From 45daf5c9fe1c0b7a42f0af2dccf2f7ef2faeded9 Mon Sep 17 00:00:00 2001 From: Matthew Honnibal Date: Tue, 29 Sep 2020 16:22:37 +0200 Subject: [PATCH] Add init labels command --- spacy/cli/__init__.py | 1 + spacy/cli/init_labels.py | 43 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 44 insertions(+) create mode 100644 spacy/cli/init_labels.py diff --git a/spacy/cli/__init__.py b/spacy/cli/__init__.py index 7368bcef3..c5f60adfc 100644 --- a/spacy/cli/__init__.py +++ b/spacy/cli/__init__.py @@ -16,6 +16,7 @@ from .debug_model import debug_model # noqa: F401 from .evaluate import evaluate # noqa: F401 from .convert import convert # noqa: F401 from .init_pipeline import init_pipeline_cli # noqa: F401 +from .init_labels import init_labels_cli # noqa: F401 from .init_config import init_config, fill_config # noqa: F401 from .validate import validate # noqa: F401 from .project.clone import project_clone # noqa: F401 diff --git a/spacy/cli/init_labels.py b/spacy/cli/init_labels.py new file mode 100644 index 000000000..29cb23072 --- /dev/null +++ b/spacy/cli/init_labels.py @@ -0,0 +1,43 @@ +from typing import Optional +import logging +from pathlib import Path +from wasabi import msg +import typer +import srsly + +from .. import util +from ..training.initialize import init_nlp, convert_vectors +from ._util import init_cli, Arg, Opt, parse_config_overrides, show_validation_error +from ._util import import_code, setup_gpu + + +@init_cli.command( + "labels", + context_settings={"allow_extra_args": True, "ignore_unknown_options": True}, +) +def init_labels_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), + output_path: Path = Arg(..., help="Output directory for the labels"), + 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"), + use_gpu: int = Opt(-1, "--gpu-id", "-g", help="GPU ID or -1 for CPU") + # fmt: on +): + if not output_path.exists(): + output_path.mkdir() + util.logger.setLevel(logging.DEBUG if verbose else logging.ERROR) + overrides = parse_config_overrides(ctx.args) + import_code(code_path) + setup_gpu(use_gpu) + with show_validation_error(config_path): + config = util.load_config(config_path, overrides=overrides) + with show_validation_error(hint_fill=False): + nlp = init_nlp(config, use_gpu=use_gpu, silent=False) + for name, component in nlp.pipeline: + if getattr(component, "label_data", None) is not None: + srsly.write_json(output_path / f"{name}.json", component.label_data) + msg.good(f"Saving {name} labels to {output_path}/{name}.json") + else: + msg.info(f"No labels found for {name}")