Minimal Implementation of TurboQuant

Reference: https://arxiv.org/abs/2504.19874

Ran on a subset of scifact (50 queries, 500 docs)

=== Evaluation summary ===
Queries evaluated: 50
TQ  Hit@1: 0.7000
TQ  Recall@5: 0.8200
RAW Hit@1: 0.7200
RAW Recall@5: 0.8200
TQ  MRR:   0.7435
Bits:  {'original_bits': 4096, 'mse_bits': 768, 'qjl_bits': 128, 'norm_bits': 32, 'total_bits': 928, 'compression_ratio': 4.41}

To Reproduce

• run save_data.py, then eval.py