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| 1 | +<?php |
| 2 | + |
| 3 | +namespace dokuwiki\plugin\aichat\Storage; |
| 4 | + |
| 5 | +use dokuwiki\HTTP\DokuHTTPClient; |
| 6 | +use dokuwiki\plugin\aichat\Chunk; |
| 7 | + |
| 8 | +/** |
| 9 | + * Implements the storage backend using a Chroma DB in server mode |
| 10 | + */ |
| 11 | +class QdrantStorage extends AbstractStorage |
| 12 | +{ |
| 13 | + /** @var string URL to the qdrant server instance */ |
| 14 | + protected $baseurl; |
| 15 | + |
| 16 | + /** @var DokuHTTPClient http client */ |
| 17 | + protected $http; |
| 18 | + |
| 19 | + protected $collection = ''; |
| 20 | + protected $collectionName = ''; |
| 21 | + |
| 22 | + |
| 23 | + /** |
| 24 | + * QdrantStorage constructor. |
| 25 | + */ |
| 26 | + public function __construct() |
| 27 | + { |
| 28 | + $helper = plugin_load('helper', 'aichat'); |
| 29 | + |
| 30 | + $this->baseurl = $helper->getConf('qdrant_baseurl'); |
| 31 | + $this->collectionName = $helper->getConf('qdrant_collection'); |
| 32 | + |
| 33 | + $this->http = new DokuHTTPClient(); |
| 34 | + $this->http->headers['Content-Type'] = 'application/json'; |
| 35 | + $this->http->headers['Accept'] = 'application/json'; |
| 36 | + $this->http->keep_alive = false; |
| 37 | + $this->http->timeout = 30; |
| 38 | + |
| 39 | + if ($helper->getConf('qdrant_apikey')) { |
| 40 | + $this->http->headers['api-key'] = $helper->getConf('qdrant_apikey'); |
| 41 | + } |
| 42 | + } |
| 43 | + |
| 44 | + /** |
| 45 | + * Execute a query against the Qdrant API |
| 46 | + * |
| 47 | + * @param string $endpoint API endpoint, will be added to the base URL |
| 48 | + * @param mixed $data The data to send, will be JSON encoded |
| 49 | + * @param string $method POST|GET|PUT etc |
| 50 | + * @return mixed |
| 51 | + * @throws \Exception |
| 52 | + */ |
| 53 | + protected function runQuery($endpoint, mixed $data, $method = 'POST') |
| 54 | + { |
| 55 | + $endpoint = trim($endpoint, '/'); |
| 56 | + $url = $this->baseurl . '/' . $endpoint . '?wait=true'; |
| 57 | + |
| 58 | + if ($data === []) { |
| 59 | + $json = '{}'; |
| 60 | + } else { |
| 61 | + $json = json_encode($data, JSON_THROW_ON_ERROR); |
| 62 | + } |
| 63 | + |
| 64 | + $this->http->sendRequest($url, $json, $method); |
| 65 | + $response = $this->http->resp_body; |
| 66 | + |
| 67 | + if (!$response) { |
| 68 | + throw new \Exception( |
| 69 | + 'Qdrant API returned no response. ' . $this->http->error . ' Status: ' . $this->http->status |
| 70 | + ); |
| 71 | + } |
| 72 | + |
| 73 | + try { |
| 74 | + $result = json_decode((string)$response, true, 512, JSON_THROW_ON_ERROR); |
| 75 | + } catch (\Exception) { |
| 76 | + throw new \Exception('Qdrant API returned invalid JSON. ' . $response); |
| 77 | + } |
| 78 | + |
| 79 | + if ((int)$this->http->status !== 200) { |
| 80 | + $error = $result['status']['error'] ?? $this->http->error; |
| 81 | + throw new \Exception('Qdrant API returned error. ' . $error); |
| 82 | + } |
| 83 | + |
| 84 | + return $result['result'] ?? $result; |
| 85 | + } |
| 86 | + |
| 87 | + /** |
| 88 | + * Get the name of the collection to use |
| 89 | + * |
| 90 | + * Initializes the collection if it doesn't exist yet |
| 91 | + * |
| 92 | + * @return string |
| 93 | + * @throws \Exception |
| 94 | + */ |
| 95 | + public function getCollection() |
| 96 | + { |
| 97 | + if ($this->collection) return $this->collection; |
| 98 | + |
| 99 | + try { |
| 100 | + $this->runQuery('/collections/' . $this->collectionName, '', 'GET'); |
| 101 | + $this->collection = $this->collectionName; |
| 102 | + return $this->collection; // collection exists |
| 103 | + } catch (\Exception) { |
| 104 | + // collection seems not to exist |
| 105 | + } |
| 106 | + |
| 107 | + $data = [ |
| 108 | + 'vectors' => [ |
| 109 | + 'size' => 1536, // FIXME should not be hardcoded |
| 110 | + 'distance' => 'Cosine', |
| 111 | + ] |
| 112 | + ]; |
| 113 | + |
| 114 | + // create the collection |
| 115 | + $this->runQuery('/collections/' . $this->collectionName, $data, 'PUT'); |
| 116 | + $this->collection = $this->collectionName; |
| 117 | + |
| 118 | + return $this->collection; |
| 119 | + } |
| 120 | + |
| 121 | + /** @inheritdoc */ |
| 122 | + public function startCreation($clear = false) |
| 123 | + { |
| 124 | + if (!$clear) return; |
| 125 | + |
| 126 | + // if a collection exists, delete it |
| 127 | + $collection = $this->getCollection(); |
| 128 | + if ($collection) { |
| 129 | + $this->runQuery('/collections/' . $collection, '', 'DELETE'); |
| 130 | + $this->collection = ''; |
| 131 | + } |
| 132 | + } |
| 133 | + |
| 134 | + /** @inheritdoc */ |
| 135 | + public function getChunk($chunkID) |
| 136 | + { |
| 137 | + try { |
| 138 | + $data = $this->runQuery( |
| 139 | + '/collections/' . $this->getCollection() . '/points/' . $chunkID, |
| 140 | + '', |
| 141 | + 'GET' |
| 142 | + ); |
| 143 | + } catch (\Exception) { |
| 144 | + // no such point |
| 145 | + return null; |
| 146 | + } |
| 147 | + |
| 148 | + return new Chunk( |
| 149 | + $data['payload']['page'], |
| 150 | + (int)$data['id'], |
| 151 | + $data['payload']['text'], |
| 152 | + $data['vector'], |
| 153 | + $data['payload']['language'] ?? '', |
| 154 | + (int)$data['payload']['created'] |
| 155 | + ); |
| 156 | + } |
| 157 | + |
| 158 | + |
| 159 | + /** @inheritdoc */ |
| 160 | + public function reusePageChunks($page, $firstChunkID) |
| 161 | + { |
| 162 | + // no-op |
| 163 | + } |
| 164 | + |
| 165 | + /** @inheritdoc */ |
| 166 | + public function deletePageChunks($page, $firstChunkID) |
| 167 | + { |
| 168 | + // delete all possible chunk IDs |
| 169 | + $ids = range($firstChunkID, $firstChunkID + 99, 1); |
| 170 | + |
| 171 | + $this->runQuery( |
| 172 | + '/collections/' . $this->getCollection() . '/points/delete', |
| 173 | + [ |
| 174 | + 'points' => $ids |
| 175 | + ], |
| 176 | + 'POST' |
| 177 | + ); |
| 178 | + } |
| 179 | + |
| 180 | + /** @inheritdoc */ |
| 181 | + public function addPageChunks($chunks) |
| 182 | + { |
| 183 | + $points = []; |
| 184 | + foreach ($chunks as $chunk) { |
| 185 | + $points[] = [ |
| 186 | + 'id' => $chunk->getId(), |
| 187 | + 'vector' => $chunk->getEmbedding(), |
| 188 | + 'payload' => [ |
| 189 | + 'page' => $chunk->getPage(), |
| 190 | + 'text' => $chunk->getText(), |
| 191 | + 'created' => $chunk->getCreated(), |
| 192 | + 'language' => $chunk->getLanguage() |
| 193 | + ] |
| 194 | + ]; |
| 195 | + } |
| 196 | + |
| 197 | + $this->runQuery( |
| 198 | + '/collections/' . $this->getCollection() . '/points', |
| 199 | + [ |
| 200 | + 'points' => $points |
| 201 | + ], |
| 202 | + 'PUT' |
| 203 | + ); |
| 204 | + } |
| 205 | + |
| 206 | + /** @inheritdoc */ |
| 207 | + public function finalizeCreation() |
| 208 | + { |
| 209 | + // no-op |
| 210 | + } |
| 211 | + |
| 212 | + /** @inheritdoc */ |
| 213 | + public function runMaintenance() |
| 214 | + { |
| 215 | + // no-op |
| 216 | + } |
| 217 | + |
| 218 | + /** @inheritdoc */ |
| 219 | + public function getPageChunks($page, $firstChunkID) |
| 220 | + { |
| 221 | + $ids = range($firstChunkID, $firstChunkID + 99, 1); |
| 222 | + |
| 223 | + $data = $this->runQuery( |
| 224 | + '/collections/' . $this->getCollection() . '/points', |
| 225 | + [ |
| 226 | + 'ids' => $ids, |
| 227 | + 'with_payload' => true, |
| 228 | + 'with_vector' => true, |
| 229 | + ], |
| 230 | + 'POST' |
| 231 | + ); |
| 232 | + |
| 233 | + if (!$data) return []; |
| 234 | + |
| 235 | + $chunks = []; |
| 236 | + foreach ($data as $point) { |
| 237 | + $chunks[] = new Chunk( |
| 238 | + $point['payload']['page'], |
| 239 | + (int)$point['id'], |
| 240 | + $point['payload']['text'], |
| 241 | + $point['vector'], |
| 242 | + $point['payload']['language'] ?? '', |
| 243 | + (int)$point['payload']['created'] |
| 244 | + ); |
| 245 | + } |
| 246 | + return $chunks; |
| 247 | + } |
| 248 | + |
| 249 | + /** @inheritdoc */ |
| 250 | + public function getSimilarChunks($vector, $lang = '', $limit = 4) |
| 251 | + { |
| 252 | + $limit *= 2; // we can't check ACLs, so we return more than requested |
| 253 | + |
| 254 | + if ($lang) { |
| 255 | + $filter = [ |
| 256 | + 'must' => [ |
| 257 | + [ |
| 258 | + 'key' => 'language', |
| 259 | + 'match' => [ |
| 260 | + 'value' => $lang |
| 261 | + ], |
| 262 | + ] |
| 263 | + ] |
| 264 | + ]; |
| 265 | + } else { |
| 266 | + $filter = null; |
| 267 | + } |
| 268 | + |
| 269 | + $data = $this->runQuery( |
| 270 | + '/collections/' . $this->getCollection() . '/points/search', |
| 271 | + [ |
| 272 | + 'vector' => $vector, |
| 273 | + 'limit' => (int)$limit, |
| 274 | + 'filter' => $filter, |
| 275 | + 'with_payload' => true, |
| 276 | + 'with_vector' => true, |
| 277 | + ] |
| 278 | + ); |
| 279 | + |
| 280 | + $chunks = []; |
| 281 | + foreach ($data as $point) { |
| 282 | + $chunks[] = new Chunk( |
| 283 | + $point['payload']['page'], |
| 284 | + (int)$point['id'], |
| 285 | + $point['payload']['text'], |
| 286 | + $point['vector'], |
| 287 | + $point['payload']['language'] ?? '', |
| 288 | + (int)$point['payload']['created'], |
| 289 | + $point['score'] |
| 290 | + ); |
| 291 | + } |
| 292 | + return $chunks; |
| 293 | + } |
| 294 | + |
| 295 | + /** @inheritdoc */ |
| 296 | + public function statistics() |
| 297 | + { |
| 298 | + |
| 299 | + $info = $this->runQuery('/collections/' . $this->getCollection(), '', 'GET'); |
| 300 | + $telemetry = $this->runQuery('/telemetry', '', 'GET'); |
| 301 | + |
| 302 | + return [ |
| 303 | + 'qdrant_version' => $telemetry['app']['version'], |
| 304 | + 'vector_config' => $info['config']['params']['vectors'], |
| 305 | + 'chunks' => $info['vectors_count'], |
| 306 | + 'segments' => $info['segments_count'], |
| 307 | + 'status' => $info['status'], |
| 308 | + ]; |
| 309 | + } |
| 310 | +} |
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