Files
dvc/tests/func/experiments/test_experiments.py
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Peter Rowlands (변기호) 40bdf613f0 experiments: preserve file permissions across tmpdir execution (#4890)
* tree: use file_mode in upload() for trees that support modes

* experiments: preserve file_mode for files in the workspace

* skip permissions tests on windows

* LocalTree: separate chmod from protect

* fix rebase issue
2020-11-18 00:47:57 +09:00

261 lines
8.6 KiB
Python

import logging
import os
import stat
import pytest
from funcy import first
from dvc.utils.serialize import PythonFileCorruptedError
from tests.func.test_repro_multistage import COPY_SCRIPT
def test_new_simple(tmp_dir, scm, dvc, exp_stage, mocker):
tmp_dir.gen("params.yaml", "foo: 2")
new_mock = mocker.spy(dvc.experiments, "new")
dvc.experiments.run(exp_stage.addressing)
new_mock.assert_called_once()
assert (
tmp_dir / ".dvc" / "experiments" / "metrics.yaml"
).read_text() == "foo: 2"
@pytest.mark.skipif(os.name == "nt", reason="Not supported for Windows.")
def test_file_permissions(tmp_dir, scm, dvc, exp_stage, mocker):
mode = 0o755
os.chmod(tmp_dir / "copy.py", mode)
scm.add(["copy.py"])
scm.commit("set exec")
tmp_dir.gen("params.yaml", "foo: 2")
dvc.experiments.run(exp_stage.addressing)
assert stat.S_IMODE(os.stat(tmp_dir / "copy.py").st_mode) == mode
def test_failed_exp(tmp_dir, scm, dvc, exp_stage, mocker, caplog):
from dvc.stage.exceptions import StageCmdFailedError
tmp_dir.gen("params.yaml", "foo: 2")
mocker.patch(
"dvc.stage.run.cmd_run",
side_effect=StageCmdFailedError(exp_stage.cmd, -1),
)
with caplog.at_level(logging.ERROR):
dvc.experiments.run(exp_stage.addressing)
assert "Failed to reproduce experiment" in caplog.text
def test_update_with_pull(tmp_dir, scm, dvc, exp_stage, mocker):
expected_revs = [scm.get_rev()]
tmp_dir.gen("params.yaml", "foo: 2")
dvc.experiments.run(exp_stage.addressing)
scm.add(["dvc.yaml", "dvc.lock", "params.yaml", "metrics.yaml"])
scm.commit("promote experiment")
expected_revs.append(scm.get_rev())
tmp_dir.gen("params.yaml", "foo: 3")
dvc.experiments.run(exp_stage.addressing)
exp_scm = dvc.experiments.scm
for rev in expected_revs:
assert exp_scm.has_rev(rev)
@pytest.mark.parametrize(
"changes, expected",
[
[["foo=baz"], "{foo: baz, goo: {bag: 3}, lorem: false}"],
[["foo=baz,goo=bar"], "{foo: baz, goo: bar, lorem: false}"],
[
["goo.bag=4"],
"{foo: [bar: 1, baz: 2], goo: {bag: 4}, lorem: false}",
],
[["foo[0]=bar"], "{foo: [bar, baz: 2], goo: {bag: 3}, lorem: false}"],
[
["foo[1].baz=3"],
"{foo: [bar: 1, baz: 3], goo: {bag: 3}, lorem: false}",
],
[
["foo[1]=- baz\n- goo"],
"{foo: [bar: 1, [baz, goo]], goo: {bag: 3}, lorem: false}",
],
[
["lorem.ipsum=3"],
"{foo: [bar: 1, baz: 2], goo: {bag: 3}, lorem: {ipsum: 3}}",
],
],
)
def test_modify_params(tmp_dir, scm, dvc, mocker, changes, expected):
tmp_dir.gen("copy.py", COPY_SCRIPT)
tmp_dir.gen(
"params.yaml", "{foo: [bar: 1, baz: 2], goo: {bag: 3}, lorem: false}"
)
stage = dvc.run(
cmd="python copy.py params.yaml metrics.yaml",
metrics_no_cache=["metrics.yaml"],
params=["foo", "goo", "lorem"],
name="copy-file",
)
scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.yaml", "metrics.yaml"])
scm.commit("init")
new_mock = mocker.spy(dvc.experiments, "new")
dvc.experiments.run(stage.addressing, params=changes)
new_mock.assert_called_once()
assert (
tmp_dir / ".dvc" / "experiments" / "metrics.yaml"
).read_text().strip() == expected
def test_checkout(tmp_dir, scm, dvc, exp_stage):
results = dvc.experiments.run(exp_stage.addressing, params=["foo=2"])
exp_a = first(results)
results = dvc.experiments.run(exp_stage.addressing, params=["foo=3"])
exp_b = first(results)
dvc.experiments.checkout(exp_a)
assert (tmp_dir / "params.yaml").read_text().strip() == "foo: 2"
assert (tmp_dir / "metrics.yaml").read_text().strip() == "foo: 2"
dvc.experiments.checkout(exp_b)
assert (tmp_dir / "params.yaml").read_text().strip() == "foo: 3"
assert (tmp_dir / "metrics.yaml").read_text().strip() == "foo: 3"
def test_get_baseline(tmp_dir, scm, dvc, exp_stage):
init_rev = scm.get_rev()
assert dvc.experiments.get_baseline(init_rev) is None
results = dvc.experiments.run(exp_stage.addressing, params=["foo=2"])
exp_rev = first(results)
assert dvc.experiments.get_baseline(exp_rev) == init_rev
dvc.experiments.run(exp_stage.addressing, params=["foo=3"], queue=True)
assert dvc.experiments.get_baseline("stash@{0}") == init_rev
dvc.experiments.checkout(exp_rev)
scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.yaml", "metrics.yaml"])
scm.commit("promote exp")
promote_rev = scm.get_rev()
results = dvc.experiments.run(exp_stage.addressing, params=["foo=4"])
exp_rev = first(results)
assert dvc.experiments.get_baseline(promote_rev) is None
assert dvc.experiments.get_baseline(exp_rev) == promote_rev
dvc.experiments.run(exp_stage.addressing, params=["foo=5"], queue=True)
assert dvc.experiments.get_baseline("stash@{0}") == promote_rev
assert dvc.experiments.get_baseline("stash@{1}") == init_rev
def test_update_py_params(tmp_dir, scm, dvc):
tmp_dir.gen("copy.py", COPY_SCRIPT)
tmp_dir.gen("params.py", "INT = 1\n")
stage = dvc.run(
cmd="python copy.py params.py metrics.py",
metrics_no_cache=["metrics.py"],
params=["params.py:INT"],
name="copy-file",
)
scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.py", "metrics.py"])
scm.commit("init")
results = dvc.experiments.run(stage.addressing, params=["params.py:INT=2"])
exp_a = first(results)
dvc.experiments.checkout(exp_a)
assert (tmp_dir / "params.py").read_text().strip() == "INT = 2"
assert (tmp_dir / "metrics.py").read_text().strip() == "INT = 2"
tmp_dir.gen(
"params.py",
"INT = 1\nFLOAT = 0.001\nDICT = {'a': 1}\n\n"
"class Train:\n seed = 2020\n\n"
"class Klass:\n def __init__(self):\n self.a = 111\n",
)
stage = dvc.run(
cmd="python copy.py params.py metrics.py",
metrics_no_cache=["metrics.py"],
params=["params.py:INT,FLOAT,DICT,Train,Klass"],
name="copy-file",
)
scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.py", "metrics.py"])
scm.commit("init")
results = dvc.experiments.run(
stage.addressing,
params=["params.py:FLOAT=0.1,Train.seed=2121,Klass.a=222"],
)
exp_a = first(results)
result = (
"INT = 1\nFLOAT = 0.1\nDICT = {'a': 1}\n\n"
"class Train:\n seed = 2121\n\n"
"class Klass:\n def __init__(self):\n self.a = 222"
)
dvc.experiments.checkout(exp_a)
assert (tmp_dir / "params.py").read_text().strip() == result
assert (tmp_dir / "metrics.py").read_text().strip() == result
tmp_dir.gen("params.py", "INT = 1\n")
stage = dvc.run(
cmd="python copy.py params.py metrics.py",
metrics_no_cache=["metrics.py"],
params=["params.py:INT"],
name="copy-file",
)
scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.py", "metrics.py"])
scm.commit("init")
with pytest.raises(PythonFileCorruptedError):
dvc.experiments.run(stage.addressing, params=["params.py:INT=2a"])
def test_extend_branch(tmp_dir, scm, dvc, exp_stage):
results = dvc.experiments.run(exp_stage.addressing, params=["foo=2"])
exp_a = first(results)
exp_branch = dvc.experiments._get_branch_containing(exp_a)
results = dvc.experiments.run(
exp_stage.addressing,
params=["foo=3"],
branch=exp_branch,
apply_workspace=False,
)
exp_b = first(results)
assert exp_a != exp_b
assert dvc.experiments._get_branch_containing(exp_b) == exp_branch
dvc.experiments.checkout(exp_a)
assert (tmp_dir / "params.yaml").read_text().strip() == "foo: 2"
assert (tmp_dir / "metrics.yaml").read_text().strip() == "foo: 2"
dvc.experiments.checkout(exp_b)
assert (tmp_dir / "params.yaml").read_text().strip() == "foo: 3"
assert (tmp_dir / "metrics.yaml").read_text().strip() == "foo: 3"
def test_detached_parent(tmp_dir, scm, dvc, exp_stage, mocker):
detached_rev = scm.get_rev()
tmp_dir.gen("params.yaml", "foo: 2")
dvc.reproduce(exp_stage.addressing)
scm.add(["dvc.yaml", "dvc.lock", "copy.py", "params.yaml", "metrics.yaml"])
scm.commit("v2")
scm.checkout(detached_rev)
assert scm.repo.head.is_detached
results = dvc.experiments.run(exp_stage.addressing, params=["foo=3"])
exp_rev = first(results)
assert dvc.experiments.get_baseline(exp_rev) == detached_rev
assert (tmp_dir / "params.yaml").read_text().strip() == "foo: 3"
assert (tmp_dir / "metrics.yaml").read_text().strip() == "foo: 3"