mirror of
https://github.com/Stone-Red-Code/dvc.git
synced 2026-11-02 07:18:25 +01:00
1075 lines
32 KiB
Python
1075 lines
32 KiB
Python
import logging
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import os
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import random
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from datetime import datetime
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from unittest.mock import ANY
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import pytest
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from funcy import first, get_in
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from scmrepo.exceptions import SCMError
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from dvc.cli import main
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from dvc.repo.experiments.executor.base import BaseExecutor, ExecutorInfo, TaskStatus
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from dvc.repo.experiments.queue.base import QueueEntry
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from dvc.repo.experiments.refs import CELERY_STASH, ExpRefInfo
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from dvc.repo.experiments.show import _CachedError
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from dvc.repo.experiments.utils import EXEC_PID_DIR, EXEC_TMP_DIR, exp_refs_by_rev
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from dvc.utils import relpath
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from dvc.utils.serialize import YAMLFileCorruptedError
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LOCK_CONTENTS = {
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"read": {
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"data/MNIST": [{"pid": 54062, "cmd": "dvc exp run"}],
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},
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"write": {
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"data/MNIST": {"pid": 54062, "cmd": "dvc exp run"},
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},
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}
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def make_executor_info(**kwargs):
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# set default values for required info fields
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for key in (
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"git_url",
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"baseline_rev",
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"location",
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"root_dir",
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"dvc_dir",
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):
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if key not in kwargs:
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kwargs[key] = ""
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return ExecutorInfo(**kwargs)
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@pytest.mark.vscode
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def test_show_branch_and_tag_name(tmp_dir, scm, dvc, exp_stage):
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with tmp_dir.branch("new/branch", new=True):
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tmp_dir.scm_gen("branch", "branch", "commit")
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branch_rev = scm.get_rev()
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result = dvc.experiments.show(all_branches=True)
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assert result[branch_rev]["baseline"]["data"]["name"] == "new/branch"
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scm.tag("new/tag")
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tag_rev = scm.get_rev()
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result = dvc.experiments.show(all_tags=True)
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assert result[tag_rev]["baseline"]["data"]["name"] == "new/tag"
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@pytest.mark.vscode
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def test_show_simple(tmp_dir, scm, dvc, exp_stage):
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assert dvc.experiments.show()["workspace"] == {
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"baseline": {
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"data": {
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"rev": "workspace",
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"deps": {
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"copy.py": {
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"hash": ANY,
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"size": ANY,
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"nfiles": None,
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}
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},
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"metrics": {"metrics.yaml": {"data": {"foo": 1}}},
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"outs": {},
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"params": {"params.yaml": {"data": {"foo": 1}}},
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"status": "Success",
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"executor": None,
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"timestamp": None,
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}
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}
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}
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@pytest.mark.vscode
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@pytest.mark.parametrize("workspace", [True, False])
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def test_show_experiment(tmp_dir, scm, dvc, exp_stage, workspace):
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baseline_rev = scm.get_rev()
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timestamp = datetime.fromtimestamp(
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scm.gitpython.repo.rev_parse(baseline_rev).committed_date
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)
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dvc.experiments.run(exp_stage.addressing, params=["foo=2"], tmp_dir=not workspace)
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results = dvc.experiments.show()
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expected_baseline = {
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"data": {
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"rev": ANY,
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"deps": {
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"copy.py": {
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"hash": ANY,
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"size": ANY,
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"nfiles": None,
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}
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},
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"metrics": {"metrics.yaml": {"data": {"foo": 1}}},
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"outs": {},
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"params": {"params.yaml": {"data": {"foo": 1}}},
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"status": "Success",
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"executor": None,
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"timestamp": timestamp,
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"name": "master",
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}
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}
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expected_params = {"data": {"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["data"]["metrics"]["metrics.yaml"] == expected_params
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assert exp["data"]["params"]["params.yaml"] == expected_params
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@pytest.mark.vscode
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def test_show_queued(tmp_dir, scm, dvc, exp_stage):
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baseline_rev = scm.get_rev()
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dvc.experiments.run(
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exp_stage.addressing, params=["foo=2"], queue=True, name="test_name"
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)
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exp_rev = dvc.experiments.scm.resolve_rev(f"{CELERY_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]["data"]
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assert exp["name"] == "test_name"
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assert exp["status"] == "Queued"
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assert exp["params"]["params.yaml"] == {"data": {"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(exp_stage.addressing, params=["foo=3"], queue=True)
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exp_rev = dvc.experiments.scm.resolve_rev(f"{CELERY_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]["data"]
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assert exp["status"] == "Queued"
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assert exp["params"]["params.yaml"] == {"data": {"foo": 3}}
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@pytest.mark.vscode
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def test_show_failed_experiment(tmp_dir, scm, dvc, failed_exp_stage, test_queue):
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baseline_rev = scm.get_rev()
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timestamp = datetime.fromtimestamp(
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scm.gitpython.repo.rev_parse(baseline_rev).committed_date
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)
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dvc.experiments.run(
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failed_exp_stage.addressing, params=["foo=2"], queue=True, name="show-failed"
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)
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exp_rev = dvc.experiments.scm.resolve_rev(f"{CELERY_STASH}@{{0}}")
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dvc.experiments.run(run_all=True)
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test_queue.wait(["show-failed"])
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experiments = dvc.experiments.show()[baseline_rev]
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expected_baseline = {
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"data": {
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"rev": ANY,
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"deps": {
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"copy.py": {
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"hash": ANY,
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"size": ANY,
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"nfiles": None,
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}
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},
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"metrics": {},
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"outs": {},
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"params": {"params.yaml": {"data": {"foo": 1}}},
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"status": "Success",
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"executor": None,
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"timestamp": timestamp,
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"name": "master",
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}
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}
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expected_failed = {
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"data": {
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"rev": ANY,
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"timestamp": ANY,
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"params": {"params.yaml": {"data": {"foo": 2}}},
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"deps": {"copy.py": {"hash": None, "size": None, "nfiles": None}},
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"metrics": {},
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"outs": {},
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"status": "Failed",
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"executor": None,
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"error": {
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"msg": "Experiment run failed.",
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"type": "",
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},
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"name": ANY,
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}
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}
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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 rev == exp_rev
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assert exp == expected_failed
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@pytest.mark.vscode
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@pytest.mark.parametrize("workspace", [True, False])
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def test_show_checkpoint(tmp_dir, scm, dvc, checkpoint_stage, capsys, workspace):
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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"], tmp_dir=not workspace
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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 4 rows: baseline, 2 checkpoints, and final commit
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assert len(results) == checkpoint_stage.iterations + 2
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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["data"]["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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name = dvc.experiments.get_exact_name([rev])[rev]
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name = f"{rev[:7]} [{name}]"
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fs = "╓"
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elif i == len(checkpoints) - 1:
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name = rev[:7]
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fs = "╨"
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else:
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name = rev[:7]
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fs = "╟"
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assert f"{fs} {name}" in cap.out
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@pytest.mark.vscode
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@pytest.mark.parametrize("workspace", [True, False])
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def test_show_checkpoint_branch(tmp_dir, scm, dvc, checkpoint_stage, capsys, workspace):
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results = dvc.experiments.run(
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checkpoint_stage.addressing, params=["foo=2"], tmp_dir=not workspace
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)
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branch_rev = first(results)
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if not workspace:
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dvc.experiments.apply(branch_rev)
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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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tmp_dir=not workspace,
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)
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checkpoint_a = first(results)
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dvc.experiments.apply(branch_rev)
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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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tmp_dir=not workspace,
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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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ref = dvc.experiments.get_branch_by_rev(rev)
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ref_info = ExpRefInfo.from_ref(ref)
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name = f"{rev[:7]} [{ref_info.name}]"
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assert f"╓ {name}" in cap.out
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assert f"({branch_rev[:7]})" in cap.out
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def test_show_filter(
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tmp_dir,
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scm,
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dvc,
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capsys,
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copy_script,
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):
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capsys.readouterr()
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params_file = tmp_dir / "params.yaml"
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params_data = {
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"foo": 1,
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"bar": 1,
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"train/foo": 1,
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"train/bar": 1,
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"nested": {"foo": 1, "bar": 1},
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}
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(tmp_dir / params_file).dump(params_data)
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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="copy-file",
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deps=["copy.py"],
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)
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scm.add(
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[
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"dvc.yaml",
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"dvc.lock",
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"copy.py",
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"params.yaml",
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"metrics.yaml",
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".gitignore",
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]
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)
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scm.commit("init")
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capsys.readouterr()
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assert main(["exp", "show", "--drop=.*foo"]) == 0
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cap = capsys.readouterr()
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for filtered in ["foo", "train/foo", "nested.foo"]:
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assert f"params.yaml:{filtered}" not in cap.out
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assert f"metrics.yaml:{filtered}" not in cap.out
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capsys.readouterr()
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assert main(["exp", "show", "--drop=.*foo", "--keep=.*train"]) == 0
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cap = capsys.readouterr()
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for filtered in ["foo", "nested.foo"]:
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assert f"params.yaml:{filtered}" not in cap.out
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assert f"metrics.yaml:{filtered}" not in cap.out
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assert "params.yaml:train/foo" in cap.out
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assert "metrics.yaml:train/foo" in cap.out
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capsys.readouterr()
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assert main(["exp", "show", "--drop=params.yaml:.*foo"]) == 0
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cap = capsys.readouterr()
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for filtered in ["foo", "train/foo", "nested.foo"]:
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assert f"params.yaml:{filtered}" not in cap.out
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assert f"metrics.yaml:{filtered}" in cap.out
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capsys.readouterr()
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assert main(["exp", "show", "--drop=Created"]) == 0
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cap = capsys.readouterr()
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assert "Created" not in cap.out
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capsys.readouterr()
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assert main(["exp", "show", "--drop=Created|Experiment"]) == 0
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cap = capsys.readouterr()
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assert "Created" not in cap.out
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assert "Experiment" not in cap.out
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@pytest.mark.vscode
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def test_show_multiple_commits(tmp_dir, scm, dvc, exp_stage):
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init_rev = scm.get_rev()
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tmp_dir.scm_gen("file", "file", "commit")
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next_rev = scm.get_rev()
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dvc.experiments.show(num=-2)
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expected = {"workspace", init_rev, next_rev}
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results = dvc.experiments.show(num=2)
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assert set(results.keys()) == expected
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expected = {"workspace"} | set(scm.branch_revs("master"))
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results = dvc.experiments.show(all_commits=True)
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assert set(results.keys()) == expected
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results = dvc.experiments.show(num=100)
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assert set(results.keys()) == expected
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def test_show_sort(tmp_dir, scm, dvc, exp_stage, caplog):
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with caplog.at_level(logging.ERROR):
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assert main(["exp", "show", "--no-pager", "--sort-by=bar"]) != 0
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assert "Unknown sort column" in caplog.text
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with caplog.at_level(logging.ERROR):
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assert main(["exp", "show", "--no-pager", "--sort-by=foo"]) != 0
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assert "Ambiguous sort column" in caplog.text
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assert main(["exp", "show", "--no-pager", "--sort-by=params.yaml:foo"]) == 0
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assert main(["exp", "show", "--no-pager", "--sort-by=metrics.yaml:foo"]) == 0
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|
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@pytest.mark.vscode
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@pytest.mark.parametrize(
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"status, pid_exists",
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[
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(TaskStatus.RUNNING, True),
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(TaskStatus.RUNNING, False),
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(TaskStatus.FAILED, False),
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],
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)
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def test_show_running_workspace(
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tmp_dir, scm, dvc, exp_stage, capsys, caplog, status, pid_exists, mocker
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):
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from dvc.rwlock import RWLOCK_FILE
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pid_dir = os.path.join(dvc.tmp_dir, EXEC_TMP_DIR, EXEC_PID_DIR)
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lock_file = relpath(os.path.join(dvc.tmp_dir, RWLOCK_FILE), str(tmp_dir))
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info = make_executor_info(location=BaseExecutor.DEFAULT_LOCATION, status=status)
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pidfile = os.path.join(
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pid_dir,
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"workspace",
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f"workspace{BaseExecutor.INFOFILE_EXT}",
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)
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os.makedirs(os.path.dirname(pidfile), exist_ok=True)
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(tmp_dir / pidfile).dump_json(info.asdict())
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(tmp_dir / lock_file).dump_json(LOCK_CONTENTS)
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mocker.patch("psutil.pid_exists", return_value=pid_exists)
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assert dvc.experiments.show().get("workspace") == {
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"baseline": {
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"data": {
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"rev": "workspace",
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"deps": {
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"copy.py": {
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"hash": ANY,
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"size": ANY,
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"nfiles": None,
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}
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},
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"metrics": {"metrics.yaml": {"data": {"foo": 1}}},
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"params": {"params.yaml": {"data": {"foo": 1}}},
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"outs": {},
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"status": (
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"Running"
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if status == TaskStatus.RUNNING and pid_exists
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else "Success"
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),
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"executor": (
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info.location
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if status == TaskStatus.RUNNING and pid_exists
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else None
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),
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"timestamp": None,
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}
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}
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}
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capsys.readouterr()
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assert main(["exp", "show", "--csv"]) == 0
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cap = capsys.readouterr()
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if status == TaskStatus.RUNNING:
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if pid_exists:
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assert "Running" in cap.out
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assert info.location in cap.out
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else:
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cmd = LOCK_CONTENTS["read"]["data/MNIST"][0]["cmd"]
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pid = LOCK_CONTENTS["read"]["data/MNIST"][0]["pid"]
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assert (
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f"Process '{cmd}' with (Pid {pid}), in RWLock-file "
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f"'{lock_file}' had been killed." in caplog.text
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)
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assert f"Delete corrupted RWLock-file '{lock_file}'" in caplog.text
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|
|
|
|
def test_show_running_tempdir(tmp_dir, scm, dvc, exp_stage, mocker):
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baseline_rev = scm.get_rev()
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run_results = dvc.experiments.run(
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exp_stage.addressing, params=["foo=2"], tmp_dir=True
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)
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exp_rev = first(run_results)
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exp_ref = first(exp_refs_by_rev(scm, exp_rev))
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|
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queue = dvc.experiments.tempdir_queue
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stash_rev = "abc123"
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entries = [
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QueueEntry(
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str(tmp_dir / ".dvc" / "tmp" / "foo"),
|
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str(tmp_dir / ".dvc" / "tmp" / "foo"),
|
|
str(exp_ref),
|
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stash_rev,
|
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exp_ref.baseline_sha,
|
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None,
|
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exp_ref.name,
|
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None,
|
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)
|
|
]
|
|
mocker.patch.object(
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dvc.experiments.tempdir_queue,
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"iter_active",
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return_value=entries,
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|
)
|
|
info = make_executor_info(location=BaseExecutor.DEFAULT_LOCATION)
|
|
pidfile = queue.get_infofile_path(stash_rev)
|
|
os.makedirs(os.path.dirname(pidfile), exist_ok=True)
|
|
(tmp_dir / pidfile).dump_json(info.asdict())
|
|
mock_fetch = mocker.patch.object(
|
|
dvc.experiments.tempdir_queue,
|
|
"get_running_exps",
|
|
return_value={exp_rev: info.asdict()},
|
|
)
|
|
|
|
results = dvc.experiments.show()
|
|
mock_fetch.assert_has_calls(
|
|
[mocker.call(True)],
|
|
)
|
|
exp_data = get_in(results, [baseline_rev, exp_rev, "data"])
|
|
assert exp_data["status"] == "Running"
|
|
assert exp_data["executor"] == info.location
|
|
|
|
assert results["workspace"]["baseline"]["data"]["status"] == "Success"
|
|
|
|
|
|
def test_show_running_celery(tmp_dir, scm, dvc, exp_stage, mocker):
|
|
baseline_rev = scm.get_rev()
|
|
dvc.experiments.run(exp_stage.addressing, params=["foo=2"], queue=True)
|
|
exp_rev = dvc.experiments.scm.resolve_rev(f"{CELERY_STASH}@{{0}}")
|
|
|
|
queue = dvc.experiments.celery_queue
|
|
entries = list(queue.iter_queued())
|
|
mocker.patch.object(
|
|
dvc.experiments.celery_queue,
|
|
"iter_active",
|
|
return_value=entries,
|
|
)
|
|
info = make_executor_info(location=BaseExecutor.DEFAULT_LOCATION)
|
|
pidfile = queue.get_infofile_path(entries[0].stash_rev)
|
|
os.makedirs(os.path.dirname(pidfile), exist_ok=True)
|
|
(tmp_dir / pidfile).dump_json(info.asdict())
|
|
|
|
results = dvc.experiments.show()
|
|
exp_data = get_in(results, [baseline_rev, exp_rev, "data"])
|
|
assert exp_data["status"] == "Running"
|
|
assert exp_data["executor"] == info.location
|
|
|
|
assert results["workspace"]["baseline"]["data"]["status"] == "Success"
|
|
|
|
|
|
def test_show_running_checkpoint(
|
|
tmp_dir, scm, dvc, checkpoint_stage, mocker, test_queue
|
|
):
|
|
from dvc.repo.experiments.executor.local import TempDirExecutor
|
|
|
|
baseline_rev = scm.get_rev()
|
|
dvc.experiments.run(
|
|
checkpoint_stage.addressing, params=["foo=2"], queue=True, name="foo"
|
|
)
|
|
queue = dvc.experiments.celery_queue
|
|
entries = list(queue.iter_queued())
|
|
|
|
run_results = dvc.experiments.run(run_all=True)
|
|
test_queue.wait(["foo"])
|
|
checkpoint_rev = first(run_results)
|
|
exp_ref = first(exp_refs_by_rev(scm, checkpoint_rev))
|
|
|
|
mocker.patch.object(
|
|
dvc.experiments.celery_queue,
|
|
"iter_active",
|
|
return_value=entries,
|
|
)
|
|
mocker.patch.object(
|
|
dvc.experiments.celery_queue,
|
|
"iter_failed",
|
|
return_value=[],
|
|
)
|
|
pidfile = queue.get_infofile_path(entries[0].stash_rev)
|
|
info = make_executor_info(
|
|
git_url="foo.git",
|
|
baseline_rev=baseline_rev,
|
|
location=TempDirExecutor.DEFAULT_LOCATION,
|
|
status=TaskStatus.RUNNING,
|
|
)
|
|
os.makedirs(os.path.dirname(pidfile), exist_ok=True)
|
|
(tmp_dir / pidfile).dump_json(info.asdict())
|
|
|
|
mocker.patch.object(BaseExecutor, "fetch_exps", return_value=[str(exp_ref)])
|
|
|
|
results = dvc.experiments.show()
|
|
|
|
checkpoint_res = get_in(results, [baseline_rev, checkpoint_rev, "data"])
|
|
assert checkpoint_res["status"] == "Running"
|
|
assert checkpoint_res["executor"] == info.location
|
|
|
|
assert results["workspace"]["baseline"]["data"]["status"] == "Success"
|
|
|
|
|
|
def test_show_with_broken_repo(tmp_dir, scm, dvc, exp_stage, caplog):
|
|
baseline_rev = scm.get_rev()
|
|
exp1 = dvc.experiments.run(exp_stage.addressing, params=["foo=2"])
|
|
exp2 = dvc.experiments.run(exp_stage.addressing, params=["foo=3"])
|
|
|
|
with open("dvc.yaml", "a", encoding="utf-8") as fd:
|
|
fd.write("breaking the yaml!")
|
|
|
|
result = dvc.experiments.show()
|
|
rev1 = first(exp1)
|
|
rev2 = first(exp2)
|
|
|
|
baseline = result[baseline_rev]
|
|
|
|
paths = ["data", "params", "params.yaml"]
|
|
assert get_in(baseline[rev1], paths) == {"data": {"foo": 2}}
|
|
assert get_in(baseline[rev2], paths) == {"data": {"foo": 3}}
|
|
|
|
paths = ["workspace", "baseline", "error"]
|
|
assert isinstance(get_in(result, paths), (_CachedError, YAMLFileCorruptedError))
|
|
assert "YAML file structure is corrupted" in str(get_in(result, paths))
|
|
|
|
|
|
def test_show_csv(tmp_dir, scm, dvc, exp_stage, capsys):
|
|
import time
|
|
|
|
baseline_rev = scm.get_rev()
|
|
|
|
def _get_rev_isotimestamp(rev):
|
|
return datetime.fromtimestamp(
|
|
scm.gitpython.repo.rev_parse(rev).committed_date
|
|
).isoformat()
|
|
|
|
result1 = dvc.experiments.run(exp_stage.addressing, params=["foo=2"])
|
|
rev1 = first(result1)
|
|
ref_info1 = first(exp_refs_by_rev(scm, rev1))
|
|
|
|
# at least 1 second gap between these experiments to make sure
|
|
# the previous experiment to be regarded as branch_base
|
|
time.sleep(1)
|
|
result2 = dvc.experiments.run(exp_stage.addressing, params=["foo=3"])
|
|
rev2 = first(result2)
|
|
ref_info2 = first(exp_refs_by_rev(scm, rev2))
|
|
|
|
capsys.readouterr()
|
|
assert main(["exp", "show", "--csv"]) == 0
|
|
cap = capsys.readouterr()
|
|
data_dep = first(x for x in dvc.index.deps if "copy.py" in x.fspath)
|
|
data_hash = data_dep.hash_info.value[:7]
|
|
assert "Experiment,rev,typ,Created,parent" in cap.out
|
|
assert "metrics.yaml:foo,params.yaml:foo,copy.py" in cap.out
|
|
assert f",workspace,baseline,,,3,3,{data_hash}" in cap.out
|
|
assert (
|
|
"master,{},baseline,{},,1,1,{}".format(
|
|
baseline_rev[:7], _get_rev_isotimestamp(baseline_rev), data_hash
|
|
)
|
|
in cap.out
|
|
)
|
|
assert (
|
|
"{},{},branch_base,{},,2,2,{}".format(
|
|
ref_info1.name, rev1[:7], _get_rev_isotimestamp(rev1), data_hash
|
|
)
|
|
in cap.out
|
|
)
|
|
assert (
|
|
"{},{},branch_commit,{},,3,3,{}".format(
|
|
ref_info2.name, rev2[:7], _get_rev_isotimestamp(rev2), data_hash
|
|
)
|
|
in cap.out
|
|
)
|
|
|
|
|
|
def test_show_only_changed(tmp_dir, dvc, scm, capsys, copy_script):
|
|
params_file = tmp_dir / "params.yaml"
|
|
params_data = {
|
|
"foo": 1,
|
|
"goobar": 1,
|
|
}
|
|
(tmp_dir / params_file).dump(params_data)
|
|
|
|
dvc.run(
|
|
cmd="python copy.py params.yaml metrics.yaml",
|
|
metrics_no_cache=["metrics.yaml"],
|
|
params=["foo", "goobar"],
|
|
name="copy-file",
|
|
deps=["copy.py"],
|
|
)
|
|
scm.add(
|
|
[
|
|
"dvc.yaml",
|
|
"dvc.lock",
|
|
"copy.py",
|
|
"params.yaml",
|
|
"metrics.yaml",
|
|
".gitignore",
|
|
]
|
|
)
|
|
scm.commit("init")
|
|
|
|
dvc.experiments.run(params=["foo=2"])
|
|
|
|
capsys.readouterr()
|
|
assert main(["exp", "show"]) == 0
|
|
cap = capsys.readouterr()
|
|
assert "goobar" in cap.out
|
|
|
|
capsys.readouterr()
|
|
assert main(["exp", "show", "--only-changed"]) == 0
|
|
cap = capsys.readouterr()
|
|
assert "goobar" not in cap.out
|
|
|
|
capsys.readouterr()
|
|
assert main(["exp", "show", "--only-changed", "--keep=.*bar"]) == 0
|
|
cap = capsys.readouterr()
|
|
assert "params.yaml:goobar" in cap.out
|
|
assert "metrics.yaml:goobar" in cap.out
|
|
|
|
|
|
def test_show_parallel_coordinates(tmp_dir, dvc, scm, mocker, capsys, copy_script):
|
|
from dvc.commands.experiments import show
|
|
|
|
webbroser_open = mocker.patch("webbrowser.open")
|
|
show_experiments = mocker.spy(show, "show_experiments")
|
|
|
|
params_file = tmp_dir / "params.yaml"
|
|
params_data = {
|
|
"foo": 1,
|
|
"bar": 1,
|
|
}
|
|
(tmp_dir / params_file).dump(params_data)
|
|
|
|
dvc.run(
|
|
cmd="python copy.py params.yaml metrics.yaml",
|
|
metrics_no_cache=["metrics.yaml"],
|
|
params=["foo", "bar"],
|
|
name="copy-file",
|
|
deps=["copy.py"],
|
|
)
|
|
scm.add(
|
|
[
|
|
"dvc.yaml",
|
|
"dvc.lock",
|
|
"copy.py",
|
|
"params.yaml",
|
|
"metrics.yaml",
|
|
".gitignore",
|
|
]
|
|
)
|
|
scm.commit("init")
|
|
|
|
dvc.experiments.run(params=["foo=2"])
|
|
|
|
assert main(["exp", "show", "--pcp"]) == 0
|
|
kwargs = show_experiments.call_args[1]
|
|
|
|
html_text = (tmp_dir / "dvc_plots" / "index.html").read_text()
|
|
assert all(rev in html_text for rev in ["workspace", "master"])
|
|
assert "[exp-" not in html_text
|
|
|
|
assert '{"label": "metrics.yaml:foo", "values": [2.0, 1.0]}' in html_text
|
|
assert '{"label": "params.yaml:foo", "values": [2.0, 1.0]}' in html_text
|
|
assert '"line": {"color": [1, 0]' in html_text
|
|
assert '"label": "metrics.yaml:bar"' not in html_text
|
|
assert '"label": "Created"' not in html_text
|
|
|
|
assert main(["exp", "show", "--pcp", "--sort-by", "metrics.yaml:foo"]) == 0
|
|
kwargs = show_experiments.call_args[1]
|
|
|
|
html_text = (tmp_dir / "dvc_plots" / "index.html").read_text()
|
|
assert '"line": {"color": [2.0, 1.0]' in html_text
|
|
|
|
assert main(["exp", "show", "--pcp", "--out", "experiments"]) == 0
|
|
kwargs = show_experiments.call_args[1]
|
|
|
|
assert kwargs["out"] == "experiments"
|
|
assert (tmp_dir / "experiments" / "index.html").exists()
|
|
|
|
assert main(["exp", "show", "--pcp", "--open"]) == 0
|
|
|
|
webbroser_open.assert_called()
|
|
|
|
params_data = {"foo": 1, "bar": 1, "foobar": 2}
|
|
(tmp_dir / params_file).dump(params_data)
|
|
assert main(["exp", "show", "--pcp"]) == 0
|
|
html_text = (tmp_dir / "dvc_plots" / "index.html").read_text()
|
|
assert '{"label": "foobar", "values": [2.0, null, null]}' in html_text
|
|
|
|
assert main(["exp", "show", "--pcp", "--drop", "foobar"]) == 0
|
|
html_text = (tmp_dir / "dvc_plots" / "index.html").read_text()
|
|
assert '"label": "Created"' not in html_text
|
|
assert '"label": "foobar"' not in html_text
|
|
|
|
assert main(["exp", "show", "--pcp", "--drop", "Experiment"]) == 0
|
|
html_text = (tmp_dir / "dvc_plots" / "index.html").read_text()
|
|
assert '"label": "Experiment"' not in html_text
|
|
|
|
|
|
@pytest.mark.vscode
|
|
def test_show_outs(tmp_dir, dvc, scm, erepo_dir, copy_script):
|
|
params_file = tmp_dir / "params.yaml"
|
|
params_data = {
|
|
"foo": 1,
|
|
"bar": 1,
|
|
}
|
|
(tmp_dir / params_file).dump(params_data)
|
|
|
|
dvc.run(
|
|
cmd="python copy.py params.yaml metrics.yaml && echo out > out",
|
|
metrics_no_cache=["metrics.yaml"],
|
|
params=["foo", "bar"],
|
|
name="copy-file",
|
|
deps=["copy.py"],
|
|
outs=["out"],
|
|
)
|
|
|
|
scm.commit("init")
|
|
|
|
outs = dvc.experiments.show()["workspace"]["baseline"]["data"]["outs"]
|
|
assert outs == {
|
|
"out": {
|
|
"hash": ANY,
|
|
"size": ANY,
|
|
"nfiles": None,
|
|
"use_cache": True,
|
|
"is_data_source": False,
|
|
}
|
|
}
|
|
|
|
tmp_dir.dvc_gen("out_add", "foo", commit="dvc add output")
|
|
|
|
outs = dvc.experiments.show()["workspace"]["baseline"]["data"]["outs"]
|
|
assert outs == {
|
|
"out": {
|
|
"hash": ANY,
|
|
"size": ANY,
|
|
"nfiles": None,
|
|
"use_cache": True,
|
|
"is_data_source": False,
|
|
},
|
|
"out_add": {
|
|
"hash": ANY,
|
|
"size": ANY,
|
|
"nfiles": None,
|
|
"use_cache": True,
|
|
"is_data_source": True,
|
|
},
|
|
}
|
|
|
|
with erepo_dir.chdir():
|
|
erepo_dir.dvc_gen("out", "out content", commit="create out")
|
|
|
|
dvc.imp(os.fspath(erepo_dir), "out", "out_imported")
|
|
|
|
outs = dvc.experiments.show()["workspace"]["baseline"]["data"]["outs"]
|
|
assert outs == {
|
|
"out": {
|
|
"hash": ANY,
|
|
"size": ANY,
|
|
"nfiles": None,
|
|
"use_cache": True,
|
|
"is_data_source": False,
|
|
},
|
|
"out_add": {
|
|
"hash": ANY,
|
|
"size": ANY,
|
|
"nfiles": None,
|
|
"use_cache": True,
|
|
"is_data_source": True,
|
|
},
|
|
"out_imported": {
|
|
"hash": ANY,
|
|
"size": ANY,
|
|
"nfiles": None,
|
|
"use_cache": True,
|
|
"is_data_source": True,
|
|
},
|
|
}
|
|
|
|
|
|
def test_metrics_renaming(tmp_dir, dvc, scm, capsys, copy_script):
|
|
params_file = tmp_dir / "params.yaml"
|
|
params_data = {
|
|
"foo": 1,
|
|
}
|
|
(tmp_dir / params_file).dump(params_data)
|
|
|
|
dvc.run(
|
|
cmd="python copy.py params.yaml metrics.yaml",
|
|
metrics_no_cache=["metrics.yaml"],
|
|
params=["foo"],
|
|
name="copy-file",
|
|
deps=["copy.py"],
|
|
)
|
|
scm.add(
|
|
[
|
|
"dvc.yaml",
|
|
"dvc.lock",
|
|
"copy.py",
|
|
"params.yaml",
|
|
"metrics.yaml",
|
|
".gitignore",
|
|
]
|
|
)
|
|
|
|
scm.commit("metrics.yaml")
|
|
metrics_rev = scm.get_rev()
|
|
|
|
dvc.run(
|
|
cmd="python copy.py params.yaml scores.yaml",
|
|
metrics_no_cache=["scores.yaml"],
|
|
params=["foo"],
|
|
name="copy-file",
|
|
deps=["copy.py"],
|
|
)
|
|
scm.add(
|
|
[
|
|
"dvc.yaml",
|
|
"dvc.lock",
|
|
"params.yaml",
|
|
"scores.yaml",
|
|
]
|
|
)
|
|
scm.commit("scores.yaml")
|
|
scores_rev = scm.get_rev()
|
|
|
|
capsys.readouterr()
|
|
assert main(["exp", "show", "--csv", "-A"]) == 0
|
|
cap = capsys.readouterr()
|
|
|
|
def _get_rev_isotimestamp(rev):
|
|
return datetime.fromtimestamp(
|
|
scm.gitpython.repo.rev_parse(rev).committed_date
|
|
).isoformat()
|
|
|
|
assert (
|
|
"master,{},baseline,{},,1,,1".format(
|
|
scores_rev[:7], _get_rev_isotimestamp(scores_rev)
|
|
)
|
|
in cap.out
|
|
)
|
|
assert (
|
|
",{},baseline,{},,,1,1".format(
|
|
metrics_rev[:7], _get_rev_isotimestamp(metrics_rev)
|
|
)
|
|
in cap.out
|
|
)
|
|
|
|
|
|
def test_show_sorted_deps(tmp_dir, dvc, scm, capsys):
|
|
tmp_dir.gen("a", "a")
|
|
tmp_dir.gen("b", "b")
|
|
tmp_dir.gen("c", "c")
|
|
tmp_dir.gen("z", "z")
|
|
|
|
dvc.run(
|
|
cmd="echo foo",
|
|
name="deps",
|
|
deps=["a", "b", "z", "c"],
|
|
)
|
|
|
|
capsys.readouterr()
|
|
assert main(["exp", "show", "--csv"]) == 0
|
|
cap = capsys.readouterr()
|
|
assert "a,b,c,z" in cap.out
|
|
|
|
|
|
@pytest.mark.vscode
|
|
def test_show_queued_error(tmp_dir, scm, dvc, exp_stage, mocker):
|
|
baseline_rev = scm.get_rev()
|
|
|
|
dvc.experiments.run(
|
|
exp_stage.addressing, params=["foo=2"], queue=True, name="test_name"
|
|
)
|
|
exp_rev_2 = dvc.experiments.scm.resolve_rev(f"{CELERY_STASH}@{{0}}")
|
|
commit_2 = scm.resolve_commit(exp_rev_2)
|
|
|
|
dvc.experiments.run(exp_stage.addressing, params=["foo=3"], queue=True)
|
|
exp_rev_3 = dvc.experiments.scm.resolve_rev(f"{CELERY_STASH}@{{0}}")
|
|
|
|
def resolve_commit(rev):
|
|
if rev == exp_rev_3:
|
|
raise SCMError
|
|
return commit_2
|
|
|
|
mocker.patch.object(
|
|
scm,
|
|
"resolve_commit",
|
|
side_effect=mocker.MagicMock(side_effect=resolve_commit),
|
|
)
|
|
|
|
results = dvc.experiments.show()[baseline_rev]
|
|
assert len(results) == 2
|
|
exp_2 = results[exp_rev_2]["data"]
|
|
assert exp_2["status"] == "Queued"
|
|
assert exp_2["params"]["params.yaml"] == {"data": {"foo": 2}}
|
|
|
|
|
|
@pytest.mark.vscode
|
|
def test_show_completed_error(tmp_dir, scm, dvc, exp_stage, mocker):
|
|
baseline_rev = scm.get_rev()
|
|
|
|
result_2 = dvc.experiments.run(exp_stage.addressing, params=["foo=2"])
|
|
exp_rev_2 = first(result_2)
|
|
commit_2 = scm.resolve_commit(exp_rev_2)
|
|
result_3 = dvc.experiments.run(exp_stage.addressing, params=["foo=3"])
|
|
exp_rev_3 = first(result_3)
|
|
|
|
def resolve_commit(rev):
|
|
if rev == exp_rev_3:
|
|
raise SCMError
|
|
return commit_2
|
|
|
|
mocker.patch.object(
|
|
scm,
|
|
"resolve_commit",
|
|
side_effect=mocker.MagicMock(side_effect=resolve_commit),
|
|
)
|
|
experiments = dvc.experiments.show()[baseline_rev]
|
|
assert len(experiments) == 2
|
|
assert exp_rev_2 in experiments
|
|
|
|
|
|
@pytest.mark.vscode
|
|
def test_show_checkpoint_error(tmp_dir, scm, dvc, checkpoint_stage, mocker):
|
|
baseline_rev = scm.get_rev()
|
|
results = dvc.experiments.run(checkpoint_stage.addressing, params=["foo=2"])
|
|
exp_rev = first(results)
|
|
exp_ref = str(first(exp_refs_by_rev(scm, exp_rev)))
|
|
|
|
results = dvc.experiments.show()[baseline_rev]
|
|
# Assert 4 rows: baseline, 2 checkpoints, and final commit
|
|
assert len(results) == checkpoint_stage.iterations + 2
|
|
|
|
checkpoints = {}
|
|
for rev in results:
|
|
if rev != "baseline":
|
|
checkpoints[rev] = scm.resolve_commit(rev)
|
|
checkpoints[exp_ref] = scm.resolve_commit(exp_ref)
|
|
checkpoints[baseline_rev] = scm.resolve_commit(baseline_rev)
|
|
|
|
failed_rev = random.choice(list(checkpoints.keys()))
|
|
|
|
def resolve_commit(rev):
|
|
if rev == failed_rev:
|
|
raise SCMError
|
|
return checkpoints[rev]
|
|
|
|
mocker.patch.object(
|
|
scm,
|
|
"resolve_commit",
|
|
side_effect=mocker.MagicMock(side_effect=resolve_commit),
|
|
)
|
|
results = dvc.experiments.show(force=True)[baseline_rev]
|
|
assert len(results) == 1
|
|
|
|
|
|
@pytest.mark.vscode
|
|
def test_show_baseline_error(tmp_dir, scm, dvc, exp_stage, mocker):
|
|
baseline_rev = scm.get_rev()
|
|
branch = scm.active_branch()
|
|
|
|
result_2 = dvc.experiments.run(exp_stage.addressing, params=["foo=2"])
|
|
exp_rev_2 = first(result_2)
|
|
commit_2 = scm.resolve_commit(exp_rev_2)
|
|
|
|
def resolve_commit(rev):
|
|
if rev == baseline_rev:
|
|
raise SCMError
|
|
return commit_2
|
|
|
|
mocker.patch.object(
|
|
scm,
|
|
"resolve_commit",
|
|
side_effect=mocker.MagicMock(side_effect=resolve_commit),
|
|
)
|
|
experiments = dvc.experiments.show()[baseline_rev]
|
|
assert len(experiments) == 1
|
|
assert experiments["baseline"]["data"] == {"name": branch}
|
|
assert isinstance(experiments["baseline"]["error"], (SCMError, _CachedError))
|