Add vec_dequantize_int8()to convert int8 vectors back to float32​？

[Markloveve]

Currently, sqlite-vec provides vec_quantize_int8()for converting float32 vectors to space-efficient int8 format, but lacks the inverse operation to restore original precision. Direct distance calculations using int8 vectors may lose significant precision in certain scenarios where numerical accuracy is critical.