# Copyright 2025 The JAX Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from jax._src import core from jax._src import linear_util as lu from jax._src import api_util from jax._src.util import safe_map, safe_zip from jax._src.tree_util import tree_flatten, tree_unflatten from jax._src.interpreters import ad from jax._src.interpreters import mlir from jax._src.lib.mlir import ir map, unsafe_map = safe_map, map zip, unsafe_zip = safe_zip, zip def scheduling_group(name): def wrap1(f): def wrap2(*args, **kwargs): args_flat, in_tree = tree_flatten((args, kwargs)) dbg = api_util.debug_info('scheduling_group', f, args, kwargs) f_, out_tree = api_util.flatten_fun(lu.wrap_init(f, debug_info=dbg), in_tree) out_flat = scheduling_group_p.bind(f_, *args_flat, name=name) return tree_unflatten(out_tree(), out_flat) return wrap2 return wrap1 scheduling_group_p = core.ClosedCallPrimitive('scheduling_group') scheduling_group_p.def_impl(core.call_impl) scheduling_group_p.def_effectful_abstract_eval( lambda *_, call_jaxpr: (call_jaxpr.out_avals, call_jaxpr.effects)) def _scheduling_group_lowering( ctx: mlir.LoweringRuleContext, *args, name: str, call_jaxpr: core.ClosedJaxpr): out_nodes, tokens = mlir.call_lowering( "scheduling_group_call", call_jaxpr, None, ctx.module_context, ctx.avals_in, ctx.avals_out, ctx.tokens_in, *args, dim_var_values=ctx.dim_var_values, const_lowering=ctx.const_lowering, attributes=dict(scheduling_group=ir.StringAttr.get(name))) ctx.set_tokens_out(tokens) return out_nodes mlir.register_lowering(scheduling_group_p, _scheduling_group_lowering) ad.primitive_transposes[scheduling_group_p] = ad.primitive_transposes[core.closed_call_p]