mirror of
https://github.com/Stone-Red-Code/dvc.git
synced 2026-11-02 07:18:25 +01:00
Peter Rowlands (변기호)
982802effc
* exp run: display metrics on -m/--metrics * exp show: fix sort handling
596 lines
18 KiB
Python
596 lines
18 KiB
Python
import logging
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import os
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import stat
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import pytest
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from funcy import first
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from dvc.dvcfile import PIPELINE_FILE
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from dvc.repo.experiments.utils import exp_refs_by_rev
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from dvc.utils.serialize import PythonFileCorruptedError
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from tests.func.test_repro_multistage import COPY_SCRIPT
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@pytest.mark.parametrize(
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"name,workspace",
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[(None, True), (None, False), ("foo", True), ("foo", False)],
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)
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def test_new_simple(tmp_dir, scm, dvc, exp_stage, mocker, name, workspace):
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baseline = scm.get_rev()
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tmp_dir.gen("params.yaml", "foo: 2")
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new_mock = mocker.spy(dvc.experiments, "new")
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results = dvc.experiments.run(
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exp_stage.addressing, name=name, tmp_dir=not workspace
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)
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exp = first(results)
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ref_info = first(exp_refs_by_rev(scm, exp))
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assert ref_info and ref_info.baseline_sha == baseline
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new_mock.assert_called_once()
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tree = scm.get_tree(exp)
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with tree.open(tmp_dir / "metrics.yaml") as fobj:
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assert fobj.read().strip() == "foo: 2"
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if workspace:
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assert (tmp_dir / "metrics.yaml").read_text().strip() == "foo: 2"
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exp_name = name if name else ref_info.name
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assert dvc.experiments.get_exact_name(exp) == exp_name
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assert scm.resolve_rev(exp_name) == exp
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@pytest.mark.parametrize("workspace", [True, False])
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def test_experiment_exists(tmp_dir, scm, dvc, exp_stage, mocker, workspace):
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from dvc.repo.experiments.base import ExperimentExistsError
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dvc.experiments.run(
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exp_stage.addressing,
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name="foo",
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params=["foo=2"],
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tmp_dir=not workspace,
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)
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with pytest.raises(ExperimentExistsError):
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dvc.experiments.run(
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exp_stage.addressing,
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name="foo",
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params=["foo=3"],
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tmp_dir=not workspace,
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)
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results = dvc.experiments.run(
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exp_stage.addressing,
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name="foo",
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params=["foo=3"],
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force=True,
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tmp_dir=not workspace,
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)
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exp = first(results)
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tree = scm.get_tree(exp)
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with tree.open(tmp_dir / "metrics.yaml") as fobj:
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assert fobj.read().strip() == "foo: 3"
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@pytest.mark.skipif(os.name == "nt", reason="Not supported for Windows.")
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def test_file_permissions(tmp_dir, scm, dvc, exp_stage, mocker):
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mode = 0o755
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os.chmod(tmp_dir / "copy.py", mode)
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scm.add(["copy.py"])
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scm.commit("set exec")
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tmp_dir.gen("params.yaml", "foo: 2")
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dvc.experiments.run(exp_stage.addressing)
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assert stat.S_IMODE(os.stat(tmp_dir / "copy.py").st_mode) == mode
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def test_failed_exp(tmp_dir, scm, dvc, exp_stage, mocker, caplog):
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from dvc.exceptions import ReproductionError
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tmp_dir.gen("params.yaml", "foo: 2")
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mocker.patch(
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"concurrent.futures.Future.exception",
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return_value=ReproductionError(exp_stage.relpath),
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)
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with caplog.at_level(logging.ERROR):
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dvc.experiments.run(exp_stage.addressing, tmp_dir=True)
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assert "Failed to reproduce experiment" in caplog.text
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@pytest.mark.parametrize(
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"changes, expected",
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[
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[["foo=baz"], "{foo: baz, goo: {bag: 3}, lorem: false}"],
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[["foo=baz,goo=bar"], "{foo: baz, goo: bar, lorem: false}"],
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[
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["goo.bag=4"],
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"{foo: [bar: 1, baz: 2], goo: {bag: 4}, lorem: false}",
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],
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[["foo[0]=bar"], "{foo: [bar, baz: 2], goo: {bag: 3}, lorem: false}"],
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[
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["foo[1].baz=3"],
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"{foo: [bar: 1, baz: 3], goo: {bag: 3}, lorem: false}",
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],
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[
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["foo[1]=- baz\n- goo"],
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"{foo: [bar: 1, [baz, goo]], goo: {bag: 3}, lorem: false}",
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],
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[
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["lorem.ipsum=3"],
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"{foo: [bar: 1, baz: 2], goo: {bag: 3}, lorem: {ipsum: 3}}",
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],
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],
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)
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def test_modify_params(tmp_dir, scm, dvc, mocker, changes, expected):
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tmp_dir.gen("copy.py", COPY_SCRIPT)
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tmp_dir.gen(
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"params.yaml", "{foo: [bar: 1, baz: 2], goo: {bag: 3}, lorem: false}"
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)
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stage = dvc.run(
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cmd="python copy.py params.yaml metrics.yaml",
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metrics_no_cache=["metrics.yaml"],
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params=["foo", "goo", "lorem"],
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name="copy-file",
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)
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scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.yaml", "metrics.yaml"])
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scm.commit("init")
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new_mock = mocker.spy(dvc.experiments, "new")
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results = dvc.experiments.run(stage.addressing, params=changes)
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exp = first(results)
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new_mock.assert_called_once()
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tree = scm.get_tree(exp)
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with tree.open(tmp_dir / "metrics.yaml") as fobj:
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assert fobj.read().strip() == expected
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@pytest.mark.parametrize("queue", [True, False])
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def test_apply(tmp_dir, scm, dvc, exp_stage, queue):
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from dvc.exceptions import InvalidArgumentError
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from dvc.repo.experiments.base import ApplyConflictError
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metrics_original = (tmp_dir / "metrics.yaml").read_text().strip()
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results = dvc.experiments.run(
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exp_stage.addressing, params=["foo=2"], queue=queue, tmp_dir=True
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)
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exp_a = first(results)
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results = dvc.experiments.run(
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exp_stage.addressing, params=["foo=3"], queue=queue, tmp_dir=True
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)
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exp_b = first(results)
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with pytest.raises(InvalidArgumentError):
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dvc.experiments.apply("foo")
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dvc.experiments.apply(exp_a)
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assert (tmp_dir / "params.yaml").read_text().strip() == "foo: 2"
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assert (
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(tmp_dir / "metrics.yaml").read_text().strip() == metrics_original
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if queue
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else "foo: 2"
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)
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with pytest.raises(ApplyConflictError):
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dvc.experiments.apply(exp_b, force=False)
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# failed apply should revert everything to prior state
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assert (tmp_dir / "params.yaml").read_text().strip() == "foo: 2"
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assert (
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(tmp_dir / "metrics.yaml").read_text().strip() == metrics_original
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if queue
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else "foo: 2"
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)
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dvc.experiments.apply(exp_b)
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assert (tmp_dir / "params.yaml").read_text().strip() == "foo: 3"
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assert (
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(tmp_dir / "metrics.yaml").read_text().strip() == metrics_original
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if queue
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else "foo: 3"
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)
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def test_get_baseline(tmp_dir, scm, dvc, exp_stage):
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from dvc.repo.experiments.base import EXPS_STASH
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init_rev = scm.get_rev()
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assert dvc.experiments.get_baseline(init_rev) is None
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results = dvc.experiments.run(exp_stage.addressing, params=["foo=2"])
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exp_rev = first(results)
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assert dvc.experiments.get_baseline(exp_rev) == init_rev
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dvc.experiments.run(exp_stage.addressing, params=["foo=3"], queue=True)
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assert dvc.experiments.get_baseline(f"{EXPS_STASH}@{{0}}") == init_rev
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scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.yaml", "metrics.yaml"])
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scm.commit("promote exp")
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promote_rev = scm.get_rev()
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assert dvc.experiments.get_baseline(promote_rev) is None
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results = dvc.experiments.run(exp_stage.addressing, params=["foo=4"])
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exp_rev = first(results)
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assert dvc.experiments.get_baseline(exp_rev) == promote_rev
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dvc.experiments.run(exp_stage.addressing, params=["foo=5"], queue=True)
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assert dvc.experiments.get_baseline(f"{EXPS_STASH}@{{0}}") == promote_rev
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print("stash 1")
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assert dvc.experiments.get_baseline(f"{EXPS_STASH}@{{1}}") == init_rev
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def test_update_py_params(tmp_dir, scm, dvc):
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tmp_dir.gen("copy.py", COPY_SCRIPT)
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tmp_dir.gen("params.py", "INT = 1\n")
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stage = dvc.run(
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cmd="python copy.py params.py metrics.py",
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metrics_no_cache=["metrics.py"],
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params=["params.py:INT"],
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name="copy-file",
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)
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scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.py", "metrics.py"])
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scm.commit("init")
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results = dvc.experiments.run(
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stage.addressing, params=["params.py:INT=2"], tmp_dir=True
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)
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exp_a = first(results)
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tree = scm.get_tree(exp_a)
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with tree.open(tmp_dir / "params.py") as fobj:
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assert fobj.read().strip() == "INT = 2"
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with tree.open(tmp_dir / "metrics.py") as fobj:
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assert fobj.read().strip() == "INT = 2"
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tmp_dir.gen(
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"params.py",
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"INT = 1\nFLOAT = 0.001\nDICT = {'a': 1}\n\n"
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"class Train:\n seed = 2020\n\n"
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"class Klass:\n def __init__(self):\n self.a = 111\n",
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)
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stage = dvc.run(
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cmd="python copy.py params.py metrics.py",
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metrics_no_cache=["metrics.py"],
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params=["params.py:INT,FLOAT,DICT,Train,Klass"],
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name="copy-file",
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)
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scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.py", "metrics.py"])
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scm.commit("init")
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results = dvc.experiments.run(
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stage.addressing,
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params=["params.py:FLOAT=0.1,Train.seed=2121,Klass.a=222"],
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tmp_dir=True,
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)
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exp_a = first(results)
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result = (
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"INT = 1\nFLOAT = 0.1\nDICT = {'a': 1}\n\n"
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"class Train:\n seed = 2121\n\n"
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"class Klass:\n def __init__(self):\n self.a = 222"
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)
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def _dos2unix(text):
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if os.name != "nt":
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return text
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# NOTE: git on windows will use CRLF, so we have to convert it to LF
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# in order to compare with the original
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return text.replace("\r\n", "\n")
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tree = scm.get_tree(exp_a)
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with tree.open(tmp_dir / "params.py") as fobj:
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assert _dos2unix(fobj.read().strip()) == result
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with tree.open(tmp_dir / "metrics.py") as fobj:
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assert _dos2unix(fobj.read().strip()) == result
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tmp_dir.gen("params.py", "INT = 1\n")
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stage = dvc.run(
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cmd="python copy.py params.py metrics.py",
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metrics_no_cache=["metrics.py"],
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params=["params.py:INT"],
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name="copy-file",
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)
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scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.py", "metrics.py"])
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scm.commit("init")
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with pytest.raises(PythonFileCorruptedError):
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dvc.experiments.run(
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stage.addressing, params=["params.py:INT=2a"], tmp_dir=True
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)
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def test_detached_parent(tmp_dir, scm, dvc, exp_stage, mocker):
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detached_rev = scm.get_rev()
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tmp_dir.gen("params.yaml", "foo: 2")
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dvc.reproduce(exp_stage.addressing)
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scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.yaml", "metrics.yaml"])
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scm.commit("v2")
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scm.checkout(detached_rev)
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assert scm.gitpython.repo.head.is_detached
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results = dvc.experiments.run(exp_stage.addressing, params=["foo=3"])
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exp_rev = first(results)
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assert dvc.experiments.get_baseline(exp_rev) == detached_rev
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assert (tmp_dir / "params.yaml").read_text().strip() == "foo: 3"
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def test_branch(tmp_dir, scm, dvc, exp_stage):
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from dvc.exceptions import InvalidArgumentError
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with pytest.raises(InvalidArgumentError):
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dvc.experiments.branch("foo", "branch")
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scm.branch("branch-exists")
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results = dvc.experiments.run(
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exp_stage.addressing, params=["foo=2"], name="foo"
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)
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exp_a = first(results)
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ref_a = dvc.experiments.get_branch_by_rev(exp_a)
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with pytest.raises(InvalidArgumentError):
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dvc.experiments.branch("foo", "branch-exists")
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dvc.experiments.branch("foo", "branch-name")
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dvc.experiments.branch(exp_a, "branch-rev")
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dvc.experiments.branch(ref_a, "branch-ref")
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for name in ["branch-name", "branch-rev", "branch-ref"]:
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assert name in scm.list_branches()
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assert scm.resolve_rev(name) == exp_a
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tmp_dir.scm_gen({"new_file": "new_file"}, commit="new baseline")
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results = dvc.experiments.run(
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exp_stage.addressing, params=["foo=2"], name="foo"
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)
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exp_b = first(results)
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ref_b = dvc.experiments.get_branch_by_rev(exp_b)
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with pytest.raises(InvalidArgumentError):
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dvc.experiments.branch("foo", "branch-name")
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dvc.experiments.branch(ref_b, "branch-ref-b")
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assert "branch-ref-b" in scm.list_branches()
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assert scm.resolve_rev("branch-ref-b") == exp_b
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def test_no_scm(tmp_dir):
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from dvc.repo import Repo as DvcRepo
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from dvc.scm.base import NoSCMError
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dvc = DvcRepo.init(no_scm=True)
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for cmd in [
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"apply",
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"branch",
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"diff",
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"show",
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"run",
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"gc",
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"push",
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"pull",
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"ls",
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]:
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with pytest.raises(NoSCMError):
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getattr(dvc.experiments, cmd)()
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@pytest.mark.parametrize("workspace", [True, False])
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def test_untracked(tmp_dir, scm, dvc, caplog, workspace):
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tmp_dir.gen("copy.py", COPY_SCRIPT)
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tmp_dir.gen("params.yaml", "foo: 1")
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stage = dvc.run(
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cmd="python copy.py params.yaml metrics.yaml",
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metrics_no_cache=["metrics.yaml"],
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params=["foo"],
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deps=["copy.py"],
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name="copy-file",
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no_exec=True,
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)
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# copy.py is untracked
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with caplog.at_level(logging.ERROR):
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results = dvc.experiments.run(
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stage.addressing, params=["foo=2"], tmp_dir=True
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)
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assert "Failed to reproduce experiment" in caplog.text
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assert not results
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# dvc.yaml, copy.py are staged as new file but not committed
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scm.add(["dvc.yaml", "copy.py"])
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results = dvc.experiments.run(
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stage.addressing, params=["foo=2"], tmp_dir=not workspace
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)
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exp = first(results)
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tree = scm.get_tree(exp)
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assert tree.exists("dvc.yaml")
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assert tree.exists("dvc.lock")
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assert tree.exists("copy.py")
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with tree.open(tmp_dir / "metrics.yaml") as fobj:
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assert fobj.read().strip() == "foo: 2"
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@pytest.mark.parametrize("workspace", [True, False])
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def test_dirty_lockfile(tmp_dir, scm, dvc, exp_stage, workspace):
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from dvc.dvcfile import LockfileCorruptedError
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tmp_dir.gen("dvc.lock", "foo")
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with pytest.raises(LockfileCorruptedError):
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dvc.reproduce(exp_stage.addressing)
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results = dvc.experiments.run(
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exp_stage.addressing, params=["foo=2"], tmp_dir=not workspace
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)
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exp = first(results)
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tree = scm.get_tree(exp)
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with tree.open(tmp_dir / "metrics.yaml") as fobj:
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assert fobj.read().strip() == "foo: 2"
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if not workspace:
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assert (tmp_dir / "dvc.lock").read_text() == "foo"
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def test_packed_args_exists(tmp_dir, scm, dvc, exp_stage, caplog):
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from dvc.repo.experiments.executor.base import BaseExecutor
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tmp_dir.scm_gen(
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tmp_dir / ".dvc" / "tmp" / BaseExecutor.PACKED_ARGS_FILE,
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"",
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commit="commit args file",
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)
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with caplog.at_level(logging.WARNING):
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dvc.experiments.run(exp_stage.addressing)
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assert "Temporary DVC file" in caplog.text
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def test_list(tmp_dir, scm, dvc, exp_stage):
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baseline_a = scm.get_rev()
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results = dvc.experiments.run(exp_stage.addressing, params=["foo=2"])
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exp_a = first(results)
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ref_info_a = first(exp_refs_by_rev(scm, exp_a))
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results = dvc.experiments.run(exp_stage.addressing, params=["foo=3"])
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exp_b = first(results)
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ref_info_b = first(exp_refs_by_rev(scm, exp_b))
|
|
|
|
tmp_dir.scm_gen("new", "new", commit="new")
|
|
baseline_c = scm.get_rev()
|
|
results = dvc.experiments.run(exp_stage.addressing, params=["foo=4"])
|
|
exp_c = first(results)
|
|
ref_info_c = first(exp_refs_by_rev(scm, exp_c))
|
|
|
|
assert dvc.experiments.ls() == {
|
|
baseline_c: [ref_info_c.name],
|
|
}
|
|
|
|
exp_list = dvc.experiments.ls(rev=ref_info_a.baseline_sha)
|
|
assert {key: set(val) for key, val in exp_list.items()} == {
|
|
baseline_a: {ref_info_a.name, ref_info_b.name}
|
|
}
|
|
|
|
exp_list = dvc.experiments.ls(all_=True)
|
|
assert {key: set(val) for key, val in exp_list.items()} == {
|
|
baseline_a: {ref_info_a.name, ref_info_b.name},
|
|
baseline_c: {ref_info_c.name},
|
|
}
|
|
|
|
|
|
@pytest.mark.parametrize("workspace", [True, False])
|
|
def test_subdir(tmp_dir, scm, dvc, workspace):
|
|
subdir = tmp_dir / "dir"
|
|
subdir.gen("copy.py", COPY_SCRIPT)
|
|
subdir.gen("params.yaml", "foo: 1")
|
|
|
|
with subdir.chdir():
|
|
dvc.run(
|
|
cmd="python copy.py params.yaml metrics.yaml",
|
|
metrics_no_cache=["metrics.yaml"],
|
|
params=["foo"],
|
|
name="copy-file",
|
|
no_exec=True,
|
|
)
|
|
scm.add(
|
|
[subdir / "dvc.yaml", subdir / "copy.py", subdir / "params.yaml"]
|
|
)
|
|
scm.commit("init")
|
|
|
|
results = dvc.experiments.run(
|
|
PIPELINE_FILE, params=["foo=2"], tmp_dir=not workspace
|
|
)
|
|
assert results
|
|
|
|
exp = first(results)
|
|
ref_info = first(exp_refs_by_rev(scm, exp))
|
|
|
|
tree = scm.get_tree(exp)
|
|
for fname in ["metrics.yaml", "dvc.lock"]:
|
|
assert tree.exists(subdir / fname)
|
|
with tree.open(subdir / "metrics.yaml") as fobj:
|
|
assert fobj.read().strip() == "foo: 2"
|
|
|
|
assert dvc.experiments.get_exact_name(exp) == ref_info.name
|
|
assert scm.resolve_rev(ref_info.name) == exp
|
|
|
|
|
|
@pytest.mark.parametrize("workspace", [True, False])
|
|
def test_subrepo(tmp_dir, scm, workspace):
|
|
from tests.unit.tree.test_repo import make_subrepo
|
|
|
|
subrepo = tmp_dir / "dir" / "repo"
|
|
make_subrepo(subrepo, scm)
|
|
|
|
subrepo.gen("copy.py", COPY_SCRIPT)
|
|
subrepo.gen("params.yaml", "foo: 1")
|
|
|
|
with subrepo.chdir():
|
|
subrepo.dvc.run(
|
|
cmd="python copy.py params.yaml metrics.yaml",
|
|
metrics_no_cache=["metrics.yaml"],
|
|
params=["foo"],
|
|
name="copy-file",
|
|
no_exec=True,
|
|
)
|
|
scm.add(
|
|
[
|
|
subrepo / "dvc.yaml",
|
|
subrepo / "copy.py",
|
|
subrepo / "params.yaml",
|
|
]
|
|
)
|
|
scm.commit("init")
|
|
|
|
results = subrepo.dvc.experiments.run(
|
|
PIPELINE_FILE, params=["foo=2"], tmp_dir=not workspace
|
|
)
|
|
assert results
|
|
|
|
exp = first(results)
|
|
ref_info = first(exp_refs_by_rev(scm, exp))
|
|
|
|
tree = scm.get_tree(exp)
|
|
for fname in ["metrics.yaml", "dvc.lock"]:
|
|
assert tree.exists(subrepo / fname)
|
|
with tree.open(subrepo / "metrics.yaml") as fobj:
|
|
assert fobj.read().strip() == "foo: 2"
|
|
|
|
assert subrepo.dvc.experiments.get_exact_name(exp) == ref_info.name
|
|
assert scm.resolve_rev(ref_info.name) == exp
|
|
|
|
|
|
def test_queue(tmp_dir, scm, dvc, exp_stage, mocker):
|
|
dvc.experiments.run(exp_stage.addressing, params=["foo=2"], queue=True)
|
|
dvc.experiments.run(exp_stage.addressing, params=["foo=3"], queue=True)
|
|
assert len(dvc.experiments.stash_revs) == 2
|
|
|
|
repro_mock = mocker.spy(dvc.experiments, "_reproduce_revs")
|
|
results = dvc.experiments.run(run_all=True)
|
|
assert len(results) == 2
|
|
repro_mock.assert_called_with(jobs=1)
|
|
|
|
expected = {"foo: 2", "foo: 3"}
|
|
metrics = set()
|
|
for exp in results:
|
|
tree = scm.get_tree(exp)
|
|
with tree.open(tmp_dir / "metrics.yaml") as fobj:
|
|
metrics.add(fobj.read().strip())
|
|
assert expected == metrics
|
|
|
|
|
|
def test_run_metrics(tmp_dir, scm, dvc, exp_stage, mocker):
|
|
from dvc.main import main
|
|
|
|
mocker.patch.object(
|
|
dvc.experiments, "run", return_value={"abc123": "abc123"}
|
|
)
|
|
show_mock = mocker.patch.object(dvc.metrics, "show", return_value={})
|
|
|
|
main(["exp", "run", "-m"])
|
|
assert show_mock.called_once()
|