conversion between numpy float16
2021-03-11 本文已影响0人
JiangPQ
Convert a numpy float16 data to hex string
import numpy as np
a = np.float16('1.125')
a_hex = hex(a.view(np.int16))
Remember to view any float format as int befort you hex them. This way you could get the same hex value as np.to_file(a)
.
Convert a hex string to numpy float16 data
import numpy as np
a = np.float16('1.125')
a_hex_str = hex(a.view(np.int16))
a_hex_byte = bytes.fromhex(a_hex_str)
a_int16 = struct.unpack('h', h_hex_byte) # sometimes you need h_hex_byte[::-1] because of big/little endian
a_np_int16 = np.int16(a_int16)
a_np_float16 = a_np_int16.view(np.float16)
assert a_np_float16 == a
A graph to help understand this
np.float16 ←→ np.int16 ← struct.unpack()
↓ ↑
hex() → bytes.fromhex()