mirror of
https://github.com/Stone-Red-Code/dvc.git
synced 2026-11-02 07:18:25 +01:00
644 lines
17 KiB
Python
644 lines
17 KiB
Python
import pathlib
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import pytest
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from dvc.cli import DvcParserError, parse_args
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from dvc.commands.experiments.apply import CmdExperimentsApply
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from dvc.commands.experiments.branch import CmdExperimentsBranch
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from dvc.commands.experiments.clean import CmdExperimentsClean
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from dvc.commands.experiments.diff import CmdExperimentsDiff
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from dvc.commands.experiments.gc import CmdExperimentsGC
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from dvc.commands.experiments.init import CmdExperimentsInit
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from dvc.commands.experiments.ls import CmdExperimentsList
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from dvc.commands.experiments.pull import CmdExperimentsPull
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from dvc.commands.experiments.push import CmdExperimentsPush
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from dvc.commands.experiments.remove import CmdExperimentsRemove
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from dvc.commands.experiments.run import CmdExperimentsRun
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from dvc.commands.experiments.save import CmdExperimentsSave
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from dvc.commands.experiments.show import CmdExperimentsShow
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from dvc.exceptions import InvalidArgumentError
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from dvc.repo import Repo
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from tests.utils import ANY
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from tests.utils.asserts import called_once_with_subset
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from .test_repro import common_arguments as repro_arguments
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def test_experiments_apply(dvc, scm, mocker):
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cli_args = parse_args(["experiments", "apply", "exp_rev"])
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assert cli_args.func == CmdExperimentsApply
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cmd = cli_args.func(cli_args)
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m = mocker.patch("dvc.repo.experiments.apply.apply", return_value={})
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assert cmd.run() == 0
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m.assert_called_once_with(cmd.repo, "exp_rev")
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def test_experiments_diff(dvc, scm, mocker):
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cli_args = parse_args(
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[
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"experiments",
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"diff",
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"HEAD~10",
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"HEAD~1",
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"--all",
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"--param-deps",
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"--json",
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"--md",
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"--precision",
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"10",
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]
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)
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assert cli_args.func == CmdExperimentsDiff
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cmd = cli_args.func(cli_args)
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m = mocker.patch("dvc.repo.experiments.diff.diff", return_value={})
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assert cmd.run() == 0
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m.assert_called_once_with(
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cmd.repo, a_rev="HEAD~10", b_rev="HEAD~1", all=True, param_deps=True
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)
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def test_experiments_diff_revs(mocker, capsys):
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mocker.patch(
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"dvc.repo.experiments.diff.diff",
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return_value={
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"params": {"params.yaml": {"foo": {"diff": 1, "old": 1, "new": 2}}},
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"metrics": {"metrics.yaml": {"foo": {"diff": 1, "old": 1, "new": 2}}},
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},
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)
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cli_args = parse_args(["exp", "diff", "exp_a", "exp_b"])
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cmd = cli_args.func(cli_args)
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capsys.readouterr()
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assert cmd.run() == 0
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cap = capsys.readouterr()
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assert "exp_a" in cap.out
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assert "exp_b" in cap.out
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def test_experiments_show(dvc, scm, mocker):
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cli_args = parse_args(
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[
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"experiments",
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"show",
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"--all-tags",
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"--all-branches",
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"--all-commits",
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"--hide-queued",
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"--hide-failed",
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"--sha",
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"--param-deps",
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"-n",
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"1",
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"--rev",
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"foo",
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"--force",
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]
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)
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assert cli_args.func == CmdExperimentsShow
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cmd = cli_args.func(cli_args)
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m = mocker.patch("dvc.repo.experiments.show.show", return_value={})
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assert cmd.run() == 0
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m.assert_called_once_with(
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cmd.repo,
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all_tags=True,
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all_branches=True,
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all_commits=True,
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hide_queued=True,
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hide_failed=True,
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num=1,
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revs="foo",
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sha_only=True,
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param_deps=True,
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fetch_running=True,
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force=True,
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)
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def test_experiments_run(dvc, scm, mocker):
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default_arguments = {
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"params": [],
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"name": None,
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"queue": False,
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"run_all": False,
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"jobs": 1,
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"tmp_dir": False,
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"checkpoint_resume": None,
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"reset": False,
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"machine": None,
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"copy_paths": [],
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}
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default_arguments.update(repro_arguments)
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cmd = CmdExperimentsRun(parse_args(["exp", "run"]))
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mocker.patch.object(cmd.repo, "reproduce")
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mocker.patch.object(cmd.repo.experiments, "run")
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cmd.run()
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cmd.repo.experiments.run.assert_called_with(**default_arguments)
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def test_experiments_gc(dvc, scm, mocker):
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cli_args = parse_args(
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[
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"exp",
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"gc",
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"--workspace",
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"--all-tags",
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"--all-branches",
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"--all-commits",
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"--queued",
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"--date",
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"2022-07-04",
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"--force",
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]
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)
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assert cli_args.func == CmdExperimentsGC
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cmd = cli_args.func(cli_args)
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m = mocker.patch("dvc.repo.experiments.gc.gc", return_value={})
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assert cmd.run() == 0
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m.assert_called_once_with(
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cmd.repo,
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workspace=True,
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all_tags=True,
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all_branches=True,
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all_commits=True,
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commit_date="2022-07-04",
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queued=True,
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)
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cli_args = parse_args(["exp", "gc"])
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cmd = cli_args.func(cli_args)
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with pytest.raises(InvalidArgumentError):
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cmd.run()
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def test_experiments_branch(dvc, scm, mocker):
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m = mocker.patch("dvc.repo.experiments.branch.branch", return_value={})
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cli_args = parse_args(["experiments", "branch", "expname"])
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assert cli_args.func == CmdExperimentsBranch
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cmd = cli_args.func(cli_args)
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assert cmd.run() == 0
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m.assert_called_with(cmd.repo, "expname", None)
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cli_args = parse_args(["experiments", "branch", "expname", "branchname"])
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cmd = cli_args.func(cli_args)
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assert cmd.run() == 0
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m.assert_called_with(cmd.repo, "expname", "branchname")
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def test_experiments_list(dvc, scm, mocker):
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cli_args = parse_args(
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[
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"experiments",
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"list",
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"origin",
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"--all-commits",
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"-n",
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"-1",
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"--rev",
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"foo",
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"--name-only",
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]
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)
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assert cli_args.func == CmdExperimentsList
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cmd = cli_args.func(cli_args)
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m = mocker.patch("dvc.repo.experiments.ls.ls", return_value={})
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assert cmd.run() == 0
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m.assert_called_once_with(
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cmd.repo,
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git_remote="origin",
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rev="foo",
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all_commits=True,
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num=-1,
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)
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def test_experiments_push(dvc, scm, mocker):
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cli_args = parse_args(
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[
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"experiments",
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"push",
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"origin",
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"experiment1",
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"experiment2",
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"--all-commits",
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"-n",
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"2",
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"--rev",
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"foo",
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"--force",
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"--no-cache",
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"--remote",
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"my-remote",
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"--jobs",
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"1",
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"--run-cache",
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]
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)
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assert cli_args.func == CmdExperimentsPush
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cmd = cli_args.func(cli_args)
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m = mocker.patch("dvc.repo.experiments.push.push", return_value={})
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assert cmd.run() == 0
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m.assert_called_once_with(
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cmd.repo,
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"origin",
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["experiment1", "experiment2"],
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rev="foo",
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all_commits=True,
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num=2,
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force=True,
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push_cache=False,
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dvc_remote="my-remote",
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jobs=1,
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run_cache=True,
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)
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cli_args = parse_args(
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[
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"experiments",
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"push",
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"origin",
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]
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)
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cmd = cli_args.func(cli_args)
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with pytest.raises(InvalidArgumentError) as exp_info:
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cmd.run()
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assert (
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str(exp_info.value) == "Either provide an `experiment` argument"
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", or use the `--rev` or `--all-commits` flag."
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)
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def test_experiments_pull(dvc, scm, mocker):
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cli_args = parse_args(
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[
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"experiments",
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"pull",
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"origin",
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"experiment",
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"--all-commits",
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"--rev",
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"foo",
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"--force",
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"--no-cache",
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"--remote",
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"my-remote",
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"--jobs",
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"1",
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"--run-cache",
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]
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)
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assert cli_args.func == CmdExperimentsPull
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cmd = cli_args.func(cli_args)
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m = mocker.patch("dvc.repo.experiments.pull.pull", return_value={})
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assert cmd.run() == 0
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m.assert_called_once_with(
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cmd.repo,
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"origin",
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["experiment"],
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rev="foo",
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all_commits=True,
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num=1,
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force=True,
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pull_cache=False,
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dvc_remote="my-remote",
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jobs=1,
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run_cache=True,
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)
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cli_args = parse_args(
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[
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"experiments",
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"pull",
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"origin",
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]
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)
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cmd = cli_args.func(cli_args)
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with pytest.raises(InvalidArgumentError) as exp_info:
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cmd.run()
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assert (
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str(exp_info.value) == "Either provide an `experiment` argument"
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", or use the `--rev` or `--all-commits` flag."
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)
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def test_experiments_remove_flag(dvc, scm, mocker, capsys, caplog):
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cli_args = parse_args(
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[
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"experiments",
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"remove",
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"--all-commits",
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"--rev",
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"foo",
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"--num",
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"2",
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"--git-remote",
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"myremote",
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]
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)
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assert cli_args.func == CmdExperimentsRemove
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cmd = cli_args.func(cli_args)
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m = mocker.patch("dvc.repo.experiments.remove.remove", return_value={})
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assert cmd.run() == 0
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m.assert_called_once_with(
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cmd.repo,
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exp_names=[],
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all_commits=True,
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rev="foo",
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num=2,
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queue=False,
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git_remote="myremote",
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)
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def test_experiments_remove_special(dvc, scm, mocker, capsys, caplog):
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cli_args = parse_args(
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[
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"experiments",
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"remove",
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"--git-remote",
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"myremote",
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"exp-123",
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"exp-234",
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]
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)
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assert cli_args.func == CmdExperimentsRemove
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cmd = cli_args.func(cli_args)
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m = mocker.patch("dvc.repo.experiments.remove.remove", return_value={})
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assert cmd.run() == 0
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m.assert_called_once_with(
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cmd.repo,
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exp_names=["exp-123", "exp-234"],
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all_commits=False,
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rev=None,
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num=1,
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queue=False,
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git_remote="myremote",
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)
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def test_experiments_remove_invalid(dvc, scm, mocker, capsys, caplog):
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cmd = CmdExperimentsRemove(
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parse_args(["exp", "remove", "--all-commits", "exp-1", "exp-2"])
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)
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with pytest.raises(InvalidArgumentError):
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cmd.run()
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cmd = CmdExperimentsRemove(parse_args(["exp", "remove"]))
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with pytest.raises(InvalidArgumentError) as excinfo:
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cmd.run()
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assert (
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str(excinfo.value) == "Either provide an `experiment` argument"
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", or use the `--rev` or `--all-commits` or `--queue` flag."
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)
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@pytest.mark.parametrize("extra_args", [(), ("--run",)])
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def test_experiments_init(dvc, scm, mocker, capsys, extra_args):
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stage = mocker.Mock(outs=[], addressing="train")
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m = mocker.patch("dvc.repo.experiments.init.init", return_value=(stage, [], []))
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runner = mocker.patch("dvc.repo.experiments.run.run", return_value=0)
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cli_args = parse_args(["exp", "init", *extra_args, "cmd"])
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cmd = cli_args.func(cli_args)
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assert isinstance(cmd, CmdExperimentsInit)
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assert cmd.run() == 0
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m.assert_called_once_with(
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ANY(Repo),
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name="train",
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type="default",
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defaults={
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"code": "src",
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"models": "models",
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"data": "data",
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"metrics": "metrics.json",
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"params": "params.yaml",
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"plots": "plots",
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},
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overrides={"cmd": "cmd"},
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interactive=False,
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force=False,
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)
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if extra_args:
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# `parse_args` creates a new `Repo` object
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runner.assert_called_once_with(ANY(Repo), targets=["train"])
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def test_experiments_init_config(dvc, scm, mocker):
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with dvc.config.edit() as conf:
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conf["exp"] = {"code": "new_src", "models": "new_models"}
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stage = mocker.Mock(outs=[])
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m = mocker.patch("dvc.repo.experiments.init.init", return_value=(stage, [], []))
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cli_args = parse_args(["exp", "init", "cmd"])
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cmd = cli_args.func(cli_args)
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assert isinstance(cmd, CmdExperimentsInit)
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assert cmd.run() == 0
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m.assert_called_once_with(
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ANY(Repo),
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name="train",
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type="default",
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defaults={
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"code": "new_src",
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"models": "new_models",
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"data": "data",
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"metrics": "metrics.json",
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"params": "params.yaml",
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"plots": "plots",
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},
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overrides={"cmd": "cmd"},
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interactive=False,
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force=False,
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)
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def test_experiments_init_explicit(dvc, mocker):
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stage = mocker.Mock(outs=[])
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m = mocker.patch("dvc.repo.experiments.init.init", return_value=(stage, [], []))
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cli_args = parse_args(["exp", "init", "--explicit", "cmd"])
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cmd = cli_args.func(cli_args)
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assert cmd.run() == 0
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m.assert_called_once_with(
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ANY(Repo),
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name="train",
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type="default",
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defaults={},
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overrides={"cmd": "cmd"},
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interactive=False,
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force=False,
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)
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def test_experiments_init_cmd_required_for_non_interactive_mode(dvc):
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cli_args = parse_args(["exp", "init"])
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cmd = cli_args.func(cli_args)
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assert isinstance(cmd, CmdExperimentsInit)
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with pytest.raises(InvalidArgumentError) as exc:
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cmd.run()
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assert str(exc.value) == "command is not specified"
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def test_experiments_init_cmd_not_required_for_interactive_mode(dvc, mocker):
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cli_args = parse_args(["exp", "init", "--interactive"])
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cmd = cli_args.func(cli_args)
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assert isinstance(cmd, CmdExperimentsInit)
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stage = mocker.Mock(outs=[])
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m = mocker.patch("dvc.repo.experiments.init.init", return_value=(stage, [], []))
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assert cmd.run() == 0
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assert called_once_with_subset(m, ANY(Repo), interactive=True)
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@pytest.mark.parametrize(
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"extra_args, expected_kw",
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[
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(["--type", "default"], {"type": "default", "name": "train"}),
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(["--type", "checkpoint"], {"type": "checkpoint", "name": "train"}),
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(["--force"], {"force": True, "name": "train"}),
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(
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["--name", "name", "--type", "checkpoint"],
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{"name": "name", "type": "checkpoint"},
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),
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(
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[
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"--plots",
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"p",
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"--models",
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"m",
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"--code",
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"c",
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"--metrics",
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"m.json",
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"--params",
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"p.yaml",
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"--data",
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"d",
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"--live",
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"live",
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],
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{
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"name": "train",
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"overrides": {
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"plots": "p",
|
|
"models": "m",
|
|
"code": "c",
|
|
"metrics": "m.json",
|
|
"params": "p.yaml",
|
|
"data": "d",
|
|
"live": "live",
|
|
"cmd": "cmd",
|
|
},
|
|
},
|
|
),
|
|
],
|
|
)
|
|
def test_experiments_init_extra_args(extra_args, expected_kw, mocker):
|
|
cli_args = parse_args(["exp", "init", *extra_args, "cmd"])
|
|
cmd = cli_args.func(cli_args)
|
|
assert isinstance(cmd, CmdExperimentsInit)
|
|
|
|
stage = mocker.Mock(outs=[])
|
|
m = mocker.patch("dvc.repo.experiments.init.init", return_value=(stage, [], []))
|
|
assert cmd.run() == 0
|
|
assert called_once_with_subset(m, ANY(Repo), **expected_kw)
|
|
|
|
|
|
def test_experiments_init_type_invalid_choice():
|
|
with pytest.raises(DvcParserError):
|
|
parse_args(["exp", "init", "--type=invalid", "cmd"])
|
|
|
|
|
|
@pytest.mark.parametrize("args", [[], ["--run"]])
|
|
def test_experiments_init_displays_output_on_no_run(dvc, mocker, capsys, args):
|
|
model_dir = pathlib.Path("models")
|
|
model_path = str(model_dir / "predict.h5")
|
|
stage = dvc.stage.create(
|
|
name="train",
|
|
cmd=["cmd"],
|
|
deps=["code", "data"],
|
|
params=["params.yaml"],
|
|
outs=["metrics.json", "plots", model_path],
|
|
)
|
|
mocker.patch(
|
|
"dvc.repo.experiments.init.init",
|
|
return_value=(stage, stage.deps, [model_dir]),
|
|
)
|
|
mocker.patch("dvc.repo.experiments.run.run", return_value=0)
|
|
cli_args = parse_args(["exp", "init", "cmd", *args])
|
|
cmd = cli_args.func(cli_args)
|
|
assert cmd.run() == 0
|
|
|
|
expected_lines = [
|
|
"Creating dependencies: code, data and params.yaml",
|
|
"Creating output directories: models",
|
|
"Creating train stage in dvc.yaml",
|
|
"",
|
|
"Ensure your experiment command creates metrics.json, plots and ",
|
|
f"{model_path}.",
|
|
]
|
|
if not cli_args.run:
|
|
expected_lines += [
|
|
'You can now run your experiment using "dvc exp run".',
|
|
]
|
|
|
|
out, err = capsys.readouterr()
|
|
assert not err
|
|
assert out.splitlines() == expected_lines
|
|
|
|
|
|
def test_experiments_save(dvc, scm, mocker):
|
|
cli_args = parse_args(["exp", "save", "--name", "exp-name", "--force"])
|
|
assert cli_args.func == CmdExperimentsSave
|
|
|
|
cmd = cli_args.func(cli_args)
|
|
m = mocker.patch("dvc.repo.experiments.save.save", return_value="acabb")
|
|
|
|
assert cmd.run() == 0
|
|
|
|
m.assert_called_once_with(
|
|
cmd.repo, name="exp-name", force=True, include_untracked=[]
|
|
)
|
|
|
|
|
|
def test_experiments_clean(dvc, scm, mocker):
|
|
cli_args = parse_args(["experiments", "clean"])
|
|
assert cli_args.func == CmdExperimentsClean
|
|
|
|
cmd = cli_args.func(cli_args)
|
|
m = mocker.patch("dvc.repo.experiments.clean.clean", return_value={})
|
|
|
|
assert cmd.run() == 0
|
|
|
|
m.assert_called_once_with(cmd.repo)
|