implement import-db command (#10040)

* implement import-db command

* generate .dvc file

* update

* fix tests

* pin dbt-fal

* try to run on ci

* use os.chdir

* fix

* revert

* require dbt-core>=1.5

* add db config schema

* remove platformdirs constraints

* use logger.getChild

* improve error messaging

* rename cli flag --export-format to --output-format

* use feature flag for db config

* hide command from dvc commands list

* refactor dependency._get

* remove todo

* refactor dependency._get

* fix dbt installation check
This commit is contained in:
skshetry
2023-11-21 19:38:50 +05:45
committed by GitHub
parent 2b3b15f767
commit fd7c891217
19 changed files with 831 additions and 29 deletions
+2
View File
@@ -26,6 +26,7 @@ from dvc.commands import (
get_url,
git_hook,
imp,
imp_db,
imp_url,
init,
install,
@@ -65,6 +66,7 @@ COMMANDS = [
data_sync,
gc,
imp,
imp_db,
imp_url,
config,
checkout,
+90
View File
@@ -0,0 +1,90 @@
import argparse
from dvc.cli import completion
from dvc.cli.command import CmdBase
from dvc.cli.utils import append_doc_link
from dvc.log import logger
logger = logger.getChild(__name__)
class CmdImportDb(CmdBase):
def run(self):
if not (self.args.sql or self.args.model):
raise argparse.ArgumentTypeError("Either of --sql or --model is required.")
self.repo.imp_db(
url=self.args.url,
rev=self.args.rev,
project_dir=self.args.project_dir,
sql=self.args.sql,
model=self.args.model,
profile=self.args.profile,
target=self.args.target,
output_format=self.args.output_format,
out=self.args.out,
force=self.args.force,
)
return 0
def add_parser(subparsers, parent_parser):
IMPORT_HELP = (
"Download file or directory tracked by DVC or by Git "
"into the workspace, and track it."
)
import_parser = subparsers.add_parser(
"import-db",
parents=[parent_parser],
description=append_doc_link(IMPORT_HELP, "import"),
add_help=False,
)
import_parser.add_argument(
"--url", help="Location of DVC or Git repository to download from"
)
import_parser.add_argument(
"--rev",
nargs="?",
help="Git revision (e.g. SHA, branch, tag)",
metavar="<commit>",
)
import_parser.add_argument(
"--project-dir", nargs="?", help="Subdirectory to the dbt project location"
)
group = import_parser.add_mutually_exclusive_group()
group.add_argument(
"--sql",
help="SQL query",
)
group.add_argument(
"--model",
help="Model name to download",
)
import_parser.add_argument("--profile", help="Profile to use")
import_parser.add_argument("--target", help="Target to use")
import_parser.add_argument(
"--output-format",
default="csv",
const="csv",
nargs="?",
choices=["csv", "json"],
help="Export format",
)
import_parser.add_argument(
"-o",
"--out",
nargs="?",
help="Destination path to download files to",
metavar="<path>",
).complete = completion.FILE
import_parser.add_argument(
"-f",
"--force",
action="store_true",
default=False,
help="Override destination file or folder if exists.",
)
import_parser.set_defaults(func=CmdImportDb)
+2
View File
@@ -318,6 +318,8 @@ SCHEMA = {
"feature": FeatureSchema(
{
Optional("machine", default=False): Bool,
"db_profile": str,
"db_target": str,
},
),
"plots": {
+17 -6
View File
@@ -4,6 +4,7 @@ from typing import Any, Dict, List, Mapping, Set
from dvc.output import ARTIFACT_SCHEMA, DIR_FILES_SCHEMA, Output
from .base import Dependency
from .db import DB_SCHEMA, PARAM_DB, DbDependency, DbtDependency
from .param import ParamsDependency
from .repo import RepoDependency
@@ -14,20 +15,28 @@ from .repo import RepoDependency
SCHEMA: Mapping[str, Any] = {
**ARTIFACT_SCHEMA,
**RepoDependency.REPO_SCHEMA,
**DB_SCHEMA,
Output.PARAM_FILES: [DIR_FILES_SCHEMA],
Output.PARAM_FS_CONFIG: dict,
}
def _get(stage, p, info, **kwargs):
if info and info.get(RepoDependency.PARAM_REPO):
repo = info.pop(RepoDependency.PARAM_REPO)
return RepoDependency(repo, stage, p, info)
d = info or {}
db = d.get(PARAM_DB, {})
params = d.pop(ParamsDependency.PARAM_PARAMS, None)
repo = d.pop(RepoDependency.PARAM_REPO, None)
if info and info.get(ParamsDependency.PARAM_PARAMS):
params = info.pop(ParamsDependency.PARAM_PARAMS)
if params:
return ParamsDependency(stage, p, params)
if DbDependency.PARAM_QUERY in db:
return DbDependency(stage, info)
if db:
return DbtDependency(repo, stage, info)
assert p
if repo:
return RepoDependency(repo, stage, p, info)
return Dependency(stage, p, info, **kwargs)
@@ -44,9 +53,11 @@ def loadd_from(stage, d_list):
return ret
def loads_from(stage, s_list, erepo=None, fs_config=None):
def loads_from(stage, s_list, erepo=None, fs_config=None, db=None):
assert isinstance(s_list, list)
info = {RepoDependency.PARAM_REPO: erepo} if erepo else {}
if db:
info.update({"db": db})
return [
_get(
stage,
+288
View File
@@ -0,0 +1,288 @@
import os
from contextlib import contextmanager
from typing import TYPE_CHECKING, Any, Dict, Iterator, Union
from funcy import compact
from dvc.exceptions import DvcException
from dvc.log import logger
from dvc.scm import SCM
from .base import Dependency
if TYPE_CHECKING:
from agate import Table
from rich.status import Status
from dvc.stage import Stage
logger = logger.getChild(__name__)
PARAM_DB = "db"
PARAM_PROFILE = "profile"
PARAM_FILE_FORMAT = "file_format"
def _get_db_config(config: Dict) -> Dict:
conf = config.get("feature", {})
pref = "db_"
return {k.lstrip(pref): v for k, v in conf.items() if k.startswith(pref)}
@contextmanager
def log_status(msg, log=logger.debug) -> Iterator["Status"]:
from funcy import log_durations
from dvc.ui import ui
with log_durations(log, msg), ui.status(msg) as status:
yield status
@contextmanager
def chdir(path):
wdir = os.getcwd()
os.chdir(path)
try:
yield
finally:
os.chdir(wdir)
def export_to(table: "Table", to: str, file_format: str = "csv") -> None:
exporter = {"csv": table.to_csv, "json": table.to_json}
return exporter[file_format](to)
class AbstractDependency(Dependency):
"""Dependency without workspace/fs/fs_path"""
def __init__(self, stage: "Stage", info, *args, **kwargs):
self.repo = stage.repo
self.stage = stage
self.fs = None
self.fs_path = None
self.def_path = None # type: ignore[assignment]
self.info = info or {}
class DbDependency(AbstractDependency):
PARAM_QUERY = "query"
QUERY_SCHEMA = {PARAM_QUERY: str}
def __init__(self, stage: "Stage", info, *args, **kwargs):
super().__init__(stage, info, *args, **kwargs)
self.target = None
def __repr__(self):
return "{}:{}".format(
self.__class__.__name__, "".join(f"{k}=={v}" for k, v in self.info.items())
)
def __str__(self):
from dvc.utils.humanize import truncate_text
db_info = self.info.get(PARAM_DB, {})
query = db_info.get(self.PARAM_QUERY, "[query]")
return truncate_text(query, 50)
def workspace_status(self):
return False # no workspace to check
def status(self):
return self.workspace_status()
def save(self):
"""nothing to save."""
def dumpd(self, **kwargs):
db_info = compact(self.info.get(PARAM_DB, {}))
return {PARAM_DB: db_info} if db_info else {}
def update(self, rev=None):
"""nothing to update."""
def download(self, to, jobs=None, file_format=None): # noqa: ARG002
db_info = self.info.get(PARAM_DB, {})
query = db_info.get(self.PARAM_QUERY)
if not query:
raise DvcException("Cannot download: no query specified")
from dvc.utils.db import _check_dbt, _profiles_dir, execute_sql
db_config = _get_db_config(self.repo.config)
profile = db_info.get(PARAM_PROFILE) or db_config.get(PARAM_PROFILE)
target = self.target or db_config.get("target")
file_format = file_format or db_info.get(PARAM_FILE_FORMAT, "csv")
_check_dbt(self.PARAM_QUERY)
profiles_dir = _profiles_dir(self.repo.root_dir)
with log_status("Executing query") as status:
table = execute_sql(
query,
profiles_dir,
self.repo.root_dir,
profile,
target=target,
status=status,
)
# NOTE: we keep everything in memory, and then export it out later.
with log_status(f"Saving to {to}"):
return export_to(table, to.fs_path, file_format)
class DbtDependency(AbstractDependency):
PARAM_MODEL = "model"
PARAM_VERSION = "version"
PARAM_PROJECT_DIR = "project_dir"
DBT_SCHEMA = {
PARAM_MODEL: str,
PARAM_VERSION: str,
PARAM_PROJECT_DIR: str,
}
def __init__(self, def_repo: Dict[str, Any], stage: "Stage", info, *args, **kwargs):
self.def_repo = def_repo or {}
self.target = None
super().__init__(stage, info, *args, **kwargs)
def __repr__(self):
return "{}:{}".format(
self.__class__.__name__,
"".join(f"{k}=={v}" for k, v in {**self.def_repo, **self.info}.items()),
)
def __str__(self):
from .repo import RepoDependency
repo = self.def_repo.get(RepoDependency.PARAM_URL)
rev = self.def_repo.get(RepoDependency.PARAM_REV)
db_info = self.info.get(PARAM_DB, {})
db = db_info.get(self.PARAM_MODEL, "")
project_dir = db_info.get(self.PARAM_PROJECT_DIR, "")
repo_info = ""
if repo:
repo_info += repo
if rev:
repo_info += f"@{rev}"
if project_dir:
repo_info += f":/{project_dir}"
return db + (f"({repo_info})" if repo_info else "")
@property
def locked_rev(self):
from .repo import RepoDependency
return self.def_repo.get(RepoDependency.PARAM_REV_LOCK)
@property
def rev(self):
from .repo import RepoDependency
return self.def_repo.get(RepoDependency.PARAM_REV)
def workspace_status(self):
if not self.def_repo:
return
current = self._get_clone(self.locked_rev or self.rev).get_rev()
updated = self._get_clone(self.rev).get_rev()
if current != updated:
return {str(self): "update available"}
return {}
def status(self):
return self.workspace_status()
def save(self):
from .repo import RepoDependency
if not self.def_repo:
return
rev = self._get_clone(self.locked_rev or self.rev).get_rev()
if self.def_repo.get(RepoDependency.PARAM_REV_LOCK) is None:
self.def_repo[RepoDependency.PARAM_REV_LOCK] = rev
def dumpd(self, **kwargs) -> Dict[str, Union[str, Dict[str, str]]]:
from .repo import RepoDependency
def_repo = {}
if self.def_repo:
def_repo = RepoDependency._dump_def_repo(self.def_repo)
db_info = compact(self.info.get(PARAM_DB, {}))
return compact({RepoDependency.PARAM_REPO: def_repo, PARAM_DB: db_info})
def _get_clone(self, rev):
from dvc.repo.open_repo import _cached_clone
from .repo import RepoDependency
url = self.def_repo.get(RepoDependency.PARAM_URL)
repo_root = self.repo.root_dir if self.repo else os.getcwd()
return SCM(_cached_clone(url, rev) if url else repo_root)
def update(self, rev=None):
from .repo import RepoDependency
if not self.def_repo:
return
if rev:
self.def_repo[RepoDependency.PARAM_REV] = rev
else:
rev = self.rev
self.def_repo[RepoDependency.PARAM_REV_LOCK] = self._get_clone(rev).get_rev()
def download(self, to, jobs=None, file_format=None): # noqa: ARG002
from dvc.ui import ui
from .repo import RepoDependency
project_dir = self.info.get(PARAM_DB, {}).get(self.PARAM_PROJECT_DIR, "")
if self.def_repo:
repo = self._get_clone(self.locked_rev or self.rev)
self.def_repo[RepoDependency.PARAM_REV_LOCK] = repo.get_rev()
root = wdir = repo.root_dir
else:
root = self.repo.root_dir
wdir = self.stage.wdir
project_path = os.path.join(wdir, project_dir) if project_dir else root
with chdir(project_path):
self._download_db(to, file_format=file_format)
ui.write(f"Saved file to {to}", styled=True)
def _download_db(self, to, version=None, file_format=None):
from dvc.utils.db import get_model
db_info = self.info.get(PARAM_DB, {})
model = db_info.get(self.PARAM_MODEL)
if not model:
raise DvcException("Cannot download, no model specified")
db_config = _get_db_config(self.repo.config)
version = version or db_info.get(self.PARAM_VERSION)
profile = db_info.get(PARAM_PROFILE) or db_config.get(PARAM_PROFILE)
target = self.target or db_info.get("target")
file_format = file_format or db_info.get(PARAM_FILE_FORMAT, "csv")
with log_status("Downloading model"):
table = get_model(model, version=version, profile=profile, target=target)
# NOTE: we keep everything in memory, and then export it out later.
with log_status(f"Saving to {to}"):
export_to(table, to.fs_path, file_format=file_format)
DB_SCHEMA = {
PARAM_DB: {
PARAM_PROFILE: str,
PARAM_FILE_FORMAT: str,
**DbDependency.QUERY_SCHEMA,
**DbtDependency.DBT_SCHEMA,
},
}
+14 -11
View File
@@ -64,28 +64,31 @@ class RepoDependency(Dependency):
if self.def_repo.get(self.PARAM_REV_LOCK) is None:
self.def_repo[self.PARAM_REV_LOCK] = rev
def dumpd(self, **kwargs) -> Dict[str, Union[str, Dict[str, str]]]:
repo = {self.PARAM_URL: self.def_repo[self.PARAM_URL]}
@classmethod
def _dump_def_repo(cls, def_repo) -> Dict[str, str]:
repo = {cls.PARAM_URL: def_repo[cls.PARAM_URL]}
rev = self.def_repo.get(self.PARAM_REV)
rev = def_repo.get(cls.PARAM_REV)
if rev:
repo[self.PARAM_REV] = self.def_repo[self.PARAM_REV]
repo[cls.PARAM_REV] = def_repo[cls.PARAM_REV]
rev_lock = self.def_repo.get(self.PARAM_REV_LOCK)
rev_lock = def_repo.get(cls.PARAM_REV_LOCK)
if rev_lock:
repo[self.PARAM_REV_LOCK] = rev_lock
repo[cls.PARAM_REV_LOCK] = rev_lock
config = self.def_repo.get(self.PARAM_CONFIG)
config = def_repo.get(cls.PARAM_CONFIG)
if config:
repo[self.PARAM_CONFIG] = config
repo[cls.PARAM_CONFIG] = config
remote = self.def_repo.get(self.PARAM_REMOTE)
remote = def_repo.get(cls.PARAM_REMOTE)
if remote:
repo[self.PARAM_REMOTE] = remote
repo[cls.PARAM_REMOTE] = remote
return repo
def dumpd(self, **kwargs) -> Dict[str, Union[str, Dict[str, str]]]:
return {
self.PARAM_PATH: self.def_path,
self.PARAM_REPO: repo,
self.PARAM_REPO: self._dump_def_repo(self.def_repo),
}
def update(self, rev: Optional[str] = None):
+1 -1
View File
@@ -1523,7 +1523,7 @@ CLOUD_SCHEMA = vol.All({str: {**META_SCHEMA, **CHECKSUMS_SCHEMA}}, vol.Length(ma
ARTIFACT_SCHEMA: Dict[Any, Any] = {
**CHECKSUMS_SCHEMA,
**META_SCHEMA,
vol.Required(Output.PARAM_PATH): str,
Output.PARAM_PATH: str,
Output.PARAM_PERSIST: bool,
Output.PARAM_CLOUD: CLOUD_SCHEMA,
Output.PARAM_HASH: str,
+1
View File
@@ -76,6 +76,7 @@ class Repo:
from dvc.repo.get import get as _get # type: ignore[misc]
from dvc.repo.get_url import get_url as _get_url # type: ignore[misc]
from dvc.repo.imp import imp # type: ignore[misc]
from dvc.repo.imp_db import imp_db # type: ignore[misc]
from dvc.repo.imp_url import imp_url # type: ignore[misc]
from dvc.repo.install import install # type: ignore[misc]
from dvc.repo.ls import ls as _ls # type: ignore[misc]
+4
View File
@@ -135,6 +135,8 @@ def build_graph(stages, outs_trie=None):
for stage in stages:
if stage.is_repo_import:
continue
if stage.is_db_import:
continue
for dep in stage.deps:
dep_key = dep.fs.path.parts(dep.fs_path)
@@ -160,6 +162,8 @@ def build_outs_graph(graph, outs_trie):
for stage in graph.nodes():
if stage.is_repo_import:
continue
if stage.is_db_import:
continue
for dep in stage.deps:
dep_key = dep.fs.path.parts(dep.fs_path)
overlapping = [n.value for n in outs_trie.prefixes(dep_key)]
+80
View File
@@ -0,0 +1,80 @@
from typing import TYPE_CHECKING, Any, Dict, Optional
from dvc.exceptions import OutputDuplicationError
from dvc.repo.scm_context import scm_context
from dvc.ui import ui
from dvc.utils import resolve_output, resolve_paths
if TYPE_CHECKING:
from . import Repo
from . import locked
@locked
@scm_context
def imp_db( # noqa: PLR0913
self: "Repo",
url: Optional[str] = None,
rev: Optional[str] = None,
project_dir: Optional[str] = None,
sql: Optional[str] = None,
model: Optional[str] = None,
version: Optional[int] = None,
frozen: bool = True,
profile: Optional[str] = None,
target: Optional[str] = None,
output_format: str = "csv",
out: Optional[str] = None,
force: bool = False,
):
ui.warn("WARNING: import-db is an experimental feature.")
ui.warn(
"The functionality may change or break without notice, "
"which could lead to unexpected behavior."
)
erepo = None
if model and url:
erepo = {"url": url}
if rev:
erepo["rev"] = rev
assert output_format in ("csv", "json")
db: Dict[str, Any] = {"file_format": output_format}
if profile:
db["profile"] = profile
if model:
out = out or f"{model}.{output_format}"
db.update({"model": model, "version": version, "project_dir": project_dir})
else:
out = out or "results.csv"
db["query"] = sql
out = resolve_output(url or ".", out, force=force)
path, wdir, out = resolve_paths(self, out, always_local=True)
stage = self.stage.create(
single_stage=True,
validate=False,
fname=path,
wdir=wdir,
deps=[url],
outs=[out],
erepo=erepo,
fs_config=None,
db=db,
)
stage.deps[0].target = target
try:
self.check_graph(stages={stage})
except OutputDuplicationError as exc:
raise OutputDuplicationError( # noqa: B904
exc.output, set(exc.stages) - {stage}
)
stage.run()
stage.frozen = frozen
stage.dump()
return stage
+8 -1
View File
@@ -135,7 +135,11 @@ def _load_data_from_outs(index, prefix, outs):
hash_info=out.hash_info,
)
if out.stage.is_import and not out.stage.is_repo_import:
if (
out.stage.is_import
and not out.stage.is_repo_import
and not out.stage.is_db_import
):
dep = out.stage.deps[0]
entry.meta = dep.meta
if out.hash_info:
@@ -183,6 +187,9 @@ def _load_storage_from_out(storage_map, key, out):
except NoRemoteError:
pass
if out.stage.is_db_import:
return
if out.stage.is_import:
dep = out.stage.deps[0]
if not out.hash_info:
+21 -2
View File
@@ -105,7 +105,7 @@ def create_stage(cls: Type[_T], repo, path, **kwargs) -> _T:
fill_stage_outputs(stage, **kwargs)
check_no_externals(stage)
fill_stage_dependencies(
stage, **project(kwargs, ["deps", "erepo", "params", "fs_config"])
stage, **project(kwargs, ["deps", "erepo", "params", "fs_config", "db"])
)
check_circular_dependency(stage)
check_duplicated_arguments(stage)
@@ -281,9 +281,24 @@ class Stage(params.StageParams):
return isinstance(self.deps[0], RepoDependency)
@property
def is_db_import(self) -> bool:
if not self.is_import:
return False
from dvc.dependency import DbDependency, DbtDependency
return isinstance(self.deps[0], (DbDependency, DbtDependency))
@property
def is_versioned_import(self) -> bool:
return self.is_import and self.deps[0].fs.version_aware
from dvc.dependency import DbDependency, DbtDependency
return (
self.is_import
and not isinstance(self.deps[0], (DbDependency, DbtDependency))
and self.deps[0].fs.version_aware
)
def short_description(self) -> Optional["str"]:
desc: Optional["str"] = None
@@ -446,6 +461,9 @@ class Stage(params.StageParams):
) -> None:
if not (self.is_repo_import or self.is_import):
raise StageUpdateError(self.relpath)
# always force update DbDep/DbtDep since we don't know if it's changed
force = self.is_db_import
update_import(
self,
rev=rev,
@@ -453,6 +471,7 @@ class Stage(params.StageParams):
remote=remote,
no_download=no_download,
jobs=jobs,
force=force,
)
def reload(self) -> "Stage":
+2 -1
View File
@@ -7,6 +7,7 @@ from funcy import decorator
def rwlocked(call, read=None, write=None):
import sys
from dvc.dependency.db import AbstractDependency
from dvc.dependency.repo import RepoDependency
from dvc.rwlock import rwlock
@@ -27,7 +28,7 @@ def rwlocked(call, read=None, write=None):
for item in getattr(stage, attr)
# There is no need to lock RepoDependency deps, as there is no
# corresponding OutputREPO, so we can't even write it.
if not isinstance(item, RepoDependency)
if not isinstance(item, (RepoDependency, AbstractDependency))
]
cmd = " ".join(sys.argv)
+9 -3
View File
@@ -18,7 +18,13 @@ def _update_import_on_remote(stage, remote, jobs):
def update_import(
stage, rev=None, to_remote=False, remote=None, no_download=None, jobs=None
stage,
rev=None,
to_remote=False,
remote=None,
no_download=None,
jobs=None,
force=False,
):
stage.deps[0].update(rev=rev)
@@ -30,7 +36,7 @@ def update_import(
if to_remote:
_update_import_on_remote(stage, remote, jobs)
else:
stage.reproduce(no_download=no_download, jobs=jobs)
stage.reproduce(no_download=no_download, jobs=jobs, force=force)
finally:
if no_download and changed:
# Avoid retaining stale information
@@ -55,7 +61,7 @@ def sync_import(
else:
stage.save_deps()
if no_download:
if stage.is_repo_import:
if stage.is_repo_import or stage.is_db_import:
stage.deps[0].update()
else:
stage.deps[0].download(
+4 -2
View File
@@ -77,12 +77,14 @@ def fill_stage_outputs(stage, **kwargs):
)
def fill_stage_dependencies(stage, deps=None, erepo=None, params=None, fs_config=None):
def fill_stage_dependencies(
stage, deps=None, erepo=None, params=None, fs_config=None, db=None
):
from dvc.dependency import loads_from, loads_params
assert not stage.deps
stage.deps = []
stage.deps += loads_from(stage, deps or [], erepo=erepo, fs_config=fs_config)
stage.deps += loads_from(stage, deps or [], erepo=erepo, fs_config=fs_config, db=db)
stage.deps += loads_params(stage, params or [])
+252
View File
@@ -0,0 +1,252 @@
import os
from contextlib import contextmanager
from importlib.util import find_spec
from typing import (
TYPE_CHECKING,
List,
Optional,
Sequence,
Union,
)
from funcy import cut_prefix, identity
from dvc.exceptions import DvcException
from dvc.log import logger
from . import packaging
if TYPE_CHECKING:
from agate import Table
from dbt.config.profile import Profile
from dbt.contracts.results import RunResult
from rich.status import Status
logger = logger.getChild(__name__)
class DbtInternalError(DvcException):
pass
def _check_dbt(action: Optional[str]):
if not (find_spec("dbt") and find_spec("dbt.cli")):
action = f" {action}" if action else ""
raise DvcException(f"Could not run{action}. dbt-core is not installed")
packaging.check_required_version(pkg="dbt-core")
@contextmanager
def check_dbt(action: Optional[str]):
_check_dbt(action)
yield
def _ref(
name: str,
package: Optional[str] = None,
version: Optional[int] = None,
) -> str:
parts: List[str] = []
if package:
parts.append(repr(package))
parts.append(repr(name))
if version:
parts.append(f"{version=}")
inner = ",".join(parts)
return "{{ ref(" + inner + ") }}"
def _kw_to_cmd_args(**kwargs: Union[None, bool, str, int]) -> List[str]:
args: List[str] = []
for key, value in kwargs.items():
key = key.replace("_", "-")
if value is None:
continue # skip creating a flag in this case
if value is True:
args.append(f"--{key}")
elif value is False:
args.append(f"--no-{key}")
else:
args.extend([f"--{key}", str(value)])
return args
def _dbt_invoke(*posargs: str, quiet: bool = True, **kw: Union[None, bool, str, int]):
from dbt.cli.main import dbtRunner
args = _kw_to_cmd_args(quiet=quiet or None) # global options
args.extend([*posargs, *_kw_to_cmd_args(**kw)])
runner = dbtRunner()
result = runner.invoke(args)
if result.success:
return result.result
raise DbtInternalError(f"failed to run dbt {posargs[0]}") from result.exception
def _dbt_show(
inline: Optional[str] = None,
limit: int = -1,
profile: Optional[str] = None,
target: Optional[str] = None,
) -> "Table":
from dbt.contracts.results import RunExecutionResult
result = _dbt_invoke(
"show",
inline=inline,
limit=limit,
profile=profile,
target=target,
)
assert isinstance(result, RunExecutionResult)
run_results: Sequence["RunResult"] = result.results
run_result, *_ = run_results
assert run_result.agate_table is not None
return run_result.agate_table
@check_dbt("model")
def get_model(
name: str,
package: Optional[str] = None,
version: Optional[int] = None,
profile: Optional[str] = None,
target: Optional[str] = None,
) -> "Table":
model = _ref(name, package, version=version)
q = f"select * from {model}" # noqa: S608
return _dbt_show(
inline=q,
profile=profile,
target=target,
)
def _profiles_dir(project_dir: Optional[str] = None) -> str:
from dbt.cli.resolvers import default_profiles_dir
if profiles_dir := os.getenv("DBT_PROFILES_DIR"):
return profiles_dir
if project_dir and os.path.isfile(os.path.join(project_dir, "profiles.yml")):
return project_dir
return os.fspath(default_profiles_dir())
@contextmanager
def _global_dbt_flags(
profiles_dir: str,
project_dir: str,
target: Optional[str] = None,
):
from argparse import Namespace
from dbt import flags
prev = flags.get_flags()
try:
args = Namespace(
use_colors=True,
project_dir=project_dir,
profiles_dir=profiles_dir,
target=target,
)
flags.set_from_args(args, None)
yield flags.get_flags()
finally:
flags.set_flags(prev)
def _get_profile_or(
project_dir: Optional[str], profile: Optional[str], target: Optional[str]
) -> "Profile":
from dbt.config.profile import Profile
from dbt.config.renderer import ProfileRenderer
from dbt.config.runtime import load_profile
if project_dir and os.path.isfile(os.path.join(project_dir, "dbt_project.yml")):
return load_profile(
project_dir, {}, profile_name_override=profile, target_override=target
)
if not profile:
raise DvcException("No profile specified to query from.")
renderer = ProfileRenderer({})
return Profile.render(renderer, profile, target_override=target)
@contextmanager
def _handle_profile_parsing_error():
from dbt.exceptions import DbtRuntimeError
try:
yield
except DbtRuntimeError as e:
cause = e.__cause__ is not None and e.__cause__.__context__
if isinstance(cause, ModuleNotFoundError) and (
adapter := cut_prefix(cause.name, "dbt.adapters.")
):
# DbtRuntimeError is very noisy, so send it to debug
logger.debug("", exc_info=True)
raise DvcException(f"dbt-{adapter} dependency is missing") from cause
raise DvcException("failed to read connection profiles") from e
@contextmanager
def _suppress_status(status: Optional["Status"]):
if status:
status.stop()
yield
if status:
status.start()
@check_dbt("query")
def execute_sql(
sql: str,
profiles_dir: str,
project_dir: Optional[str],
profile: Optional[str],
target: Optional[str] = None,
status: Optional["Status"] = None,
) -> "Table":
from dbt.adapters import factory as adapters_factory
from dbt.adapters.sql import SQLAdapter
flags = _global_dbt_flags(profiles_dir, os.getcwd(), target=target)
update_status = status.update if status else identity
with flags, adapters_factory.adapter_management():
# likely invalid connection profile or no adapter
with _handle_profile_parsing_error(), _suppress_status(status):
profile_obj = _get_profile_or(project_dir, profile, target)
adapters_factory.register_adapter(profile_obj) # type: ignore[arg-type]
adapter = adapters_factory.get_adapter(profile_obj) # type: ignore[arg-type]
assert isinstance(adapter, SQLAdapter)
with adapter.connection_named("debug"):
update_status("Testing Connection")
try:
adapter.debug_query()
except Exception as exc:
if status:
status.stop()
logger.exception(
"dvc was unable to connect to the specified database. "
"Please check your database credentials and try again.",
exc_info=False,
)
raise DvcException("The database returned the following error") from exc
with adapter.connection_named("execute"):
update_status("Executing query")
exec_resp = adapter.execute(sql, fetch=True)
_, table = exec_resp
return table
+32
View File
@@ -0,0 +1,32 @@
import logging
from funcy import once_per_args
from dvc.log import logger
logger = logger.getChild(__name__)
@once_per_args
def check_required_version(pkg: str, dist: str = "dvc", log_level=logging.WARNING):
from importlib import metadata
from packaging.requirements import InvalidRequirement, Requirement
try:
reqs = {
r.name: r.specifier for r in map(Requirement, metadata.requires(dist) or [])
}
version = metadata.version(pkg)
except (metadata.PackageNotFoundError, InvalidRequirement):
return
specifier = reqs.get(pkg)
if specifier and version and version not in specifier:
logger.log(
log_level,
"%s%s is required, but you have %r installed which is incompatible.",
pkg,
specifier,
version,
)
+3 -1
View File
@@ -71,7 +71,8 @@ dependencies = [
[project.optional-dependencies]
all = ["dvc[azure,gdrive,gs,hdfs,oss,s3,ssh,webdav,webhdfs]"]
azure = ["dvc-azure>=2.23.0"]
dev = ["dvc[azure,gdrive,gs,hdfs,lint,oss,s3,ssh,tests,webdav,webhdfs]"]
db = ["dbt-core>=1.5"]
dev = ["dvc[azure,gdrive,gs,hdfs,lint,oss,s3,ssh,tests,webdav,webhdfs,db]"]
gdrive = ["dvc-gdrive==2.20"]
gs = ["dvc-gs==2.22.1"]
hdfs = ["dvc-hdfs==2.19"]
@@ -207,6 +208,7 @@ warn_unused_configs = true
[[tool.mypy.overrides]]
ignore_missing_imports = true
module = [
"agate.*",
"celery.*",
"configobj.*",
"dpath.*",
+1 -1
View File
@@ -69,7 +69,7 @@ def test_stage_update(dvc, mocker):
is_repo_import.return_value = True
with dvc.lock:
stage.update()
reproduce.assert_called_once_with(no_download=None, jobs=None)
reproduce.assert_called_once_with(no_download=None, jobs=None, force=False)
is_repo_import.return_value = False
with pytest.raises(StageUpdateError):