mirror of
https://github.com/explosion/spaCy.git
synced 2024-09-21 11:29:13 +03:00
65 lines
2.5 KiB
Python
65 lines
2.5 KiB
Python
import logging
|
|
from pathlib import Path
|
|
from typing import Optional
|
|
|
|
import typer
|
|
from wasabi import msg
|
|
|
|
from .. import util
|
|
from ..util import get_sourced_components, load_model_from_config
|
|
from ._util import (
|
|
Arg,
|
|
Opt,
|
|
app,
|
|
import_code,
|
|
parse_config_overrides,
|
|
show_validation_error,
|
|
)
|
|
|
|
|
|
@app.command(
|
|
"assemble",
|
|
context_settings={"allow_extra_args": True, "ignore_unknown_options": True},
|
|
)
|
|
def assemble_cli(
|
|
# fmt: off
|
|
ctx: typer.Context, # This is only used to read additional arguments
|
|
config_path: Path = Arg(..., help="Path to config file", exists=True, allow_dash=True),
|
|
output_path: Path = Arg(..., help="Output directory to store assembled pipeline in"),
|
|
code_path: Optional[Path] = Opt(None, "--code", "-c", help="Path to Python file with additional code (registered functions) to be imported"),
|
|
verbose: bool = Opt(False, "--verbose", "-V", "-VV", help="Display more information for debugging purposes"),
|
|
# fmt: on
|
|
):
|
|
"""
|
|
Assemble a spaCy pipeline from a config file. The config file includes
|
|
all settings for initializing the pipeline. To override settings in the
|
|
config, e.g. settings that point to local paths or that you want to
|
|
experiment with, you can override them as command line options. The
|
|
--code argument lets you pass in a Python file that can be used to
|
|
register custom functions that are referenced in the config.
|
|
|
|
DOCS: https://spacy.io/api/cli#assemble
|
|
"""
|
|
util.logger.setLevel(logging.DEBUG if verbose else logging.INFO)
|
|
# Make sure all files and paths exists if they are needed
|
|
if not config_path or (str(config_path) != "-" and not config_path.exists()):
|
|
msg.fail("Config file not found", config_path, exits=1)
|
|
overrides = parse_config_overrides(ctx.args)
|
|
import_code(code_path)
|
|
with show_validation_error(config_path):
|
|
config = util.load_config(config_path, overrides=overrides, interpolate=False)
|
|
msg.divider("Initializing pipeline")
|
|
nlp = load_model_from_config(config, auto_fill=True)
|
|
config = config.interpolate()
|
|
sourced = get_sourced_components(config)
|
|
# Make sure that listeners are defined before initializing further
|
|
nlp._link_components()
|
|
with nlp.select_pipes(disable=[*sourced]):
|
|
nlp.initialize()
|
|
msg.good("Initialized pipeline")
|
|
msg.divider("Serializing to disk")
|
|
if output_path is not None and not output_path.exists():
|
|
output_path.mkdir(parents=True)
|
|
msg.good(f"Created output directory: {output_path}")
|
|
nlp.to_disk(output_path)
|