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Various small tweaks to project CLI (#5965)
* Fix up/download of http and local paths * Support git_sparse_checkout for assets * Fix scorer * Handle already-present directories for git assets * Improve convert command * Fix support for existant files in git assets * Support branches in git sparse checkout * Format * Fix git assets * Document git block in assets * Fix test * Fix test * Revert "Fix test" This reverts commitcf3097260f
. * Revert "Fix test" This reverts commit964d636e27
. * Dont multiply p/r/f by 100 * Display scores * 100 during training
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@ -1,5 +1,6 @@
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from typing import Dict, Any, Union, List, Optional, TYPE_CHECKING
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import sys
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import shutil
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from pathlib import Path
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from wasabi import msg
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import srsly
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@ -11,7 +12,7 @@ from thinc.config import Config, ConfigValidationError
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from configparser import InterpolationError
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from ..schemas import ProjectConfigSchema, validate
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from ..util import import_file
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from ..util import import_file, run_command, make_tempdir
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if TYPE_CHECKING:
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from pathy import Pathy # noqa: F401
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@ -260,6 +261,19 @@ def upload_file(src: Path, dest: Union[str, "Pathy"]) -> None:
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src (Path): The source path.
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url (str): The destination URL to upload to.
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"""
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import smart_open
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# This logic is pretty hacky. We'd like pathy to do this probably?
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if ":/" not in str(dest):
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# Local path
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with Path(dest).open(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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elif str(dest).startswith("http") or str(dest).startswith("https"):
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with smart_open.open(str(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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else:
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dest = ensure_pathy(dest)
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with dest.open(mode="wb") as output_file:
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with src.open(mode="rb") as input_file:
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@ -274,8 +288,20 @@ def download_file(src: Union[str, "Pathy"], dest: Path, *, force: bool = False)
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force (bool): Whether to force download even if file exists.
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If False, the download will be skipped.
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"""
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import smart_open
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# This logic is pretty hacky. We'd like pathy to do this probably?
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if dest.exists() and not force:
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return None
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if src.startswith("http"):
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with smart_open.open(src, mode="rb") as input_file:
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with dest.open(mode="wb") as output_file:
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output_file.write(input_file.read())
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elif ":/" not in src:
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with open(src, mode="rb") as input_file:
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with dest.open(mode="wb") as output_file:
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output_file.write(input_file.read())
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else:
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src = ensure_pathy(src)
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with src.open(mode="rb") as input_file:
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with dest.open(mode="wb") as output_file:
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@ -288,3 +314,29 @@ def ensure_pathy(path):
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from pathy import Pathy # noqa: F811
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return Pathy(path)
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def git_sparse_checkout(
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repo: str, subpath: str, dest: Path, *, branch: Optional[str] = None
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):
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if dest.exists():
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raise IOError("Destination of checkout must not exist")
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if not dest.parent.exists():
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raise IOError("Parent of destination of checkout must exist")
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# We're using Git and sparse checkout to only clone the files we need
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with make_tempdir() as tmp_dir:
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cmd = (
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f"git clone {repo} {tmp_dir} --no-checkout "
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"--depth 1 --config core.sparseCheckout=true"
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)
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if branch is not None:
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cmd = f"{cmd} -b {branch}"
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run_command(cmd)
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with (tmp_dir / ".git" / "info" / "sparse-checkout").open("w") as f:
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f.write(subpath)
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run_command(["git", "-C", str(tmp_dir), "fetch"])
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run_command(["git", "-C", str(tmp_dir), "checkout"])
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# We need Path(name) to make sure we also support subdirectories
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shutil.move(str(tmp_dir / Path(subpath)), str(dest))
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print(dest)
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print(list(dest.iterdir()))
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@ -50,6 +50,7 @@ def convert_cli(
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converter: str = Opt("auto", "--converter", "-c", help=f"Converter: {tuple(CONVERTERS.keys())}"),
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ner_map: Optional[Path] = Opt(None, "--ner-map", "-nm", help="NER tag mapping (as JSON-encoded dict of entity types)", exists=True),
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lang: Optional[str] = Opt(None, "--lang", "-l", help="Language (if tokenizer required)"),
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concatenate: bool = Opt(None, "--concatenate", "-C", help="Concatenate output to a single file"),
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# fmt: on
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):
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"""
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@ -82,6 +83,7 @@ def convert_cli(
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converter=converter,
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ner_map=ner_map,
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lang=lang,
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concatenate=concatenate,
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silent=silent,
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msg=msg,
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)
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@ -100,13 +102,15 @@ def convert(
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converter: str = "auto",
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ner_map: Optional[Path] = None,
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lang: Optional[str] = None,
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concatenate: bool = False,
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silent: bool = True,
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msg: Optional[Printer],
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) -> None:
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if not msg:
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msg = Printer(no_print=silent)
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ner_map = srsly.read_json(ner_map) if ner_map is not None else None
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for input_loc in walk_directory(Path(input_path)):
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doc_files = []
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for input_loc in walk_directory(Path(input_path), converter):
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input_data = input_loc.open("r", encoding="utf-8").read()
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# Use converter function to convert data
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func = CONVERTERS[converter]
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@ -121,6 +125,13 @@ def convert(
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no_print=silent,
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ner_map=ner_map,
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)
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doc_files.append((input_loc, docs))
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if concatenate:
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all_docs = []
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for _, docs in doc_files:
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all_docs.extend(docs)
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doc_files = [(input_path, all_docs)]
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for input_loc, docs in doc_files:
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if file_type == "json":
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data = [docs_to_json(docs)]
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else:
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@ -174,7 +185,7 @@ def autodetect_ner_format(input_data: str) -> Optional[str]:
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return None
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def walk_directory(path: Path) -> List[Path]:
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def walk_directory(path: Path, converter: str) -> List[Path]:
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if not path.is_dir():
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return [path]
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paths = [path]
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@ -188,6 +199,12 @@ def walk_directory(path: Path) -> List[Path]:
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continue
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elif path.is_dir():
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paths.extend(path.iterdir())
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elif converter == "json" and not path.parts[-1].endswith("json"):
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continue
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elif converter == "conll" and not path.parts[-1].endswith("conll"):
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continue
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elif converter == "iob" and not path.parts[-1].endswith("iob"):
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continue
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else:
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locs.append(path)
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return locs
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@ -214,11 +231,11 @@ def verify_cli_args(
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if ner_map is not None and not Path(ner_map).exists():
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msg.fail("NER map not found", ner_map, exits=1)
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if input_path.is_dir():
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input_locs = walk_directory(input_path)
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input_locs = walk_directory(input_path, converter)
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if len(input_locs) == 0:
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msg.fail("No input files in directory", input_path, exits=1)
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file_types = list(set([loc.suffix[1:] for loc in input_locs]))
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if len(file_types) >= 2:
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if converter == "auto" and len(file_types) >= 2:
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file_types = ",".join(file_types)
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msg.fail("All input files must be same type", file_types, exits=1)
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if converter != "auto" and converter not in CONVERTERS:
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def _get_converter(msg, converter, input_path):
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if input_path.is_dir():
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input_path = walk_directory(input_path)[0]
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input_path = walk_directory(input_path, converter)[0]
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if converter == "auto":
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converter = input_path.suffix[1:]
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if converter == "ner" or converter == "iob":
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@ -7,7 +7,7 @@ import requests
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from ...util import ensure_path, working_dir
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from .._util import project_cli, Arg, PROJECT_FILE, load_project_config, get_checksum
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from .._util import download_file
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from .._util import download_file, git_sparse_checkout
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# TODO: find a solution for caches
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msg.warn(f"No assets specified in {PROJECT_FILE}", exits=0)
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msg.info(f"Fetching {len(assets)} asset(s)")
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for asset in assets:
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dest = asset["dest"]
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url = asset.get("url")
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dest = Path(asset["dest"])
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checksum = asset.get("checksum")
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if "git" in asset:
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if dest.exists():
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# If there's already a file, check for checksum
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if checksum and checksum == get_checksum(dest):
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msg.good(f"Skipping download with matching checksum: {dest}")
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continue
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else:
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shutil.rmtree(dest)
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git_sparse_checkout(
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asset["git"]["repo"],
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asset["git"]["path"],
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dest,
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branch=asset["git"].get("branch"),
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)
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else:
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url = asset.get("url")
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if not url:
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# project.yml defines asset without URL that the user has to place
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check_private_asset(dest, checksum)
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@ -6,8 +6,9 @@ import shutil
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import re
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from ... import about
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from ...util import ensure_path, run_command, make_tempdir
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from ...util import ensure_path
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from .._util import project_cli, Arg, Opt, COMMAND, PROJECT_FILE
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from .._util import git_sparse_checkout
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@project_cli.command("clone")
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check_clone(name, dest, repo)
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project_dir = dest.resolve()
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repo_name = re.sub(r"(http(s?)):\/\/github.com/", "", repo)
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# We're using Git and sparse checkout to only clone the files we need
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with make_tempdir() as tmp_dir:
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cmd = f"git clone {repo} {tmp_dir} --no-checkout --depth 1 --config core.sparseCheckout=true"
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try:
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run_command(cmd)
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except subprocess.CalledProcessError:
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err = f"Could not clone the repo '{repo}' into the temp dir '{tmp_dir}'."
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msg.fail(err)
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with (tmp_dir / ".git" / "info" / "sparse-checkout").open("w") as f:
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f.write(name)
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try:
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run_command(["git", "-C", str(tmp_dir), "fetch"])
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run_command(["git", "-C", str(tmp_dir), "checkout"])
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git_sparse_checkout(repo, name, dest)
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except subprocess.CalledProcessError:
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err = f"Could not clone '{name}' from repo '{repo_name}'"
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msg.fail(err)
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# We need Path(name) to make sure we also support subdirectories
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shutil.move(str(tmp_dir / Path(name)), str(project_dir))
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msg.good(f"Cloned '{name}' from {repo_name}", project_dir)
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if not (project_dir / PROJECT_FILE).exists():
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msg.warn(f"No {PROJECT_FILE} found in directory")
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@ -382,7 +382,7 @@ def setup_printer(
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try:
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scores = [
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"{0:.2f}".format(float(info["other_scores"].get(col, 0.0)))
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"{0:.2f}".format(float(info["other_scores"].get(col, 0.0)) * 100)
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for col in score_cols
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]
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except KeyError as e:
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@property
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def precision(self) -> float:
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return (self.tp / (self.tp + self.fp + 1e-100)) * 100
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return (self.tp / (self.tp + self.fp + 1e-100))
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@property
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def recall(self) -> float:
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return (self.tp / (self.tp + self.fn + 1e-100)) * 100
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return (self.tp / (self.tp + self.fn + 1e-100))
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@property
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def fscore(self) -> float:
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p = self.precision
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r = self.recall
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return (2 * ((p * r) / (p + r + 1e-100))) * 100
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return 2 * ((p * r) / (p + r + 1e-100))
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def to_dict(self) -> Dict[str, float]:
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return {"p": self.precision, "r": self.recall, "f": self.fscore}
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@ -102,6 +102,25 @@ $ cd some_example_project
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$ python -m spacy project assets
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```
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Asset URLs can be a number of different protocols: HTTP, HTTPS, FTP, SSH, and
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even cloud storage such as GCS and S3. You can also fetch assets using git, by
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replacing the `url` string with a `git` block, like this:
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> #### project.yml
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>
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> ```yaml
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> assets:
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> - dest: 'assets/training.spacy'
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> git:
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> repo: "https://github.com/example/repo"
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> branch: "master"
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> path: "some/path"
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> checksum: '63373dd656daa1fd3043ce166a59474c'
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> ```
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spaCy will use Git's "sparse checkout" feature, to avoid download the whole
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repository.
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### 3. Run a command {#run}
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> #### project.yml
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