Files
dvc/dvc/stage.py
T
Ruslan Kuprieiev 918ef646dc appveyor: test py2 and py3
Related to #2166

Signed-off-by: Ruslan Kuprieiev <[email protected]>
2019-06-23 13:33:47 +03:00

903 lines
27 KiB
Python

from __future__ import unicode_literals
from dvc.utils.compat import str
import copy
import re
import os
import subprocess
import logging
import signal
import threading
from dvc.utils import relpath
from dvc.utils.compat import pathlib
from dvc.utils.fs import contains_symlink_up_to
from schema import Schema, SchemaError, Optional, Or, And
import dvc.prompt as prompt
import dvc.dependency as dependency
import dvc.output as output
from dvc.exceptions import DvcException
from dvc.utils import dict_md5, fix_env
from dvc.utils.collections import apply_diff
from dvc.utils.stage import load_stage_fd, dump_stage_file
logger = logging.getLogger(__name__)
class StageCmdFailedError(DvcException):
def __init__(self, stage):
msg = "stage '{}' cmd {} failed".format(stage.relpath, stage.cmd)
super(StageCmdFailedError, self).__init__(msg)
class StageFileFormatError(DvcException):
def __init__(self, fname, e):
msg = "stage file '{}' format error: {}".format(fname, str(e))
super(StageFileFormatError, self).__init__(msg)
class StageFileDoesNotExistError(DvcException):
def __init__(self, fname):
msg = "'{}' does not exist.".format(fname)
sname = fname + Stage.STAGE_FILE_SUFFIX
if Stage.is_stage_file(sname):
msg += " Do you mean '{}'?".format(sname)
super(StageFileDoesNotExistError, self).__init__(msg)
class StageFileAlreadyExistsError(DvcException):
def __init__(self, relpath):
msg = "stage '{}' already exists".format(relpath)
super(StageFileAlreadyExistsError, self).__init__(msg)
class StageFileIsNotDvcFileError(DvcException):
def __init__(self, fname):
msg = "'{}' is not a DVC-file".format(fname)
sname = fname + Stage.STAGE_FILE_SUFFIX
if Stage.is_stage_file(sname):
msg += " Do you mean '{}'?".format(sname)
super(StageFileIsNotDvcFileError, self).__init__(msg)
class StageFileBadNameError(DvcException):
def __init__(self, msg):
super(StageFileBadNameError, self).__init__(msg)
class StagePathOutsideError(DvcException):
def __init__(self, path):
msg = "stage working or file path '{}' is outside of dvc repo"
super(StagePathOutsideError, self).__init__(msg.format(path))
class StagePathNotFoundError(DvcException):
def __init__(self, path):
msg = "stage working or file path '{}' does not exist"
super(StagePathNotFoundError, self).__init__(msg.format(path))
class StagePathNotDirectoryError(DvcException):
def __init__(self, path):
msg = "stage working or file path '{}' is not directory"
super(StagePathNotDirectoryError, self).__init__(msg.format(path))
class StageCommitError(DvcException):
pass
class MissingDep(DvcException):
def __init__(self, deps):
assert len(deps) > 0
if len(deps) > 1:
dep = "dependencies"
else:
dep = "dependency"
msg = "missing {}: {}".format(dep, ", ".join(map(str, deps)))
super(MissingDep, self).__init__(msg)
class MissingDataSource(DvcException):
def __init__(self, missing_files):
assert len(missing_files) > 0
source = "source"
if len(missing_files) > 1:
source += "s"
msg = "missing data {}: {}".format(source, ", ".join(missing_files))
super(MissingDataSource, self).__init__(msg)
class Stage(object):
STAGE_FILE = "Dvcfile"
STAGE_FILE_SUFFIX = ".dvc"
PARAM_MD5 = "md5"
PARAM_CMD = "cmd"
PARAM_WDIR = "wdir"
PARAM_DEPS = "deps"
PARAM_OUTS = "outs"
PARAM_LOCKED = "locked"
PARAM_META = "meta"
SCHEMA = {
Optional(PARAM_MD5): Or(str, None),
Optional(PARAM_CMD): Or(str, None),
Optional(PARAM_WDIR): Or(str, None),
Optional(PARAM_DEPS): Or(And(list, Schema([dependency.SCHEMA])), None),
Optional(PARAM_OUTS): Or(And(list, Schema([output.SCHEMA])), None),
Optional(PARAM_LOCKED): bool,
Optional(PARAM_META): object,
}
TAG_REGEX = r"^(?P<path>.*)@(?P<tag>[^\\/@:]*)$"
def __init__(
self,
repo,
path=None,
cmd=None,
wdir=os.curdir,
deps=None,
outs=None,
md5=None,
locked=False,
tag=None,
state=None,
):
if deps is None:
deps = []
if outs is None:
outs = []
self.repo = repo
self.path = path
self.cmd = cmd
self.wdir = wdir
self.outs = outs
self.deps = deps
self.md5 = md5
self.locked = locked
self.tag = tag
self._state = state or {}
def __repr__(self):
return "Stage: '{path}'".format(
path=self.relpath if self.path else "No path"
)
@property
def relpath(self):
return relpath(self.path)
@property
def is_data_source(self):
"""Whether the stage file was created with `dvc add` or `dvc import`"""
return self.cmd is None
@staticmethod
def is_valid_filename(path):
return (
# path.endswith doesn't work for encoded unicode filenames on
# Python 2 and since Stage.STAGE_FILE_SUFFIX is ascii then it is
# not needed to decode the path from py2's str
path[-len(Stage.STAGE_FILE_SUFFIX) :] == Stage.STAGE_FILE_SUFFIX
or os.path.basename(path) == Stage.STAGE_FILE
)
@staticmethod
def is_stage_file(path):
return os.path.isfile(path) and Stage.is_valid_filename(path)
def changed_md5(self):
return self.md5 != self._compute_md5()
@property
def is_callback(self):
"""
A callback stage is always considered as changed,
so it runs on every `dvc repro` call.
"""
return not self.is_data_source and len(self.deps) == 0
@property
def is_import(self):
"""Whether the stage file was created with `dvc import`."""
return not self.cmd and len(self.deps) == 1 and len(self.outs) == 1
@property
def is_repo_import(self):
if not self.is_import:
return False
return isinstance(self.deps[0], dependency.DependencyREPO)
def _changed_deps(self):
if self.locked:
return False
if self.is_callback:
logger.warning(
"DVC-file '{fname}' is a 'callback' stage "
"(has a command and no dependencies) and thus always "
"considered as changed.".format(fname=self.relpath)
)
return True
for dep in self.deps:
status = dep.status()
if status:
logger.warning(
"Dependency '{dep}' of '{stage}' changed because it is "
"'{status}'.".format(
dep=dep, stage=self.relpath, status=status[str(dep)]
)
)
return True
return False
def _changed_outs(self):
for out in self.outs:
status = out.status()
if status:
logger.warning(
"Output '{out}' of '{stage}' changed because it is "
"'{status}'".format(
out=out, stage=self.relpath, status=status[str(out)]
)
)
return True
return False
def _changed_md5(self):
if self.changed_md5():
logger.warning("DVC-file '{}' changed.".format(self.relpath))
return True
return False
def changed(self):
ret = any(
[self._changed_deps(), self._changed_outs(), self._changed_md5()]
)
if ret:
logger.warning("Stage '{}' changed.".format(self.relpath))
else:
logger.info("Stage '{}' didn't change.".format(self.relpath))
return ret
def remove_outs(self, ignore_remove=False, force=False):
"""Used mainly for `dvc remove --outs` and :func:`Stage.reproduce`."""
for out in self.outs:
if out.persist and not force:
out.unprotect()
else:
logger.debug(
"Removing output '{out}' of '{stage}'.".format(
out=out, stage=self.relpath
)
)
out.remove(ignore_remove=ignore_remove)
def unprotect_outs(self):
for out in self.outs:
out.unprotect()
def remove(self, force=False, remove_outs=True):
if remove_outs:
self.remove_outs(ignore_remove=True, force=force)
else:
self.unprotect_outs()
os.unlink(self.path)
def reproduce(
self, force=False, dry=False, interactive=False, no_commit=False
):
if not self.changed() and not force:
return None
msg = (
"Going to reproduce '{stage}'. "
"Are you sure you want to continue?".format(stage=self.relpath)
)
if interactive and not prompt.confirm(msg):
raise DvcException("reproduction aborted by the user")
logger.info("Reproducing '{stage}'".format(stage=self.relpath))
self.run(dry=dry, no_commit=no_commit, force=force)
logger.debug("'{stage}' was reproduced".format(stage=self.relpath))
return self
@staticmethod
def validate(d, fname=None):
from dvc.utils import convert_to_unicode
try:
Schema(Stage.SCHEMA).validate(convert_to_unicode(d))
except SchemaError as exc:
raise StageFileFormatError(fname, exc)
@classmethod
def _stage_fname(cls, outs, add):
if not outs:
return cls.STAGE_FILE
out = outs[0]
fname = out.path_info.name + cls.STAGE_FILE_SUFFIX
if (
add
and out.is_in_repo
and not contains_symlink_up_to(out.fspath, out.repo.root_dir)
):
fname = out.path_info.with_name(fname).fspath
return fname
@staticmethod
def _check_stage_path(repo, path):
assert repo is not None
real_path = os.path.realpath(path)
if not os.path.exists(real_path):
raise StagePathNotFoundError(path)
if not os.path.isdir(real_path):
raise StagePathNotDirectoryError(path)
proj_dir = os.path.realpath(repo.root_dir) + os.path.sep
if not (real_path + os.path.sep).startswith(proj_dir):
raise StagePathOutsideError(path)
@property
def is_cached(self):
"""
Checks if this stage has been already ran and stored
"""
from dvc.remote.local import RemoteLOCAL
from dvc.remote.s3 import RemoteS3
old = Stage.load(self.repo, self.path)
if old._changed_outs():
return False
# NOTE: need to save checksums for deps in order to compare them
# with what is written in the old stage.
for dep in self.deps:
dep.save()
old_d = old.dumpd()
new_d = self.dumpd()
# NOTE: need to remove checksums from old dict in order to compare
# it to the new one, since the new one doesn't have checksums yet.
old_d.pop(self.PARAM_MD5, None)
new_d.pop(self.PARAM_MD5, None)
outs = old_d.get(self.PARAM_OUTS, [])
for out in outs:
out.pop(RemoteLOCAL.PARAM_CHECKSUM, None)
out.pop(RemoteS3.PARAM_CHECKSUM, None)
if old_d != new_d:
return False
# NOTE: committing to prevent potential data duplication. For example
#
# $ dvc config cache.type hardlink
# $ echo foo > foo
# $ dvc add foo
# $ rm -f foo
# $ echo foo > foo
# $ dvc add foo # should replace foo with a link to cache
#
old.commit()
return True
@staticmethod
def create(
repo=None,
cmd=None,
deps=None,
outs=None,
outs_no_cache=None,
metrics=None,
metrics_no_cache=None,
fname=None,
cwd=None,
wdir=None,
locked=False,
add=False,
overwrite=True,
ignore_build_cache=False,
remove_outs=False,
validate_state=True,
outs_persist=None,
outs_persist_no_cache=None,
erepo=None,
):
if outs is None:
outs = []
if deps is None:
deps = []
if outs_no_cache is None:
outs_no_cache = []
if metrics is None:
metrics = []
if metrics_no_cache is None:
metrics_no_cache = []
if outs_persist is None:
outs_persist = []
if outs_persist_no_cache is None:
outs_persist_no_cache = []
# Backward compatibility for `cwd` option
if wdir is None and cwd is not None:
if fname is not None and os.path.basename(fname) != fname:
raise StageFileBadNameError(
"stage file name '{fname}' may not contain subdirectories"
" if '-c|--cwd' (deprecated) is specified. Use '-w|--wdir'"
" along with '-f' to specify stage file path and working"
" directory.".format(fname=fname)
)
wdir = cwd
else:
wdir = os.curdir if wdir is None else wdir
stage = Stage(repo=repo, wdir=wdir, cmd=cmd, locked=locked)
Stage._fill_stage_outputs(
stage,
outs,
outs_no_cache,
metrics,
metrics_no_cache,
outs_persist,
outs_persist_no_cache,
)
stage.deps = dependency.loads_from(stage, deps, erepo=erepo)
stage._check_circular_dependency()
stage._check_duplicated_arguments()
if not fname:
fname = Stage._stage_fname(stage.outs, add=add)
wdir = os.path.abspath(wdir)
if cwd is not None:
path = os.path.join(wdir, fname)
else:
path = os.path.abspath(fname)
Stage._check_stage_path(repo, wdir)
Stage._check_stage_path(repo, os.path.dirname(path))
stage.wdir = wdir
stage.path = path
# NOTE: remove outs before we check build cache
if remove_outs:
logger.warning(
"--remove-outs is deprecated."
" It is now the default behavior,"
" so there's no need to use this option anymore."
)
stage.remove_outs(ignore_remove=False)
logger.warning("Build cache is ignored when using --remove-outs.")
ignore_build_cache = True
else:
stage.unprotect_outs()
if os.path.exists(path) and any(out.persist for out in stage.outs):
logger.warning("Build cache is ignored when persisting outputs.")
ignore_build_cache = True
if validate_state:
if os.path.exists(path):
if not ignore_build_cache and stage.is_cached:
logger.info("Stage is cached, skipping.")
return None
msg = (
"'{}' already exists. Do you wish to run the command and "
"overwrite it?".format(stage.relpath)
)
if not overwrite and not prompt.confirm(msg):
raise StageFileAlreadyExistsError(stage.relpath)
os.unlink(path)
return stage
@staticmethod
def _fill_stage_outputs(
stage,
outs,
outs_no_cache,
metrics,
metrics_no_cache,
outs_persist,
outs_persist_no_cache,
):
stage.outs = output.loads_from(stage, outs, use_cache=True)
stage.outs += output.loads_from(
stage, metrics, use_cache=True, metric=True
)
stage.outs += output.loads_from(
stage, outs_persist, use_cache=True, persist=True
)
stage.outs += output.loads_from(stage, outs_no_cache, use_cache=False)
stage.outs += output.loads_from(
stage, metrics_no_cache, use_cache=False, metric=True
)
stage.outs += output.loads_from(
stage, outs_persist_no_cache, use_cache=False, persist=True
)
@staticmethod
def _check_dvc_filename(fname):
if not Stage.is_valid_filename(fname):
raise StageFileBadNameError(
"bad stage filename '{}'. Stage files should be named"
" 'Dvcfile' or have a '.dvc' suffix (e.g. '{}.dvc').".format(
relpath(fname), os.path.basename(fname)
)
)
@staticmethod
def _check_file_exists(repo, fname):
if not repo.tree.exists(fname):
raise StageFileDoesNotExistError(fname)
@staticmethod
def _check_isfile(repo, fname):
if not repo.tree.isfile(fname):
raise StageFileIsNotDvcFileError(fname)
@classmethod
def _get_path_tag(cls, s):
regex = re.compile(cls.TAG_REGEX)
match = regex.match(s)
if not match:
return s, None
return match.group("path"), match.group("tag")
@staticmethod
def load(repo, fname):
fname, tag = Stage._get_path_tag(fname)
# it raises the proper exceptions by priority:
# 1. when the file doesn't exists
# 2. filename is not a DVC-file
# 3. path doesn't represent a regular file
Stage._check_file_exists(repo, fname)
Stage._check_dvc_filename(fname)
Stage._check_isfile(repo, fname)
with repo.tree.open(fname) as fd:
d = load_stage_fd(fd, fname)
# Making a deepcopy since the original structure
# looses keys in deps and outs load
state = copy.deepcopy(d)
Stage.validate(d, fname=relpath(fname))
path = os.path.abspath(fname)
stage = Stage(
repo=repo,
path=path,
wdir=os.path.abspath(
os.path.join(
os.path.dirname(path), d.get(Stage.PARAM_WDIR, ".")
)
),
cmd=d.get(Stage.PARAM_CMD),
md5=d.get(Stage.PARAM_MD5),
locked=d.get(Stage.PARAM_LOCKED, False),
tag=tag,
state=state,
)
stage.deps = dependency.loadd_from(stage, d.get(Stage.PARAM_DEPS, []))
stage.outs = output.loadd_from(stage, d.get(Stage.PARAM_OUTS, []))
return stage
def dumpd(self):
rel_wdir = relpath(self.wdir, os.path.dirname(self.path))
return {
key: value
for key, value in {
Stage.PARAM_MD5: self.md5,
Stage.PARAM_CMD: self.cmd,
Stage.PARAM_WDIR: pathlib.PurePath(rel_wdir).as_posix(),
Stage.PARAM_LOCKED: self.locked,
Stage.PARAM_DEPS: [d.dumpd() for d in self.deps],
Stage.PARAM_OUTS: [o.dumpd() for o in self.outs],
Stage.PARAM_META: self._state.get("meta"),
}.items()
if value
}
def dump(self):
fname = self.path
self._check_dvc_filename(fname)
logger.info(
"Saving information to '{file}'.".format(file=relpath(fname))
)
d = self.dumpd()
apply_diff(d, self._state)
dump_stage_file(fname, self._state)
self.repo.scm.track_file(relpath(fname))
def _compute_md5(self):
from dvc.output.base import OutputBase
d = self.dumpd()
# NOTE: removing md5 manually in order to not affect md5s in deps/outs
if self.PARAM_MD5 in d.keys():
del d[self.PARAM_MD5]
# Ignore the wdir default value. In this case stage file w/o
# wdir has the same md5 as a file with the default value specified.
# It's important for backward compatibility with pipelines that
# didn't have WDIR in their stage files.
if d.get(self.PARAM_WDIR) == ".":
del d[self.PARAM_WDIR]
# NOTE: excluding parameters that don't affect the state of the
# pipeline. Not excluding `OutputLOCAL.PARAM_CACHE`, because if
# it has changed, we might not have that output in our cache.
m = dict_md5(
d,
exclude=[
self.PARAM_LOCKED,
OutputBase.PARAM_METRIC,
OutputBase.PARAM_TAGS,
OutputBase.PARAM_PERSIST,
],
)
logger.debug("Computed stage '{}' md5: '{}'".format(self.relpath, m))
return m
def save(self):
for dep in self.deps:
dep.save()
for out in self.outs:
out.save()
self.md5 = self._compute_md5()
@staticmethod
def _changed_entries(entries):
return [
str(entry)
for entry in entries
if entry.checksum and entry.changed_checksum()
]
def check_can_commit(self, force):
changed_deps = self._changed_entries(self.deps)
changed_outs = self._changed_entries(self.outs)
if changed_deps or changed_outs or self.changed_md5():
msg = (
"dependencies {}".format(changed_deps) if changed_deps else ""
)
msg += " and " if (changed_deps and changed_outs) else ""
msg += "outputs {}".format(changed_outs) if changed_outs else ""
msg += "md5" if not (changed_deps or changed_outs) else ""
msg += " of '{}' changed. Are you sure you commit it?".format(
self.relpath
)
if not force and not prompt.confirm(msg):
raise StageCommitError(
"unable to commit changed '{}'. Use `-f|--force` to "
"force.`".format(self.relpath)
)
self.save()
def commit(self):
for out in self.outs:
out.commit()
def _check_missing_deps(self):
missing = [dep for dep in self.deps if not dep.exists]
if any(missing):
raise MissingDep(missing)
@staticmethod
def _warn_if_fish(executable): # pragma: no cover
if (
executable is None
or os.path.basename(os.path.realpath(executable)) != "fish"
):
return
logger.warning(
"DVC detected that you are using fish as your default "
"shell. Be aware that it might cause problems by overwriting "
"your current environment variables with values defined "
"in '.fishrc', which might affect your command. See "
"https://github.com/iterative/dvc/issues/1307. "
)
def _check_circular_dependency(self):
from dvc.exceptions import CircularDependencyError
circular_dependencies = set(d.path_info for d in self.deps) & set(
o.path_info for o in self.outs
)
if circular_dependencies:
raise CircularDependencyError(str(circular_dependencies.pop()))
def _check_duplicated_arguments(self):
from dvc.exceptions import ArgumentDuplicationError
from collections import Counter
path_counts = Counter(edge.path_info for edge in self.deps + self.outs)
for path, occurrence in path_counts.items():
if occurrence > 1:
raise ArgumentDuplicationError(str(path))
def _run(self):
self._check_missing_deps()
executable = os.getenv("SHELL") if os.name != "nt" else None
self._warn_if_fish(executable)
main_thread = isinstance(
threading.current_thread(), threading._MainThread
)
if main_thread:
old_handler = signal.signal(signal.SIGINT, signal.SIG_IGN)
p = None
try:
p = subprocess.Popen(
self.cmd,
cwd=self.wdir,
shell=True,
env=fix_env(os.environ),
executable=executable,
close_fds=True,
)
p.communicate()
finally:
if main_thread:
signal.signal(signal.SIGINT, old_handler)
if (p is None) or (p.returncode != 0):
raise StageCmdFailedError(self)
def run(self, dry=False, resume=False, no_commit=False, force=False):
if (self.cmd or self.is_import) and not self.locked and not dry:
self.remove_outs(ignore_remove=False, force=False)
if self.locked:
logger.info(
"Verifying outputs in locked stage '{stage}'".format(
stage=self.relpath
)
)
if not dry:
self.check_missing_outputs()
elif self.is_import:
logger.info(
"Importing '{dep}' -> '{out}'".format(
dep=self.deps[0], out=self.outs[0]
)
)
if not dry:
if self._already_cached() and not force:
self.outs[0].checkout()
else:
self.deps[0].download(self.outs[0], resume=resume)
elif self.is_data_source:
msg = "Verifying data sources in '{}'".format(self.relpath)
logger.info(msg)
if not dry:
self.check_missing_outputs()
else:
logger.info("Running command:\n\t{}".format(self.cmd))
if not dry:
if (
not force
and not self.is_callback
and self._already_cached()
):
self.checkout()
else:
self._run()
if not dry:
self.save()
if not no_commit:
self.commit()
def check_missing_outputs(self):
paths = [str(out) for out in self.outs if not out.exists]
if paths:
raise MissingDataSource(paths)
def checkout(self, force=False, progress_callback=None):
for out in self.outs:
out.checkout(
force=force, tag=self.tag, progress_callback=progress_callback
)
@staticmethod
def _status(entries):
ret = {}
for entry in entries:
ret.update(entry.status())
return ret
def status(self):
ret = []
if not self.locked:
deps_status = self._status(self.deps)
if deps_status:
ret.append({"changed deps": deps_status})
outs_status = self._status(self.outs)
if outs_status:
ret.append({"changed outs": outs_status})
if self.changed_md5():
ret.append("changed checksum")
if self.is_callback:
ret.append("always changed")
if ret:
return {self.relpath: ret}
return {}
def _already_cached(self):
return (
not self.changed_md5()
and all(not dep.changed() for dep in self.deps)
and all(
not out.changed_cache() if out.use_cache else not out.changed()
for out in self.outs
)
)
def get_all_files_number(self):
return sum(out.get_files_number() for out in self.outs)