farzadab / walking-benchmark

How hard is it to walk
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Torque limit grid search #28

Closed farzadab closed 5 years ago

farzadab commented 5 years ago
farzadab commented 5 years ago

Experiment Results (had a bug)

The torque limit experiments show that the curriculum is working great for low torque limits but seems to be bad for higher starting limits; bug maybe? Yes! The num_step was changed between runs and apparently it wasn't even doing curriculum!

image Figure 1: Walker2D final reward (test) with different torque limits (x-axis).

image Figure 1: Walker2D curriculum final reward (test) with 1.6x starting torque limit and different final torque limits (x-axis).

farzadab commented 5 years ago

Same plots but nicer and put side-by-side: image Figure 3: Final reward achieved with different torque limits (x-axis).

image Figure 4: Final progress with different torque limits (x-axis).

farzadab commented 5 years ago

Re: what is the best value to start from? Can't really say, there's no definitive answer here:

image image Figures: Final progress/reward with different starting torque limits (x-axis) for the target of 0.6x limit.