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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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""" | ||
Generate the Capriccio dataset. | ||
"""Generate the Capriccio dataset. | ||
This script takes as input the path to the Sentiment140 dataset | ||
and slices it into 38 overlapping slices. Each slice has 425000 | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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# Build instructions | ||
# If you're building this image locally, make sure you specify `TARGETARCH`. | ||
# Currently, this image supports `amd64` and `arm64`. For instance: | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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"""Generate source code references pages.""" | ||
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from pathlib import Path | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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"""Example script of running pipeline frequency optimization.""" | ||
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from __future__ import annotations | ||
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14 changes: 0 additions & 14 deletions
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examples/research_reproducibility/zeus_nsdi23/run_alibaba.py
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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"""Example script for running the Zeus trace-driven simulator.""" | ||
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from __future__ import annotations | ||
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14 changes: 0 additions & 14 deletions
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examples/research_reproducibility/zeus_nsdi23/run_single.py
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
|
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"""Example script for running the Zeus trace-driven simulator.""" | ||
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from __future__ import annotations | ||
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@@ -7,7 +7,7 @@ name = "zeus-ml" | |
description = "A framework for deep learning energy measurement and optimization." | ||
readme = "README.md" | ||
authors = [ | ||
{name = "Jae-Won Chung", email = "[email protected]"}, | ||
{name = "Zeus Team"}, | ||
] | ||
license = {text = "Apache 2.0"} | ||
classifiers = [ | ||
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@@ -16,8 +16,10 @@ classifiers = [ | |
"Topic :: Scientific/Engineering :: Artificial Intelligence", | ||
"Programming Language :: Python :: 3.9", | ||
"Programming Language :: Python :: 3.10", | ||
"Programming Language :: Python :: 3.11", | ||
"Programming Language :: Python :: 3.12", | ||
] | ||
keywords = ["deep-learning", "power", "energy", "sustainability", "mlsys"] | ||
keywords = ["deep-learning", "power", "energy", "carbon", "sustainability", "mlsys"] | ||
requires-python = ">=3.9" | ||
dependencies = [ | ||
"numpy", | ||
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#!/usr/bin/env bash | ||
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pip list | grep mkdocs-material 2>&1 >/dev/null | ||
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if [[ ! $? -eq 0 ]]; then | ||
echo "Run the following to install documentation build dependnecies:" | ||
echo " pip install '.[docs]'" | ||
exit 1 | ||
fi | ||
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mkdocs serve -a localhost:7777 -w zeus --strict |
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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"""A simulator for running trace-driven Zeus experiments.""" | ||
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from __future__ import annotations | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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from __future__ import annotations | ||
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import inspect | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
|
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from __future__ import annotations | ||
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import itertools | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
|
||
from __future__ import annotations | ||
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import os | ||
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@@ -1,25 +1,12 @@ | ||
# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
|
||
"""Zeus is a framework for deep learning energy measurement and optimization. | ||
- [`optimizer`][zeus.optimizer]: A collection of optimizers for time and energy | ||
- [`monitor`][zeus.monitor]: Programmatic power and energy measurement tools | ||
- [`utils`][zeus.utils]: Utility functions and classes. | ||
- [`_legacy`][zeus._legacy.policy]: Legacy code mostly to keep our papers reproducible | ||
- [`device`][zeus.device]: Abstraction layer over compute devices | ||
- [`monitor`][zeus.monitor]: Programmatic power and energy measurement tools | ||
- [`optimizer`][zeus.optimizer]: A collection of optimizers for time and energy | ||
- [`utils`][zeus.utils]: Utility functions and classes | ||
- [`callback`][zeus.callback]: Callback definition | ||
- [`exception`][zeus.exception]: Base exception class definition | ||
- [`_legacy`][zeus._legacy.policy]: Legacy code mostly to keep our papers reproducible | ||
""" | ||
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__version__ = "0.9.1" |
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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"""Defines the Job specification dataclass.""" | ||
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from __future__ import annotations | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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"""Optimization policies for Zeus. | ||
[`PowerLimitOptimizer`][zeus._legacy.policy.interface.PowerLimitOptimizer] and | ||
|
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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"""Abstract classes for implementing custom optimization policies.""" | ||
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from __future__ import annotations | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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"""Multi-Armed Bandit implementations.""" | ||
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from __future__ import annotations | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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"""Implementations of various optimization policies. | ||
[`JITPowerLimitOptimizer`][zeus._legacy.policy.optimizer.JITPowerLimitOptimizer] and | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
|
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"""A simulator for running trace-driven Zeus experiments.""" | ||
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from __future__ import annotations | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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"""Infrastructure for calling callbacks.""" | ||
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from __future__ import annotations | ||
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# Copyright (C) 2023 Jae-Won Chung <[email protected]> | ||
# | ||
# 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. | ||
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"""Time, energy, and power monitors for Zeus. | ||
The main class of this module is [`ZeusMonitor`][zeus.monitor.energy.ZeusMonitor]. | ||
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