index int64 | repo_name string | branch_name string | path string | content string | import_graph string |
|---|---|---|---|---|---|
13,827 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/tunables/tunables_copy_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for deep copy of tunable objects and groups.
"""
from mlos_bench.tunables.covariant_group import CovariantTunableGroup
from mlos_bench.tunables.tunable import Tunable, TunableValue
from mlos_bench.tunables.tunable_groups import... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,828 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/spaces/adapters/identity_adapter.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Contains the Identity (no-op) Space Adapter class.
"""
import ConfigSpace
import pandas as pd
from mlos_core.spaces.adapters.adapter import BaseSpaceAdapter
class IdentityAdapter(BaseSpaceAdapter):
"""Identity (no-op) SpaceAdapter ... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,829 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/services/remote/mock/mock_remote_exec_service.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
A collection Service functions for mocking remote script execution.
"""
from typing import Any, Dict, Optional
from mlos_bench.services.base_service import Service
from mlos_bench.services.types.remote_exec_type import SupportsRemoteExec... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,830 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/tests/optimizers/one_hot_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for one-hot encoding for certain optimizers.
"""
import pytest
import pandas as pd
import numpy as np
import numpy.typing as npt
import ConfigSpace as CS
from mlos_core.optimizers import SmacOptimizer
# pylint: disable=protected-... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,831 | microsoft/MLOS | refs/heads/main | /doc/source/conf.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
# Configuration file for the Sphinx documentation builder.
#
# This file only contains a selection of the most common options. For a full
# list see the documentation:
# https://www.sphinx-doc.org/en/master/usage/configuration.html
# -- Path... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,832 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Services for implementing Environments for mlos_bench.
"""
from mlos_bench.services.base_service import Service
from mlos_bench.services.base_fileshare import FileShareService
from mlos_bench.services.local.local_exec import LocalExecServ... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,833 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/local/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Local scheduler side Services for mlos_bench.
"""
from mlos_bench.services.local.local_exec import LocalExecService
__all__ = [
'LocalExecService',
]
| {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,834 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/environments/remote/os_env.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
OS-level remote Environment on Azure.
"""
from typing import Optional
import logging
from mlos_bench.environments.base_environment import Environment
from mlos_bench.environments.status import Status
from mlos_bench.services.base_servic... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,835 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/spaces/adapters/adapter.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Contains the BaseSpaceAdapter abstract class.
"""
from abc import ABCMeta, abstractmethod
import ConfigSpace
import pandas as pd
class BaseSpaceAdapter(metaclass=ABCMeta):
"""SpaceAdapter abstract class defining the basic interface... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,836 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/launcher.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
A helper class to load the configuration files, parse the command line parameters,
and instantiate the main components of mlos_bench system.
It is used in `mlos_bench.run` module to run the benchmark/optimizer from the
command line.
"""
... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,837 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/optimizers/mlos_core_opt_smac_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for mock mlos_bench optimizer.
"""
import os
import sys
import pytest
from mlos_bench.util import path_join
from mlos_bench.optimizers.mlos_core_optimizer import MlosCoreOptimizer
from mlos_bench.tunables.tunable_groups impor... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,838 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/services/remote/azure/conftest.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Configuration test fixtures for azure_services in mlos_bench.
"""
from unittest.mock import patch
import pytest
from mlos_bench.services.config_persistence import ConfigPersistenceService
from mlos_bench.services.remote.azure import Azu... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,839 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/optimizers/toy_optimization_loop_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Toy optimization loop to test the optimizers on mock benchmark environment.
"""
from typing import Tuple
import logging
import pytest
from mlos_core import config_to_dataframe
from mlos_core.optimizers.bayesian_optimizers.smac_optimize... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,840 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/tunables/tunable_comparison_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for checking tunable comparisons.
"""
import pytest
from mlos_bench.tunables.covariant_group import CovariantTunableGroup
from mlos_bench.tunables.tunable import Tunable
from mlos_bench.tunables.tunable_groups import TunableGr... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,841 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/config_persistence.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Helper functions to load, instantiate, and serialize Python objects
that encapsulate benchmark environments, tunable parameters, and
service functions.
"""
import os
import sys
import json # For logging only
import logging
from typin... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,842 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/optimizers/mock_optimizer.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Mock optimizer for mlos_bench.
"""
import random
import logging
from typing import Callable, Dict, Optional, Sequence, Tuple, Union
from mlos_bench.environments.status import Status
from mlos_bench.tunables.tunable import Tunable, Tunab... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,843 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/storage/trial_telemetry_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for saving and restoring the telemetry data.
"""
from datetime import datetime, timedelta
from typing import Any, List, Optional, Tuple
import pytest
from mlos_bench.environments.status import Status
from mlos_bench.tunables.t... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,844 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/storage/base_storage.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Base interface for saving and restoring the benchmark data.
"""
import logging
from abc import ABCMeta, abstractmethod
from datetime import datetime
from types import TracebackType
from typing import Optional, Union, List, Tuple, Dict, It... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,845 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/optimizers/llamatune_opt_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for mock mlos_bench optimizer.
"""
import pytest
from mlos_bench.environments.status import Status
from mlos_bench.tunables.tunable_groups import TunableGroups
from mlos_bench.optimizers.mlos_core_optimizer import MlosCoreOpti... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,846 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/services/local/local_exec_python_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for LocalExecService to run Python scripts locally.
"""
from typing import Any, Dict
import json
import pytest
from mlos_bench.tunables.tunable import TunableValue
from mlos_bench.services.local.local_exec import LocalExecSe... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,847 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/config/environments/os/linux/boot/scripts/local/generate_grub_config.py | #!/usr/bin/env python3
#
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Helper script to generate GRUB config from tunable parameters JSON.
Run: `./generate_grub_config.py ./input-boot-params.json ./output-grub.cfg`
"""
import json
import argparse
def _main(fname_input: str, fname_ou... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,848 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/types/local_exec_type.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Protocol interface for Service types that provide helper functions to run
scripts and commands locally on the scheduler side.
"""
from typing import Iterable, Mapping, Optional, Tuple, Union, Protocol, runtime_checkable
import tempfile
i... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,849 | microsoft/MLOS | refs/heads/main | /conftest.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Provides some pytest configuration overrides for both modules.
"""
# Note: This file is named conftest.py so that pytest picks it up automatically
# without the need to adjust PYTHONPATH or sys.path as much.
import os
from warnings impor... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,850 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/services/remote/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for mlos_bench.services.remote.
Used to make mypy happy about multiple conftest.py modules.
"""
from .mock.mock_fileshare_service import MockFileShareService
from .mock.mock_remote_exec_service import MockRemoteExecService
from .moc... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,851 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/optimizers/opt_bulk_register_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for mock mlos_bench optimizer.
"""
from typing import Optional, List
import pytest
from mlos_bench.environments.status import Status
from mlos_bench.optimizers.base_optimizer import Optimizer
from mlos_bench.optimizers.mock_o... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,852 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/environments/local/local_env_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for LocalEnv benchmark environment.
"""
import pytest
from mlos_bench.tunables.tunable_groups import TunableGroups
from mlos_bench.tests.environments.local import create_local_env, check_local_env_success
def test_local_env(t... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,853 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/optimizers/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for mlos_bench.optimizers.
Used to make mypy happy about multiple conftest.py modules.
"""
| {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,854 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/environments/remote/vm_env.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
"Remote" VM Environment.
"""
from typing import Optional
import logging
from mlos_bench.environments.base_environment import Environment
from mlos_bench.services.base_service import Service
from mlos_bench.services.types.vm_provisioner_... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,855 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/storage/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Interfaces to the storage backends for OS Autotune.
"""
from mlos_bench.storage.base_storage import Storage
__all__ = [
'Storage',
]
| {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,856 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/tunables/tunable_to_configspace_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for Tunable to ConfigSpace conversion.
"""
import pytest
from ConfigSpace import UniformIntegerHyperparameter
from ConfigSpace import UniformFloatHyperparameter
from ConfigSpace import CategoricalHyperparameter
from ConfigSpac... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,857 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/optimizers/conftest.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Test fixtures for mlos_bench optimizers.
"""
import pytest
from mlos_bench.tunables.tunable_groups import TunableGroups
from mlos_bench.optimizers.mock_optimizer import MockOptimizer
from mlos_bench.optimizers.mlos_core_optimizer import ... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,858 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/optimizers/convert_configspace.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Functions to convert TunableGroups to ConfigSpace for use with the mlos_core optimizers.
"""
import logging
from typing import Optional
from ConfigSpace.hyperparameters import Hyperparameter
from ConfigSpace import UniformIntegerHyperpa... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,859 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/tunables/tunable_accessors_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for accessing values to the individual parameters within tunable groups.
"""
import pytest
from mlos_bench.tunables.covariant_group import CovariantTunableGroup
from mlos_bench.tunables.tunable import Tunable
def test_catego... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,860 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/util.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Various helper functions for mlos_bench.
"""
# NOTE: This has to be placed in the top-level mlos_bench package to avoid circular imports.
import os
import json
import logging
import importlib
import subprocess
from typing import Any, Dic... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,861 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/services/remote/azure/azure_services_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for mlos_bench.services.remote.azure.azure_services
"""
from unittest.mock import MagicMock, patch
import pytest
from mlos_bench.environments.status import Status
from mlos_bench.services.remote.azure.azure_services import AzureV... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,862 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/services/local/local_exec_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for the service to run the scripts locally.
"""
import sys
import pytest
import pandas
from mlos_bench.services.local.local_exec import LocalExecService, split_cmdline
from mlos_bench.services.config_persistence import ConfigP... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,863 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/optimizers/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Interfaces and wrapper classes for optimizers to be used in Autotune.
"""
from mlos_bench.optimizers.base_optimizer import Optimizer
from mlos_bench.optimizers.mock_optimizer import MockOptimizer
from mlos_bench.optimizers.one_shot_optimi... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,864 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/config/schemas/services/test_services_schemas.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for service schema validation.
"""
from os import path
from typing import Any, Dict, List
import pytest
from mlos_core.tests import get_all_concrete_subclasses
from mlos_bench.config.schemas import ConfigSchema
from mlos_bench.se... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,865 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/environments/base_env_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for base environment class functionality.
"""
import pytest
from mlos_bench.environments.base_environment import Environment
_GROUPS = {
"group": ["a", "b"],
"list": ["c", "d"],
"str": "efg",
"empty": [],
... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,866 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/config/environments/os/linux/boot/scripts/local/create_new_grub_cfg.py | #!/usr/bin/env python3
#
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Python script to parse through JSON and create new config file.
This script will be run in the SCHEDULER.
NEW_CFG will need to be copied over to the VM (/etc/default/grub.d).
"""
import json
JSON_CONFIG_FILE = "con... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,867 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/tunables/tunables_str_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests to make sure we always produce a string representation
of a TunableGroup in canonical form.
"""
from mlos_bench.tunables.tunable_groups import TunableGroups
def test_tunable_groups_str(tunable_groups: TunableGroups) -> None:
... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,868 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/spaces/adapters/llamatune.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Implementation of LlamaTune space adapter.
"""
from typing import Dict, Optional
from warnings import warn
import ConfigSpace
import numpy as np
import numpy.typing as npt
import pandas as pd
from sklearn.preprocessing import MinMaxScaler... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,869 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/tunables/tunable_definition_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for checking tunable definition rules.
"""
import json5 as json
import pytest
from mlos_bench.tunables.tunable import Tunable
def test_categorical_required_params() -> None:
"""
Check that required parameters are pre... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,870 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/config/services/test_load_service_config_examples.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for loading service config examples.
"""
import logging
from typing import List
import pytest
from mlos_bench.tests.config import locate_config_examples
from mlos_bench.config.schemas.config_schemas import ConfigSchema
from mlos_b... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,871 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/config/conftest.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Test fixtures for mlos_bench config loader tests.
"""
import sys
import pytest
from mlos_bench.services.config_persistence import ConfigPersistenceService
if sys.version_info < (3, 10):
from importlib_resources import files
else:
... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,872 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/base_fileshare.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Base class for remote file shares.
"""
import logging
from abc import ABCMeta, abstractmethod
from typing import Any, Dict, Optional
from mlos_bench.services.base_service import Service
from mlos_bench.services.types.fileshare_type impo... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,873 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/optimizers/random_optimizer.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Contains the RandomOptimizer class.
"""
from typing import Optional
import pandas as pd
from mlos_core.optimizers.optimizer import BaseOptimizer
class RandomOptimizer(BaseOptimizer):
"""Optimizer class that produces random suggest... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,874 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/services/local/mock/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Mock local services for testing purposes.
"""
from .mock_local_exec_service import MockLocalExecService
__all__ = [
'MockLocalExecService',
]
| {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,875 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/optimizers/bayesian_optimizers/smac_optimizer.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Contains the wrapper class for SMAC Bayesian optimizers.
See Also: <https://automl.github.io/SMAC3/main/index.html>
"""
from logging import warning
from pathlib import Path
from typing import Dict, List, Optional, Union, TYPE_CHECKING
fro... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,876 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/storage/trial_config_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for saving and retrieving additional parameters of pending trials.
"""
from mlos_bench.storage.base_storage import Storage
from mlos_bench.tunables.tunable_groups import TunableGroups
def test_exp_trial_pending(exp_storage_me... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,877 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/environments/script_env.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Base scriptable benchmark environment.
"""
import abc
import re
from typing import Dict, Iterable, Optional
from mlos_bench.environments.base_environment import Environment
from mlos_bench.services.base_service import Service
from mlos_b... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,878 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/storage/sql/schema.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
DB schema definition.
"""
import logging
from typing import List, Any
from sqlalchemy import (
Engine, MetaData, Dialect, create_mock_engine,
Table, Column, Sequence, Integer, String, DateTime,
PrimaryKeyConstraint, ForeignKe... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,879 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/storage/sql/trial.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Saving and updating benchmark data using SQLAlchemy backend.
"""
import logging
from datetime import datetime
from typing import List, Optional, Tuple, Union, Dict, Any
from sqlalchemy import Engine
from sqlalchemy.exc import IntegrityEr... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,880 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/environments/mock_env.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Scheduler-side environment to mock the benchmark results.
"""
import random
import logging
from typing import Dict, Optional, Tuple
import numpy
from mlos_bench.services.base_service import Service
from mlos_bench.environments.status im... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,881 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/spaces/converters/flaml.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Contains space converters for FLAML.
"""
from typing import Dict
import sys
import ConfigSpace
import numpy as np
import flaml.tune
import flaml.tune.sample
if sys.version_info >= (3, 10):
from typing import TypeAlias
else:
fr... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,882 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/config/schemas/globals/test_globals_schemas.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for CLI schema validation.
"""
from os import path
import pytest
from mlos_bench.config.schemas import ConfigSchema
from mlos_bench.tests.config.schemas import get_schema_test_cases, check_test_case_against_schema
# General tes... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,883 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/remote/azure/azure_services.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
A collection Service functions for managing VMs on Azure.
"""
import json
import time
import logging
from typing import Any, Callable, Dict, Iterable, Optional, Tuple
import requests
from mlos_bench.environments.status import Status
fr... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,884 | microsoft/MLOS | refs/heads/main | /doc/source/_templates/numpydoc_docstring.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
{{index}}
{{summary}}
{{extended_summary}}
{{parameters}}
{{returns}}
{{yields}}
{{other_parameters}}
{{attributes}}
{{raises}}
{{warns}}
{{warnings}}
{{see_also}}
{{notes}}
{{references}}
{{examples}}
{{methods}}
| {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,885 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/storage/sql/experiment.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Saving and restoring the benchmark data using SQLAlchemy.
"""
import logging
import hashlib
from datetime import datetime
from typing import Optional, Tuple, List, Dict, Iterator, Any
from sqlalchemy import Engine, Connection, Table, col... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,886 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/config/environments/os/linux/runtime/scripts/local/generate_kernel_config_script.py | #!/usr/bin/env python3
#
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Helper script to generate a script to update kernel parameters from tunables JSON.
Run: `./generate_kernel_config_script.py ./kernel-params.json ./kernel-params-meta.json ./config-kernel.sh`
"""
import json
import ... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,887 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/tests/optimizers/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Optimizer tests.
Note: this file is required so that mypy doesn't complain about overlapping conftest.py modules.
"""
| {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,888 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/services/local/mock/mock_local_exec_service.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
A collection Service functions for mocking local exec.
"""
import logging
from typing import Any, Dict, Iterable, Mapping, Optional, Tuple, TYPE_CHECKING
from mlos_bench.services.base_service import Service
from mlos_bench.services.local... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,889 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/optimizers/bayesian_optimizers/bayesian_optimizer.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Contains the wrapper classes for base Bayesian optimizers.
"""
from abc import ABCMeta, abstractmethod
from typing import Optional
import pandas as pd
import numpy.typing as npt
from mlos_core.optimizers.optimizer import BaseOptimizer
... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,890 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/types/vm_provisioner_type.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Protocol interface for VM provisioning operations.
"""
from typing import Tuple, Protocol, runtime_checkable, TYPE_CHECKING
if TYPE_CHECKING:
from mlos_bench.environments.status import Status
@runtime_checkable
class SupportsVMOps(... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,891 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/tunables/tunable_slice_references_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for unique references to tunables when they're loaded multiple times.
"""
import json5 as json
import pytest
from mlos_bench.tunables.tunable_groups import TunableGroups
def test_duplicate_merging_tunable_groups(tunable_grou... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,892 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/tests/spaces/spaces_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for mlos_core.spaces
"""
# pylint: disable=missing-function-docstring
from abc import ABCMeta, abstractmethod
from typing import Any, Callable, List, NoReturn, Union
import numpy as np
import numpy.typing as npt
import pytest
imp... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,893 | microsoft/MLOS | refs/heads/main | /mlos_bench/setup.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Setup instructions for the mlos_bench package.
"""
from logging import warning
from itertools import chain
from typing import Dict, List
from setuptools import setup, find_packages
from _version import _VERSION # pylint: disable=impo... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,894 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tunables/tunable.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tunable parameter definition.
"""
import copy
import collections
import logging
from typing import Any, Dict, List, Optional, Sequence, Tuple, Type, TypedDict, Union
_LOG = logging.getLogger(__name__)
"""A tunable parameter value type ... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,895 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/environments/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tunable Environments for mlos_bench.
"""
from mlos_bench.environments.status import Status
from mlos_bench.environments.base_environment import Environment
from mlos_bench.environments.mock_env import MockEnv
from mlos_bench.environments... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,896 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/config/schemas/config_schemas.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
A simple class for describing where to find different config schemas and validating configs against them.
"""
import logging
from enum import Enum
from os import path, walk, environ
from typing import Dict, Iterator, Mapping
import json ... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,897 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/base_service.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Base class for the service mix-ins.
"""
import json
import logging
from typing import Any, Callable, Dict, List, Optional, Union
from mlos_bench.services.types.config_loader_type import SupportsConfigLoading
from mlos_bench.util import ... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,898 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/config/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Helper functions for config example loading tests.
"""
from typing import List
import os
from mlos_bench.util import path_join
def locate_config_examples(config_examples_dir: str) -> List[str]:
"""Locates all config examples in th... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,899 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/optimizers/mlos_core_optimizer.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
A wrapper for mlos_core optimizers for mlos_bench.
"""
import logging
import os
from typing import Optional, Sequence, Tuple, Union
import pandas as pd
from mlos_core.optimizers import BaseOptimizer, OptimizerType, OptimizerFactory, Sp... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,900 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for mlos_bench.
Used to make mypy happy about multiple conftest.py modules.
"""
from typing import Optional
from mlos_bench.util import get_class_from_name
# A common seed to use to avoid tracking down race conditions and intermi... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,901 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/config/storage/test_load_storage_config_examples.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for loading storage config examples.
"""
import logging
from typing import List
import pytest
from mlos_bench.tests.config import locate_config_examples
from mlos_bench.config.schemas.config_schemas import ConfigSchema
from mlos_b... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,902 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
mlos_bench is a framework to help automate benchmarking and and
OS/application parameter autotuning.
"""
| {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,903 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/services/remote/mock/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Mock remote services for testing purposes.
"""
from typing import Any, Tuple
from mlos_bench.environments.status import Status
def mock_operation(*_args: Any, **_kwargs: Any) -> Tuple[Status, dict]:
"""
Mock VM operation that a... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,904 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/optimizers/mock_opt_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for mock mlos_bench optimizer.
"""
import pytest
from mlos_bench.environments.status import Status
from mlos_bench.optimizers.mock_optimizer import MockOptimizer
# pylint: disable=redefined-outer-name
@pytest.fixture
def mo... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,905 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/util_git_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for get_git_info utility function.
"""
import re
from mlos_bench.util import get_git_info
def test_get_git_info() -> None:
"""
Check that we can retrieve git info about the current repository correctly.
"""
(g... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,906 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/optimizers/flaml_optimizer.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Contains the FlamlOptimizer class.
"""
from typing import Dict, NamedTuple, Optional, Union
from warnings import warn
import ConfigSpace
import numpy as np
import pandas as pd
from mlos_core.optimizers.optimizer import BaseOptimizer
fro... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,907 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/local/local_exec.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Helper functions to run scripts and commands locally on the scheduler side.
"""
import errno
import logging
import os
import shlex
import subprocess
import sys
from typing import Any, Dict, Iterable, List, Mapping, Optional, Tuple, TYPE_... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,908 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/launcher_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests to check the main CLI launcher.
"""
import os
import re
from typing import List
import pytest
from mlos_bench.services.local.local_exec import LocalExecService
from mlos_bench.services.config_persistence import ConfigPersisten... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,909 | microsoft/MLOS | refs/heads/main | /mlos_core/mlos_core/optimizers/optimizer.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Contains the BaseOptimizer abstract class.
"""
import collections
from abc import ABCMeta, abstractmethod
from typing import List, Optional, Tuple
import ConfigSpace
import numpy as np
import numpy.typing as npt
import pandas as pd
from... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,910 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/local/temp_dir_context.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Helper functions to work with temp files locally on the scheduler side.
"""
import abc
import logging
from contextlib import nullcontext
from tempfile import TemporaryDirectory
from typing import Any, Dict, Optional, Union
from mlos_benc... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,911 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/types/fileshare_type.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Protocol interface for file share operations.
"""
from typing import Protocol, runtime_checkable
@runtime_checkable
class SupportsFileShareOps(Protocol):
"""
Protocol interface for file share operations.
"""
def downloa... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,912 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/tunables/tunables_assign_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for assigning values to the individual parameters within tunable groups.
"""
import json5 as json
import pytest
from mlos_bench.tunables.tunable import Tunable
from mlos_bench.tunables.tunable_groups import TunableGroups
def... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,913 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/optimizers/base_optimizer.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Base class for an interface between the benchmarking framework
and mlos_core optimizers.
"""
import logging
from typing import Dict, Optional, Sequence, Tuple, Union
from abc import ABCMeta, abstractmethod
from distutils.util import strto... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,914 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/config/environments/test_load_environment_config_examples.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for loading environment config examples.
"""
import logging
from typing import List
import pytest
from mlos_bench.tests.config import locate_config_examples
from mlos_bench.config.schemas.config_schemas import ConfigSchema
from ml... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,915 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/storage/exp_load_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Unit tests for the storage subsystem.
"""
from datetime import datetime
import pytest
from mlos_bench.environments.status import Status
from mlos_bench.tunables.tunable_groups import TunableGroups
from mlos_bench.storage.base_storage imp... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,916 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/conftest.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Common fixtures for mock TunableGroups and Environment objects.
"""
from typing import Any, Dict
import json5 as json
import pytest
from mlos_bench.tests import SEED
from mlos_bench.environments.mock_env import MockEnv
from mlos_bench.t... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,917 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/environments/composite_env.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Composite benchmark environment.
"""
import logging
from datetime import datetime
from types import TracebackType
from typing import Any, Dict, List, Optional, Tuple, Type
from typing_extensions import Literal
from mlos_bench.services.b... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,918 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/environments/local/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Local Environments for mlos_bench.
"""
from mlos_bench.environments.local.local_env import LocalEnv
from mlos_bench.environments.local.local_fileshare_env import LocalFileShareEnv
__all__ = [
'LocalEnv',
'LocalFileShareEnv',
]
| {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,919 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/config/schemas/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Common tests for config schemas and their validation and test cases.
"""
from copy import deepcopy
from dataclasses import dataclass
from typing import Any, Dict, Set
import os
import json5
import jsonschema
import pytest
from mlos_ben... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,920 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/types/__init__.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Service types for implementing declaring Service behavior for Environments to use in mlos_bench.
"""
from mlos_bench.services.types.config_loader_type import SupportsConfigLoading
from mlos_bench.services.types.fileshare_type import Suppo... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,921 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/config/environments/apps/redis/scripts/local/process_redis_results.py | #!/usr/bin/env python3
#
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Script for post-processing redis-benchmark results.
"""
import argparse
import pandas as pd
def _main(input_file: str, output_file: str) -> None:
"""
Re-shape Redis benchmark CSV results from wide to long... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,922 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/config/cli/test_load_cli_config_examples.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for loading storage config examples.
"""
from typing import List
import logging
import pytest
from mlos_bench.tests.config import locate_config_examples
from mlos_bench.config.schemas import ConfigSchema
from mlos_bench.services... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,923 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/config/schemas/environments/test_environment_schemas.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for environment schema validation.
"""
from os import path
import pytest
from mlos_core.tests import get_all_concrete_subclasses
from mlos_bench.config.schemas import ConfigSchema
from mlos_bench.environments.base_environment imp... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,924 | microsoft/MLOS | refs/heads/main | /mlos_bench/_version.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Version number for the mlos_core package.
"""
# NOTE: This should be managed by bumpversion.
_VERSION = '0.1.0'
| {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,925 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/tests/services/remote/azure/azure_fileshare_test.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
Tests for mlos_bench.services.remote.azure.azure_fileshare
"""
import os
from unittest.mock import MagicMock, Mock, patch, call
from mlos_bench.services.remote.azure.azure_fileshare import AzureFileShareService
# pylint: disable=missing... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
13,926 | microsoft/MLOS | refs/heads/main | /mlos_bench/mlos_bench/services/remote/azure/azure_fileshare.py | #
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
#
"""
A collection FileShare functions for interacting with Azure File Shares.
"""
import os
import logging
from typing import Any, Dict, Optional, Set
from azure.storage.fileshare import ShareClient
from azure.core.exceptions import Resource... | {"/mlos_bench/mlos_bench/tests/services/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/__init__.py", "/mlos_bench/mlos_bench/tests/services/remote/__init__.py"], "/mlos_bench/mlos_bench/tests/services/local/__init__.py": ["/mlos_bench/mlos_bench/tests/services/local/mock/__init__.py"], "/mlos_bench/mlos_be... |
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