mirror of https://github.com/explosion/spaCy.git
Support local filesystem remotes for projects (#11762)
* Support local filesystem remotes for projects * Fix support for local filesystem remotes for projects * Use `FluidPath` instead of `Pathy` to support both filesystem and remote paths * Create missing parent directories if required for local filesystem * Add a more general `_file_exists` method to support both `Pathy`, `Path`, and `smart_open`-compatible URLs * Add explicit `smart_open` dependency starting with support for `compression` flag * Update `pathy` dependency to exclude older versions that aren't compatible with required `smart_open` version * Update docs to refer to `Pathy` instead of `smart_open` for project remotes (technically you can still push to any `smart_open`-compatible path but you can't pull from them) * Add tests for local filesystem remotes * Update pathy for general BlobStat sorting * Add import * Remove _file_exists since only Pathy remotes are supported * Format CLI docs * Clean up merge
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@ -10,7 +10,7 @@ wasabi>=0.9.1,<1.1.0
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srsly>=2.4.3,<3.0.0
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catalogue>=2.0.6,<2.1.0
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typer>=0.3.0,<0.8.0
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pathy>=0.3.5
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pathy>=0.10.0
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smart-open>=5.2.1,<7.0.0
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# Third party dependencies
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numpy>=1.15.0
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@ -52,7 +52,7 @@ install_requires =
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catalogue>=2.0.6,<2.1.0
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# Third-party dependencies
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typer>=0.3.0,<0.8.0
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pathy>=0.3.5
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pathy>=0.10.0
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smart-open>=5.2.1,<7.0.0
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tqdm>=4.38.0,<5.0.0
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numpy>=1.15.0
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@ -23,7 +23,7 @@ from ..util import is_compatible_version, SimpleFrozenDict, ENV_VARS
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from .. import about
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if TYPE_CHECKING:
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from pathy import Pathy # noqa: F401
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from pathy import FluidPath # noqa: F401
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SDIST_SUFFIX = ".tar.gz"
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@ -331,7 +331,7 @@ def import_code(code_path: Optional[Union[Path, str]]) -> None:
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msg.fail(f"Couldn't load Python code: {code_path}", e, exits=1)
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def upload_file(src: Path, dest: Union[str, "Pathy"]) -> None:
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def upload_file(src: Path, dest: Union[str, "FluidPath"]) -> None:
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"""Upload a file.
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src (Path): The source path.
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@ -339,13 +339,20 @@ def upload_file(src: Path, dest: Union[str, "Pathy"]) -> None:
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"""
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import smart_open
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# Create parent directories for local paths
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if isinstance(dest, Path):
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if not dest.parent.exists():
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dest.parent.mkdir(parents=True)
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dest = str(dest)
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with smart_open.open(dest, mode="wb") as output_file:
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with src.open(mode="rb") as input_file:
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output_file.write(input_file.read())
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def download_file(src: Union[str, "Pathy"], dest: Path, *, force: bool = False) -> None:
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def download_file(
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src: Union[str, "FluidPath"], dest: Path, *, force: bool = False
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) -> None:
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"""Download a file using smart_open.
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url (str): The URL of the file.
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@ -368,7 +375,7 @@ def ensure_pathy(path):
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slow and annoying Google Cloud warning)."""
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from pathy import Pathy # noqa: F811
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return Pathy(path)
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return Pathy.fluid(path)
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def git_checkout(
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@ -5,15 +5,17 @@ import hashlib
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import urllib.parse
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import tarfile
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from pathlib import Path
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from wasabi import msg
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from .._util import get_hash, get_checksum, download_file, ensure_pathy
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from ...util import make_tempdir, get_minor_version, ENV_VARS, check_bool_env_var
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from .._util import get_hash, get_checksum, upload_file, download_file
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from .._util import ensure_pathy, make_tempdir
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from ...util import get_minor_version, ENV_VARS, check_bool_env_var
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from ...git_info import GIT_VERSION
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from ... import about
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from ...errors import Errors
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if TYPE_CHECKING:
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from pathy import Pathy # noqa: F401
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from pathy import FluidPath # noqa: F401
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class RemoteStorage:
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@ -28,7 +30,7 @@ class RemoteStorage:
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self.url = ensure_pathy(url)
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self.compression = compression
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def push(self, path: Path, command_hash: str, content_hash: str) -> "Pathy":
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def push(self, path: Path, command_hash: str, content_hash: str) -> "FluidPath":
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"""Compress a file or directory within a project and upload it to a remote
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storage. If an object exists at the full URL, nothing is done.
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@ -49,9 +51,7 @@ class RemoteStorage:
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mode_string = f"w:{self.compression}" if self.compression else "w"
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with tarfile.open(tar_loc, mode=mode_string) as tar_file:
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tar_file.add(str(loc), arcname=str(path))
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with tar_loc.open(mode="rb") as input_file:
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with url.open(mode="wb") as output_file:
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output_file.write(input_file.read())
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upload_file(tar_loc, url)
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return url
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def pull(
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@ -60,7 +60,7 @@ class RemoteStorage:
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*,
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command_hash: Optional[str] = None,
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content_hash: Optional[str] = None,
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) -> Optional["Pathy"]:
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) -> Optional["FluidPath"]:
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"""Retrieve a file from the remote cache. If the file already exists,
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nothing is done.
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@ -110,25 +110,37 @@ class RemoteStorage:
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*,
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command_hash: Optional[str] = None,
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content_hash: Optional[str] = None,
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) -> Optional["Pathy"]:
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) -> Optional["FluidPath"]:
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"""Find the best matching version of a file within the storage,
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or `None` if no match can be found. If both the creation and content hash
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are specified, only exact matches will be returned. Otherwise, the most
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recent matching file is preferred.
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"""
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name = self.encode_name(str(path))
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urls = []
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if command_hash is not None and content_hash is not None:
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url = self.make_url(path, command_hash, content_hash)
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url = self.url / name / command_hash / content_hash
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urls = [url] if url.exists() else []
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elif command_hash is not None:
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urls = list((self.url / name / command_hash).iterdir())
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if (self.url / name / command_hash).exists():
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urls = list((self.url / name / command_hash).iterdir())
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else:
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urls = list((self.url / name).iterdir())
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if content_hash is not None:
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urls = [url for url in urls if url.parts[-1] == content_hash]
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if (self.url / name).exists():
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for sub_dir in (self.url / name).iterdir():
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urls.extend(sub_dir.iterdir())
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if content_hash is not None:
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urls = [url for url in urls if url.parts[-1] == content_hash]
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if len(urls) >= 2:
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try:
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urls.sort(key=lambda x: x.stat().last_modified) # type: ignore
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except Exception:
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msg.warn(
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"Unable to sort remote files by last modified. The file(s) "
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"pulled from the cache may not be the most recent."
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)
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return urls[-1] if urls else None
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def make_url(self, path: Path, command_hash: str, content_hash: str) -> "Pathy":
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def make_url(self, path: Path, command_hash: str, content_hash: str) -> "FluidPath":
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"""Construct a URL from a subpath, a creation hash and a content hash."""
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return self.url / self.encode_name(str(path)) / command_hash / content_hash
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@ -3,6 +3,7 @@ import math
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from collections import Counter
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from typing import Tuple, List, Dict, Any
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import pkg_resources
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import time
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import numpy
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import pytest
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@ -28,6 +29,7 @@ from spacy.cli.download import get_compatibility, get_version
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from spacy.cli.init_config import RECOMMENDATIONS, init_config, fill_config
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from spacy.cli.package import get_third_party_dependencies
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from spacy.cli.package import _is_permitted_package_name
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from spacy.cli.project.remote_storage import RemoteStorage
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from spacy.cli.project.run import _check_requirements
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from spacy.cli.validate import get_model_pkgs
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from spacy.cli.find_threshold import find_threshold
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assert list(span_freqs.keys()) == [3, 1, 4, 5, 2]
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def test_local_remote_storage():
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with make_tempdir() as d:
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filename = "a.txt"
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content_hashes = ("aaaa", "cccc", "bbbb")
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for i, content_hash in enumerate(content_hashes):
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# make sure that each subsequent file has a later timestamp
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if i > 0:
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time.sleep(1)
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content = f"{content_hash} content"
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loc_file = d / "root" / filename
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if not loc_file.parent.exists():
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loc_file.parent.mkdir(parents=True)
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with loc_file.open(mode="w") as file_:
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file_.write(content)
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# push first version to remote storage
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remote = RemoteStorage(d / "root", str(d / "remote"))
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remote.push(filename, "aaaa", content_hash)
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# retrieve with full hashes
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loc_file.unlink()
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remote.pull(filename, command_hash="aaaa", content_hash=content_hash)
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with loc_file.open(mode="r") as file_:
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assert file_.read() == content
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# retrieve with command hash
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loc_file.unlink()
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remote.pull(filename, command_hash="aaaa")
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with loc_file.open(mode="r") as file_:
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assert file_.read() == content
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# retrieve with content hash
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loc_file.unlink()
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remote.pull(filename, content_hash=content_hash)
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with loc_file.open(mode="r") as file_:
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assert file_.read() == content
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# retrieve with no hashes
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loc_file.unlink()
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remote.pull(filename)
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with loc_file.open(mode="r") as file_:
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assert file_.read() == content
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def test_local_remote_storage_pull_missing():
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# pulling from a non-existent remote pulls nothing gracefully
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with make_tempdir() as d:
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filename = "a.txt"
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remote = RemoteStorage(d / "root", str(d / "remote"))
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assert remote.pull(filename, command_hash="aaaa") is None
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assert remote.pull(filename) is None
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def test_cli_find_threshold(capsys):
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thresholds = numpy.linspace(0, 1, 10)
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@ -1391,12 +1391,13 @@ If the contents are different, the new version of the file is uploaded. Deleting
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obsolete files is left up to you.
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Remotes can be defined in the `remotes` section of the
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[`project.yml`](/usage/projects#project-yml). Under the hood, spaCy uses the
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[`smart-open`](https://github.com/RaRe-Technologies/smart_open) library to
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communicate with the remote storages, so you can use any protocol that
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`smart-open` supports, including [S3](https://aws.amazon.com/s3/),
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[Google Cloud Storage](https://cloud.google.com/storage), SSH and more, although
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you may need to install extra dependencies to use certain protocols.
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[`project.yml`](/usage/projects#project-yml). Under the hood, spaCy uses
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[`Pathy`](https://github.com/justindujardin/pathy) to communicate with the
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remote storages, so you can use any protocol that `Pathy` supports, including
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[S3](https://aws.amazon.com/s3/),
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[Google Cloud Storage](https://cloud.google.com/storage), and the local
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filesystem, although you may need to install extra dependencies to use certain
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protocols.
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```cli
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$ python -m spacy project push [remote] [project_dir]
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@ -1435,12 +1436,13 @@ outputs, so if you change the config back, you'll be able to fetch back the
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result.
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Remotes can be defined in the `remotes` section of the
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[`project.yml`](/usage/projects#project-yml). Under the hood, spaCy uses the
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[`smart-open`](https://github.com/RaRe-Technologies/smart_open) library to
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communicate with the remote storages, so you can use any protocol that
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`smart-open` supports, including [S3](https://aws.amazon.com/s3/),
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[Google Cloud Storage](https://cloud.google.com/storage), SSH and more, although
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you may need to install extra dependencies to use certain protocols.
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[`project.yml`](/usage/projects#project-yml). Under the hood, spaCy uses
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[`Pathy`](https://github.com/justindujardin/pathy) to communicate with the
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remote storages, so you can use any protocol that `Pathy` supports, including
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[S3](https://aws.amazon.com/s3/),
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[Google Cloud Storage](https://cloud.google.com/storage), and the local
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filesystem, although you may need to install extra dependencies to use certain
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protocols.
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```cli
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$ python -m spacy project pull [remote] [project_dir]
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@ -259,9 +259,9 @@ pipelines.
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> This can be used in a project command like so:
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>
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> ```yaml
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> - name: "echo-path"
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> script:
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> - "echo ${env.ENV_PATH}"
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> - name: 'echo-path'
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> script:
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> - 'echo ${env.ENV_PATH}'
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> ```
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| Section | Description |
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@ -643,12 +643,13 @@ locally.
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You can list one or more remotes in the `remotes` section of your
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[`project.yml`](#project-yml) by mapping a string name to the URL of the
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storage. Under the hood, spaCy uses the
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[`smart-open`](https://github.com/RaRe-Technologies/smart_open) library to
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communicate with the remote storages, so you can use any protocol that
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`smart-open` supports, including [S3](https://aws.amazon.com/s3/),
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[Google Cloud Storage](https://cloud.google.com/storage), SSH and more, although
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you may need to install extra dependencies to use certain protocols.
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storage. Under the hood, spaCy uses
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[`Pathy`](https://github.com/justindujardin/pathy) to communicate with the
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remote storages, so you can use any protocol that `Pathy` supports, including
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[S3](https://aws.amazon.com/s3/),
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[Google Cloud Storage](https://cloud.google.com/storage), and the local
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filesystem, although you may need to install extra dependencies to use certain
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protocols.
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> #### Example
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>
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remotes:
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default: 's3://my-spacy-bucket'
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local: '/mnt/scratch/cache'
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stuff: 'ssh://myserver.example.com/whatever'
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```
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<Infobox title="How it works" emoji="💡">
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