Source code for microprobe.utils.ieee

# Copyright 2011-2021 IBM Corporation
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
""":mod:`microprobe.utils.ieee` module

"""

# Futures
from __future__ import absolute_import

# Built-in modules
import struct

# Third party modules

# Own modules
from microprobe.utils.logger import get_logger


# Constants
LOG = get_logger(__name__)
__all__ = ["ieee_float_to_int64", "float_to_nnp_data_type_1"]


# Functions
[docs] def ieee_float_to_int64(float_val): """convert float to binary string :param f: """ binary = struct.pack('>d', float_val) string = ''.join('{0:08b}'.format(b) for b in binary) # strip off leading zeros for idx, char in enumerate(string): if char != '0': break else: # all zeros string = '0' idx = 0 return int(string[idx:], 2)
[docs] def float_to_nnp_data_type_1(float_val): """convert float to nnp_data_type_1 :param f: """ # Format parameters fsize = 16 bias = 31 exponent_size = 6 # Sign sign = "" if float_val > 0: sign += "0" else: sign += "1" real = abs(int(float_val)) fraction = abs(float_val) - abs(real) assert real + fraction == abs(float_val) fraction_bits = [] while fraction > 0: fraction = fraction * 2 fraction_bits.append(int(fraction)) fraction = fraction - int(fraction) fraction_bits = "".join(["%d" % bit for bit in fraction_bits]) real_bits = bin(real)[2:] if real_bits[0] == "1": shift = len(real_bits) - 1 fraction_bits = real_bits[1:] + fraction_bits else: shift = -1 while fraction_bits[0] == "0": shift = shift - 1 fraction_bits = fraction_bits[1:] fraction_bits = fraction_bits[1:] exponent = shift + bias expfmt = "{0:>0%db}" % exponent_size exponent = expfmt.format(exponent) bits = sign + exponent + fraction_bits bits = bits[0:fsize] while len(bits) < fsize: bits += "0" # Validation # vsignificand = "1" + bits[exponent_size+1:] # value = 0 # bitvalue = 1 # for bit in vsignificand: # if bit == "1": # value = value + bitvalue # bitvalue = bitvalue / 2 # vexponent = bits[1:exponent_size+1] # vexponent = int(vexponent, 2) - bias # print(vexponent) # print((2**vexponent)*value) # vsign = bits[0] assert len(bits) == fsize return int(bits, 2)
# Classes