chore: import upstream snapshot with attribution
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wehub-resource-sync
2026-07-13 13:36:55 +08:00
commit c8a779b1bb
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#
# SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# 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
#
# http://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.
#
import pytest
from tests.helper import ROOT_DIR
@pytest.fixture()
def poly_venv(virtualenv):
virtualenv.env["PYTHONPATH"] = ROOT_DIR
virtualenv.env["LD_LIBRARY_PATH"] = ""
# Newer versions of setuptools break pytest-virtualenv
virtualenv.run([virtualenv.python, "-m", "pip", "install", "setuptools==59.6.0"])
return virtualenv
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#
# SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# 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
#
# http://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.
#
import glob
import os
import subprocess as sp
import sys
import pytest
from polygraphy import mod, util
from polygraphy.mod.importer import _version_ok
from tests.helper import ALL_TOOLS, POLYGRAPHY_CMD, ROOT_DIR
from tests.models.meta import ONNX_MODELS
"""
The tests here ensure that no additional dependencies are introduced into
the various modules under Polygraphy.
"""
def is_submodule(path):
file_mod = (
os.path.isfile(path)
and path.endswith(".py")
and os.path.basename(path) != "__init__.py"
)
dir_mod = os.path.isdir(path) and os.path.isfile(os.path.join(path, "__init__.py"))
return file_mod or dir_mod
MODULE_PATH = os.path.join(ROOT_DIR, "polygraphy")
SUBMODULE_PATHS = [
os.path.relpath(os.path.splitext(path)[0], ROOT_DIR)
for path in glob.iglob(os.path.join(MODULE_PATH, "**"), recursive=True)
if is_submodule(path)
]
class TestPublicImports:
def test_no_extra_submodule_dependencies_required(self, poly_venv):
# Submodules should not require any extra dependencies to import.
for submodule_path in SUBMODULE_PATHS:
submodule_name = ".".join(submodule_path.split(os.path.sep))
cmd = [poly_venv.python, "-c", f"from {submodule_name} import *"]
print(" ".join(map(str, cmd)))
output = poly_venv.run(cmd, capture=True)
print(output)
def test_can_json_without_numpy(self, poly_venv):
cmd = [
poly_venv.python,
"-c",
"from polygraphy.json import to_json, from_json; x = to_json(1); x = from_json(x)",
]
print(" ".join(map(str, cmd)))
output = poly_venv.run(cmd, capture=True)
print(output)
class TestToolImports:
# We should be able to at least launch tools with no dependencies installed.
@pytest.mark.parametrize("tool, subtools", ALL_TOOLS.items())
def test_can_run_tool_without_deps(self, poly_venv, tool, subtools):
BASE_TOOL_CMD = [poly_venv.python, *POLYGRAPHY_CMD, tool, "-h"]
def check_tool(tool):
output = poly_venv.run(tool, capture=True)
assert "This tool could not be loaded due to an error:" not in output
assert "error:" not in output
assert "could not be loaded" not in output
check_tool(BASE_TOOL_CMD)
for subtool in subtools:
check_tool(BASE_TOOL_CMD + [subtool])
class TestAutoinstallDeps:
@pytest.mark.parametrize(
"cmd",
[
["run", ONNX_MODELS["identity"].path, "--onnxrt"],
["run", ONNX_MODELS["identity"].path, "--trt"],
[
"surgeon",
"sanitize",
"--fold-constants",
ONNX_MODELS["const_foldable"].path,
"-o",
util.NamedTemporaryFile().name,
],
],
)
@pytest.mark.slow
def test_can_automatically_install_deps(self, poly_venv, cmd):
poly_venv.env["POLYGRAPHY_AUTOINSTALL_DEPS"] = "1"
cmd = [poly_venv.python, *POLYGRAPHY_CMD] + cmd
print(f"Running: {' '.join(map(str, cmd))}")
output = poly_venv.run(cmd, capture=True)
print(output)
assert "is required, but not installed. Attempting to install now" in output
# Make sure that no PyTorch dependency is accidentally introduced
assert "torch" not in poly_venv.installed_packages()
@pytest.mark.parametrize(
"new_ver, expected",
[
("==1.4.2", "==1.4.2"),
(mod.LATEST_VERSION, ">=1.4.2"),
],
)
def test_can_automatically_upgrade_deps(self, poly_venv, new_ver, expected):
poly_venv.env["POLYGRAPHY_AUTOINSTALL_DEPS"] = "1"
def get_colored_version():
return poly_venv.installed_packages()["colored"].version
poly_venv.run([poly_venv.python, "-m", "pip", "install", "colored==1.4.0"])
assert get_colored_version() == "1.4.0"
# Insert our own preferred version to make sure it upgrades.
poly_venv.run(
[
poly_venv.python,
"-c",
f"from polygraphy import mod; colored = mod.lazy_import('colored{new_ver}'); print(colored.__version__)",
]
)
assert _version_ok(get_colored_version(), expected)
# Make sure the `requires` parameter of `lazy_import` functions as we expect.
@pytest.mark.parametrize("preinstall", [True, False])
@pytest.mark.parametrize(
"new_ver, expected",
[
("==1.4.2", "==1.4.2"),
],
)
def test_can_automatically_install_requirements(
self, poly_venv, new_ver, expected, preinstall
):
poly_venv.env["POLYGRAPHY_AUTOINSTALL_DEPS"] = "1"
def get_colored_version():
return poly_venv.installed_packages()["colored"].version
if preinstall:
poly_venv.run([poly_venv.python, "-m", "pip", "install", "colored==1.4.0"])
assert get_colored_version() == "1.4.0"
# Insert our own preferred version to make sure it upgrades.
poly_venv.run(
[
poly_venv.python,
"-c",
f"from polygraphy import mod; "
f"requests = mod.lazy_import('requests==2.25.1', requires=['colored{new_ver}']); "
f"requests.__version__; "
f"import colored; print(colored.__version__)",
]
)
assert _version_ok(get_colored_version(), expected)
@pytest.mark.parametrize(
"import_params",
[
"'colored'",
"'colored', pkg_name='colored'",
"'colored', install_flags=['--force-reinstall']",
],
)
def test_autoinstall(self, poly_venv, import_params):
poly_venv.env["POLYGRAPHY_AUTOINSTALL_DEPS"] = "1"
assert "colored" not in poly_venv.installed_packages()
poly_venv.run(
[
poly_venv.python,
"-c",
f"from polygraphy import mod; colored = mod.lazy_import({import_params}); mod.autoinstall(colored)",
]
)
assert "colored" in poly_venv.installed_packages()
@pytest.mark.parametrize(
"response, should_install",
[
(" ", True),
("yes", True),
("Y", True),
("n", False),
],
)
def test_ask_before_autoinstall(self, response, should_install, poly_venv):
poly_venv.env["POLYGRAPHY_AUTOINSTALL_DEPS"] = "1"
poly_venv.env["POLYGRAPHY_ASK_BEFORE_INSTALL"] = "1"
assert "colored" not in poly_venv.installed_packages()
process = sp.Popen(
[
poly_venv.python,
"-c",
"from polygraphy import mod; "
"colored = mod.lazy_import('colored'); "
"mod.autoinstall(colored)",
],
env=poly_venv.env,
stdin=sp.PIPE,
)
process.communicate(input=response.encode())
process.wait()
assert ("colored" in poly_venv.installed_packages()) == should_install
# We can import inner modules, and Polygraphy should still autoinstall the outermost one.
def test_can_install_for_nested_import(self, poly_venv):
poly_venv.env["POLYGRAPHY_AUTOINSTALL_DEPS"] = "1"
poly_venv.run(
[
poly_venv.python,
"-c",
"from polygraphy import mod; "
"shape_inference = mod.lazy_import('onnx.shape_inference'); "
"print(shape_inference.infer_shapes)",
]
)
assert "onnx" in poly_venv.installed_packages()
def test_all_lazy_imports(self):
# NOTE: If this test fails, it means a new lazy dependency has been
# introduced. Please ensure that AUTOINSTALL continues to work with the
# new dependency.
expected = [
"fcntl",
"matplotlib.pyplot",
"matplotlib",
"msvcrt",
"numpy",
"onnx_graphsurgeon",
"onnx.numpy_helper",
"onnx",
"onnxmltools",
"onnxruntime.tools.symbolic_shape_infer",
"onnxruntime",
"tensorflow",
"tensorrt",
"tf2onnx",
"torch",
"yaml",
]
if sys.version_info < (3, 8):
expected.append("importlib_metadata")
assert mod.importer._all_external_lazy_imports == set(expected)
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#
# SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# 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
#
# http://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.
#
import pytest
from polygraphy import mod
from polygraphy.backend.base import BaseLoader
# For test_funcify_with_collision
functor2 = None
class TestExporter:
def test_func(self):
@mod.export()
def test_func0():
pass
assert "test_func0" in __all__
def test_class(self):
@mod.export()
class TestClass0:
pass
assert "TestClass0" in __all__
def test_funcify_func_fails(self):
with pytest.raises(AssertionError, match="must be a loader"):
@mod.export(funcify=True)
def test_func1():
pass
def test_funcify_non_base_loader_class(self):
with pytest.raises(AssertionError, match="must derive from BaseLoader"):
@mod.export(funcify=True)
class NonFunctor0:
def __init__(self, x):
self.x = x
def test_funcify_duplicate_parameters_in_call_init(self):
with pytest.raises(
AssertionError, match="call_impl and __init__ have the same argument names"
):
@mod.export(funcify=True)
class DupArgs(BaseLoader):
def __init__(self, x):
self.x = x
def call_impl(self, x):
self.x = x
def test_funcify_takes_docstring(self):
@mod.export(funcify=True)
class DocstringFunctor(BaseLoader):
"""This is a docstring"""
def __init__(self):
pass
def call_impl(self):
pass
assert "DocstringFunctor" in __all__
assert "docstring_functor" in __all__
assert (
docstring_functor.__doc__
== "Immediately evaluated functional variant of :class:`DocstringFunctor` .\n"
)
def test_funcify_functor_no_call_args(self):
@mod.export(funcify=True)
class Functor0(BaseLoader):
def __init__(self, x):
self.x = x
def call_impl(self):
return self.x
assert "Functor0" in __all__
assert "functor0" in __all__
assert functor0(0) == 0
def test_funcify_functor_with_call_args(self):
@mod.export(funcify=True)
class Functor1(BaseLoader):
def __init__(self, x):
self.x = x
def call_impl(self, y, z):
return self.x, y, z
assert "Functor1" in __all__
assert "functor1" in __all__
# __init__ arguments always precede __call__ arguments
x, y, z = functor1(0, 1, -1)
assert (x, y, z) == (0, 1, -1)
# Keyword arguments should behave as expected
x, y, z = functor1(y=1, x=0, z=-1)
assert (x, y, z) == (0, 1, -1)
def test_funcify_functor_with_call_args_defaults(self):
@mod.export(funcify=True)
class FunctorWithCallArgs(BaseLoader):
def __init__(self, x=0):
self.x = x
def call_impl(self, y, z=-1):
return self.x, y, z
assert "FunctorWithCallArgs" in __all__
assert "functor_with_call_args" in __all__
# __init__ arguments always precede __call__ arguments
x, y, z = functor_with_call_args(y=1)
assert (x, y, z) == (0, 1, -1)
# Keyword arguments should behave as expected
x, y, z = functor_with_call_args(y=1)
assert (x, y, z) == (0, 1, -1)
def test_funcify_with_collision(self):
with pytest.raises(AssertionError, match="symbol is already defined"):
@mod.export(funcify=True)
class Functor2(BaseLoader):
def __init__(self, x):
self.x = x
def call_impl(self, y, z):
return self.x, y, z
def test_funcify_functor_with_dynamic_call_args_kwargs(self):
@mod.export(funcify=True)
class Functor3(BaseLoader):
def __init__(self, f):
self.f = f
def call_impl(self, *args, **kwargs):
return self.f(*args, **kwargs)
assert "Functor3" in __all__
assert "functor3" in __all__
# We should be able to pass arbitrary arguments to call now.
# __init__ arguments are always first.
def func(arg0, arg1, arg2):
return arg0 + arg1 + arg2
assert functor3(func, 1, 2, arg2=4) == 7
def test_funcify_with_inherited_init(self):
class BaseFunctor4(BaseLoader):
def __init__(self, x):
self.x = x
@mod.export(funcify=True)
class Functor4(BaseFunctor4):
def call_impl(self):
return self.x
assert "Functor4" in __all__
assert "functor4" in __all__
assert functor4(-1) == -1
def test_funcify_functor_with_default_vals(self):
@mod.export(funcify=True)
class FunctorWithDefaults(BaseLoader):
def __init__(self, w, x=1):
self.w = w
self.x = x
def call_impl(self, y, z=3):
return self.w, self.x, y, z
assert "FunctorWithDefaults" in __all__
assert "functor_with_defaults" in __all__
# Since x and z have default values, the arguments will be interlaced into:
# w, y, x, z
# __init__ parameters take precedence, and call_impl parameters follow.
w, x, y, z = functor_with_defaults(-1, -2) # Set just w, y
assert (w, x, y, z) == (-1, 1, -2, 3)
w, x, y, z = functor_with_defaults(0, 1, 2, 3) # Set all
assert (w, x, y, z) == (0, 2, 1, 3)
def test_funcify_functor_with_type_annotations(self):
@mod.export(funcify=True)
class FunctorWithTypeAnnotations(BaseLoader):
def __init__(self, w: int, x: int = 1):
self.w = w
self.x = x
def call_impl(self, y: int, z: int = 3):
return self.w, self.x, y, z
assert "FunctorWithTypeAnnotations" in __all__
assert "functor_with_type_annotations" in __all__
# Since x and z have default values, the arguments will be interlaced into:
# w, y, x, z
# __init__ parameters take precedence, and call_impl parameters follow.
w, x, y, z = functor_with_type_annotations(-1, -2) # Set just w, y
assert (w, x, y, z) == (-1, 1, -2, 3)
w, x, y, z = functor_with_type_annotations(0, 1, 2, 3) # Set all
assert (w, x, y, z) == (0, 2, 1, 3)
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#
# SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# 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
#
# http://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.
#
import copy
import os
import sys
from textwrap import dedent
import pytest
import tempfile
import tensorrt as trt
from polygraphy import mod, util
from polygraphy.exception import PolygraphyException
from polygraphy.mod.importer import _version_ok
common_backend = mod.lazy_import("polygraphy.backend.common")
class TestImporter:
def test_import_from_script(self):
script = dedent(
"""
from polygraphy.backend.trt import CreateNetwork
from polygraphy import func
import tensorrt as trt
@func.extend(CreateNetwork())
def load_network(builder, network):
inp = network.add_input("input", dtype=trt.float32, shape=(1, 1))
out = network.add_identity(inp).get_output(0)
network.mark_output(out)
"""
)
with util.NamedTemporaryFile("w+", suffix=".py") as f:
f.write(script)
f.flush()
os.fsync(f.fileno())
orig_sys_path = copy.deepcopy(sys.path)
load_network = mod.import_from_script(f.name, "load_network")
assert sys.path == orig_sys_path
builder, network = load_network()
with builder, network:
assert isinstance(builder, trt.Builder)
assert isinstance(network, trt.INetworkDefinition)
assert network.num_layers == 1
assert network.get_layer(0).type == trt.LayerType.IDENTITY
assert sys.path == orig_sys_path
def test_import_from_script_same_method_different_modules(self):
module1_script = dedent(
"""
def print_message():
print(f"msg1::print_message")
return "msg1"
"""
)
module2_script = dedent(
"""
def print_message():
print(f"msg2::print_message")
return "msg2"
"""
)
with tempfile.TemporaryDirectory() as tempdir:
os.mkdir(os.path.join(tempdir, "msg1"))
with open(os.path.join(tempdir, "msg1", "msg.py"), "w+") as msg1_msg:
msg1_msg.write(module1_script)
msg1_msg.flush()
os.fsync(msg1_msg.fileno())
os.mkdir(os.path.join(tempdir, "msg2"))
with open(os.path.join(tempdir, "msg2", "msg.py"), "w+") as msg2_msg:
msg2_msg.write(module2_script)
msg2_msg.flush()
os.fsync(msg2_msg.fileno())
for msg_module in ['msg1', 'msg2']:
msg_loc = os.path.join(tempdir,msg_module,'msg.py')
msg = common_backend.invoke_from_script(msg_loc, "print_message")
assert msg==msg_module
def test_import_non_existent(self):
script = dedent(
"""
def example():
pass
"""
)
with util.NamedTemporaryFile("w+", suffix=".py") as f:
f.write(script)
f.flush()
os.fsync(f.fileno())
orig_sys_path = copy.deepcopy(sys.path)
example = mod.import_from_script(f.name, "example")
assert sys.path == orig_sys_path
assert example is not None
example()
with pytest.raises(
PolygraphyException, match="Could not import symbol: non_existent from"
):
mod.import_from_script(f.name, "non_existent")
assert sys.path == orig_sys_path
@pytest.mark.parametrize(
"ver, pref, expected",
[
("0.0.0", "==0.0.0", True),
("0.0.0", "== 0.0.1", False),
("0.0.0", ">= 0.0.0", True),
("0.0.0", ">=0.0.1", False),
("0.0.0", "<= 0.0.0", True),
("0.0.2", "<=0.0.1", False),
("0.0.1", "> 0.0.0", True),
("0.0.1", ">0.0.1", False),
("0.0.0", "< 0.0.1", True),
("0.0.0", "< 0.0.0", False),
("0.2.0", mod.LATEST_VERSION, False),
],
)
def test_version_ok(self, ver, pref, expected):
assert _version_ok(ver, pref) == expected
def test_is_installed_works_when_package_name_differs_from_module_name(
self, poly_venv
):
assert "onnxruntime" not in poly_venv.installed_packages()
assert "onnxruntime-gpu" not in poly_venv.installed_packages()
poly_venv.run(
[poly_venv.python, "-m", "pip", "install", "onnxruntime-gpu", "--no-deps"]
)
# The `onnxruntime-gpu` package provides the `onnxruntime` module.
# `is_installed()` should be able to understand that.
poly_venv.run(
[
poly_venv.python,
"-c",
"from polygraphy import mod; onnxrt = mod.lazy_import('onnxruntime<0'); assert onnxrt.is_installed()",
]
)
@pytest.mark.parametrize(
"mod_check", ["mod.has_mod('colored')", "colored.is_installed()"]
)
def test_has_mod(self, poly_venv, mod_check):
assert "colored" not in poly_venv.installed_packages()
poly_venv.run(
[
poly_venv.python,
"-c",
f"from polygraphy import mod; colored = mod.lazy_import('colored'); assert not {mod_check}",
]
)
poly_venv.run([poly_venv.python, "-m", "pip", "install", "colored==1.4.0"])
# Make sure `has_mod` doesn't actually import the package.
poly_venv.run(
[
poly_venv.python,
"-c",
"from polygraphy import mod; import sys; assert mod.has_mod('colored'); assert 'colored' not in sys.modules; import colored; assert 'colored' in sys.modules",
]
)
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#
# SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# 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
#
# http://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.
#
import pytest
from polygraphy import mod
@pytest.mark.parametrize(
"ver0, ver1, expected",
[
("1.0.0", "2.0.0", False),
("1.0.0", "0.9.0", True),
("0.0b1", "0.1b1", False),
("0.1b1", "0.1b0", True),
("0.12b1", "0.1b0", True),
("0.1b0", "0.1a0", True),
("0.1rc0", "0.1b0", True),
("0.post1", "0.post0", True),
("0.post1", "0.post2", False),
("1.13.1+cu117", "1.13.0", True),
("1.13.1+cu117", "1.13.2", False),
],
)
def test_version(ver0, ver1, expected):
assert (mod.version(ver0) > mod.version(ver1)) == expected