spaCy/spacy/cli/project.py

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from typing import List, Dict, Any
import typer
import srsly
from pathlib import Path
from wasabi import msg
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import subprocess
import shlex
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import os
import re
from ._app import app, Arg, Opt
from .. import about
from ..schemas import ProjectConfigSchema, validate
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from ..util import ensure_path, run_command
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CONFIG_FILE = "project.yml"
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DIRS = ["assets", "configs", "packages", "metrics", "scripts", "notebooks", "training"]
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CACHES = [
Path.home() / ".torch",
Path.home() / ".caches" / "torch",
os.environ.get("TORCH_HOME"),
Path.home() / ".keras",
]
project_cli = typer.Typer(help="Command-line interface for spaCy projects")
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@project_cli.callback(invoke_without_command=True)
def callback():
# This runs before every project command and ensures DVC is installed
try:
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subprocess.run(["dvc", "--version"], stdout=subprocess.DEVNULL)
except Exception:
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msg.fail(
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"spaCy projects require DVC (Data Version Control) and the 'dvc' command",
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"You can install the Python package from pip (pip install dvc) or "
"conda (conda install -c conda-forge dvc). For more details, see the "
"documentation: https://dvc.org/doc/install",
exits=1,
)
@project_cli.command("clone")
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def project_clone_cli(
# fmt: off
name: str = Arg(..., help="The name of the template to fetch"),
dest: Path = Arg(Path.cwd(), help="Where to download and work. Defaults to current working directory.", exists=True, file_okay=False),
repo: str = Opt(about.__projects__, "--repo", "-r", help="The repository to look in."),
# fmt: on
):
"""Clone a project template from a repository."""
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project_clone(name, dest, repo=repo)
def project_clone(name: str, dest: Path, repo: str = about.__projects__) -> None:
dest = ensure_path(dest)
if not dest or not dest.exists() or not dest.is_dir():
msg.fail("Not a valid directory to clone project", dest, exits=1)
cmd = ["dvc", "get", repo, name, "-o", str(dest)]
msg.info(" ".join(cmd))
run_command(cmd)
msg.good(f"Cloned project '{name}' from {repo}")
with msg.loading("Setting up directories..."):
for sub_dir in DIRS:
dir_path = dest / sub_dir
if not dir_path.exists():
dir_path.mkdir(parents=True)
msg.good(f"Your project is now ready!", dest.resolve())
@project_cli.command("get-assets")
def project_get_assets_cli(
path: Path = Arg(..., help="Path to cloned project", exists=True, file_okay=False)
):
"""Use Data Version Control to get the assets for the project."""
project_get_assets(path)
def project_get_assets(project_path: Path) -> None:
project_path = ensure_path(project_path)
config = load_project_config(project_path)
assets = config.get("assets", {})
if not assets:
msg.warn(f"No assets specified in {CONFIG_FILE}", exits=0)
msg.info(f"Getting {len(assets)} asset(s)")
variables = config.get("variables", {})
for asset in assets:
url = asset["url"].format(**variables)
dest = asset["dest"].format(**variables)
dest_path = project_path / dest
check_asset(url)
cmd = ["dvc", "get-url", url, str(dest_path)]
msg.info(" ".join(cmd))
run_command(cmd)
msg.good(f"Got asset {dest}")
@project_cli.command("run")
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def project_run_cli(
# fmt: off
project_dir: Path = Arg(..., help="Location of project directory", exists=True, file_okay=False),
subcommand: str = Arg(None, help="Name of command defined in project config")
# fmt: on
):
"""Run scripts defined in the project."""
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project_run(project_dir, subcommand)
def project_run(project_dir: Path, subcommand: str) -> None:
config = load_project_config(project_dir)
config_commands = config.get("commands", [])
variables = config.get("variables", {})
commands = {cmd["name"]: cmd for cmd in config_commands}
if subcommand is None:
all_commands = config.get("run", [])
if not all_commands:
msg.warn("No run commands defined in project config", exits=0)
msg.table([(cmd["name"], cmd.get("help", "")) for cmd in config_commands])
for command in all_commands:
if command not in commands:
msg.fail(f"Can't find command '{command}' in project config", exits=1)
msg.divider(command)
run_commands(commands[command]["script"], variables)
return
if subcommand not in commands:
msg.fail(f"Can't find command '{subcommand}' in project config", exits=1)
run_commands(commands[subcommand]["script"], variables)
app.add_typer(project_cli, name="project")
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def load_project_config(path: Path) -> Dict[str, Any]:
config_path = path / CONFIG_FILE
if not config_path.exists():
msg.fail("Can't find project config", config_path, exits=1)
config = srsly.read_yaml(config_path)
errors = validate(ProjectConfigSchema, config)
if errors:
msg.fail(f"Invalid project config in {CONFIG_FILE}", "\n".join(errors), exits=1)
return config
def run_commands(commands: List[str] = tuple(), variables: Dict[str, str] = {}) -> None:
for command in commands:
# Substitute variables, e.g. "./{NAME}.json"
command = command.format(**variables)
msg.info(command)
run_command(shlex.split(command))
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def check_asset(url: str) -> None:
# If the asset URL is a regular GitHub URL it's likely a mistake
# TODO: support loading from GitHub URLs? Automatically convert to raw?
if re.match("(http(s?)):\/\/github.com", url):
msg.warn(
"Downloading from a regular GitHub URL. This will only download "
"the source of the page, not the actual file. If you want to "
"download the raw file, click on 'Download' on the GitHub page "
"and copy the raw.githubusercontent.com URL instead."
)