1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
|
# Copyright (c) 2021 Arm Limited. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# 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.
"""
Utility script to convert a set of pairs of npy files in a given location into
corresponding cpp files and a single hpp file referencing the vectors
from the cpp files.
"""
import datetime
import math
import os
import numpy as np
from argparse import ArgumentParser
from jinja2 import Environment, FileSystemLoader
parser = ArgumentParser()
parser.add_argument("--data_folder_path", type=str, help="path to ifm-ofm npy folder to convert.")
parser.add_argument("--source_folder_path", type=str, help="path to source folder to be generated.")
parser.add_argument("--header_folder_path", type=str, help="path to header folder to be generated.")
parser.add_argument("--usecase", type=str, default="", help="Test data file suffix.")
parser.add_argument("--namespaces", action='append', default=[])
parser.add_argument("--license_template", type=str, help="Header template file",
default="header_template.txt")
parser.add_argument("-v", "--verbosity", action="store_true")
args = parser.parse_args()
env = Environment(loader=FileSystemLoader(os.path.join(os.path.dirname(__file__), 'templates')),
trim_blocks=True,
lstrip_blocks=True)
def write_hpp_file(header_filename, cc_file_path, header_template_file, num_iofms,
ifm_array_names, ifm_size, ofm_array_names, ofm_size, iofm_data_type):
header_file_path = os.path.join(args.header_folder_path, header_filename)
print(f"++ Generating {header_file_path}")
header_template = env.get_template(header_template_file)
hdr = header_template.render(script_name=os.path.basename(__file__),
gen_time=datetime.datetime.now(),
year=datetime.datetime.now().year)
env.get_template('TestData.hpp.template').stream(common_template_header=hdr,
fm_count=num_iofms,
ifm_var_names=ifm_array_names,
ifm_var_size=ifm_size,
ofm_var_names=ofm_array_names,
ofm_var_size=ofm_size,
data_type=iofm_data_type,
namespaces=args.namespaces) \
.dump(str(header_file_path))
env.get_template('TestData.cc.template').stream(common_template_header=hdr,
include_h=header_filename,
ifm_var_names=ifm_array_names,
ofm_var_names=ofm_array_names,
data_type=iofm_data_type,
namespaces=args.namespaces) \
.dump(str(cc_file_path))
def write_individual_cc_file(filename, cc_filename, header_filename, header_template_file, array_name, iofm_data_type):
print(f"++ Converting {filename} to {os.path.basename(cc_filename)}")
header_template = env.get_template(header_template_file)
hdr = header_template.render(script_name=os.path.basename(__file__),
gen_time=datetime.datetime.now(),
file_name=os.path.basename(filename),
year=datetime.datetime.now().year)
# Convert the image and write it to the cc file
fm_data = (np.load(os.path.join(args.data_folder_path, filename))).flatten()
type(fm_data.dtype)
hex_line_generator = (', '.join(map(hex, sub_arr))
for sub_arr in np.array_split(fm_data, math.ceil(len(fm_data) / 20)))
env.get_template('testdata.cc.template').stream(common_template_header=hdr,
include_h=header_filename,
var_name=array_name,
fm_data=hex_line_generator,
data_type=iofm_data_type,
namespaces=args.namespaces) \
.dump(str(cc_filename))
def get_npy_vec_size(filename: str) -> int:
"""
Gets the size of the array in the npy file
Args:
filename: npy file path.
Return:
size in bytes
"""
data = np.load(os.path.join(args.data_folder_path, filename))
return (data.size * data.dtype.itemsize)
def main(args):
# Keep the count of the images converted
ifm_array_names = []
ofm_array_names = []
add_usecase_fname = ("_" + args.usecase) if (args.usecase is not "") else ""
header_filename = "TestData" + add_usecase_fname + ".hpp"
common_cc_filename = "TestData" + add_usecase_fname + ".cc"
# In the data_folder_path there should be pairs of ifm-ofm
# It's assumed the ifm-ofm nameing convention: ifm0.npy-ofm0.npy, ifm1.npy-ofm1.npy
i_ofms_count = int(len([name for name in os.listdir(os.path.join(args.data_folder_path)) if name.lower().endswith('.npy')]) / 2)
iofm_data_type = "int8_t"
if (i_ofms_count > 0):
iofm_data_type = "int8_t" if (np.load(os.path.join(args.data_folder_path, "ifm0.npy")).dtype == np.int8) else "uint8_t"
ifm_size = -1
ofm_size = -1
for idx in range(i_ofms_count):
# Save the fm cc file
base_name = "ifm" + str(idx)
filename = base_name+".npy"
array_name = base_name + add_usecase_fname
cc_filename = os.path.join(args.source_folder_path, array_name + ".cc")
ifm_array_names.append(array_name)
write_individual_cc_file(filename, cc_filename, header_filename, args.license_template, array_name, iofm_data_type)
if ifm_size == -1:
ifm_size = get_npy_vec_size(filename)
elif ifm_size != get_npy_vec_size(filename):
raise Exeception(f"ifm size changed for index {idx}")
# Save the fm cc file
base_name = "ofm" + str(idx)
filename = base_name+".npy"
array_name = base_name + add_usecase_fname
cc_filename = os.path.join(args.source_folder_path, array_name + ".cc")
ofm_array_names.append(array_name)
write_individual_cc_file(filename, cc_filename, header_filename, args.license_template, array_name, iofm_data_type)
if ofm_size == -1:
ofm_size = get_npy_vec_size(filename)
elif ofm_size != get_npy_vec_size(filename):
raise Exeception(f"ofm size changed for index {idx}")
common_cc_filepath = os.path.join(args.source_folder_path, common_cc_filename)
write_hpp_file(header_filename, common_cc_filepath, args.license_template,
i_ofms_count, ifm_array_names, ifm_size, ofm_array_names, ofm_size, iofm_data_type)
if __name__ == '__main__':
if args.verbosity:
print("Running gen_test_data_cpp with args: "+str(args))
main(args)
|
