|
a |
|
b/darkflow/dark/layer.py |
|
|
1 |
from ..utils import loader |
|
|
2 |
import numpy as np |
|
|
3 |
|
|
|
4 |
|
|
|
5 |
class Layer(object): |
|
|
6 |
|
|
|
7 |
def __init__(self, *args): |
|
|
8 |
self._signature = list(args) |
|
|
9 |
self.type = list(args)[0] |
|
|
10 |
self.number = list(args)[1] |
|
|
11 |
|
|
|
12 |
self.w = dict() # weights |
|
|
13 |
self.h = dict() # placeholders |
|
|
14 |
self.wshape = dict() # weight shape |
|
|
15 |
self.wsize = dict() # weight size |
|
|
16 |
self.setup(*args[2:]) # set attr up |
|
|
17 |
self.present() |
|
|
18 |
for var in self.wshape: |
|
|
19 |
shp = self.wshape[var] |
|
|
20 |
size = np.prod(shp) |
|
|
21 |
self.wsize[var] = size |
|
|
22 |
|
|
|
23 |
def load(self, src_loader): |
|
|
24 |
var_lay = src_loader.VAR_LAYER |
|
|
25 |
if self.type not in var_lay: return |
|
|
26 |
|
|
|
27 |
src_type = type(src_loader) |
|
|
28 |
if src_type is loader.weights_loader: |
|
|
29 |
wdict = self.load_weights(src_loader) |
|
|
30 |
else: |
|
|
31 |
wdict = self.load_ckpt(src_loader) |
|
|
32 |
if wdict is not None: |
|
|
33 |
self.recollect(wdict) |
|
|
34 |
|
|
|
35 |
def load_weights(self, src_loader): |
|
|
36 |
val = src_loader([self.presenter]) |
|
|
37 |
if val is None: |
|
|
38 |
return None |
|
|
39 |
else: |
|
|
40 |
return val.w |
|
|
41 |
|
|
|
42 |
def load_ckpt(self, src_loader): |
|
|
43 |
result = dict() |
|
|
44 |
presenter = self.presenter |
|
|
45 |
for var in presenter.wshape: |
|
|
46 |
name = presenter.varsig(var) |
|
|
47 |
shape = presenter.wshape[var] |
|
|
48 |
key = [name, shape] |
|
|
49 |
val = src_loader(key) |
|
|
50 |
result[var] = val |
|
|
51 |
return result |
|
|
52 |
|
|
|
53 |
@property |
|
|
54 |
def signature(self): |
|
|
55 |
return self._signature |
|
|
56 |
|
|
|
57 |
# For comparing two layers |
|
|
58 |
def __eq__(self, other): |
|
|
59 |
return self.signature == other.signature |
|
|
60 |
|
|
|
61 |
def __ne__(self, other): |
|
|
62 |
return not self.__eq__(other) |
|
|
63 |
|
|
|
64 |
def varsig(self, var): |
|
|
65 |
if var not in self.wshape: |
|
|
66 |
return None |
|
|
67 |
sig = str(self.number) |
|
|
68 |
sig += '-' + self.type |
|
|
69 |
sig += '/' + var |
|
|
70 |
return sig |
|
|
71 |
|
|
|
72 |
def recollect(self, w): |
|
|
73 |
self.w = w |
|
|
74 |
|
|
|
75 |
def present(self): |
|
|
76 |
self.presenter = self |
|
|
77 |
|
|
|
78 |
def setup(self, *args): |
|
|
79 |
pass |
|
|
80 |
|
|
|
81 |
def finalize(self): |
|
|
82 |
pass |