DaCe Orchestration for the Diffusion Granule

ci/dace.yml

@@ -18,6 +18,21 @@ test_model_stencils_x86_64:
 test_model_stencils_aarch64:
   extends: [.test_model_stencils, .test_template_aarch64]
 
+.test_model_datatests:
+  stage: test
+  script:
+    - pip install dace==$DACE_VERSION
+    - tox -r -e run_model_tests -c model/ -- --backend=$BACKEND $DACE_ORCHESTRATION $COMPONENT  --verbose
+  parallel:
+    matrix:
+    - COMPONENT: [atmosphere/diffusion/tests/diffusion_tests]
+      BACKEND: [dace_cpu_noopt]
+      DACE_ORCHESTRATION: ['--dace-orchestration=True', '']
+test_model_datatests_x86_64:
+  extends: [.test_model_datatests, .test_template_x86_64]
+test_model_datatests_aarch64:
+  extends: [.test_model_datatests, .test_template_aarch64]
+
 .benchmark_model_stencils:
   stage: benchmark
   script:

model/atmosphere/diffusion/src/icon4py/model/atmosphere/diffusion/diffusion.py

@@ -15,6 +15,7 @@
 from typing import Final, Optional
 
 import gt4py.next as gtx
+from gt4py.next import int32
 
 import icon4py.model.common.states.prognostic_state as prognostics
 from icon4py.model.atmosphere.diffusion import diffusion_utils, diffusion_states
@@ -62,6 +63,9 @@
 from icon4py.model.common.settings import xp
 from icon4py.model.common.utils import gt4py_field_allocation as field_alloc
 
+from icon4py.model.common.orchestration import decorator as dace_orchestration
+
+
 """
 Diffusion module ported from ICON mo_nh_diffusion.f90.
 
@@ -351,6 +355,9 @@ def __init__(
         self, exchange: decomposition.ExchangeRuntime = decomposition.SingleNodeExchange()
     ):
         self._exchange = exchange
+        self.halo_exchange_wait = decomposition.create_halo_exchange_wait(
+            self._exchange
+        )  # wait on a communication handle
         self._initialized = False
         self.rd_o_cvd: float = constants.GAS_CONSTANT_DRY_AIR / (
             constants.CPD - constants.GAS_CONSTANT_DRY_AIR
@@ -447,6 +454,10 @@ def init(
 
         self._determine_horizontal_domains()
 
+        self.compile_time_connectivities = dace_orchestration.build_compile_time_connectivities(
+            self.grid.offset_providers
+        )
+
         self._initialized = True
 
     @property
@@ -585,6 +596,7 @@ def _sync_cell_fields(self, prognostic_state):
         )
         log.debug("communication of prognostic cell fields: theta, w, exner - done")
 
+    @dace_orchestration.orchestrate
     def _do_diffusion_step(
         self,
         diagnostic_state: diffusion_states.DiffusionDiagnosticState,
@@ -606,12 +618,13 @@ def _do_diffusion_step(
             smag_offset:
 
         """
-        num_levels = self.grid.num_levels
         # dtime dependent: enh_smag_factor,
-        scale_k(self.enh_smag_fac, dtime, self.diff_multfac_smag, offset_provider={})
+        scale_k.with_connectivities(self.compile_time_connectivities)(
+            self.enh_smag_fac, dtime, self.diff_multfac_smag, offset_provider={}
+        )
 
         log.debug("rbf interpolation 1: start")
-        mo_intp_rbf_rbf_vec_interpol_vertex(
+        mo_intp_rbf_rbf_vec_interpol_vertex.with_connectivities(self.compile_time_connectivities)(
             p_e_in=prognostic_state.vn,
             ptr_coeff_1=self.interpolation_state.rbf_coeff_1,
             ptr_coeff_2=self.interpolation_state.rbf_coeff_2,
@@ -620,18 +633,20 @@ def _do_diffusion_step(
             horizontal_start=self._vertex_start_lateral_boundary_level_2,
             horizontal_end=self._vertex_end_local,
             vertical_start=0,
-            vertical_end=num_levels,
+            vertical_end=self.grid.num_levels,
             offset_provider=self.grid.offset_providers,
         )
         log.debug("rbf interpolation 1: end")
 
         # 2.  HALO EXCHANGE -- CALL sync_patch_array_mult u_vert and v_vert
         log.debug("communication rbf extrapolation of vn - start")
-        self._exchange.exchange_and_wait(dims.VertexDim, self.u_vert, self.v_vert)
+        self._exchange(self.u_vert, self.v_vert, dim=dims.VertexDim, wait=True)
         log.debug("communication rbf extrapolation of vn - end")
 
         log.debug("running stencil 01(calculate_nabla2_and_smag_coefficients_for_vn): start")
-        calculate_nabla2_and_smag_coefficients_for_vn(
+        calculate_nabla2_and_smag_coefficients_for_vn.with_connectivities(
+            self.compile_time_connectivities
+        )(
             diff_multfac_smag=self.diff_multfac_smag,
             tangent_orientation=self.edge_params.tangent_orientation,
             inv_primal_edge_length=self.edge_params.inverse_primal_edge_lengths,
@@ -651,7 +666,7 @@ def _do_diffusion_step(
             horizontal_start=self._edge_start_lateral_boundary_level_5,
             horizontal_end=self._edge_end_halo_level_2,
             vertical_start=0,
-            vertical_end=num_levels,
+            vertical_end=self.grid.num_levels,
             offset_provider=self.grid.offset_providers,
         )
         log.debug("running stencil 01 (calculate_nabla2_and_smag_coefficients_for_vn): end")
@@ -662,7 +677,9 @@ def _do_diffusion_step(
             log.debug(
                 "running stencils 02 03 (calculate_diagnostic_quantities_for_turbulence): start"
             )
-            calculate_diagnostic_quantities_for_turbulence(
+            calculate_diagnostic_quantities_for_turbulence.with_connectivities(
+                self.compile_time_connectivities
+            )(
                 kh_smag_ec=self.kh_smag_ec,
                 vn=prognostic_state.vn,
                 e_bln_c_s=self.interpolation_state.e_bln_c_s,
@@ -674,7 +691,7 @@ def _do_diffusion_step(
                 horizontal_start=self._cell_start_nudging,
                 horizontal_end=self._cell_end_local,
                 vertical_start=1,
-                vertical_end=num_levels,
+                vertical_end=self.grid.num_levels,
                 offset_provider=self.grid.offset_providers,
             )
             log.debug(
@@ -685,11 +702,11 @@ def _do_diffusion_step(
         # TODO (magdalena) move this up and do asynchronous exchange
         if self.config.type_vn_diffu > 1:
             log.debug("communication rbf extrapolation of z_nable2_e - start")
-            self._exchange.exchange_and_wait(dims.EdgeDim, self.z_nabla2_e)
+            self._exchange(self.z_nabla2_e, dim=dims.EdgeDim, wait=True)
             log.debug("communication rbf extrapolation of z_nable2_e - end")
 
         log.debug("2nd rbf interpolation: start")
-        mo_intp_rbf_rbf_vec_interpol_vertex(
+        mo_intp_rbf_rbf_vec_interpol_vertex.with_connectivities(self.compile_time_connectivities)(
             p_e_in=self.z_nabla2_e,
             ptr_coeff_1=self.interpolation_state.rbf_coeff_1,
             ptr_coeff_2=self.interpolation_state.rbf_coeff_2,
@@ -698,18 +715,18 @@ def _do_diffusion_step(
             horizontal_start=self._vertex_start_lateral_boundary_level_2,
             horizontal_end=self._vertex_end_local,
             vertical_start=0,
-            vertical_end=num_levels,
+            vertical_end=self.grid.num_levels,
             offset_provider=self.grid.offset_providers,
         )
         log.debug("2nd rbf interpolation: end")
 
         # 6.  HALO EXCHANGE -- CALL sync_patch_array_mult (Vertex Fields)
         log.debug("communication rbf extrapolation of z_nable2_e - start")
-        self._exchange.exchange_and_wait(dims.VertexDim, self.u_vert, self.v_vert)
+        self._exchange(self.u_vert, self.v_vert, dim=dims.VertexDim, wait=True)
         log.debug("communication rbf extrapolation of z_nable2_e - end")
 
         log.debug("running stencils 04 05 06 (apply_diffusion_to_vn): start")
-        apply_diffusion_to_vn(
+        apply_diffusion_to_vn.with_connectivities(self.compile_time_connectivities)(
             u_vert=self.u_vert,
             v_vert=self.v_vert,
             primal_normal_vert_v1=self.edge_params.primal_normal_vert[0],
@@ -730,42 +747,49 @@ def _do_diffusion_step(
             horizontal_start=self._edge_start_lateral_boundary_level_5,
             horizontal_end=self._edge_end_local,
             vertical_start=0,
-            vertical_end=num_levels,
+            vertical_end=self.grid.num_levels,
             offset_provider=self.grid.offset_providers,
         )
         log.debug("running stencils 04 05 06 (apply_diffusion_to_vn): end")
+
         log.debug("communication of prognistic.vn : start")
-        handle_edge_comm = self._exchange.exchange(dims.EdgeDim, prognostic_state.vn)
+        handle_edge_comm = self._exchange(prognostic_state.vn, dim=dims.EdgeDim, wait=False)
 
         log.debug(
             "running stencils 07 08 09 10 (apply_diffusion_to_w_and_compute_horizontal_gradients_for_turbulence): start"
         )
         # TODO (magdalena) get rid of this copying. So far passing an empty buffer instead did not verify?
-        copy_field(prognostic_state.w, self.w_tmp, offset_provider={})
+        copy_field.with_connectivities(self.compile_time_connectivities)(
+            prognostic_state.w, self.w_tmp, offset_provider={}
+        )
 
-        apply_diffusion_to_w_and_compute_horizontal_gradients_for_turbulence(
+        apply_diffusion_to_w_and_compute_horizontal_gradients_for_turbulence.with_connectivities(
+            self.compile_time_connectivities
+        )(
             area=self.cell_params.area,
             geofac_n2s=self.interpolation_state.geofac_n2s,
             geofac_grg_x=self.interpolation_state.geofac_grg_x,
             geofac_grg_y=self.interpolation_state.geofac_grg_y,
             w_old=self.w_tmp,
             w=prognostic_state.w,
-            type_shear=gtx.int32(self.config.shear_type.value),
+            type_shear=int32(
+                self.config.shear_type.value
+            ),  # DaCe parser peculiarity (does not work as gtx.int32)
             dwdx=diagnostic_state.dwdx,
             dwdy=diagnostic_state.dwdy,
             diff_multfac_w=self.diff_multfac_w,
             diff_multfac_n2w=self.diff_multfac_n2w,
             k=self.vertical_index,
             cell=self.horizontal_cell_index,
-            nrdmax=gtx.int32(
+            nrdmax=int32(  # DaCe parser peculiarity (does not work as gtx.int32)
                 self.vertical_grid.end_index_of_damping_layer + 1
             ),  # +1 since Fortran includes boundaries
             interior_idx=self._cell_start_interior,
             halo_idx=self._cell_end_local,
             horizontal_start=self._horizontal_start_index_w_diffusion,
             horizontal_end=self._cell_end_halo,
             vertical_start=0,
-            vertical_end=num_levels,
+            vertical_end=self.grid.num_levels,
             offset_provider=self.grid.offset_providers,
         )
         log.debug(
@@ -776,24 +800,26 @@ def _do_diffusion_step(
             "running fused stencils 11 12 (calculate_enhanced_diffusion_coefficients_for_grid_point_cold_pools): start"
         )
 
-        calculate_enhanced_diffusion_coefficients_for_grid_point_cold_pools(
+        calculate_enhanced_diffusion_coefficients_for_grid_point_cold_pools.with_connectivities(
+            self.compile_time_connectivities
+        )(
             theta_v=prognostic_state.theta_v,
             theta_ref_mc=self.metric_state.theta_ref_mc,
             thresh_tdiff=self.thresh_tdiff,
             smallest_vpfloat=constants.DBL_EPS,
             kh_smag_e=self.kh_smag_e,
             horizontal_start=self._edge_start_nudging,
             horizontal_end=self._edge_end_halo,
-            vertical_start=(num_levels - 2),
-            vertical_end=num_levels,
+            vertical_start=(self.grid.num_levels - 2),
+            vertical_end=self.grid.num_levels,
             offset_provider=self.grid.offset_providers,
         )
         log.debug(
             "running stencils 11 12 (calculate_enhanced_diffusion_coefficients_for_grid_point_cold_pools): end"
         )
 
         log.debug("running stencils 13 14 (calculate_nabla2_for_theta): start")
-        calculate_nabla2_for_theta(
+        calculate_nabla2_for_theta.with_connectivities(self.compile_time_connectivities)(
             kh_smag_e=self.kh_smag_e,
             inv_dual_edge_length=self.edge_params.inverse_dual_edge_lengths,
             theta_v=prognostic_state.theta_v,
@@ -802,15 +828,17 @@ def _do_diffusion_step(
             horizontal_start=self._cell_start_nudging,
             horizontal_end=self._cell_end_local,
             vertical_start=0,
-            vertical_end=num_levels,
+            vertical_end=self.grid.num_levels,
             offset_provider=self.grid.offset_providers,
         )
         log.debug("running stencils 13_14 (calculate_nabla2_for_theta): end")
         log.debug(
             "running stencil 15 (truly_horizontal_diffusion_nabla_of_theta_over_steep_points): start"
         )
         if self.config.apply_zdiffusion_t:
-            truly_horizontal_diffusion_nabla_of_theta_over_steep_points(
+            truly_horizontal_diffusion_nabla_of_theta_over_steep_points.with_connectivities(
+                self.compile_time_connectivities
+            )(
                 mask=self.metric_state.mask_hdiff,
                 zd_vertoffset=self.metric_state.zd_vertoffset,
                 zd_diffcoef=self.metric_state.zd_diffcoef,
@@ -822,15 +850,15 @@ def _do_diffusion_step(
                 horizontal_start=self._cell_start_nudging,
                 horizontal_end=self._cell_end_local,
                 vertical_start=0,
-                vertical_end=num_levels,
+                vertical_end=self.grid.num_levels,
                 offset_provider=self.grid.offset_providers,
             )
 
             log.debug(
                 "running fused stencil 15 (truly_horizontal_diffusion_nabla_of_theta_over_steep_points): end"
             )
         log.debug("running stencil 16 (update_theta_and_exner): start")
-        update_theta_and_exner(
+        update_theta_and_exner.with_connectivities(self.compile_time_connectivities)(
             z_temp=self.z_temp,
             area=self.cell_params.area,
             theta_v=prognostic_state.theta_v,
@@ -839,9 +867,17 @@ def _do_diffusion_step(
             horizontal_start=self._cell_start_nudging,
             horizontal_end=self._cell_end_local,
             vertical_start=0,
-            vertical_end=num_levels,
+            vertical_end=self.grid.num_levels,
             offset_provider={},
         )
         log.debug("running stencil 16 (update_theta_and_exner): end")
-        handle_edge_comm.wait()  # need to do this here, since we currently only use 1 communication object.
+
+        self.halo_exchange_wait(
+            handle_edge_comm
+        )  # need to do this here, since we currently only use 1 communication object.
         log.debug("communication of prognogistic.vn - end")
+
+    def orchestration_uid(self) -> str:
+        """Unique id based on the runtime state of the Diffusion object. It is used for caching in DaCe Orchestration."""
+        # TODO (kotsaloscv): It is unsafe to set it as cached property -demands more testing-
+        return dace_orchestration.generate_orchestration_uid(self)