18817535bSAndreas Gohr<?php 28817535bSAndreas Gohr 3bddd899cSAndreas Gohruse dokuwiki\plugin\aichat\backend\Chunk; 4c4584168SAndreas Gohruse splitbrain\phpcli\Colors; 58817535bSAndreas Gohruse splitbrain\phpcli\Options; 68817535bSAndreas Gohr 78817535bSAndreas Gohr 88817535bSAndreas Gohr/** 98817535bSAndreas Gohr * DokuWiki Plugin aichat (CLI Component) 108817535bSAndreas Gohr * 118817535bSAndreas Gohr * @license GPL 2 http://www.gnu.org/licenses/gpl-2.0.html 128817535bSAndreas Gohr * @author Andreas Gohr <gohr@cosmocode.de> 138817535bSAndreas Gohr */ 148817535bSAndreas Gohrclass cli_plugin_aichat extends \dokuwiki\Extension\CLIPlugin 158817535bSAndreas Gohr{ 160337f47fSAndreas Gohr /** @var helper_plugin_aichat */ 170337f47fSAndreas Gohr protected $helper; 180337f47fSAndreas Gohr 190337f47fSAndreas Gohr public function __construct($autocatch = true) 200337f47fSAndreas Gohr { 210337f47fSAndreas Gohr parent::__construct($autocatch); 220337f47fSAndreas Gohr $this->helper = plugin_load('helper', 'aichat'); 232ecc089aSAndreas Gohr $this->helper->getEmbeddings()->setLogger($this); 240337f47fSAndreas Gohr } 250337f47fSAndreas Gohr 268817535bSAndreas Gohr 278817535bSAndreas Gohr /** @inheritDoc */ 288817535bSAndreas Gohr protected function setup(Options $options) 298817535bSAndreas Gohr { 30bddd899cSAndreas Gohr $options->useCompactHelp(); 31bddd899cSAndreas Gohr 32*5284515dSAndreas Gohr $options->setHelp( 33*5284515dSAndreas Gohr 'Manage and query the AI chatbot data. Please note that calls to your LLM provider will be made. ' . 34*5284515dSAndreas Gohr 'This may incur costs.' 35*5284515dSAndreas Gohr ); 368817535bSAndreas Gohr 37*5284515dSAndreas Gohr $options->registerCommand( 38*5284515dSAndreas Gohr 'embed', 39*5284515dSAndreas Gohr 'Create embeddings for all pages. This skips pages that already have embeddings' 40*5284515dSAndreas Gohr ); 41*5284515dSAndreas Gohr $options->registerOption( 42*5284515dSAndreas Gohr 'clear', 43*5284515dSAndreas Gohr 'Clear all existing embeddings before creating new ones', 44*5284515dSAndreas Gohr 'c', false, 'embed' 45*5284515dSAndreas Gohr ); 468817535bSAndreas Gohr 478817535bSAndreas Gohr $options->registerCommand('similar', 'Search for similar pages'); 488817535bSAndreas Gohr $options->registerArgument('query', 'Look up chunks similar to this query', true, 'similar'); 498817535bSAndreas Gohr 508817535bSAndreas Gohr $options->registerCommand('ask', 'Ask a question'); 518817535bSAndreas Gohr $options->registerArgument('question', 'The question to ask', true, 'ask'); 52c4584168SAndreas Gohr 53c4584168SAndreas Gohr $options->registerCommand('chat', 'Start an interactive chat session'); 54ad38c5fdSAndreas Gohr 55ad38c5fdSAndreas Gohr $options->registerCommand('split', 'Split a page into chunks (for debugging)'); 56ad38c5fdSAndreas Gohr $options->registerArgument('page', 'The page to split', true, 'split'); 575786be46SAndreas Gohr 58bddd899cSAndreas Gohr $options->registerCommand('info', 'Get Info about the vector storage'); 598817535bSAndreas Gohr } 608817535bSAndreas Gohr 618817535bSAndreas Gohr /** @inheritDoc */ 628817535bSAndreas Gohr protected function main(Options $options) 638817535bSAndreas Gohr { 648817535bSAndreas Gohr switch ($options->getCmd()) { 658817535bSAndreas Gohr 668817535bSAndreas Gohr case 'embed': 67*5284515dSAndreas Gohr $this->createEmbeddings($options->getOpt('clear')); 688817535bSAndreas Gohr break; 698817535bSAndreas Gohr case 'similar': 708817535bSAndreas Gohr $this->similar($options->getArgs()[0]); 718817535bSAndreas Gohr break; 727552f1aaSAndreas Gohr case 'ask': 737552f1aaSAndreas Gohr $this->ask($options->getArgs()[0]); 747552f1aaSAndreas Gohr break; 75c4584168SAndreas Gohr case 'chat': 76c4584168SAndreas Gohr $this->chat(); 77c4584168SAndreas Gohr break; 78ad38c5fdSAndreas Gohr case 'split': 79ad38c5fdSAndreas Gohr $this->split($options->getArgs()[0]); 80ad38c5fdSAndreas Gohr break; 815786be46SAndreas Gohr case 'info': 825786be46SAndreas Gohr $this->treeinfo(); 835786be46SAndreas Gohr break; 848817535bSAndreas Gohr default: 858817535bSAndreas Gohr echo $options->help(); 868817535bSAndreas Gohr } 878817535bSAndreas Gohr } 888817535bSAndreas Gohr 89c4584168SAndreas Gohr /** 905786be46SAndreas Gohr * @return void 915786be46SAndreas Gohr */ 925786be46SAndreas Gohr protected function treeinfo() 935786be46SAndreas Gohr { 947ee8b02dSAndreas Gohr $stats = $this->helper->getEmbeddings()->getStorage()->statistics(); 957ee8b02dSAndreas Gohr foreach ($stats as $key => $value) { 967ee8b02dSAndreas Gohr echo $key . ': ' . $value . "\n"; 977ee8b02dSAndreas Gohr } 985786be46SAndreas Gohr } 995786be46SAndreas Gohr 1005786be46SAndreas Gohr /** 101ad38c5fdSAndreas Gohr * Split the given page into chunks and print them 102ad38c5fdSAndreas Gohr * 103ad38c5fdSAndreas Gohr * @param string $page 104ad38c5fdSAndreas Gohr * @return void 105ad38c5fdSAndreas Gohr * @throws Exception 106ad38c5fdSAndreas Gohr */ 107ad38c5fdSAndreas Gohr protected function split($page) 108ad38c5fdSAndreas Gohr { 109ad38c5fdSAndreas Gohr $text = rawWiki($page); 110ad38c5fdSAndreas Gohr $chunks = $this->helper->getEmbeddings()->splitIntoChunks($text); 111ad38c5fdSAndreas Gohr foreach ($chunks as $chunk) { 112ad38c5fdSAndreas Gohr echo $chunk; 113ad38c5fdSAndreas Gohr echo "\n"; 114ad38c5fdSAndreas Gohr $this->colors->ptln('--------------------------------', Colors::C_LIGHTPURPLE); 115ad38c5fdSAndreas Gohr } 116ad38c5fdSAndreas Gohr $this->success('Split into ' . count($chunks) . ' chunks'); 117ad38c5fdSAndreas Gohr } 118ad38c5fdSAndreas Gohr 119ad38c5fdSAndreas Gohr /** 120c4584168SAndreas Gohr * Interactive Chat Session 121c4584168SAndreas Gohr * 122c4584168SAndreas Gohr * @return void 123c4584168SAndreas Gohr * @throws Exception 124c4584168SAndreas Gohr */ 125c4584168SAndreas Gohr protected function chat() 126c4584168SAndreas Gohr { 127c4584168SAndreas Gohr $history = []; 128c4584168SAndreas Gohr while ($q = $this->readLine('Your Question')) { 129c4584168SAndreas Gohr if ($history) { 1300337f47fSAndreas Gohr $question = $this->helper->rephraseChatQuestion($q, $history); 131c4584168SAndreas Gohr $this->colors->ptln("Interpretation: $question", Colors::C_LIGHTPURPLE); 132c4584168SAndreas Gohr } else { 133c4584168SAndreas Gohr $question = $q; 134c4584168SAndreas Gohr } 1350337f47fSAndreas Gohr $result = $this->helper->askQuestion($question); 136c4584168SAndreas Gohr $history[] = [$q, $result['answer']]; 137c4584168SAndreas Gohr $this->printAnswer($result); 138c4584168SAndreas Gohr } 139c4584168SAndreas Gohr } 140c4584168SAndreas Gohr 141c4584168SAndreas Gohr /** 142c4584168SAndreas Gohr * Print the given detailed answer in a nice way 143c4584168SAndreas Gohr * 144c4584168SAndreas Gohr * @param array $answer 145c4584168SAndreas Gohr * @return void 146c4584168SAndreas Gohr */ 147c4584168SAndreas Gohr protected function printAnswer($answer) 148c4584168SAndreas Gohr { 149c4584168SAndreas Gohr $this->colors->ptln($answer['answer'], Colors::C_LIGHTCYAN); 150c4584168SAndreas Gohr echo "\n"; 151c4584168SAndreas Gohr foreach ($answer['sources'] as $source) { 152bddd899cSAndreas Gohr /** @var Chunk $source */ 153bddd899cSAndreas Gohr $this->colors->ptln("\t" . $source->getPage(), Colors::C_LIGHTBLUE); 154c4584168SAndreas Gohr } 155c4584168SAndreas Gohr echo "\n"; 156c4584168SAndreas Gohr } 157c4584168SAndreas Gohr 158c4584168SAndreas Gohr /** 159c4584168SAndreas Gohr * Handle a single, standalone question 160c4584168SAndreas Gohr * 161c4584168SAndreas Gohr * @param string $query 162c4584168SAndreas Gohr * @return void 163c4584168SAndreas Gohr * @throws Exception 164c4584168SAndreas Gohr */ 165c4584168SAndreas Gohr protected function ask($query) 166c4584168SAndreas Gohr { 1670337f47fSAndreas Gohr $result = $this->helper->askQuestion($query); 168c4584168SAndreas Gohr $this->printAnswer($result); 1697552f1aaSAndreas Gohr } 1707552f1aaSAndreas Gohr 171c4584168SAndreas Gohr /** 172c4584168SAndreas Gohr * Get the pages that are similar to the query 173c4584168SAndreas Gohr * 174c4584168SAndreas Gohr * @param string $query 175c4584168SAndreas Gohr * @return void 176c4584168SAndreas Gohr */ 1778817535bSAndreas Gohr protected function similar($query) 1788817535bSAndreas Gohr { 1790337f47fSAndreas Gohr $sources = $this->helper->getEmbeddings()->getSimilarChunks($query); 180c4584168SAndreas Gohr foreach ($sources as $source) { 1817ee8b02dSAndreas Gohr $this->colors->ptln($source->getPage(), Colors::C_LIGHTBLUE); 182c4584168SAndreas Gohr } 1838817535bSAndreas Gohr } 1848817535bSAndreas Gohr 185c4584168SAndreas Gohr /** 186c4584168SAndreas Gohr * Recreate chunks and embeddings for all pages 187c4584168SAndreas Gohr * 188c4584168SAndreas Gohr * @return void 189ad38c5fdSAndreas Gohr * @todo make skip regex configurable 190c4584168SAndreas Gohr */ 191*5284515dSAndreas Gohr protected function createEmbeddings($clear) 1928817535bSAndreas Gohr { 193ad38c5fdSAndreas Gohr ini_set('memory_limit', -1); // we may need a lot of memory here 194*5284515dSAndreas Gohr $this->helper->getEmbeddings()->createNewIndex('/(^|:)(playground|sandbox)(:|$)/', $clear); 195ad38c5fdSAndreas Gohr $this->notice('Peak memory used: {memory}', ['memory' => filesize_h(memory_get_peak_usage(true))]); 1968817535bSAndreas Gohr } 1978817535bSAndreas Gohr 198c4584168SAndreas Gohr /** 199c4584168SAndreas Gohr * Interactively ask for a value from the user 200c4584168SAndreas Gohr * 201c4584168SAndreas Gohr * @param string $prompt 202c4584168SAndreas Gohr * @return string 203c4584168SAndreas Gohr */ 204c4584168SAndreas Gohr protected function readLine($prompt) 205c4584168SAndreas Gohr { 206c4584168SAndreas Gohr $value = ''; 2078817535bSAndreas Gohr 208c4584168SAndreas Gohr while ($value === '') { 209c4584168SAndreas Gohr echo $prompt; 210c4584168SAndreas Gohr echo ': '; 211c4584168SAndreas Gohr 212c4584168SAndreas Gohr $fh = fopen('php://stdin', 'r'); 213c4584168SAndreas Gohr $value = trim(fgets($fh)); 214c4584168SAndreas Gohr fclose($fh); 215c4584168SAndreas Gohr } 216c4584168SAndreas Gohr 217c4584168SAndreas Gohr return $value; 218c4584168SAndreas Gohr } 2198817535bSAndreas Gohr} 2208817535bSAndreas Gohr 221