wehub-resource-sync
323 lines
9.8 KiB
Python
323 lines
9.8 KiB
Python
# Licensed to the Apache Software Foundation (ASF) under one
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# or more contributor license agreements. See the NOTICE file
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# distributed with this work for additional information
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# regarding copyright ownership. The ASF licenses this file
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# to you under the Apache License, Version 2.0 (the
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# "License"); you may not use this file except in compliance
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# with the License. You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing,
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# software distributed under the License is distributed on an
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# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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# KIND, either express or implied. See the License for the
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# specific language governing permissions and limitations
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# under the License.
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from typing import Any
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import tvm
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from tvm.relax.frontend import nn
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def test_mutator_naming_basic():
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class Module0(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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self.param0 = nn.Parameter((32, 128), "float64")
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class Module1(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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self.mod0 = Module0()
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self.param1 = nn.Parameter((32, 128), "float32")
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class Module2(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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self.mod1 = Module1()
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self.param2 = nn.Parameter((32, 128), "float16")
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class Module3(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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self.mod2 = Module2()
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self.param3 = nn.Parameter((32, 128), "float8")
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class Mutator(nn.Mutator):
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def visit_param(self, name: str, node: nn.Parameter) -> Any:
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if node.dtype == "float8":
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assert name == "mod3.param3"
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return node
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elif node.dtype == "float16":
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assert name == "mod3.mod2.param2"
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return node
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elif node.dtype == "float32":
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assert name == "mod3.mod2.mod1.param1"
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return node
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elif node.dtype == "float64":
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assert name == "mod3.mod2.mod1.mod0.param0"
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return node
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mod3 = Module3()
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mutator = Mutator()
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mutator.visit("mod3", mod3)
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def test_mutator_naming_moduledict():
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class Module(nn.Module):
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def __init__(self, dtype) -> None:
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super().__init__()
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self.param = nn.Parameter((32, 128), dtype)
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class Mutator(nn.Mutator):
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def visit_param(self, name: str, node: nn.Parameter) -> Any:
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if node.dtype == "float64":
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assert name == "mod_dict.k0.0.param"
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return node
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elif node.dtype == "float32":
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assert name == "mod_dict.k0.1.param"
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return node
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elif node.dtype == "float16":
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assert name == "mod_dict.k1.0.param"
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return node
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elif node.dtype == "float8":
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assert name == "mod_dict.k1.1.param"
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return node
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mod_dict = nn.ModuleDict(
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{
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"k0": nn.ModuleList([Module("float64"), Module("float32")]),
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"k1": nn.ModuleList([Module("float16"), Module("float8")]),
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}
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)
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mutator = Mutator()
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mutator.visit("mod_dict", mod_dict)
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def test_mutator_naming_modulelist():
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class Module(nn.Module):
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def __init__(self, dtype) -> None:
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super().__init__()
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self.param = nn.Parameter((32, 128), dtype)
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class Mutator(nn.Mutator):
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def visit_param(self, name: str, node: nn.Parameter) -> Any:
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if node.dtype == "float64":
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assert name == "mod_list.0.0.param"
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return node
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elif node.dtype == "float32":
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assert name == "mod_list.0.1.param"
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return node
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elif node.dtype == "float16":
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assert name == "mod_list.1.0.param"
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return node
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elif node.dtype == "float8":
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assert name == "mod_list.1.1.param"
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return node
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mod_list = nn.ModuleList(
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[
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nn.ModuleList([Module("float64"), Module("float32")]),
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nn.ModuleList([Module("float16"), Module("float8")]),
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]
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)
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mutator = Mutator()
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mutator.visit("mod_list", mod_list)
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def test_mutator_naming_parameter_containers():
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class Module(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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self.param_list = nn.ParameterList(
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[
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nn.Parameter((32, 128), "float64"),
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nn.Parameter((32, 128), "float32"),
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]
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)
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self.param_dict = nn.ParameterDict(
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{
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"k0": nn.Parameter((32, 128), "float16"),
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"k1": nn.Parameter((32, 128), "float8"),
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}
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)
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seen = []
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class Mutator(nn.Mutator):
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def visit_param(self, name: str, node: nn.Parameter) -> Any:
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seen.append((name, node.dtype))
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return node
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module = Module()
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mutator = Mutator()
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mutator.visit("", module)
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assert seen == [
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("param_list.0", "float64"),
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("param_list.1", "float32"),
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("param_dict.k0", "float16"),
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("param_dict.k1", "float8"),
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]
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def test_mutator_module():
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class SubModule1(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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class SubModule2(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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class Module(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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self.mod = SubModule1()
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class Mutator(nn.Mutator):
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def visit_module(self, name: str, node: nn.Module) -> Any:
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if isinstance(node, SubModule1):
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return SubModule2()
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else:
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return node
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mutator = Mutator()
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module = Module()
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assert isinstance(module.mod, SubModule1)
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module = mutator.visit("", module)
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assert isinstance(module.mod, SubModule2)
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def test_mutator_moduledict():
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class Module1(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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class Module2(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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class Module3(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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class Mutator(nn.Mutator):
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def visit_module(self, name: str, node: nn.Module) -> Any:
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if isinstance(node, Module3):
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return Module1()
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else:
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return node
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mutator = Mutator()
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module_dict = nn.ModuleDict({"k0": Module1(), "k1": Module2(), "k2": Module3()})
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assert isinstance(module_dict["k0"], Module1)
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assert isinstance(module_dict["k1"], Module2)
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assert isinstance(module_dict["k2"], Module3)
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module_dict = mutator.visit("", module_dict)
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assert isinstance(module_dict["k0"], Module1)
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assert isinstance(module_dict["k1"], Module2)
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assert isinstance(module_dict["k2"], Module1)
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def test_mutator_modulelist():
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class Module1(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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class Module2(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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class Module3(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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class Mutator(nn.Mutator):
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def visit_module(self, name: str, node: nn.Module) -> Any:
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if isinstance(node, Module3):
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return Module1()
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else:
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return node
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mutator = Mutator()
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module_list = nn.ModuleList([Module1(), Module2(), Module3()])
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assert isinstance(module_list[0], Module1)
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assert isinstance(module_list[1], Module2)
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assert isinstance(module_list[2], Module3)
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module_list = mutator.visit("", module_list)
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assert isinstance(module_list[0], Module1)
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assert isinstance(module_list[1], Module2)
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assert isinstance(module_list[2], Module1)
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def test_mutator_effect():
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class Effect1(nn.Effect):
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pass
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class Effect2(nn.Effect):
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pass
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class Module(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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self.effect = Effect1()
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class Mutator(nn.Mutator):
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def visit_effect(self, name: str, node: nn.Effect) -> Any:
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if isinstance(node, Effect1):
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return Effect2()
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mutator = Mutator()
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module = Module()
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assert isinstance(module.effect, Effect1)
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module = mutator.visit("", module)
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assert isinstance(module.effect, Effect2)
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def test_mutator_param():
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class Module(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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self.weight = nn.Parameter((128, 64), "float16")
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class Mutator(nn.Mutator):
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def visit_param(self, name: str, node: nn.Parameter) -> Any:
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if node.dtype == "float16":
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return nn.Parameter(node.shape, "float32")
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mutator = Mutator()
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module = Module()
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assert module.weight.dtype == "float16"
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module = mutator.visit("", module)
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assert module.weight.dtype == "float32"
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def test_mutator_recursively():
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class SubModule(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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self.weight = nn.Parameter((128, 64), "float16")
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class Module(nn.Module):
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def __init__(self) -> None:
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super().__init__()
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self.mod = SubModule()
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class Mutator(nn.Mutator):
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def visit_param(self, name: str, node: nn.Parameter) -> Any:
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if node.dtype == "float16":
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return nn.Parameter(node.shape, "float32")
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mutator = Mutator()
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module = Module()
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assert module.mod.weight.dtype == "float16"
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module = mutator.visit("", module)
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assert module.mod.weight.dtype == "float32"
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if __name__ == "__main__":
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tvm.testing.main()
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