mirror of
https://github.com/explosion/spaCy.git
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617 lines
23 KiB
Python
617 lines
23 KiB
Python
import os
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import re
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import shutil
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import subprocess
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import sys
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from collections import defaultdict
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from pathlib import Path
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from typing import Any, Dict, List, Optional, Tuple, Union, cast
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import srsly
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from catalogue import RegistryError
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from thinc.api import Config
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from wasabi import MarkdownRenderer, Printer, get_raw_input
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from .. import about, util
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from ..compat import importlib_metadata
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from ..schemas import ModelMetaSchema, validate
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from ._util import SDIST_SUFFIX, WHEEL_SUFFIX, Arg, Opt, app, string_to_list
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@app.command("package")
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def package_cli(
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# fmt: off
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input_dir: Path = Arg(..., help="Directory with pipeline data", exists=True, file_okay=False),
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output_dir: Path = Arg(..., help="Output parent directory", exists=True, file_okay=False),
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code_paths: str = Opt("", "--code", "-c", help="Comma-separated paths to Python file with additional code (registered functions) to be included in the package"),
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meta_path: Optional[Path] = Opt(None, "--meta-path", "--meta", "-m", help="Path to meta.json", exists=True, dir_okay=False),
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create_meta: bool = Opt(False, "--create-meta", "-C", help="Create meta.json, even if one exists"),
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name: Optional[str] = Opt(None, "--name", "-n", help="Package name to override meta"),
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version: Optional[str] = Opt(None, "--version", "-v", help="Package version to override meta"),
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build: str = Opt("sdist", "--build", "-b", help="Comma-separated formats to build: sdist and/or wheel, or none."),
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force: bool = Opt(False, "--force", "-f", "-F", help="Force overwriting existing data in output directory"),
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require_parent: bool = Opt(True, "--require-parent/--no-require-parent", "-R", "-R", help="Include the parent package (e.g. spacy) in the requirements"),
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# fmt: on
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):
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"""
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Generate an installable Python package for a pipeline. Includes binary data,
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meta and required installation files. A new directory will be created in the
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specified output directory, and the data will be copied over. If
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--create-meta is set and a meta.json already exists in the output directory,
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the existing values will be used as the defaults in the command-line prompt.
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After packaging, "python -m build --sdist" is run in the package directory,
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which will create a .tar.gz archive that can be installed via "pip install".
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If additional code files are provided (e.g. Python files containing custom
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registered functions like pipeline components), they are copied into the
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package and imported in the __init__.py.
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DOCS: https://spacy.io/api/cli#package
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"""
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create_sdist, create_wheel = get_build_formats(string_to_list(build))
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code_paths = [Path(p.strip()) for p in string_to_list(code_paths)]
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package(
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input_dir,
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output_dir,
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meta_path=meta_path,
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code_paths=code_paths,
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name=name,
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version=version,
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create_meta=create_meta,
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create_sdist=create_sdist,
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create_wheel=create_wheel,
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force=force,
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require_parent=require_parent,
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silent=False,
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)
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def package(
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input_dir: Path,
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output_dir: Path,
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meta_path: Optional[Path] = None,
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code_paths: List[Path] = [],
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name: Optional[str] = None,
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version: Optional[str] = None,
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create_meta: bool = False,
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create_sdist: bool = True,
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create_wheel: bool = False,
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require_parent: bool = False,
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force: bool = False,
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silent: bool = True,
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) -> None:
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msg = Printer(no_print=silent, pretty=not silent)
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input_path = util.ensure_path(input_dir)
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output_path = util.ensure_path(output_dir)
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meta_path = util.ensure_path(meta_path)
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if create_wheel and not has_wheel() and not has_build():
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err = (
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"Generating wheels requires 'build' or 'wheel' (deprecated) to be installed"
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)
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msg.fail(err, "pip install build", exits=1)
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if not has_build():
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msg.warn(
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"Generating packages without the 'build' package is deprecated and "
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"will not be supported in the future. To install 'build': pip "
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"install build"
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)
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if not input_path or not input_path.exists():
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msg.fail("Can't locate pipeline data", input_path, exits=1)
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if not output_path or not output_path.exists():
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msg.fail("Output directory not found", output_path, exits=1)
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if create_sdist or create_wheel:
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opts = ["sdist" if create_sdist else "", "wheel" if create_wheel else ""]
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msg.info(f"Building package artifacts: {', '.join(opt for opt in opts if opt)}")
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for code_path in code_paths:
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if not code_path.exists():
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msg.fail("Can't find code file", code_path, exits=1)
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# Import the code here so it's available when model is loaded (via
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# get_meta helper). Also verifies that everything works
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util.import_file(code_path.stem, code_path)
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if code_paths:
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msg.good(f"Including {len(code_paths)} Python module(s) with custom code")
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if meta_path and not meta_path.exists():
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msg.fail("Can't find pipeline meta.json", meta_path, exits=1)
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meta_path = meta_path or input_dir / "meta.json"
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if not meta_path.exists() or not meta_path.is_file():
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msg.fail("Can't load pipeline meta.json", meta_path, exits=1)
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meta = srsly.read_json(meta_path)
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meta = get_meta(input_dir, meta, require_parent=require_parent)
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if meta["requirements"]:
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msg.good(
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f"Including {len(meta['requirements'])} package requirement(s) from "
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f"meta and config",
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", ".join(meta["requirements"]),
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)
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if name is not None:
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if not name.isidentifier():
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msg.fail(
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f"Model name ('{name}') is not a valid module name. "
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"This is required so it can be imported as a module.",
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"We recommend names that use ASCII A-Z, a-z, _ (underscore), "
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"and 0-9. "
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"For specific details see: https://docs.python.org/3/reference/lexical_analysis.html#identifiers",
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exits=1,
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)
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if not _is_permitted_package_name(name):
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msg.fail(
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f"Model name ('{name}') is not a permitted package name. "
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"This is required to correctly load the model with spacy.load.",
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"We recommend names that use ASCII A-Z, a-z, _ (underscore), "
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"and 0-9. "
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"For specific details see: https://www.python.org/dev/peps/pep-0426/#name",
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exits=1,
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)
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meta["name"] = name
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if version is not None:
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meta["version"] = version
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if not create_meta: # only print if user doesn't want to overwrite
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msg.good("Loaded meta.json from file", meta_path)
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else:
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meta = generate_meta(meta, msg)
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errors = validate(ModelMetaSchema, meta)
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if errors:
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msg.fail("Invalid pipeline meta.json")
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print("\n".join(errors))
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sys.exit(1)
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model_name = meta["name"]
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if not model_name.startswith(meta["lang"] + "_"):
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model_name = f"{meta['lang']}_{model_name}"
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model_name_v = model_name + "-" + meta["version"]
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main_path = output_dir / model_name_v
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package_path = main_path / model_name
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if package_path.exists():
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if force:
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shutil.rmtree(str(package_path))
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else:
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msg.fail(
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"Package directory already exists",
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"Please delete the directory and try again, or use the "
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"`--force` flag to overwrite existing directories.",
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exits=1,
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)
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Path.mkdir(package_path, parents=True)
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shutil.copytree(str(input_dir), str(package_path / model_name_v))
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for file_name in FILENAMES_DOCS:
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file_path = package_path / model_name_v / file_name
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if file_path.exists():
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shutil.copy(str(file_path), str(main_path))
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readme_path = main_path / "README.md"
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if not readme_path.exists():
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readme = generate_readme(meta)
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create_file(readme_path, readme)
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create_file(package_path / model_name_v / "README.md", readme)
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msg.good("Generated README.md from meta.json")
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else:
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msg.info("Using existing README.md from pipeline directory")
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imports = []
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for code_path in code_paths:
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imports.append(code_path.stem)
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shutil.copy(str(code_path), str(package_path))
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create_file(main_path / "meta.json", srsly.json_dumps(meta, indent=2))
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create_file(main_path / "setup.py", TEMPLATE_SETUP)
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create_file(main_path / "MANIFEST.in", TEMPLATE_MANIFEST)
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init_py = TEMPLATE_INIT.format(
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imports="\n".join(f"from . import {m}" for m in imports)
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)
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create_file(package_path / "__init__.py", init_py)
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msg.good(f"Successfully created package directory '{model_name_v}'", main_path)
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if create_sdist:
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with util.working_dir(main_path):
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# run directly, since util.run_command is not designed to continue
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# after a command fails
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ret = subprocess.run(
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[sys.executable, "-m", "build", ".", "--sdist"],
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env=os.environ.copy(),
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)
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if ret.returncode != 0:
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msg.warn(
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"Creating sdist with 'python -m build' failed. Falling "
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"back to deprecated use of 'python setup.py sdist'"
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)
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util.run_command([sys.executable, "setup.py", "sdist"], capture=False)
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zip_file = main_path / "dist" / f"{model_name_v}{SDIST_SUFFIX}"
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msg.good(f"Successfully created zipped Python package", zip_file)
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if create_wheel:
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with util.working_dir(main_path):
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# run directly, since util.run_command is not designed to continue
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# after a command fails
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ret = subprocess.run(
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[sys.executable, "-m", "build", ".", "--wheel"],
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env=os.environ.copy(),
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)
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if ret.returncode != 0:
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msg.warn(
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"Creating wheel with 'python -m build' failed. Falling "
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"back to deprecated use of 'wheel' with "
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"'python setup.py bdist_wheel'"
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)
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util.run_command(
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[sys.executable, "setup.py", "bdist_wheel"], capture=False
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)
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wheel_name_squashed = re.sub("_+", "_", model_name_v)
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wheel = main_path / "dist" / f"{wheel_name_squashed}{WHEEL_SUFFIX}"
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msg.good(f"Successfully created binary wheel", wheel)
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if "__" in model_name:
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msg.warn(
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f"Model name ('{model_name}') contains a run of underscores. "
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"Runs of underscores are not significant in installed package names.",
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)
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def has_wheel() -> bool:
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try:
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import wheel # noqa: F401
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return True
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except ImportError:
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return False
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def has_build() -> bool:
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# it's very likely that there is a local directory named build/ (especially
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# in an editable install), so an import check is not sufficient; instead
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# check that there is a package version
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try:
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importlib_metadata.version("build")
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return True
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except importlib_metadata.PackageNotFoundError: # type: ignore[attr-defined]
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return False
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def get_third_party_dependencies(
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config: Config, exclude: List[str] = util.SimpleFrozenList()
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) -> List[str]:
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"""If the config includes references to registered functions that are
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provided by third-party packages (spacy-transformers, other libraries), we
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want to include them in meta["requirements"] so that the package specifies
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them as dependencies and the user won't have to do it manually.
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We do this by:
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- traversing the config to check for registered function (@ keys)
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- looking up the functions and getting their module
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- looking up the module version and generating an appropriate version range
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config (Config): The pipeline config.
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exclude (list): List of packages to exclude (e.g. that already exist in meta).
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RETURNS (list): The versioned requirements.
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"""
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own_packages = ("spacy", "spacy-legacy", "spacy-nightly", "thinc", "srsly")
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distributions = util.packages_distributions()
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funcs = defaultdict(set)
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# We only want to look at runtime-relevant sections, not [training] or [initialize]
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for section in ("nlp", "components"):
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for path, value in util.walk_dict(config[section]):
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if path[-1].startswith("@"): # collect all function references by registry
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funcs[path[-1][1:]].add(value)
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for component in config.get("components", {}).values():
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if "factory" in component:
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funcs["factories"].add(component["factory"])
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modules = set()
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lang = config["nlp"]["lang"]
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for reg_name, func_names in funcs.items():
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for func_name in func_names:
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# Try the lang-specific version and fall back
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try:
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func_info = util.registry.find(reg_name, lang + "." + func_name)
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except RegistryError:
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try:
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func_info = util.registry.find(reg_name, func_name)
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except RegistryError as regerr:
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# lang-specific version being absent is not actually an issue
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raise regerr from None
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module_name = func_info.get("module") # type: ignore[attr-defined]
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if module_name: # the code is part of a module, not a --code file
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modules.add(func_info["module"].split(".")[0]) # type: ignore[union-attr]
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dependencies = []
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for module_name in modules:
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if module_name == about.__title__:
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continue
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if module_name in distributions:
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dist = distributions.get(module_name)
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if dist:
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pkg = dist[0]
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if pkg in own_packages or pkg in exclude:
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continue
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version = util.get_package_version(pkg)
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version_range = util.get_minor_version_range(version) # type: ignore[arg-type]
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dependencies.append(f"{pkg}{version_range}")
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return dependencies
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def get_build_formats(formats: List[str]) -> Tuple[bool, bool]:
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supported = ["sdist", "wheel", "none"]
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for form in formats:
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if form not in supported:
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msg = Printer()
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err = f"Unknown build format: {form}. Supported: {', '.join(supported)}"
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msg.fail(err, exits=1)
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if not formats or "none" in formats:
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return (False, False)
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return ("sdist" in formats, "wheel" in formats)
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def create_file(file_path: Path, contents: str) -> None:
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file_path.touch()
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file_path.open("w", encoding="utf-8").write(contents)
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def get_meta(
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model_path: Union[str, Path],
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existing_meta: Dict[str, Any],
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require_parent: bool = False,
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) -> Dict[str, Any]:
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meta: Dict[str, Any] = {
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"lang": "en",
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"name": "pipeline",
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"version": "0.0.0",
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"description": "",
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"author": "",
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"email": "",
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"url": "",
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"license": "MIT",
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}
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nlp = util.load_model_from_path(Path(model_path))
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meta.update(nlp.meta)
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meta["spacy_version"] = util.get_minor_version_range(about.__version__)
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meta.update(existing_meta)
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meta["vectors"] = {
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"width": nlp.vocab.vectors_length,
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"vectors": len(nlp.vocab.vectors),
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"keys": nlp.vocab.vectors.n_keys,
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"name": nlp.vocab.vectors.name,
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}
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if about.__title__ != "spacy":
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meta["parent_package"] = about.__title__
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meta.setdefault("requirements", [])
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# Update the requirements with all third-party packages in the config
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existing_reqs = [util.split_requirement(req)[0] for req in meta["requirements"]]
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reqs = get_third_party_dependencies(nlp.config, exclude=existing_reqs)
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meta["requirements"].extend(reqs)
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if require_parent and about.__title__ not in meta["requirements"]:
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meta["requirements"].append(about.__title__ + meta["spacy_version"])
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return meta
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def generate_meta(existing_meta: Dict[str, Any], msg: Printer) -> Dict[str, Any]:
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meta = existing_meta or {}
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settings = [
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("lang", "Pipeline language", meta.get("lang", "en")),
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("name", "Pipeline name", meta.get("name", "pipeline")),
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("version", "Package version", meta.get("version", "0.0.0")),
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("description", "Package description", meta.get("description", None)),
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("author", "Author", meta.get("author", None)),
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("email", "Author email", meta.get("email", None)),
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("url", "Author website", meta.get("url", None)),
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("license", "License", meta.get("license", "MIT")),
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]
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msg.divider("Generating meta.json")
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msg.text(
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"Enter the package settings for your pipeline. The following information "
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"will be read from your pipeline data: pipeline, vectors."
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)
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for setting, desc, default in settings:
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response = get_raw_input(desc, default)
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meta[setting] = default if response == "" and default else response
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return meta
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def generate_readme(meta: Dict[str, Any]) -> str:
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"""
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Generate a Markdown-formatted README text from a model meta.json. Used
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within the GitHub release notes and as content for README.md file added
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to model packages.
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"""
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md = MarkdownRenderer()
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lang = meta["lang"]
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name = f"{lang}_{meta['name']}"
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version = meta["version"]
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pipeline = ", ".join([md.code(p) for p in meta.get("pipeline", [])])
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components = ", ".join([md.code(p) for p in meta.get("components", [])])
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vecs = meta.get("vectors", {})
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vectors = f"{vecs.get('keys', 0)} keys, {vecs.get('vectors', 0)} unique vectors ({ vecs.get('width', 0)} dimensions)"
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author = meta.get("author") or "n/a"
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notes = meta.get("notes", "")
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license_name = meta.get("license")
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sources = _format_sources(meta.get("sources"))
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description = meta.get("description")
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label_scheme = _format_label_scheme(cast(Dict[str, Any], meta.get("labels")))
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accuracy = _format_accuracy(cast(Dict[str, Any], meta.get("performance")))
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table_data = [
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(md.bold("Name"), md.code(name)),
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(md.bold("Version"), md.code(version)),
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(md.bold("spaCy"), md.code(meta["spacy_version"])),
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(md.bold("Default Pipeline"), pipeline),
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(md.bold("Components"), components),
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(md.bold("Vectors"), vectors),
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(md.bold("Sources"), sources or "n/a"),
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(md.bold("License"), md.code(license_name) if license_name else "n/a"),
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(md.bold("Author"), md.link(author, meta["url"]) if "url" in meta else author),
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]
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# Put together Markdown body
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if description:
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md.add(description)
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md.add(md.table(table_data, ["Feature", "Description"]))
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if label_scheme:
|
|
md.add(md.title(3, "Label Scheme"))
|
|
md.add(label_scheme)
|
|
if accuracy:
|
|
md.add(md.title(3, "Accuracy"))
|
|
md.add(accuracy)
|
|
if notes:
|
|
md.add(notes)
|
|
return md.text
|
|
|
|
|
|
def _format_sources(data: Any) -> str:
|
|
if not data or not isinstance(data, list):
|
|
return "n/a"
|
|
sources = []
|
|
for source in data:
|
|
if not isinstance(source, dict):
|
|
source = {"name": source}
|
|
name = source.get("name")
|
|
if not name:
|
|
continue
|
|
url = source.get("url")
|
|
author = source.get("author")
|
|
result = name if not url else "[{}]({})".format(name, url)
|
|
if author:
|
|
result += " ({})".format(author)
|
|
sources.append(result)
|
|
return "<br>".join(sources)
|
|
|
|
|
|
def _format_accuracy(data: Dict[str, Any], exclude: List[str] = ["speed"]) -> str:
|
|
if not data:
|
|
return ""
|
|
md = MarkdownRenderer()
|
|
scalars = [(k, v) for k, v in data.items() if isinstance(v, (int, float))]
|
|
scores = [
|
|
(md.code(acc.upper()), f"{score*100:.2f}")
|
|
for acc, score in scalars
|
|
if acc not in exclude
|
|
]
|
|
md.add(md.table(scores, ["Type", "Score"]))
|
|
return md.text
|
|
|
|
|
|
def _format_label_scheme(data: Dict[str, Any]) -> str:
|
|
if not data:
|
|
return ""
|
|
md = MarkdownRenderer()
|
|
n_labels = 0
|
|
n_pipes = 0
|
|
label_data = []
|
|
for pipe, labels in data.items():
|
|
if not labels:
|
|
continue
|
|
col1 = md.bold(md.code(pipe))
|
|
col2 = ", ".join(
|
|
[md.code(str(label).replace("|", "\\|")) for label in labels]
|
|
) # noqa: W605
|
|
label_data.append((col1, col2))
|
|
n_labels += len(labels)
|
|
n_pipes += 1
|
|
if not label_data:
|
|
return ""
|
|
label_info = f"View label scheme ({n_labels} labels for {n_pipes} components)"
|
|
md.add("<details>")
|
|
md.add(f"<summary>{label_info}</summary>")
|
|
md.add(md.table(label_data, ["Component", "Labels"]))
|
|
md.add("</details>")
|
|
return md.text
|
|
|
|
|
|
def _is_permitted_package_name(package_name: str) -> bool:
|
|
# regex from: https://www.python.org/dev/peps/pep-0426/#name
|
|
permitted_match = re.search(
|
|
r"^([A-Z0-9]|[A-Z0-9][A-Z0-9._-]*[A-Z0-9])$", package_name, re.IGNORECASE
|
|
)
|
|
return permitted_match is not None
|
|
|
|
|
|
TEMPLATE_SETUP = """
|
|
#!/usr/bin/env python
|
|
import io
|
|
import json
|
|
from os import path, walk
|
|
from shutil import copy
|
|
from setuptools import setup
|
|
|
|
|
|
def load_meta(fp):
|
|
with io.open(fp, encoding='utf8') as f:
|
|
return json.load(f)
|
|
|
|
|
|
def load_readme(fp):
|
|
if path.exists(fp):
|
|
with io.open(fp, encoding='utf8') as f:
|
|
return f.read()
|
|
return ""
|
|
|
|
|
|
def list_files(data_dir):
|
|
output = []
|
|
for root, _, filenames in walk(data_dir):
|
|
for filename in filenames:
|
|
if not filename.startswith('.'):
|
|
output.append(path.join(root, filename))
|
|
output = [path.relpath(p, path.dirname(data_dir)) for p in output]
|
|
output.append('meta.json')
|
|
return output
|
|
|
|
|
|
def list_requirements(meta):
|
|
# Up to version 3.7, we included the parent package
|
|
# in requirements by default. This behaviour is removed
|
|
# in 3.8, with a setting to include the parent package in
|
|
# the requirements list in the meta if desired.
|
|
requirements = []
|
|
if 'setup_requires' in meta:
|
|
requirements += meta['setup_requires']
|
|
if 'requirements' in meta:
|
|
requirements += meta['requirements']
|
|
return requirements
|
|
|
|
|
|
def setup_package():
|
|
root = path.abspath(path.dirname(__file__))
|
|
meta_path = path.join(root, 'meta.json')
|
|
meta = load_meta(meta_path)
|
|
readme_path = path.join(root, 'README.md')
|
|
readme = load_readme(readme_path)
|
|
model_name = str(meta['lang'] + '_' + meta['name'])
|
|
model_dir = path.join(model_name, model_name + '-' + meta['version'])
|
|
|
|
copy(meta_path, path.join(model_name))
|
|
copy(meta_path, model_dir)
|
|
|
|
setup(
|
|
name=model_name,
|
|
description=meta.get('description'),
|
|
long_description=readme,
|
|
author=meta.get('author'),
|
|
author_email=meta.get('email'),
|
|
url=meta.get('url'),
|
|
version=meta['version'],
|
|
license=meta.get('license'),
|
|
packages=[model_name],
|
|
package_data={model_name: list_files(model_dir)},
|
|
install_requires=list_requirements(meta),
|
|
zip_safe=False,
|
|
entry_points={'spacy_models': ['{m} = {m}'.format(m=model_name)]}
|
|
)
|
|
|
|
|
|
if __name__ == '__main__':
|
|
setup_package()
|
|
""".lstrip()
|
|
|
|
|
|
TEMPLATE_MANIFEST = """
|
|
include meta.json
|
|
include LICENSE
|
|
include LICENSES_SOURCES
|
|
include README.md
|
|
""".strip()
|
|
|
|
|
|
TEMPLATE_INIT = """
|
|
from pathlib import Path
|
|
from spacy.util import load_model_from_init_py, get_model_meta
|
|
|
|
{imports}
|
|
|
|
__version__ = get_model_meta(Path(__file__).parent)['version']
|
|
|
|
|
|
def load(**overrides):
|
|
return load_model_from_init_py(__file__, **overrides)
|
|
""".lstrip()
|
|
|
|
|
|
FILENAMES_DOCS = ["LICENSE", "LICENSES_SOURCES", "README.md"]
|