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@muellch muellch commented Oct 8, 2025

further in-lining of stencils 1 to 13 to less field_operators calls within the program:
compute_perturbed_quantities_and_interpolation

DropD and others added 30 commits September 4, 2025 14:42
Fix bug in the input arguments of
`IconSerialDataProvider.from_grid_savepoint` in
`initialization_utils.py` of the driver package after this PR
#829 is merged.
On the mch-ch1_medium experiment
- this is 4% faster on the full timestep compared to the version without
`ravel`;
- within fluctuations there is no difference between no reduction and
this version.
delete top level README.md from tools
Bumps [actions/setup-python](https://github.com/actions/setup-python)
from 5 to 6.
<details>
<summary>Release notes</summary>
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<blockquote>
<h2>v6.0.0</h2>
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<ul>
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<h2>v5.6.0</h2>
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- Removed `vertical_mass_flux_at_cells_on_half_levels`,
`tridiagonal_alpha_coeff_at_cells_on_half_levels`,
`tridiagonal_beta_coeff_at_cells_on_model_levels`, `exner_explicit_term`
and `rho_explicit_term` from intermediate fields passed around
- Combined
`_vertically_implicit_solver_at_corrector/predictor_step_before/after_solving_w`
- Improved initialization of scans (level 0 and 80) (together with
@philip-paul-mueller )
- Removed any unnecessary initializations related to them (i.e.
`next_w`)
  - Handle related unit tests
- Make sure that the values for the `n_lev` vertical level are passed
from `_set_surface_boundary_condtion_for_computation_of_w` to
`_vertically_implicit_solver_at_corrector/predictor_step_before_solving_w`
properly
  - Improves DaCe handling of temporaries

---------

Co-authored-by: "Ong Chia Rui" <[email protected]>
Fix an issue in velocity advection tests, that caused the dace programs
to fail: a cupy array was expected as argument, a numpy array was
passed.
This PR enables CI tests on the dace backend.
- In the Github Actions, we run the stencil tests on the CPU backend.
- In the CSCS CI, we run the tests with serialized data on the GPU
backend, only for diffusion and dycore in order to save compute
resources.
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edopao commented Jan 7, 2026

There are variations in performance, between the version I pushed before vacation and the version from today (see _2026 suffix), but in general the performance is in pair with baseline. I actually cannot explain why there was a speed up of adv_in_vertical_moment_eq in the previous version.
bench_blueline_stencil_compute

@edopao edopao requested a review from havogt January 7, 2026 12:44
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The performance is in pair with baseline, and additional speedup will be provided by #951. This PR is needed to remove a write-write pattern which is not supported by dace state fusion.

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cscs-ci run default

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edopao commented Jan 8, 2026

I now see a clear speedup:
bench_blueline_stencil_compute

@edopao edopao dismissed their stale review January 8, 2026 14:47

The requested change has been applied.

@nfarabullini nfarabullini requested review from edopao and havogt January 8, 2026 15:05
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Mainly questions on how to improve readability, now that boundary conditions close to the interior computations.
Additionally, we can now also combine the last field_operator into this one since we are already using multiple output domains.

Comment on lines 117 to 125
concat_where(
(maximum(1, nflatlev) <= dims.KDim),
dims.KDim < surface_level - 1,
_interpolate_cell_field_to_half_levels_vp(
wgtfac_c=wgtfac_c, interpolant=temporal_extrapolation_of_perturbed_exner
),
exner_at_cells_on_half_levels,
_interpolate_to_surface(
wgtfacq_c=wgtfacq_c, interpolant=temporal_extrapolation_of_perturbed_exner
),
)
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I think this should be a named operator (it's repeated below). What should be its name?

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we shouldn't change this name

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apologies, let me rephrase: it is my personal opinion that this concat_where should stay as is.

Comment on lines 144 to 152
perturbed_theta_v_at_cells_on_half_levels = concat_where(
dims.KDim >= 1,
dims.KDim < surface_level - 1,
_interpolate_cell_field_to_half_levels_vp(
wgtfac_c=wgtfac_c, interpolant=perturbed_theta_v_at_cells_on_model_levels
),
broadcast(0.0, (dims.CellDim, dims.KDim)),
_interpolate_to_surface(
wgtfacq_c=wgtfacq_c, interpolant=perturbed_theta_v_at_cells_on_model_levels
),
)
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this is the same operator again

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yes, we keep the same name

Comment on lines 154 to 160
theta_v_at_cells_on_half_levels = concat_where(
dims.KDim >= 1,
dims.KDim < surface_level - 1,
_interpolate_cell_field_to_half_levels_wp(
wgtfac_c=wgtfac_c_wp, interpolant=current_theta_v
),
theta_v_at_cells_on_half_levels,
reference_theta_at_cells_on_half_levels + perturbed_theta_v_at_cells_on_half_levels,
)
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this is a similar operator, but for wp and with different boundary condition

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same answer as above

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@OngChia we should check again if this could actually be expressed with the same operator including boundary condition (but on wp instead of vp) or not.

Comment on lines 186 to 194
-vpfloat("0.5")
* (
(
perturbed_theta_v_at_cells_on_half_levels
- perturbed_theta_v_at_cells_on_half_levels(Koff[1])
)
* d2dexdz2_fac1_mc
+ perturbed_theta_v_at_cells_on_model_levels * d2dexdz2_fac2_mc
)
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Should this be a generic d2d2z operator? It seems it could go directly from model_levels to model_levels.

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since it doesn't seem that this computation is used anywhere else, I don't see the advantage of placing it in a field_operator

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I meant it could be directly written as a 3-point stencil from perturbed_theta_v_at_cells_on_model_levels to the derivate on model_levels. Possibly this might be closer to the math, but not sure...

_interpolate_cell_field_to_half_levels_wp(wgtfac_c, current_rho),
rho_at_cells_on_half_levels,
)
rho_at_cells_on_half_levels = _interpolate_cell_field_to_half_levels_wp(wgtfac_c, current_rho)
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maybe also here the same operator with boundary conditions could be used (although it's boundary value seems never be used, but optimizations should remove it).

},
{
dims.CellDim: (start_cell_lateral_boundary_level_3, end_cell_halo),
dims.KDim: (1, surface_level - 1),
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Suggested change
dims.KDim: (1, surface_level - 1),
dims.KDim: (model_top + 1, surface_level - 1),

I am not sure if I like the namings for the vertical ranges in general. Maybe model_top should be a global constant (FrozenNamespace)? Why is surface_level referring to nlev+1? It's actually half_level_surface and surface_level - 1 might be just surface_level?

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the concat_where condition was specifically dims.KDim >= 1, hence my assumption that boundary conditions start from 1

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Yes, excactly, but model_top==0 always, therefore either we should remove model_top or express it relative to model_top

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what if model_top will change in value but the kdim>=1 condition should stay as is?

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The 1 refers to 1 above model_top. I didn't check who introduced model_top, but it would have been more consistent to also replace the 1s with model_top+1 when this refactoring was done.

},
{
dims.CellDim: (start_cell_lateral_boundary_level_3, end_cell_halo),
dims.KDim: (maximum(1, nflatlev), surface_level),
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Would be interesting to explore if we should actually define all fields that don't start at 0 aka model_top on a smaller domain. Is this field ever read < nflatlev? Similar are the fields that are computed from 1 ever used at level 0?

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This is not a priority, we can do this in another PR

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cscs-ci run default

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Mandatory Tests

Please make sure you run these tests via comment before you merge!

  • cscs-ci run default

Optional Tests

To run benchmarks you can use:

  • cscs-ci run benchmark-bencher

To run tests and benchmarks with the DaCe backend you can use:

  • cscs-ci run dace

To run test levels ignored by the default test suite (mostly simple datatest for static fields computations) you can use:

  • cscs-ci run extra

For more detailed information please look at CI in the EXCLAIM universe.

perturbed_rho_at_cells_on_model_levels,
perturbed_theta_v_at_cells_on_model_levels,
) = concat_where(
(dims.CellDim >= start_cell_halo_level_2) & (dims.CellDim < end_cell_halo_level_2),
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We should either

  • just drop the concat_where here, or
  • move the bounds into the output domain.

Probably the second is the better choice.

Reason: Assuming both current_rho and current_theta_v as well as the reference fields are correct in (start_cell_lateral_boundary_level_3, end_cell_halo), then it should be correct to compute it everywhere. Since the now inlined operator _compute_perturbation_of_rho_and_theta computed on a smaller domain, I assume the result is only needed in that domain.

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On a second look it seems we are already computing both fields above and there is no change in between. It seems we should delete this call and probably shrink the output domain to level2. (Or keep it the bigger domain as this might be better for fusion in dace, let's check with @edopao.)

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Does the bigger domain imply the use of concat_where? In this case it is preferable to shrink the domain.

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No concat_where.

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Then let's try with the bigger domain.

@nfarabullini
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@havogt and @OngChia will take over the rest of the work

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