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"content": " $chunkResult['documents'],\n $chunkResult['chunks'],\n $chunkResult['tokens']\n );\n\n \/\/ Stage 2: Analysis\n echo PHP_EOL . 'Stage 2: LLM Analysis (this may take a while)...' . PHP_EOL;\n $analysisResult = $this->analysis->analyzeAllPending(1000);\n echo sprintf(\n ' Completed: %d analyzed, %d failed' . PHP_EOL,\n $analysisResult['analyzed'],\n $analysisResult['failed']\n );\n\n \/\/ Stage 3: Sync to Qdrant\n echo PHP_EOL . 'Stage 3: Syncing to Qdrant...' . PHP_EOL;\n $syncResult = $this->sync->syncAllPending(1000);\n echo sprintf(\n ' Completed: %d synced, %d failed' . PHP_EOL,\n $syncResult['synced'],\n $syncResult['failed']\n );\n\n $duration = microtime(true) - $start;\n\n echo PHP_EOL . sprintf('Pipeline completed in %.1f seconds' . PHP_EOL, $duration);\n\n return [\n 'chunking' => $chunkResult,\n 'analysis' => $analysisResult,\n 'sync' => $syncResult,\n 'duration_seconds' => $duration,\n ];\n }\n\n \/**\n * Processes only new\/changed documents.\n *\n * @return array<string, mixed>\n *\/\n public function runIncremental(): array\n {\n $start = microtime(true);\n\n echo '=== Incremental Pipeline ===' . PHP_EOL . PHP_EOL;\n\n \/\/ Only analyze pending chunks\n echo 'Analyzing pending chunks...' . PHP_EOL;\n $analysisResult = $this->analysis->analyzeAllPending(100);\n echo sprintf(' %d analyzed, %d failed' . PHP_EOL, $analysisResult['analyzed'], $analysisResult['failed']);\n\n \/\/ Sync unsynced chunks\n echo 'Syncing to Qdrant...' . PHP_EOL;\n $syncResult = $this->sync->syncAllPending(100);\n echo sprintf(' %d synced, %d failed' . PHP_EOL, $syncResult['synced'], $syncResult['failed']);\n\n return [\n 'analysis' => $analysisResult,\n 'sync' => $syncResult,\n 'duration_seconds' => microtime(true) - $start,",
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