Files
dvc/tests/func/experiments/test_checkpoints.py
T
Peter Rowlands (변기호) 379ed8e6fc experiments: support branching w/modified params from intermediate checkpoint (#4898)
* experiments: Allow branching from checkpoints with modified hyper params

* experiments: initial checkpoints tree functionality for `exp show`

* go back to flat/sortable view

* add test for resume w/modified params

* tests: move experiments fixtures into conftest

* add show checkpoints test

* test checkpoint table rendering

* remove dead code

* test show for checkpoint branches
2020-11-17 21:09:46 +09:00

118 lines
3.6 KiB
Python

import logging
import pytest
from funcy import first
import dvc as dvc_module
from dvc.exceptions import DvcException
from dvc.repo.experiments import Experiments, MultipleBranchError
def test_new_checkpoint(tmp_dir, scm, dvc, checkpoint_stage, mocker):
from dvc.env import DVC_CHECKPOINT, DVC_ROOT
new_mock = mocker.spy(dvc.experiments, "new")
env_mock = mocker.spy(dvc_module.stage.run, "_checkpoint_env")
dvc.experiments.run(checkpoint_stage.addressing, params=["foo=2"])
new_mock.assert_called_once()
env_mock.assert_called_once()
assert set(env_mock.return_value.keys()) == {DVC_CHECKPOINT, DVC_ROOT}
assert (tmp_dir / "foo").read_text() == "5"
assert (
tmp_dir / ".dvc" / "experiments" / "metrics.yaml"
).read_text().strip() == "foo: 2"
@pytest.mark.parametrize("last", [True, False])
def test_resume_checkpoint(tmp_dir, scm, dvc, checkpoint_stage, last):
with pytest.raises(DvcException):
if last:
dvc.experiments.run(
checkpoint_stage.addressing,
checkpoint_resume=Experiments.LAST_CHECKPOINT,
)
else:
dvc.experiments.run(
checkpoint_stage.addressing, checkpoint_resume="foo"
)
results = dvc.experiments.run(
checkpoint_stage.addressing, params=["foo=2"]
)
with pytest.raises(DvcException):
dvc.experiments.run(
checkpoint_stage.addressing, checkpoint_resume="abc1234",
)
if last:
exp_rev = Experiments.LAST_CHECKPOINT
else:
exp_rev = first(results)
dvc.experiments.run(checkpoint_stage.addressing, checkpoint_resume=exp_rev)
assert (tmp_dir / "foo").read_text() == "10"
assert (
tmp_dir / ".dvc" / "experiments" / "metrics.yaml"
).read_text().strip() == "foo: 2"
def test_reset_checkpoint(tmp_dir, scm, dvc, checkpoint_stage, caplog):
dvc.experiments.run(checkpoint_stage.addressing)
scm.repo.git.reset(hard=True)
scm.repo.git.clean(force=True)
with caplog.at_level(logging.ERROR):
results = dvc.experiments.run(checkpoint_stage.addressing)
assert len(results) == 0
assert "already exists" in caplog.text
dvc.experiments.run(checkpoint_stage.addressing, force=True)
assert (tmp_dir / "foo").read_text() == "5"
assert (
tmp_dir / ".dvc" / "experiments" / "metrics.yaml"
).read_text().strip() == "foo: 1"
def test_resume_branch(tmp_dir, scm, dvc, checkpoint_stage):
results = dvc.experiments.run(
checkpoint_stage.addressing, params=["foo=2"]
)
branch_rev = first(results)
results = dvc.experiments.run(
checkpoint_stage.addressing, checkpoint_resume=branch_rev
)
checkpoint_a = first(results)
results = dvc.experiments.run(
checkpoint_stage.addressing,
checkpoint_resume=branch_rev,
params=["foo=100"],
)
checkpoint_b = first(results)
dvc.experiments.checkout(checkpoint_a)
assert (tmp_dir / "foo").read_text() == "10"
assert (
tmp_dir / ".dvc" / "experiments" / "metrics.yaml"
).read_text().strip() == "foo: 2"
dvc.experiments.checkout(checkpoint_b)
assert (tmp_dir / "foo").read_text() == "10"
assert (
tmp_dir / ".dvc" / "experiments" / "metrics.yaml"
).read_text().strip() == "foo: 100"
with pytest.raises(MultipleBranchError):
dvc.experiments._get_branch_containing(branch_rev)
branch_a = dvc.experiments._get_branch_containing(checkpoint_a)
branch_b = dvc.experiments._get_branch_containing(checkpoint_b)
assert branch_rev == dvc.experiments.scm.repo.git.merge_base(
branch_a, branch_b, fork_point=True
)