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https://github.com/Stone-Red-Code/dvc.git
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* 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
162 lines
4.7 KiB
Python
162 lines
4.7 KiB
Python
from datetime import datetime
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from funcy import first
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from dvc.dvcfile import PIPELINE_FILE
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from dvc.main import main
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from tests.func.test_repro_multistage import COPY_SCRIPT
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def test_show_simple(tmp_dir, scm, dvc):
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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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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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single_stage=True,
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)
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assert dvc.experiments.show()["workspace"] == {
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"baseline": {
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"metrics": {"metrics.yaml": {"foo": 1}},
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"params": {"params.yaml": {"foo": 1}},
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"queued": False,
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"timestamp": None,
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}
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}
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def test_show_experiment(tmp_dir, scm, dvc):
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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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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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name="foo",
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)
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scm.add(["copy.py", "params.yaml", "metrics.yaml", "dvc.yaml", "dvc.lock"])
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scm.commit("baseline")
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baseline_rev = scm.get_rev()
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timestamp = datetime.fromtimestamp(
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scm.repo.rev_parse(baseline_rev).committed_date
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)
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dvc.experiments.run(PIPELINE_FILE, params=["foo=2"])
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results = dvc.experiments.show()
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expected_baseline = {
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"metrics": {"metrics.yaml": {"foo": 1}},
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"params": {"params.yaml": {"foo": 1}},
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"queued": False,
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"timestamp": timestamp,
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"name": "master",
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}
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expected_params = {"foo": 2}
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assert set(results.keys()) == {"workspace", baseline_rev}
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experiments = results[baseline_rev]
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assert len(experiments) == 2
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for rev, exp in experiments.items():
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if rev == "baseline":
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assert exp == expected_baseline
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else:
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assert exp["metrics"]["metrics.yaml"] == expected_params
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assert exp["params"]["params.yaml"] == expected_params
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def test_show_queued(tmp_dir, scm, dvc):
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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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name="foo",
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)
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scm.add(["copy.py", "params.yaml", "metrics.yaml", "dvc.yaml", "dvc.lock"])
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scm.commit("baseline")
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baseline_rev = scm.get_rev()
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dvc.experiments.run(stage.addressing, params=["foo=2"], queue=True)
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exp_rev = dvc.experiments.scm.resolve_rev("stash@{0}")
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results = dvc.experiments.show()[baseline_rev]
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assert len(results) == 2
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exp = results[exp_rev]
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assert exp["queued"]
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assert exp["params"]["params.yaml"] == {"foo": 2}
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# test that only queued experiments for the current baseline are returned
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tmp_dir.gen("foo", "foo")
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scm.add(["foo"])
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scm.commit("new commit")
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new_rev = scm.get_rev()
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dvc.experiments.run(stage.addressing, params=["foo=3"], queue=True)
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exp_rev = dvc.experiments.scm.resolve_rev("stash@{0}")
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results = dvc.experiments.show()[new_rev]
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assert len(results) == 2
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exp = results[exp_rev]
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assert exp["queued"]
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assert exp["params"]["params.yaml"] == {"foo": 3}
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def test_show_checkpoint(tmp_dir, scm, dvc, checkpoint_stage, capsys):
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baseline_rev = scm.get_rev()
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results = dvc.experiments.run(
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checkpoint_stage.addressing, params=["foo=2"]
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)
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exp_rev = first(results)
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results = dvc.experiments.show()[baseline_rev]
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assert len(results) == 6
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checkpoints = []
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for rev, exp in results.items():
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if rev != "baseline":
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checkpoints.append(rev)
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assert exp["checkpoint_tip"] == exp_rev
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capsys.readouterr()
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assert main(["exp", "show", "--no-pager"]) == 0
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cap = capsys.readouterr()
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for i, rev in enumerate(checkpoints):
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if i == 0:
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tree = "╓"
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elif i == len(checkpoints) - 1:
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tree = "╨"
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else:
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tree = "╟"
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assert f"{tree} {rev[:7]}" in cap.out
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def test_show_checkpoint_branch(tmp_dir, scm, dvc, checkpoint_stage, capsys):
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results = dvc.experiments.run(
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checkpoint_stage.addressing, params=["foo=2"]
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)
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branch_rev = first(results)
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results = dvc.experiments.run(
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checkpoint_stage.addressing, checkpoint_resume=branch_rev
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)
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checkpoint_a = first(results)
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results = dvc.experiments.run(
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checkpoint_stage.addressing,
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checkpoint_resume=branch_rev,
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params=["foo=100"],
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)
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checkpoint_b = first(results)
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capsys.readouterr()
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assert main(["exp", "show", "--no-pager"]) == 0
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cap = capsys.readouterr()
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for rev in (checkpoint_a, checkpoint_b):
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assert f"╓ {rev[:7]}" in cap.out
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assert f"({branch_rev[:7]})" in cap.out
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