Rename python/cutlass to python/cutlass_cppgen (#2652)
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Haicheng Wu
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164
python/cutlass_cppgen/backend/evt/passes/pass_manager.py
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164
python/cutlass_cppgen/backend/evt/passes/pass_manager.py
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#################################################################################################
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#
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# Copyright (c) 2023 - 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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# SPDX-License-Identifier: BSD-3-Clause
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#
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# Redistribution and use in source and binary forms, with or without
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# modification, are permitted provided that the following conditions are met:
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#
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# 1. Redistributions of source code must retain the above copyright notice, this
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# list of conditions and the following disclaimer.
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#
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# 2. Redistributions in binary form must reproduce the above copyright notice,
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# this list of conditions and the following disclaimer in the documentation
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# and/or other materials provided with the distribution.
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#
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# 3. Neither the name of the copyright holder nor the names of its
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# contributors may be used to endorse or promote products derived from
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# this software without specific prior written permission.
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#
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# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
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# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
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# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
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# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
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# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
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# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
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# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
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# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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#
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#################################################################################################
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"""
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Pass manager for DAG IR.
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"""
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from typing import Any
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import networkx as nx
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from cutlass_cppgen.backend.evt.ir import DAGIR
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from cutlass_cppgen.backend.evt.passes.util import cc_map
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class EVTPassBase:
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"""
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Base class for EVT Passes
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"""
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dependencies = []
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def __init__(self, dag_ir: DAGIR) -> None:
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self.dag_ir = dag_ir
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self.cc = self.dag_ir.cc
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def requires(self) -> None:
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"""
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This function will be called before the pass is run.
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"""
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pass
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def call(self) -> None:
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"""
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The pass that is run through the self.dag_ir
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"""
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raise NotImplementedError(
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f"__call__ is not overwritten in Pass {self.__class__.__name__}")
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def ensures(self) -> None:
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"""
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This function will be called after the pass is run.
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"""
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pass
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def __call__(self) -> Any:
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self.requires()
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self.call()
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self.ensures()
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def cc_specific_method(self, func):
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"""
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This enables defining function that behaves differently under different cc
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The simplest example of using this function is the following
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.. highlight:: python
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.. code-block:: python
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class ExamplePass(EVTPassBase):
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def call(sekf):
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# This automatically select the smXX_func based on current cc
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self.cc_specific_method(self.func)()
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# Interface func, can be empty
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def func(self):
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pass
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# Sm90 specific func
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def sm90_func(self):
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// sm90 specific method
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return
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# Sm80 specific func
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def sm80_func(self):
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// sm80 specific method
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return
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"""
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func_name = f"sm{cc_map[self.cc]}_{func.__name__}"
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if hasattr(self, func_name):
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return getattr(self, func_name)
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else:
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raise NotImplementedError(f"func {func.__name__} is not overwritten for Sm{self.cc}")
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class EVTPassManager(nx.DiGraph):
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"""
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Topological-based Pass Manager.
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Each registered pass has a list of dependencies. The pass manager organizes
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the passes as a DAG and launch the compiler passes under topological order.
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"""
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def __init__(self, dag_ir: DAGIR, pass_list):
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super().__init__()
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self.dag_ir = dag_ir
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for pass_cls in pass_list:
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self.add_pass(pass_cls)
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self.sorted_passes = self.schedule()
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def get_callable(self, pass_name):
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"""
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Return the callable of the pass
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"""
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return self.nodes[pass_name]["callable"]
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def add_pass(self, pass_cls):
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"""
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Add a pass to the pass manager
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:param pass_cls: the class of pass
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:type pass_cls: derived class of EVTPassBase
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"""
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name = pass_cls.__name__
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pass_callable = pass_cls(self.dag_ir)
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self.add_node(name, callable=pass_callable)
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def schedule(self):
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"""
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Schedule the added passes under topological order
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"""
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# Add edges
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for pass_name in self.nodes:
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callable = self.get_callable(pass_name)
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for dependency_cls in callable.dependencies:
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self.add_edge(
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dependency_cls.__name__,
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type(callable).__name__)
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# Topological sort
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return list(nx.topological_sort(self))
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def __call__(self) -> Any:
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"""
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Launch the registered passes
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"""
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for pass_name in self.sorted_passes:
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callable = self.get_callable(pass_name)
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callable()
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