Time travel with tf2 (Python)Description: This tutorial teaches you about advanced time travel features of tf2
Tutorial Level: ADVANCED
In the previous tutorial we discussed the basic concept of tf2 and time. This tutorial will take this one step further, and expose one of the most powerful tf2 tricks.
So let's go back to where we ended in the previous tutorial. Go to your package for the tutorial:
$ roscd learning_tf2
Now, instead of making the second turtle go to where the first turtle is now, make the second turtle go to where the first turtle was 5 seconds ago. Edit nodes/turtle_tf2_listener.py:
1 try: 2 now = rospy.Time.now() - rospy.Duration(5.0) 3 listener.waitf2orTransform("/turtle2", "/carrot1", now, rospy.Duration(1.0)) 4 (trans, rot) = listener.lookupTransform("/turtle2", "/carrot1", now) 5 except (tf2.Exception, tf2.LookupException, tf2.ConnectivityException): 6
So now, if you would run this, what would you expect to see? Definitely during the first 5 seconds the second turtle would not know where to go, because we do not yet have a 5 second history of the first turtle. But what after these 5 seconds? Let's just give it a try:
$ make $ roslaunch learning_tf2 start_demo.launch
Is your turtle driving around uncontrollably like in this screenshot? So what is happening?
We asked tf2, "What was the pose of /turtle1 5 seconds ago, relative to /turtle2 5 seconds ago?". This means we are controlling the second turtle based on where it was 5 seconds ago as well as where the first turtle was 5 seconds ago.
What we really want to ask is, "What was the pose of /turtle1 5 seconds ago, relative to the current position of the /turtle2?".
Advanced API for lookupTransform
So how can we ask tf2 a question like that? This API gives us the power to say explicitly when each frame is transformed. This is what the code would look like:
1 try: 2 now = rospy.Time.now() 3 past = now - rospy.Duration(5.0) 4 listener.waitf2orTransformFull("/turtle2", now, 5 "/turtle1", past, 6 "/world", rospy.Duration(1.0)) 7 (trans, rot) = listener.lookupTransformFull("/turtle2", now, 8 "/turtle1", past, 9 "/world") 10
The advanced API for lookupTransform() takes six arguments:
- Give the transform from this frame,
- at this time ...
- ... to this frame,
- at this time.
- Specify the frame that does not change over time, in this case the "/world" frame, and
- the variable to store the result in.
Notice that waitf2orTransform() also has a basic and and advanced API, just like lookupTransform().
This figure shows what tf2 is doing in the background. In the past it computes the transform from the first turtle to the world. In the world frame tf2 time travels from the past to now. And at time now tf2 computes the transform from the world to the second turtle.
Checking the results
Let's run the simulator again, this time with the advanced time-travel API:
$ roslaunch learning_tf2 start_demo.launch
And yes, the second turtle is directed to where the first turtle was 5 seconds ago!