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
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import shutil
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import sys
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from ._app import app, Arg, Opt, COMMAND
from .. import about
from ..schemas import ProjectConfigSchema, validate
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from ..util import ensure_path, run_command, make_tempdir, working_dir
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CONFIG_FILE = "project.yml"
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DIRS = [
"assets",
"metas",
"configs",
"packages",
"metrics",
"scripts",
"notebooks",
"training",
"corpus",
]
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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"),
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dest: Path = Arg(Path.cwd(), help="Where to download and work. Defaults to current working directory.", exists=False),
repo: str = Opt(about.__projects__, "--repo", "-r", help="The repository to look in."),
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verbose: bool = Opt(False, "--verbose", "-V", help="Show detailed information")
# fmt: on
):
"""Clone a project template from a repository."""
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project_clone(name, dest, repo=repo, verbose=verbose)
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def project_clone(
name: str, dest: Path, *, repo: str = about.__projects__, verbose: bool = False
) -> None:
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dest = ensure_path(dest)
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check_clone_dest(dest)
# When cloning a subdirectory with DVC, it will create a folder of that name
# within the destination dir, so we use a tempdir and then copy it into the
# parent directory to create the cloned directory
with make_tempdir() as tmp_dir:
cmd = ["dvc", "get", repo, name, "-o", str(tmp_dir)]
if verbose:
cmd.append("-v")
print(" ".join(cmd))
run_command(cmd)
shutil.move(str(tmp_dir / Path(name).name), str(dest))
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msg.good(f"Cloned project '{name}' from {repo}")
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for sub_dir in DIRS:
dir_path = dest / sub_dir
if not dir_path.exists():
dir_path.mkdir(parents=True)
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msg.good(f"Your project is now ready!", dest.resolve())
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print(f"To get the assets, run:\npython -m spacy project get-assets {dest}")
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@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)]
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),
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subcommand: str = Arg(None, help="Name of command defined in project config"),
show_help: bool = Opt(False, "--help", help="Show help message and available subcommands")
# fmt: on
):
"""Run scripts defined in the project."""
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if show_help:
print_run_help(project_dir, subcommand)
else:
project_run(project_dir, subcommand)
def print_run_help(project_dir: Path, subcommand: str) -> None:
"""Simulate a CLI help prompt using the info available in the project config."""
config = load_project_config(project_dir)
config_commands = config.get("commands", [])
commands = {cmd["name"]: cmd for cmd in config_commands}
if subcommand:
if subcommand not in commands:
msg.fail(f"Can't find command '{subcommand}' in project config", exits=1)
print(f"Usage: {COMMAND} project run {project_dir} {subcommand}")
help_text = commands[subcommand].get("help")
if help_text:
msg.text(f"\n{help_text}\n")
else:
print(f"\nAvailable commands in {CONFIG_FILE}")
print(f"Usage: {COMMAND} project run {project_dir} [COMMAND]")
msg.table([(cmd["name"], cmd.get("help", "")) for cmd in config_commands])
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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}
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if subcommand and subcommand not in commands:
msg.fail(f"Can't find command '{subcommand}' in project config", exits=1)
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with working_dir(project_dir):
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)
else:
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)
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command = shlex.split(command)
# TODO: is this needed / a good idea?
if len(command) and command[0] == "python":
command[0] = sys.executable
print(" ".join(command))
run_command(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."
)
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# url.replace("github.com", "raw.githubusercontent.com").replace("/blob/", "/").replace("/tree/", "/")
def check_clone_dest(dest: Path) -> None:
"""Check and validate that the destination path can be used to clone."""
if not dest:
msg.fail(f"Not a valid directory to clone project: {dest}", exits=1)
if dest.exists():
# Directory already exists (not allowed, clone needs to create it)
msg.fail(f"Can't clone project, directory already exists: {dest}", exits=1)
if not dest.parent.exists():
# We're not creating parents, parent dir should exist
msg.fail(
f"Can't clone project, parent directory doesn't exist: {dest.parent}",
exits=1,
)