def preprocess(bagfile, output, output_size):
""" yields topic, data, t but data already a numpy array """
bag = rosbag.Bag(bagfile)
info = yaml.load(bag._get_yaml_info())
for topic_dict in info['topics']:
if 'FloatArray' in topic_dict['type']:
command_topic = topic_dict['topic']
topics = [topic_image_raw, command_topic]
logger.info('bag_processing, using topics: %s' % topics)
def read_tuples(raw_stream):
i = 0
Y0 = None
U0 = None
Y_last = None
t0 = 0
for topic, msg, t in raw_stream:
# logger.debug('read msg type %s and topic %s' % (msg._type, topic))
i += 1
if topic == command_topic:
# logger.debug('command read')
Y1 = Y_last
if Y0 is not None and U0 is not None:
# yeild tuple
yield (Y0, U0, Y1, t0)
Y0 = Y_last
U0 = msg
t0 = t
if topic == topic_image_raw:
# logger.debug('image read')
Y_last = msg
tuples_stream = read_tuples(bag.read_messages(topics=topics))
out_bag = rosbag.Bag(output, 'w')
for Y0, U, Y1, t0 in tuples_stream:
y0_pil = Image.fromarray(get_image_array(Y0)).resize(output_size)
y1_pil = Image.fromarray(get_image_array(Y1)).resize(output_size)
# pdb.set_trace()
logger.info('Writing data (Y0, U0=%s, Y1)' % U)
out_bag.write('Y0', pil_to_imgmsg(y0_pil), t0)
out_bag.write('U0', U, t0)
out_bag.write('Y1', pil_to_imgmsg(y1_pil), t0)
out_bag.close()
def write_tuple_to_bag(bag, Y0, U, Y1, x=0):
# write to the bag
y0msg = pil_to_imgmsg(Image.fromarray(Y0[1]))
y0msg.header.stamp = U[0]
y1msg = pil_to_imgmsg(Image.fromarray(Y1[1]))
y1msg.header.stamp = U[0]
# pdb.set_trace()
bag.write('Y0', y0msg, U[0])
bag.write('U0', U[1], U[0])
bag.write('Y1', y1msg, U[0])
try:
bag.write('X0', std_msgs.msg.Int64(int(x)), U[0])
except:
pdb.set_trace()
def write_tuple_to_bag(bag, Y0, U, Y1, x=0):
# write to the bag
y0msg = pil_to_imgmsg(Image.fromarray(Y0[1]))
y0msg.header.stamp = U[0]
y1msg = pil_to_imgmsg(Image.fromarray(Y1[1]))
y1msg.header.stamp = U[0]
# pdb.set_trace()
bag.write('Y0', y0msg, U[0])
bag.write('U0', U[1], U[0])
bag.write('Y1', y1msg, U[0])
try:
bag.write('X0', std_msgs.msg.Int64(int(x)), U[0])
except:
pdb.set_trace()