patrick-kidger / patrick-kidger/diffrax
diffeqsolve time parameters
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Description
Wondering if this is desired behaviour:
The following fails because t0 and t1 only accept scalars. However, the code below used to work for older versions of jax/equinox/diffrax (not sure at which level this breaks):
from diffrax import diffeqsolve, Dopri5, ODETerm, SaveAt, PIDController
vector_field = lambda t, y, args: -y
term = ODETerm(vector_field)
solver = Dopri5()
saveat = SaveAt(ts=[0., 1., 2., 3.])
stepsize_controller = PIDController(rtol=1e-5, atol=1e-5)
ts = np.array([0.0, 3.0])
sol = diffeqsolve(term, solver, t0=ts[0], t1=ts[1], dt0=0.1, y0=1, saveat=saveat,
stepsize_controller=stepsize_controller)
Output:
_ValueError Traceback (most recent call last)
/Users/marcel.vangerven/Code/github/artcogsys/tutorials/simple_ode.ipynb Cell 3 line 1
7 stepsize_controller = PIDController(rtol=1e-5, atol=1e-5)
9 ts =np.array([0.0, 3.0])
---> 10 sol = diffeqsolve(term, solver, t0=ts[0], t1=ts[1], dt0=0.1, y0=1, saveat=saveat,
11 stepsize_controller=stepsize_controller)
File ~/opt/anaconda3/envs/research/lib/python3.10/site-packages/equinox/_jit.py:107, in _JitWrapper.call(self, *args, **kwargs)
106 def call(self, /, *args, **kwargs):
--> 107 return self._call(False, args, kwargs)
File ~/opt/anaconda3/envs/research/lib/python3.10/site-packages/equinox/_jit.py:103, in _JitWrapper._call(self, is_lower, args, kwargs)
101 out = self._cached(dynamic, static)
102 else:
--> 103 out = self._cached(dynamic, static)
104 return _postprocess(out)
[... skipping hidden 13 frame]
File ~/opt/anaconda3/envs/research/lib/python3.10/site-packages/diffrax/integrate.py:572, in diffeqsolve(terms, solver, t0, t1, dt0, y0, args, saveat, stepsize_controller, adjoint, discrete_terminating_event, max_steps, throw, solver_state, controller_state, made_jump)
570 with jax.ensure_compile_time_eval():
571 pred = (t1 - t0) * dt0 < 0
--> 572 dt0 = eqxi.error_if(dt0, pred, msg)
574 # Backward compatibility
...
--> 264 raise ValueError("No arrays to thread error on to.")
265 dynamic_x = _error(dynamic_x, pred, index, msgs=msgs, on_error=on_error)
266 return combine(dynamic_x, static_x)
ValueError: No arrays to thread error on to._
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Reproduce the example at the diffeqsolve entry point and inspect diffrax/integrate.py around line 572, where the traceback reports the failure. Determine whether the reported scalar time-parameter case is supported, then document the expected behavior and verify it with a regression test if the issue is confirmed.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- backend-api-design
- Issue type
- Bug
- Difficulty
- 3/5
- Estimated time
- 1-2 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 32/100