experiments: checkpoints proof of concept

dvc/api.py

@@ -109,3 +109,34 @@ def _make_repo(repo_url=None, rev=None):
             pass  # fallthrough to external_repo
     with external_repo(url=repo_url, rev=rev) as repo:
         yield repo
+
+
+def make_checkpoint():
+    """
+    Signal DVC to create a checkpoint experiment.
+
+    If the current process is being run from DVC, this function will block
+    until DVC has finished creating the checkpoint. Otherwise, this function
+    will return immediately.
+    """
+    import builtins
+    from time import sleep
+
+    from dvc.stage.run import CHECKPOINT_SIGNAL_FILE
+
+    if os.getenv("DVC_CHECKPOINT") is None:
+        return
+
+    root_dir = Repo.find_root()
+    signal_file = os.path.join(
+        root_dir, Repo.DVC_DIR, "tmp", CHECKPOINT_SIGNAL_FILE
+    )
+
+    with builtins.open(signal_file, "w") as fobj:
+        # NOTE: force flushing/writing empty file to disk, otherwise when
+        # run in certain contexts (pytest) file may not actually be written
+        fobj.write("")
+        fobj.flush()
+        os.fsync(fobj.fileno())
+    while os.path.exists(signal_file):
+        sleep(1)

dvc/command/experiments.py

@@ -1,13 +1,17 @@
 import argparse
 import io
 import logging
+import os
 from collections import OrderedDict
 from datetime import date
 from itertools import groupby
 from typing import Iterable, Optional
 
+from dvc.command import completion
 from dvc.command.base import CmdBase, append_doc_link, fix_subparsers
-from dvc.command.metrics import DEFAULT_PRECISION
+from dvc.command.metrics import DEFAULT_PRECISION, _show_metrics
+from dvc.command.status import CmdDataStatus
+from dvc.dvcfile import PIPELINE_FILE
 from dvc.exceptions import DvcException, InvalidArgumentError
 from dvc.utils.flatten import flatten
 
@@ -109,19 +113,30 @@ def _collect_rows(
         reverse = sort_order == "desc"
         experiments = _sort_exp(experiments, sort_by, sort_type, reverse)
 
+    last_tip = None
     for i, (rev, exp) in enumerate(experiments.items()):
         row = []
         style = None
         queued = "*" if exp.get("queued", False) else ""
 
+        tip = exp.get("checkpoint_tip")
         if rev == "baseline":
             name = exp.get("name", base_rev)
             row.append(f"{name}")
             style = "bold"
-        elif i < len(experiments) - 1:
-            row.append(f"├── {queued}{rev[:7]}")
         else:
-            row.append(f"└── {queued}{rev[:7]}")
+            if tip and tip == last_tip:
+                tree = "│ ╟"
+            else:
+                if i < len(experiments) - 1:
+                    if tip:
+                        tree = "├─╥"
+                    else:
+                        tree = "├──"
+                else:
+                    tree = "└──"
+            row.append(f"{tree} {queued}{rev[:7]}")
+        last_tip = tip
 
         if not no_timestamp:
             row.append(_format_time(exp.get("timestamp")))
@@ -373,6 +388,64 @@ def run(self):
         return 0
 
 
+class CmdExperimentsRun(CmdBase):
+    def run(self):
+        if not self.repo.experiments:
+            return 0
+
+        saved_dir = os.path.realpath(os.curdir)
+        os.chdir(self.args.cwd)
+
+        # Dirty hack so the for loop below can at least enter once
+        if self.args.all_pipelines:
+            self.args.targets = [None]
+        elif not self.args.targets:
+            self.args.targets = self.default_targets
+
+        ret = 0
+        for target in self.args.targets:
+            try:
+                stages = self.repo.reproduce(
+                    target,
+                    single_item=self.args.single_item,
+                    force=self.args.force,
+                    dry=self.args.dry,
+                    interactive=self.args.interactive,
+                    pipeline=self.args.pipeline,
+                    all_pipelines=self.args.all_pipelines,
+                    run_cache=not self.args.no_run_cache,
+                    no_commit=self.args.no_commit,
+                    downstream=self.args.downstream,
+                    recursive=self.args.recursive,
+                    force_downstream=self.args.force_downstream,
+                    experiment=True,
+                    queue=self.args.queue,
+                    run_all=self.args.run_all,
+                    jobs=self.args.jobs,
+                    params=self.args.params,
+                    checkpoint=(
+                        self.args.checkpoint
+                        or self.args.checkpoint_continue is not None
+                    ),
+                    checkpoint_continue=self.args.checkpoint_continue,
+                )
+
+                if len(stages) == 0:
+                    logger.info(CmdDataStatus.UP_TO_DATE_MSG)
+
+                if self.args.metrics:
+                    metrics = self.repo.metrics.show()
+                    logger.info(_show_metrics(metrics))
+
+            except DvcException:
+                logger.exception("")
+                ret = 1
+                break
+
+        os.chdir(saved_dir)
+        return ret
+
+
 def add_parser(subparsers, parent_parser):
     EXPERIMENTS_HELP = "Commands to display and compare experiments."
 
@@ -552,3 +625,156 @@ def add_parser(subparsers, parent_parser):
         metavar="<n>",
     )
     experiments_diff_parser.set_defaults(func=CmdExperimentsDiff)
+
+    EXPERIMENTS_RUN_HELP = (
+        "Reproduce complete or partial experiment pipelines."
+    )
+    experiments_run_parser = experiments_subparsers.add_parser(
+        "run",
+        parents=[parent_parser],
+        description=append_doc_link(EXPERIMENTS_RUN_HELP, "experiments/run"),
+        help=EXPERIMENTS_RUN_HELP,
+        formatter_class=argparse.RawDescriptionHelpFormatter,
+    )
+    experiments_run_parser.add_argument(
+        "targets",
+        nargs="*",
+        help=f"Stages to reproduce. '{PIPELINE_FILE}' by default.",
+    ).complete = completion.DVC_FILE
+    experiments_run_parser.add_argument(
+        "-f",
+        "--force",
+        action="store_true",
+        default=False,
+        help="Reproduce even if dependencies were not changed.",
+    )
+    experiments_run_parser.add_argument(
+        "-s",
+        "--single-item",
+        action="store_true",
+        default=False,
+        help="Reproduce only single data item without recursive dependencies "
+        "check.",
+    )
+    experiments_run_parser.add_argument(
+        "-c",
+        "--cwd",
+        default=os.path.curdir,
+        help="Directory within your repo to reproduce from. Note: deprecated "
+        "by `dvc --cd <path>`.",
+        metavar="<path>",
+    )
+    experiments_run_parser.add_argument(
+        "-m",
+        "--metrics",
+        action="store_true",
+        default=False,
+        help="Show metrics after reproduction.",
+    )
+    experiments_run_parser.add_argument(
+        "--dry",
+        action="store_true",
+        default=False,
+        help="Only print the commands that would be executed without "
+        "actually executing.",
+    )
+    experiments_run_parser.add_argument(
+        "-i",
+        "--interactive",
+        action="store_true",
+        default=False,
+        help="Ask for confirmation before reproducing each stage.",
+    )
+    experiments_run_parser.add_argument(
+        "-p",
+        "--pipeline",
+        action="store_true",
+        default=False,
+        help="Reproduce the whole pipeline that the specified stage file "
+        "belongs to.",
+    )
+    experiments_run_parser.add_argument(
+        "-P",
+        "--all-pipelines",
+        action="store_true",
+        default=False,
+        help="Reproduce all pipelines in the repo.",
+    )
+    experiments_run_parser.add_argument(
+        "-R",
+        "--recursive",
+        action="store_true",
+        default=False,
+        help="Reproduce all stages in the specified directory.",
+    )
+    experiments_run_parser.add_argument(
+        "--no-run-cache",
+        action="store_true",
+        default=False,
+        help=(
+            "Execute stage commands even if they have already been run with "
+            "the same command/dependencies/outputs/etc before."
+        ),
+    )
+    experiments_run_parser.add_argument(
+        "--force-downstream",
+        action="store_true",
+        default=False,
+        help="Reproduce all descendants of a changed stage even if their "
+        "direct dependencies didn't change.",
+    )
+    experiments_run_parser.add_argument(
+        "--no-commit",
+        action="store_true",
+        default=False,
+        help="Don't put files/directories into cache.",
+    )
+    experiments_run_parser.add_argument(
+        "--downstream",
+        action="store_true",
+        default=False,
+        help="Start from the specified stages when reproducing pipelines.",
+    )
+    experiments_run_parser.add_argument(
+        "--params",
+        action="append",
+        default=[],
+        help="Use the specified param values when reproducing pipelines.",
+        metavar="[<filename>:]<params_list>",
+    )
+    experiments_run_parser.add_argument(
+        "--queue",
+        action="store_true",
+        default=False,
+        help="Stage this experiment in the run queue for future execution.",
+    )
+    experiments_run_parser.add_argument(
+        "--run-all",
+        action="store_true",
+        default=False,
+        help="Execute all experiments in the run queue.",
+    )
+    experiments_run_parser.add_argument(
+        "-j",
+        "--jobs",
+        type=int,
+        help="Run the specified number of experiments at a time in parallel.",
+        metavar="<number>",
+    )
+    experiments_run_parser.add_argument(
+        "--checkpoint",
+        action="store_true",
+        default=False,
+        help="Reproduce pipelines as a checkpoint experiment.",
+    )
+    experiments_run_parser.add_argument(
+        "--continue",
+        nargs=1,
+        default=None,
+        dest="checkpoint_continue",
+        help=(
+            "Continue from the specified checkpoint experiment"
+            "(implies --checkpoint)."
+        ),
+    )
+    experiments_run_parser.set_defaults(func=CmdExperimentsRun)

dvc/output/base.py

@@ -8,6 +8,7 @@
 import dvc.prompt as prompt
 from dvc.cache import NamedCache
 from dvc.exceptions import (
+    CheckoutError,
     CollectCacheError,
     DvcException,
     MergeError,
@@ -325,6 +326,7 @@ def checkout(
         progress_callback=None,
         relink=False,
         filter_info=None,
+        allow_persist_missing=False,
     ):
         if not self.use_cache:
             if progress_callback:
@@ -333,14 +335,19 @@ def checkout(
                 )
             return None
 
-        return self.cache.checkout(
-            self.path_info,
-            self.hash_info,
-            force=force,
-            progress_callback=progress_callback,
-            relink=relink,
-            filter_info=filter_info,
-        )
+        try:
+            return self.cache.checkout(
+                self.path_info,
+                self.hash_info,
+                force=force,
+                progress_callback=progress_callback,
+                relink=relink,
+                filter_info=filter_info,
+            )
+        except CheckoutError:
+            if self.persist and allow_persist_missing:
+                return None
+            raise
 
     def remove(self, ignore_remove=False):
         self.tree.remove(self.path_info)

dvc/repo/checkout.py

@@ -46,6 +46,7 @@ def checkout(
     force=False,
     relink=False,
     recursive=False,
+    allow_persist_missing=False,
 ):
     from dvc.stage.exceptions import (
         StageFileBadNameError,
@@ -96,6 +97,7 @@ def checkout(
                 progress_callback=pbar.update_msg,
                 relink=relink,
                 filter_info=filter_info,
+                allow_persist_missing=allow_persist_missing,
             )
             for key, items in result.items():
                 stats[key].extend(_fspath_dir(path) for path in items)