# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved import os import re import subprocess import sys from pathlib import Path from typing import Any, List, Set import pytest from omegaconf import DictConfig, OmegaConf from hydra import MissingConfigException from hydra.test_utils.test_utils import ( TSweepRunner, TTaskRunner, chdir_hydra_root, integration_test, verify_dir_outputs, ) chdir_hydra_root() @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [(".", None), (None, ".")] ) def test_missing_conf_dir( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: with pytest.raises(MissingConfigException): with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path="dir_not_found", config_name=None, ): pass @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_without_config/my_app.py", None), (None, "tests.test_apps.app_without_config.my_app"), ], ) def test_missing_conf_file( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: with pytest.raises(MissingConfigException): with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path=None, config_name="not_found.yaml", ): pass @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_without_config/my_app.py", None), (None, "tests.test_apps.app_without_config.my_app"), ], ) def test_app_without_config___no_overrides( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path=None, config_name=None, ) as task: assert task.job_ret is not None assert task.job_ret.cfg == {} @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/hydra_main_rerun/my_app.py", None), (None, "tests.test_apps.hydra_main_rerun.my_app"), ], ) def test_hydra_main_rerun( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path=None, config_name=None, ) as task: assert task.job_ret is not None assert task.job_ret.cfg == {} @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_without_config/my_app.py", None), (None, "tests.test_apps.app_without_config.my_app"), ], ) def test_app_without_config__with_append( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path="", config_name=None, overrides=["+abc=123", "+a.b=1", "+a.a=2"], ) as task: assert task.job_ret is not None and task.job_ret.cfg == dict( abc=123, a=dict(b=1, a=2) ) verify_dir_outputs(task.job_ret, task.overrides) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_with_cfg/my_app.py", None), (None, "tests.test_apps.app_with_cfg.my_app"), ], ) def test_app_with_config_file__no_overrides( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: task = hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path=None, # Testing legacy mode, both path and named are in config_path config_name="config.yaml", ) with task: assert task.job_ret is not None and task.job_ret.cfg == { "dataset": {"name": "imagenet", "path": "/datasets/imagenet"} } verify_dir_outputs(task.job_ret) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_with_cfg_groups_no_header/my_app.py", None,), (None, "tests.test_apps.app_with_cfg_groups_no_header.my_app",), ], ) def test_config_without_package_header_warnings( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, recwarn: Any, ) -> None: task = hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path="conf", config_name="config.yaml", ) with task: assert task.job_ret is not None and task.job_ret.cfg == { "optimizer": {"type": "nesterov", "lr": 0.001} } assert len(recwarn) == 1 msg = recwarn.pop().message.args[0] assert "Missing @package directive optimizer/nesterov.yaml in " in msg assert ( "See https://hydra.cc/docs/next/upgrades/0.11_to_1.0/adding_a_package_directive" in msg ) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_with_cfg_groups/my_app.py", None), (None, "tests.test_apps.app_with_cfg_groups.my_app"), ], ) def test_app_with_config_path_backward_compatibility( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: msg = ( "\nUsing config_path to specify the config name is deprecated, specify the config name via config_name" "\nSee https://hydra.cc/next/upgrades/0.11_to_1.0/config_path_changes" ) with pytest.warns(expected_warning=UserWarning, match=re.escape(msg)): task = hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path="conf/config.yaml", # Testing legacy mode, both path and named are in config_path config_name=None, ) with task: assert task.job_ret is not None and task.job_ret.cfg == { "optimizer": {"type": "nesterov", "lr": 0.001} } verify_dir_outputs(task.job_ret) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_with_cfg/my_app.py", None), (None, "tests.test_apps.app_with_cfg.my_app"), ], ) def test_app_with_config_file__with_overide( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path=None, config_name="config.yaml", overrides=["dataset.path=/datasets/imagenet2"], ) as task: assert task.job_ret is not None and task.job_ret.cfg == dict( dataset=dict(name="imagenet", path="/datasets/imagenet2") ) verify_dir_outputs(task.job_ret, task.overrides) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_with_split_cfg/my_app.py", None), (None, "tests.test_apps.app_with_split_cfg.my_app"), ], ) def test_app_with_split_config( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path=None, config_name="config.yaml", ) as task: assert task.job_ret is not None and task.job_ret.cfg == dict( dataset=dict(name="imagenet", path="/datasets/imagenet"), optimizer=dict(lr=0.001, type="nesterov"), ) verify_dir_outputs(task.job_ret) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_with_cfg_groups/my_app.py", None), (None, "tests.test_apps.app_with_cfg_groups.my_app"), ], ) def test_app_with_config_groups__override_dataset__wrong( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: with pytest.raises(MissingConfigException) as ex: with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path="conf", config_name=None, overrides=["+optimizer=wrong_name"], ): pass assert sorted(ex.value.options) == sorted(["adam", "nesterov"]) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_with_cfg_groups/my_app.py", None), (None, "tests.test_apps.app_with_cfg_groups.my_app"), ], ) def test_app_with_config_groups__override_all_configs( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path="conf", config_name=None, overrides=["+optimizer=adam", "optimizer.lr=10"], ) as task: assert task.job_ret is not None and task.job_ret.cfg == dict( optimizer=dict(type="adam", lr=10, beta=0.01) ) verify_dir_outputs(task.job_ret, overrides=task.overrides) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_with_custom_launcher/my_app.py", None), (None, "tests.test_apps.app_with_custom_launcher.my_app"), ], ) def test_app_with_sweep_cfg__override_to_basic_launcher( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path=None, config_name="config.yaml", overrides=["hydra/launcher=basic"], ) as task: assert task.job_ret is not None assert task.job_ret.hydra_cfg is not None hydra_cfg = task.job_ret.hydra_cfg assert ( hydra_cfg.hydra.launcher.cls == "hydra._internal.core_plugins.basic_launcher.BasicLauncher" ) assert len(task.job_ret.hydra_cfg.hydra.launcher.params) == 0 def test_short_module_name(tmpdir: Path) -> None: cmd = [ sys.executable, "examples/tutorials/basic/your_first_hydra_app/2_config_file/my_app.py", "hydra.run.dir=" + str(tmpdir), ] result = subprocess.check_output(cmd) assert OmegaConf.create(str(result.decode("utf-8"))) == { "db": {"driver": "mysql", "password": "secret", "user": "omry"} } def test_hydra_main_module_override_name(tmpdir: Path) -> None: cfg = OmegaConf.create() integration_test( tmpdir=tmpdir, task_config=cfg, overrides=[], prints="HydraConfig.get().job.name", expected_outputs="Foo", env_override={"HYDRA_MAIN_MODULE": "hydra.test_utils.configs.Foo"}, ) def test_short_hydra_main_module_override_name(tmpdir: Path) -> None: cfg = OmegaConf.create() integration_test( tmpdir=tmpdir, task_config=cfg, overrides=[], prints="HydraConfig.get().job.name", expected_outputs="Foo", env_override={"HYDRA_MAIN_MODULE": "Foo"}, ) @pytest.mark.parametrize( # type: ignore "env_name", ["HYDRA_MAIN_MODULE", "FB_PAR_MAIN_MODULE", "FB_XAR_MAIN_MODULE"] ) def test_module_env_override(tmpdir: Path, env_name: str) -> None: """ Tests that module name overrides are working. """ cmd = [ sys.executable, "examples/tutorials/basic/your_first_hydra_app/2_config_file/my_app.py", "hydra.run.dir=" + str(tmpdir), ] modified_env = os.environ.copy() modified_env[env_name] = "hydra.test_utils.configs.Foo" result = subprocess.check_output(cmd, env=modified_env) assert OmegaConf.create(str(result.decode("utf-8"))) == {"normal_yaml_config": True} @pytest.mark.parametrize( # type: ignore "flag,expected_keys", [("--cfg=all", ["db", "hydra"]), ("--cfg=hydra", ["hydra"]), ("--cfg=job", ["db"])], ) def test_cfg(tmpdir: Path, flag: str, expected_keys: List[str]) -> None: cmd = [ sys.executable, "examples/tutorials/basic/your_first_hydra_app/5_defaults/my_app.py", "hydra.run.dir=" + str(tmpdir), flag, ] result = subprocess.check_output(cmd) conf = OmegaConf.create(str(result.decode("utf-8"))) for key in expected_keys: assert key in conf @pytest.mark.parametrize( # type: ignore "flags,expected", [ ( ["--cfg=job", "--package=_global_"], """# @package _global_ db: driver: mysql user: omry pass: secret """, ), ( ["--cfg=job", "--package=db"], """# @package db driver: mysql user: omry pass: secret """, ), (["--cfg=job", "--package=db.driver"], "mysql\n"), ], ) def test_cfg_with_package(tmpdir: Path, flags: List[str], expected: str) -> None: cmd = [ sys.executable, "examples/tutorials/basic/your_first_hydra_app/5_defaults/my_app.py", "hydra.run.dir=" + str(tmpdir), ] + flags def norm(s: str) -> str: return s.replace("\r\n", "\n").replace("\r", "\n") result = subprocess.check_output(cmd).decode("utf-8") assert norm(result) == norm(expected) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_with_config_with_free_group/my_app.py", None), (None, "tests.test_apps.app_with_config_with_free_group.my_app"), ], ) @pytest.mark.parametrize("overrides", [["+free_group=opt1,opt2"]]) # type: ignore def test_multirun_with_free_override( hydra_restore_singletons: Any, hydra_sweep_runner: TSweepRunner, calling_file: str, calling_module: str, overrides: List[str], ) -> None: sweep = hydra_sweep_runner( calling_file=calling_file, calling_module=calling_module, config_path="conf/", config_name="config.yaml", task_function=None, overrides=overrides, ) with sweep: assert sweep.returns is not None and len(sweep.returns[0]) == 2 assert sweep.returns[0][0].overrides == ["+free_group=opt1"] assert sweep.returns[0][0].cfg == {"group_opt1": True, "free_group_opt1": True} assert sweep.returns[0][1].overrides == ["+free_group=opt2"] assert sweep.returns[0][1].cfg == {"group_opt1": True, "free_group_opt2": True} @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ pytest.param( "tests/test_apps/sweep_complex_defaults/my_app.py", None, id="file_path" ), pytest.param( None, "tests.test_apps.sweep_complex_defaults.my_app", id="pkg_path" ), ], ) def test_sweep_complex_defaults( hydra_restore_singletons: Any, hydra_sweep_runner: TSweepRunner, calling_file: str, calling_module: str, ) -> None: with hydra_sweep_runner( calling_file=calling_file, calling_module=calling_module, config_path="conf", config_name="config.yaml", task_function=None, overrides=["optimizer=adam,nesterov"], ) as sweep: assert sweep.returns is not None and len(sweep.returns[0]) == 2 assert sweep.returns[0][0].overrides == ["optimizer=adam"] assert sweep.returns[0][1].overrides == ["optimizer=nesterov"] @pytest.mark.parametrize( # type: ignore "script, flag, overrides,expected", [ pytest.param( "examples/tutorials/basic/your_first_hydra_app/1_simple_cli/my_app.py", "--help", ["hydra.help.template=foo"], "foo\n", id="simple_cli_app", ), pytest.param( "examples/tutorials/basic/your_first_hydra_app/2_config_file/my_app.py", "--help", ["hydra.help.template=foo"], "foo\n", id="overriding_help_template", ), pytest.param( "examples/tutorials/basic/your_first_hydra_app/2_config_file/my_app.py", "--help", ["hydra.help.template=$CONFIG", "db.user=root"], """db: driver: mysql user: root password: secret """, id="overriding_help_template:$CONFIG", ), pytest.param( "examples/tutorials/basic/your_first_hydra_app/2_config_file/my_app.py", "--help", ["hydra.help.template=$FLAGS_HELP"], """--help,-h : Application's help --hydra-help : Hydra's help --version : show program's version number and exit --cfg,-c : Show config instead of running [job|hydra|all] --package,-p : Config package to show --run,-r : Run a job --multirun,-m : Run multiple jobs with the configured launcher --shell-completion,-sc : Install or Uninstall shell completion: Bash - Install: eval "$(python {script} -sc install=bash)" Bash - Uninstall: eval "$(python {script} -sc uninstall=bash)" Fish - Install: python {script} -sc install=fish | source Fish - Uninstall: python {script} -sc uninstall=fish | source --config-path,-cp : Overrides the config_path specified in hydra.main(). The config_path is relative to the Python file declaring @hydra.main() --config-name,-cn : Overrides the config_name specified in hydra.main() --info,-i : Print Hydra information Overrides : Any key=value arguments to override config values (use dots for.nested=overrides) """, id="overriding_help_template:$FLAGS_HELP", ), pytest.param( "examples/tutorials/basic/your_first_hydra_app/4_config_groups/my_app.py", "--help", ["hydra.help.template=$APP_CONFIG_GROUPS"], """db: mysql, postgresql """, id="overriding_help_template:$APP_CONFIG_GROUPS", ), pytest.param( "examples/tutorials/basic/your_first_hydra_app/2_config_file/my_app.py", "--hydra-help", ["hydra.hydra_help.template=foo"], "foo\n", id="overriding_hydra_help_template", ), pytest.param( "examples/tutorials/basic/your_first_hydra_app/2_config_file/my_app.py", "--hydra-help", ["hydra.hydra_help.template=$FLAGS_HELP"], """--help,-h : Application's help --hydra-help : Hydra's help --version : show program's version number and exit --cfg,-c : Show config instead of running [job|hydra|all] --package,-p : Config package to show --run,-r : Run a job --multirun,-m : Run multiple jobs with the configured launcher --shell-completion,-sc : Install or Uninstall shell completion: Bash - Install: eval "$(python {script} -sc install=bash)" Bash - Uninstall: eval "$(python {script} -sc uninstall=bash)" Fish - Install: python {script} -sc install=fish | source Fish - Uninstall: python {script} -sc uninstall=fish | source --config-path,-cp : Overrides the config_path specified in hydra.main(). The config_path is relative to the Python file declaring @hydra.main() --config-name,-cn : Overrides the config_name specified in hydra.main() --info,-i : Print Hydra information Overrides : Any key=value arguments to override config values (use dots for.nested=overrides) """, id="overriding_hydra_help_template:$FLAGS_HELP", ), ], ) def test_help( tmpdir: Path, script: str, flag: str, overrides: List[str], expected: Any, ) -> None: cmd = [sys.executable, script, "hydra.run.dir=" + str(tmpdir)] cmd.extend(overrides) cmd.append(flag) print(" ".join(cmd)) result = str(subprocess.check_output(cmd).decode("utf-8")) # normalize newlines on Windows to make testing easier result = result.replace("\r\n", "\n") assert result == expected.format(script=script) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/interpolating_dir_hydra_to_app/my_app.py", None), (None, "tests.test_apps.interpolating_dir_hydra_to_app.my_app"), ], ) def test_interpolating_dir_hydra_to_app( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, ) -> None: basedir = "foo" with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path=None, config_name="config.yaml", overrides=["experiment.base_dir=" + basedir], ) as task: assert task.temp_dir is not None path = Path(task.temp_dir) / basedir assert path.exists() def test_sys_exit(tmpdir: Path) -> None: cmd = [ sys.executable, "tests/test_apps/sys_exit/my_app.py", "hydra.run.dir=" + str(tmpdir), ] assert subprocess.run(cmd).returncode == 42 @pytest.mark.parametrize( # type: ignore "task_config, overrides, expected_dir", [ ({"hydra": {"run": {"dir": "foo"}}}, [], "foo"), ({}, ["hydra.run.dir=bar"], "bar"), ({"hydra": {"run": {"dir": "foo"}}}, ["hydra.run.dir=boom"], "boom"), ( { "hydra": {"run": {"dir": "foo-${hydra.job.override_dirname}"}}, "app": {"a": 1, "b": 2}, }, ["app.a=20"], "foo-app.a=20", ), ], ) def test_local_run_workdir( tmpdir: Path, task_config: DictConfig, overrides: List[str], expected_dir: str ) -> None: cfg = OmegaConf.create(task_config) assert isinstance(cfg, DictConfig) expected_dir1 = tmpdir / expected_dir integration_test( tmpdir=tmpdir, task_config=cfg, overrides=overrides, prints="os.getcwd()", expected_outputs=str(expected_dir1), ) def test_hydra_env_set(tmpdir: Path) -> None: cfg = OmegaConf.create({"hydra": {"job": {"env_set": {"foo": "bar"}}}}) integration_test( tmpdir=tmpdir, task_config=cfg, overrides=[], prints="os.environ['foo']", expected_outputs="bar", ) @pytest.mark.parametrize( # type: ignore "override", [pytest.param("xyz", id="db=xyz"), pytest.param("", id="db=")] ) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ pytest.param("hydra/test_utils/example_app.py", None, id="file"), pytest.param(None, "hydra.test_utils.example_app", id="module"), ], ) def test_override_with_invalid_group_choice( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, override: str, ) -> None: msg = f"""Could not load db/{override}, available options:\ndb:\n\tmysql\n\tpostgresql""" with pytest.raises(MissingConfigException, match=re.escape(msg)): with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path="configs", config_name="db_conf", overrides=[f"db={override}"], ): ... @pytest.mark.parametrize("config_path", ["dir1", "dir2"]) # type: ignore @pytest.mark.parametrize("config_name", ["cfg1", "cfg2"]) # type: ignore def test_config_name_and_path_overrides( tmpdir: Path, config_path: str, config_name: str ) -> None: cmd = [ sys.executable, "tests/test_apps/app_with_multiple_config_dirs/my_app.py", "hydra.run.dir=" + str(tmpdir), f"--config-name={config_name}", f"--config-path={config_path}", ] print(" ".join(cmd)) result = str(subprocess.check_output(cmd).decode("utf-8")).strip() # normalize newlines on Windows to make testing easier result = result.replace("\r\n", "\n") assert result == f"{config_path}_{config_name}: true" @pytest.mark.parametrize( # type: ignore "overrides, expected_files", [ ([], {"my_app.log", ".hydra"}), (["hydra.output_subdir=foo"], {"my_app.log", "foo"}), (["hydra.output_subdir=null"], {"my_app.log"}), ], ) @pytest.mark.parametrize( # type: ignore "calling_file, calling_module", [ ("tests/test_apps/app_with_cfg/my_app.py", None), (None, "tests.test_apps.app_with_cfg.my_app"), ], ) def test_hydra_output_dir( hydra_restore_singletons: Any, hydra_task_runner: TTaskRunner, calling_file: str, calling_module: str, overrides: List[str], expected_files: Set[str], ) -> None: with hydra_task_runner( calling_file=calling_file, calling_module=calling_module, config_path=None, config_name=None, overrides=overrides, ) as task: assert task.temp_dir is not None path = Path(task.temp_dir) files = set([str(x)[len(task.temp_dir) + 1 :] for x in path.iterdir()]) assert files == expected_files