Files
dvc/dvc/dependency/param.py
T

182 lines
5.1 KiB
Python

import logging
import os
import typing
from collections import defaultdict
from typing import Dict
import dpath
from voluptuous import Any
from dvc.exceptions import DvcException
from dvc.utils.serialize import ParseError, load_path
from dvc_data.hashfile.hash_info import HashInfo
from .base import Dependency
logger = logging.getLogger(__name__)
class MissingParamsError(DvcException):
pass
class MissingParamsFile(DvcException):
pass
class ParamsIsADirectoryError(DvcException):
pass
class BadParamFileError(DvcException):
pass
class ParamsDependency(Dependency):
PARAM_PARAMS = "params"
PARAM_SCHEMA = {PARAM_PARAMS: Any(dict, list, None)}
DEFAULT_PARAMS_FILE = "params.yaml"
def __init__(self, stage, path, params=None, repo=None):
self.params = list(params) if params else []
hash_info = HashInfo()
if isinstance(params, dict):
hash_info = HashInfo(
self.PARAM_PARAMS,
params, # type: ignore[arg-type]
)
repo = repo or stage.repo
path = path or os.path.join(repo.root_dir, self.DEFAULT_PARAMS_FILE)
super().__init__(stage, path, repo=repo)
self.hash_info = hash_info
def dumpd(self, **kwargs):
ret = super().dumpd()
if not self.hash_info:
ret[self.PARAM_PARAMS] = self.params or {}
return ret
def fill_values(self, values=None):
"""Load params values dynamically."""
if values is None:
return
info = {}
if not self.params:
info.update(values)
for param in self.params:
if param in values:
info[param] = values[param]
self.hash_info = HashInfo(
self.PARAM_PARAMS,
info, # type: ignore[arg-type]
)
def read_params(
self, flatten: bool = True, **kwargs: typing.Any
) -> Dict[str, typing.Any]:
try:
config = self.read_file()
except MissingParamsFile:
config = {}
if not self.params:
return config
ret = {}
if flatten:
for param in self.params:
try:
ret[param] = dpath.get(config, param, separator=".")
except KeyError:
continue
return ret
from dpath import merge
for param in self.params:
merge(
ret,
dpath.search(config, param, separator="."),
separator=".",
)
return ret
def workspace_status(self):
if not self.exists:
return {str(self): "deleted"}
if self.hash_info.value is None:
return {str(self): "new"}
from funcy import ldistinct
status: Dict[str, Any] = defaultdict(dict)
assert isinstance(self.hash_info.value, dict)
info = self.hash_info.value if self.hash_info else {}
actual = self.read_params()
# NOTE: we want to preserve the order of params as specified in the
# status. In case of tracking the whole file, the order is top-level
# keys in the file and then the keys in the `info` from `dvc.lock`
# (which are alphabetically sorted).
params = self.params or ldistinct([*actual.keys(), *info.keys()])
for param in params:
if param not in actual:
st = "deleted"
elif param not in info:
st = "new"
elif actual[param] != info[param]:
if (
isinstance(actual[param], tuple)
and list(actual[param]) == info[param]
):
continue
st = "modified"
else:
continue
status[str(self)][param] = st
return status
def status(self):
return self.workspace_status()
def validate_filepath(self):
if not self.exists:
raise MissingParamsFile(f"Parameters file '{self}' does not exist")
if self.isdir():
raise ParamsIsADirectoryError(
f"'{self}' is a directory, expected a parameters file"
)
def read_file(self):
self.validate_filepath()
try:
return load_path(self.fs_path, self.repo.fs)
except ParseError as exc:
raise BadParamFileError(f"Unable to read parameters from '{self}'") from exc
def get_hash(self):
info = self.read_params()
missing_params = set(self.params) - set(info.keys())
if missing_params:
raise MissingParamsError(
"Parameters '{}' are missing from '{}'.".format(
", ".join(missing_params), self
)
)
return HashInfo(self.PARAM_PARAMS, info) # type: ignore[arg-type]
def save(self):
if not self.exists:
raise self.DoesNotExistError(self)
if not self.isfile() and not self.isdir():
raise self.IsNotFileOrDirError(self)
self.ignore()
self.hash_info = self.get_hash()