caffe使用python创建lmdb
时间:2021-07-01 10:21:17
帮助过:2人阅读
import numpy as np
2 import sys
3 from PIL
import Image
4 import lmdb
5 import random
6 import os
7
8 sys.path.append(
‘../caffe/python/‘)
9
10 import caffe
11
12 if __name__ ==
‘__main__‘ :
13 train_list_file =
‘./trainlist.txt‘
14 train_images_root =
‘./train/images/‘
15
16 f = open(train_list_file,
‘r‘)
17 trainlist =
f.readlines()
18 f.close()
19
20 random.shuffle(trainlist)
21
22 # creating images lmdb
23 in_db = lmdb.open(
‘my-train-data-lmdb‘, map_size=int(1e12
))
24 with in_db.begin(write=
True) as in_txn :
25 for in_idx, in_
in enumerate(trainlist) :
26 fid =
in_.strip()
27 fn =
os.path.join(train_images_root, fid)
28 im =
np.array(Image.open(fn))
29 im = im[:,:,::-1
]
30 im = im.transpose((2, 0, 1
))
31 im_dat =
caffe.io.array_to_datum(im)
32 in_txn.put(
‘{:0>10d}‘.format(in_idx), im_dat.SerializeToString())
33 in_db.close()
caffe使用python创建lmdb
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