sample_v2.qql

-- QQL sample v2
-- Compact end-to-end showcase for deterministic inserts, search, query-time
-- params, recommendation, and hybrid retrieval.

SHOW COLLECTIONS

-- Dense collection
CREATE COLLECTION qql_sample_v2

INSERT BULK INTO COLLECTION qql_sample_v2 VALUES [
  {
    'id': 1001,
    'text': 'STEMI requires emergent revascularization with primary PCI and dual antiplatelet therapy.',
    'department': 'cardiology',
    'topic': 'acute_coronary_syndrome',
    'year': 2024
  },
  {
    'id': 1002,
    'text': 'Heart failure with reduced ejection fraction is treated with ARNI, beta-blocker, MRA, and SGLT2 inhibitor therapy.',
    'department': 'cardiology',
    'topic': 'heart_failure',
    'year': 2024
  },
  {
    'id': 2001,
    'text': 'Acute ischemic stroke management includes rapid imaging, alteplase within the treatment window, and thrombectomy in selected patients.',
    'department': 'neurology',
    'topic': 'stroke',
    'year': 2024
  },
  {
    'id': 2002,
    'text': 'Transient ischemic attack requires urgent secondary prevention and vascular risk stratification.',
    'department': 'neurology',
    'topic': 'stroke',
    'year': 2023
  },
  {
    'id': 2003,
    'text': 'Secondary stroke prevention includes antiplatelet therapy, statins, blood pressure control, and carotid evaluation when indicated.',
    'department': 'neurology',
    'topic': 'stroke_prevention',
    'year': 2024
  },
  {
    'id': 3001,
    'text': 'COPD exacerbations are managed with bronchodilators, corticosteroids, and antibiotics when indicated.',
    'department': 'pulmonology',
    'topic': 'copd',
    'year': 2024
  }
]

-- Basic dense search
SEARCH qql_sample_v2 SIMILAR TO 'stroke thrombolysis and thrombectomy' LIMIT 3

-- Dense search with filter
SEARCH qql_sample_v2 SIMILAR TO 'secondary stroke prevention' LIMIT 3 WHERE department = 'neurology'

-- Query-time search params
SEARCH qql_sample_v2 SIMILAR TO 'acute coronary syndrome' LIMIT 3 EXACT
SEARCH qql_sample_v2 SIMILAR TO 'stroke prevention' LIMIT 3 WITH { hnsw_ef: 128 }

-- Recommendation from known example IDs
RECOMMEND FROM qql_sample_v2
  POSITIVE IDS (2001)
  LIMIT 3

RECOMMEND FROM qql_sample_v2
  POSITIVE IDS (2001, 2002)
  NEGATIVE IDS (1001)
  STRATEGY 'best_score'
  LIMIT 3
  WHERE department = 'neurology'

-- Recommend with pagination and score threshold
RECOMMEND FROM qql_sample_v2
  POSITIVE IDS (2001)
  LIMIT 5
  OFFSET 2
  SCORE THRESHOLD 0.3

-- Recommend with exact KNN baseline
RECOMMEND FROM qql_sample_v2
  POSITIVE IDS (2001)
  LIMIT 3
  WITH { exact: true }

-- Recommend using sparse vector instead of dense
RECOMMEND FROM qql_sample_v2_hybrid
  POSITIVE IDS (4001)
  LIMIT 3
  USING 'sparse'

-- Hybrid collection
CREATE COLLECTION qql_sample_v2_hybrid HYBRID

INSERT BULK INTO COLLECTION qql_sample_v2_hybrid VALUES [
  {
    'id': 4001,
    'text': 'Transformer attention mechanisms improve long-context sequence modeling and retrieval quality.',
    'domain': 'ml',
    'year': 2024
  },
  {
    'id': 4002,
    'text': 'Sparse retrieval with BM25 remains strong for exact terminology and keyword-heavy document search.',
    'domain': 'ir',
    'year': 2023
  },
  {
    'id': 4003,
    'text': 'Hybrid retrieval combines dense semantic matching with sparse keyword search using reciprocal rank fusion.',
    'domain': 'ir',
    'year': 2024
  }
] USING HYBRID

-- Hybrid and sparse-only search
SEARCH qql_sample_v2_hybrid SIMILAR TO 'keyword retrieval and bm25' LIMIT 3 USING HYBRID
SEARCH qql_sample_v2_hybrid SIMILAR TO 'keyword retrieval and bm25' LIMIT 3 USING SPARSE

SHOW COLLECTIONS