filter_var($source_url, FILTER_VALIDATE_URL);
160 +
161 + if ($is_manual_content) {
162 + // Generate unique identifier for manual content to prevent overwrites
163 + $source_url = 'mxchat://manual-content/' . time() . '-' . wp_generate_password(8, false);
164 + //error_log('[MXCHAT-DB] Generated unique ID for manual content: ' . $source_url);
165 + }
166 +
167 + // Only check for duplicates if we have a valid source URL (not manual content)
168 + $existing_id = null;
169 + if (!$is_manual_content) {
170 + $existing_id = $wpdb->get_var(
171 + $wpdb->prepare(
172 + "SELECT id FROM {$table_name} WHERE source_url = %s LIMIT 1",
173 + $source_url
174 + )
175 + );
176 + //error_log('[MXCHAT-DB] Checked for existing URL, found ID: ' . ($existing_id ?: 'none'));
177 + } else {
178 + //error_log('[MXCHAT-DB] Manual content - will create new entry (no duplicate check)');
179 + }
180 + // ===== END FIX =====
181 +
182 + // Progressive fallback mechanism for problematic content
183 + $attempt = 1;
184 + $max_attempts = 3;
185 + $current_content = $safe_content;
186 + $result = false;
187 +
188 + while ($attempt <= $max_attempts && $result === false) {
189 + try {
190 + if ($existing_id) {
191 + //error_log('[MXCHAT-DB] Found existing entry (ID: ' . $existing_id . '). Updating... (Attempt ' . $attempt . ')');
192 +
193 + // Update the existing row
194 + $result = $wpdb->update(
195 + $table_name,
196 + array(
197 + 'url' => $source_url,
198 + 'article_content' => $current_content,
199 + 'embedding_vector' => $embedding_vector_serialized,
200 + 'source_url' => $source_url,
201 + 'timestamp' => current_time('mysql'),
202 + ),
203 + array('id' => $existing_id),
204 + array('%s','%s','%s','%s','%s'),
205 + array('%d')
206 + );
207 + } else {
208 + //error_log('[MXCHAT-DB] No existing entry found. Inserting new row... (Attempt ' . $attempt . ')');
209 + //error_log('[MXCHAT-DB] Content sample: ' . substr($current_content, 0, 1000));
210 +
211 + // Insert a new row (using generated unique ID for manual content)
212 + $result = $wpdb->insert(
213 + $table_name,
214 + array(
215 + 'url' => $source_url, // Now unique for manual content
216 + 'article_content' => $current_content,
217 + 'embedding_vector' => $embedding_vector_serialized,
218 + 'source_url' => $source_url, // Now unique for manual content
219 + 'timestamp' => current_time('mysql'),
220 + ),
221 + array('%s','%s','%s','%s','%s')
222 + );
223 + }
224 +
225 + if ($result === false) {
226 + //error_log('[MXCHAT-DB] Database operation failed (Attempt ' . $attempt . '): ' . $wpdb->last_error);
227 +
228 + // Progressively apply more aggressive sanitization on failure
229 + if ($attempt === 1) {
230 + // First fallback: Use a more aggressive character filter and shorten
231 + $current_content = preg_replace('/[^\p{L}\p{N}\s.,;:!?()-]/u', '', $current_content);
232 + $current_content = substr($current_content, 0, 50000);
233 + } else if ($attempt === 2) {
234 + // Second fallback: Keep only alphanumeric and basic punctuation, shorten further
235 + $current_content = preg_replace('/[^a-zA-Z0-9\s.,;:!?()-]/u', '', $current_content);
236 + $current_content = substr($current_content, 0, 30000);
237 + }
238 +
239 + $attempt++;
240 + }
241 + } catch (Exception $e) {
242 + //error_log('[MXCHAT-DB] Exception during database operation: ' . $e->getMessage());
243 + $attempt++;
244 + }
245 + }
246 +
247 + if ($result === false) {
248 + //error_log('[MXCHAT-DB] All database operation attempts failed');
249 + return new WP_Error('database_failed', 'Failed to store content in WordPress database after ' . $max_attempts . ' attempts');
250 + }
251 +
252 + //error_log('[MXCHAT-DB] WordPress database operation completed successfully (Attempt ' . ($attempt - 1) . ')');
253 + return true;
254 +}
255 +
256 +/**
257 + * UPDATED: Store content in Pinecone database with bot support
258 + */
259 +private static function store_in_pinecone_main($embedding_vector, $content, $url, $api_key, $environment, $index_name, $vector_id = null, $bot_id = 'default', $namespace = '') {
260 + //error_log('[MXCHAT-PINECONE-MAIN] ===== Starting Pinecone storage for bot ' . $bot_id . ' =====');
261 +
262 + // ===== UPDATED: Handle manual content with unique vector IDs =====
263 + if ($vector_id) {
264 + // Use provided vector ID
265 + //error_log('[MXCHAT-PINECONE-MAIN] Using provided vector ID: ' . $vector_id);
266 + } elseif (!empty($url) && filter_var($url, FILTER_VALIDATE_URL)) {
267 + // For valid URLs, use URL-based ID (existing behavior)
268 + $vector_id = md5($url);
269 + //error_log('[MXCHAT-PINECONE-MAIN] Generated vector ID from URL: ' . $vector_id);
270 + } else {
271 + // For manual content (empty/invalid URL), generate unique ID
272 + $vector_id = 'manual_' . time() . '_' . substr(md5($content . microtime(true)), 0, 8);
273 + //error_log('[MXCHAT-PINECONE-MAIN] Generated unique vector ID for manual content: ' . $vector_id);
274 + }
275 + // ===== END UPDATE =====
276 +
277 + // Get host from bot-specific config or fallback to default
278 + if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) {
279 + $options = get_option('mxchat_pinecone_addon_options');
280 + $host = $options['mxchat_pinecone_host'] ?? '';
281 + } else {
282 + $bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id);
283 + if (!empty($bot_pinecone_config)) {
284 + $host = $bot_pinecone_config['host'] ?? '';
285 + } else {
286 + $options = get_option('mxchat_pinecone_addon_options');
287 + $host = $options['mxchat_pinecone_host'] ?? '';
288 + }
289 + }
290 +
291 + //error_log('[MXCHAT-PINECONE-MAIN] Host: ' . $host);
292 + //error_log('[MXCHAT-PINECONE-MAIN] API key length: ' . strlen($api_key));
293 + //error_log('[MXCHAT-PINECONE-MAIN] Bot ID: ' . $bot_id);
294 + //error_log('[MXCHAT-PINECONE-MAIN] Namespace: ' . $namespace);
295 +
296 + if (empty($host)) {
297 + //error_log('[MXCHAT-PINECONE-MAIN] ERROR: Host is empty');
298 + return new WP_Error('pinecone_config', 'Pinecone host is not configured. Please set the host in your bot settings.');
299 + }
300 +
301 + // ===== UPDATED: Determine content type more accurately =====
302 + $is_product = false;
303 + $content_type = 'manual'; // Default for manual content
304 +
305 + if (!empty($url) && filter_var($url, FILTER_VALIDATE_URL)) {
306 + $is_product = (strpos($url, '/product/') !== false || strpos($url, '/shop/') !== false);
307 + $content_type = $is_product ? 'product' : 'content';
308 + }
309 +
310 + //error_log('[MXCHAT-PINECONE-MAIN] Content type: ' . $content_type);
311 + // ===== END UPDATE =====
312 +
313 + $api_endpoint = "https://{$host}/vectors/upsert";
314 + //error_log('[MXCHAT-PINECONE-MAIN] API endpoint: ' . $api_endpoint);
315 +
316 + // UPDATED: Add bot_id to metadata and handle namespace
317 + $metadata = array(
318 + 'text' => $content,
319 + 'source_url' => $url, // Can be empty for manual content
320 + 'type' => $content_type, // 'manual', 'content', or 'product'
321 + 'last_updated' => time(),
322 + 'created_at' => time(), // Add creation timestamp
323 + 'bot_id' => $bot_id // Add bot identification
324 + );
325 +
326 + $vector_data = array(
327 + 'id' => $vector_id,
328 + 'values' => $embedding_vector,
329 + 'metadata' => $metadata
330 + );
331 +
332 + $request_body = array(
333 + 'vectors' => array($vector_data)
334 + );
335 +
336 + // Add namespace if specified for multi-bot separation
337 + if (!empty($namespace)) {
338 + $request_body['namespace'] = $namespace;
339 + //error_log('[MXCHAT-PINECONE-MAIN] Using namespace: ' . $namespace);
340 + }
341 +
342 + //error_log('[MXCHAT-PINECONE-MAIN] Request body prepared (embedding dimensions: ' . count($embedding_vector) . ')');
343 +
344 + $response = wp_remote_post($api_endpoint, array(
345 + 'headers' => array(
346 + 'Api-Key' => $api_key,
347 + 'accept' => 'application/json',
348 + 'content-type' => 'application/json'
349 + ),
350 + 'body' => wp_json_encode($request_body),
351 + 'timeout' => 30,
352 + 'data_format' => 'body'
353 + ));
354 +
355 + if (is_wp_error($response)) {
356 + //error_log('[MXCHAT-PINECONE-MAIN] WordPress request error: ' . $response->get_error_message());
357 + return new WP_Error('pinecone_request', $response->get_error_message());
358 + }
359 +
360 + $response_code = wp_remote_retrieve_response_code($response);
361 + //error_log('[MXCHAT-PINECONE-MAIN] Response code: ' . $response_code);
362 +
363 + if ($response_code !== 200) {
364 + $body = wp_remote_retrieve_body($response);
365 + //error_log('[MXCHAT-PINECONE-MAIN] API error - Response body: ' . $body);
366 + return new WP_Error('pinecone_api', sprintf(
367 + 'Pinecone API error (HTTP %d): %s',
368 + $response_code,
369 + $body
370 + ));
371 + }
372 +
373 + $response_body = wp_remote_retrieve_body($response);
374 + //error_log('[MXCHAT-PINECONE-MAIN] Success response: ' . $response_body);
375 + //error_log('[MXCHAT-PINECONE-MAIN] Successfully stored in Pinecone for bot ' . $bot_id);
376 + //error_log('[MXCHAT-PINECONE-MAIN] ===== Pinecone storage complete =====');
377 +
378 + return true;
379 +}
380 +
381 +/**
382 + * UPDATED: Generate an embedding for the given text using bot-specific configuration.
383 + *
384 + * @param string $text The text to be embedded.
385 + * @param string $api_key The API key used for generating embeddings.
386 + * @param string $bot_id The bot ID for multi-bot support
387 + * @return array|null The embedding vector or null on failure.
388 + */
389 +private static function generate_embedding($text, $api_key, $bot_id = 'default') {
390 + // Get bot-specific options
391 + if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) {
392 + $options = get_option('mxchat_options');
393 + } else {
394 + $bot_options = apply_filters('mxchat_get_bot_options', array(), $bot_id);
395 + $options = !empty($bot_options) ? $bot_options : get_option('mxchat_options');
396 + }
397 +
398 + $selected_model = $options['embedding_model'] ?? 'text-embedding-ada-002';
399 +
400 + // Determine endpoint and API key based on model
401 + if (strpos($selected_model, 'voyage') === 0) {
402 + $endpoint = 'https://api.voyageai.com/v1/embeddings';
403 + $api_key = $options['voyage_api_key'] ?? '';
404 + } elseif (strpos($selected_model, 'gemini-embedding') === 0) {
405 + $endpoint = 'https://generativelanguage.googleapis.com/v1beta/models/' . $selected_model . ':embedContent';
406 + $api_key = $options['gemini_api_key'] ?? '';
407 + } else {
408 + $endpoint = 'https://api.openai.com/v1/embeddings';
409 + // Use the bot-specific API key or fallback to passed API key
410 + $api_key = $options['api_key'] ?? $api_key;
411 + }
412 +
413 + // Prepare request body based on provider
414 + if (strpos($selected_model, 'gemini-embedding') === 0) {
415 + // Gemini API format
416 + $request_body = [
417 + 'model' => 'models/' . $selected_model,
418 + 'content' => [
419 + 'parts' => [
420 + ['text' => $text]
421 + ]
422 + ],
423 + 'outputDimensionality' => 1536
424 + ];
425 +
426 + // Prepare headers for Gemini (API key as query parameter)
427 + $endpoint .= '?key=' . $api_key;
428 + $headers = [
429 + 'Content-Type' => 'application/json'
430 + ];
431 + } else {
432 + // OpenAI/Voyage API format
433 + $request_body = [
434 + 'input' => $text,
435 + 'model' => $selected_model
436 + ];
437 +
438 + // Add output_dimension for voyage-3-large
439 + if ($selected_model === 'voyage-3-large') {
440 + $request_body['output_dimension'] = 2048;
441 + }
442 +
443 + // Prepare headers for OpenAI/Voyage
444 + $headers = [
445 + 'Content-Type' => 'application/json',
446 + 'Authorization' => 'Bearer ' . $api_key
447 + ];
448 + }
449 +
450 + $args = [
451 + 'body' => wp_json_encode($request_body),
452 + 'headers' => $headers,
453 + 'timeout' => 60,
454 + 'redirection' => 5,
455 + 'blocking' => true,
456 + 'httpversion' => '1.0',
457 + 'sslverify' => true,
458 + ];
459 +
460 + $response = wp_remote_post($endpoint, $args);
461 +
462 + if (is_wp_error($response)) {
463 + //error_log('Error generating embedding for bot ' . $bot_id . ': ' . $response->get_error_message());
464 + return null;
465 + }
466 +
467 + $response_body = json_decode(wp_remote_retrieve_body($response), true);
468 +
469 + // Handle different response formats based on provider
470 + if (strpos($selected_model, 'gemini-embedding') === 0) {
471 + // Gemini API response format
472 + if (isset($response_body['embedding']['values']) && is_array($response_body['embedding']['values'])) {
473 + return $response_body['embedding']['values'];
474 + } else {
475 + //error_log('Invalid response received from Gemini embedding API for bot ' . $bot_id . ': ' . wp_json_encode($response_body));
476 + return null;
477 + }
478 + } else {
479 + // OpenAI/Voyage API response format
480 + if (isset($response_body['data'][0]['embedding']) && is_array($response_body['data'][0]['embedding'])) {
481 + return $response_body['data'][0]['embedding'];
482 + } else {
483 + //error_log('Invalid response received from embedding API for bot ' . $bot_id . ': ' . wp_json_encode($response_body));
484 + return null;
485 + }
486 + }
487 +}
902 488 }