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cutlass/python/cutlass_cppgen/backend/evt/passes/pass_manager.py
2025-09-18 14:26:57 -04:00

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Python

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"""
Pass manager for DAG IR.
"""
from typing import Any
import networkx as nx
from cutlass_cppgen.backend.evt.ir import DAGIR
from cutlass_cppgen.backend.evt.passes.util import cc_map
class EVTPassBase:
"""
Base class for EVT Passes
"""
dependencies = []
def __init__(self, dag_ir: DAGIR) -> None:
self.dag_ir = dag_ir
self.cc = self.dag_ir.cc
def requires(self) -> None:
"""
This function will be called before the pass is run.
"""
pass
def call(self) -> None:
"""
The pass that is run through the self.dag_ir
"""
raise NotImplementedError(
f"__call__ is not overwritten in Pass {self.__class__.__name__}")
def ensures(self) -> None:
"""
This function will be called after the pass is run.
"""
pass
def __call__(self) -> Any:
self.requires()
self.call()
self.ensures()
def cc_specific_method(self, func):
"""
This enables defining function that behaves differently under different cc
The simplest example of using this function is the following
.. highlight:: python
.. code-block:: python
class ExamplePass(EVTPassBase):
def call(sekf):
# This automatically select the smXX_func based on current cc
self.cc_specific_method(self.func)()
# Interface func, can be empty
def func(self):
pass
# Sm90 specific func
def sm90_func(self):
// sm90 specific method
return
# Sm80 specific func
def sm80_func(self):
// sm80 specific method
return
"""
func_name = f"sm{cc_map[self.cc]}_{func.__name__}"
if hasattr(self, func_name):
return getattr(self, func_name)
else:
raise NotImplementedError(f"func {func.__name__} is not overwritten for Sm{self.cc}")
class EVTPassManager(nx.DiGraph):
"""
Topological-based Pass Manager.
Each registered pass has a list of dependencies. The pass manager organizes
the passes as a DAG and launch the compiler passes under topological order.
"""
def __init__(self, dag_ir: DAGIR, pass_list):
super().__init__()
self.dag_ir = dag_ir
for pass_cls in pass_list:
self.add_pass(pass_cls)
self.sorted_passes = self.schedule()
def get_callable(self, pass_name):
"""
Return the callable of the pass
"""
return self.nodes[pass_name]["callable"]
def add_pass(self, pass_cls):
"""
Add a pass to the pass manager
:param pass_cls: the class of pass
:type pass_cls: derived class of EVTPassBase
"""
name = pass_cls.__name__
pass_callable = pass_cls(self.dag_ir)
self.add_node(name, callable=pass_callable)
def schedule(self):
"""
Schedule the added passes under topological order
"""
# Add edges
for pass_name in self.nodes:
callable = self.get_callable(pass_name)
for dependency_cls in callable.dependencies:
self.add_edge(
dependency_cls.__name__,
type(callable).__name__)
# Topological sort
return list(nx.topological_sort(self))
def __call__(self) -> Any:
"""
Launch the registered passes
"""
for pass_name in self.sorted_passes:
callable = self.get_callable(pass_name)
callable()