from ..utils.process import cfg_yielder
from .darkop import create_darkop
from ..utils import loader
import warnings
import time
import os
class Darknet(object):
_EXT = '.weights'
def __init__(self, FLAGS):
self.get_weight_src(FLAGS)
self.modify = False
print('Parsing {}'.format(self.src_cfg))
src_parsed = self.parse_cfg(self.src_cfg, FLAGS)
self.src_meta, self.src_layers = src_parsed
if self.src_cfg == FLAGS.model:
self.meta, self.layers = src_parsed
else:
print('Parsing {}'.format(FLAGS.model))
des_parsed = self.parse_cfg(FLAGS.model, FLAGS)
self.meta, self.layers = des_parsed
self.load_weights()
def get_weight_src(self, FLAGS):
"""
analyse FLAGS.load to know where is the
source binary and what is its config.
can be: None, FLAGS.model, or some other
"""
self.src_bin = FLAGS.model + self._EXT
self.src_bin = FLAGS.binary + self.src_bin
self.src_bin = os.path.abspath(self.src_bin)
exist = os.path.isfile(self.src_bin)
if FLAGS.load == str(): FLAGS.load = int()
if type(FLAGS.load) is int:
self.src_cfg = FLAGS.model
if FLAGS.load:
self.src_bin = None
elif not exist:
self.src_bin = None
else:
assert os.path.isfile(FLAGS.load), \
'{} not found'.format(FLAGS.load)
self.src_bin = FLAGS.load
name = loader.model_name(FLAGS.load)
cfg_path = os.path.join(FLAGS.config, name + '.cfg')
if not os.path.isfile(cfg_path):
warnings.warn(
'{} not found, use {} instead'.format(
cfg_path, FLAGS.model))
cfg_path = FLAGS.model
self.src_cfg = cfg_path
FLAGS.load = int()
def parse_cfg(self, model, FLAGS):
"""
return a list of `layers` objects (darkop.py)
given path to binaries/ and configs/
"""
args = [model, FLAGS.binary]
cfg_layers = cfg_yielder(*args)
meta = dict();
layers = list()
for i, info in enumerate(cfg_layers):
if i == 0:
meta = info; continue
else:
new = create_darkop(*info)
layers.append(new)
return meta, layers
def load_weights(self):
"""
Use `layers` and Loader to load .weights file
"""
print('Loading {} ...'.format(self.src_bin))
start = time.time()
args = [self.src_bin, self.src_layers]
wgts_loader = loader.create_loader(*args)
for layer in self.layers: layer.load(wgts_loader)
stop = time.time()
print('Finished in {}s'.format(stop - start))