def main():
args = parse_args()
ins_id = args.id
instance = getTrainingInstance(ins_id)
assert instance != None
generateCFG(instance)
cfg_from_file(instance.cfg_file)
if instance.set_cfgs is not None:
cfg_from_list(instance.set_cfgs)
#generate model if it not exists yet
if instance.net == '':
instance.setDefaultNet()
models_path = os.path.join(instance.devkit, 'models')
if os.path.exists(models_path):
os.popen('rm -rf {}'.format(models_path))
print 'Generating model ' + models_path
generate_custom_net.main(instance.cls_num,models_path,instance.steps,instance.lr)
#if not os.path.exists(instance.net):
# generate_custom_net.main(instance.cls_num,instance.netdir,instance.steps,instance.lr)
#copy net_def to devkit
net_src = os.path.join(instance.devkit,instance.net, "faster_rcnn_alt_opt", \
"faster_rcnn_test.pt")
net_dst = os.path.join(instance.devkit, "results")
if (not os.path.exists(net_dst)):
os.makedirs(net_dst)
print 'Copying {} to {}'.format(net_src, net_dst)
shutil.copy(net_src, net_dst)
#generate factory.py
generateFactory(instance)
#generate train.sh
import generate_train_sh
generate_train_sh.main(instance)
#make symbolic link to VOCCode
generateVOCCode(instance.devkit)
if instance.validate() == False:
print 'Error in training instance.'
exit(1)
dbconn = sql.MySQLConnection('192.168.1.90','test','test','zb_label')
dbconn.connect()
sqlstr = 'update zb_train set status = 2 where id = {}'.format(ins_id)
dbconn.query(sqlstr)
dbconn.commit()
dbconn.close()
#start training
try:
os.system('experiments/scripts/train.sh')
acc_rate = getAccuracy(ins_id)
acc_str = json.dumps(acc_rate)
#sqlstr = 'update zb_train set status = 3 , accuracy = {} where id = {}'.format(json.dumps(acc_str), ins_id)
#prev dbconn may be time-out and closed by the server.
sqlstr = 'update zb_train set status = 3 where id = {}'.format( ins_id)
dbconn = sql.MySQLConnection('192.168.1.90','test','test','zb_label')
dbconn.connect()
dbconn.query(sqlstr)
dbconn.commit()
dbconn.close()
except Exception,e:
sqlerrstr = 'update zb_train set status = -1 where id = {}'.format(ins_id)
dbconn = sql.MySQLConnection('192.168.1.90','test','test','zb_label')
dbconn.connect()
dbconn.query(sqlstr)
dbconn.commit()
dbconn.close()
print e