import numpy as np import tiledb import tiledb.cc as lt class PackedBuffer: def __init__(self, data, tdbtype, value_num): self.data = data self.tdbtype = tdbtype self.value_num = value_num def pack_metadata_val(value) -> PackedBuffer: if isinstance(value, bytes): return PackedBuffer(value, lt.DataType.BLOB, len(value)) if isinstance(value, str): value = value.encode("UTF-8") return PackedBuffer(value, lt.DataType.STRING_UTF8, len(value)) if not isinstance(value, (list, tuple)): value = (value,) if not value: # special case for empty values return PackedBuffer(b"", lt.DataType.INT32, 0) val0 = value[0] if not isinstance(val0, (int, float)): raise TypeError(f"Unsupported item type '{type(val0)}'") tiledb_type = lt.DataType.INT64 if isinstance(val0, int) else lt.DataType.FLOAT64 python_type = int if isinstance(val0, int) else float numpy_dtype = np.int64 if isinstance(val0, int) else np.float64 data_view = memoryview( bytearray(len(value) * tiledb.main.datatype_size(tiledb_type)) ) for i, val in enumerate(value): if not isinstance(val, python_type): raise TypeError(f"Mixed-type sequences are not supported: {value}") data_view[i * 8 : (i + 1) * 8] = numpy_dtype(val).tobytes() return PackedBuffer(bytes(data_view), tiledb_type, len(value))