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💫 Improve model downloads: check for existing install, customise pip and use requests library again (#2346)
* Go back to using requests instead of urllib (closes #2320)
Fewer dependencies are good, but this one was simply causing too many other problems around SSL verification and Python 2/3 compatibility. requests is a popular enough package that it's okay for spaCy to depend on it – and this will hopefully make model downloads less flakey.
* Only download model if not installed (see #1456)
Use #egg=model==version to allow pip to check for existing installations. The download is only started if no installation matching the package/version is found. Fixes a long-standing inconvenience.
* Pass additional options to pip when installing model (resolves #1456)
Treat all additional arguments passed to the download command as pip options to allow user to customise the command. For example:
python -m spacy download en --user
* Add CLI option to enable installing model package dependencies
* Revert "Add CLI option to enable installing model package dependencies"
This reverts commit 9336ffe695
.
* Update documentation
This commit is contained in:
parent
b59e3b157f
commit
d4cc736b7c
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@ -9,5 +9,6 @@ plac<1.0.0,>=0.9.6
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ujson>=1.35
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dill>=0.2,<0.3
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regex==2017.4.5
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requests>=2.13.0,<3.0.0
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pytest>=3.0.6,<4.0.0
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mock>=2.0.0,<3.0.0
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3
setup.py
3
setup.py
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@ -195,7 +195,8 @@ def setup_package():
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'pathlib',
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'ujson>=1.35',
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'dill>=0.2,<0.3',
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'regex==2017.4.5'],
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'regex==2017.4.5',
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'requests>=2.13.0,<3.0.0'],
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classifiers=[
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'Development Status :: 5 - Production/Stable',
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'Environment :: Console',
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@ -7,7 +7,7 @@ class Messages(object):
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M002 = ("Creating a shortcut link for 'en' didn't work (maybe you "
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"don't have admin permissions?), but you can still load the "
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"model via its full package name: nlp = spacy.load('{name}')")
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M003 = ("Server error ({code}: {desc})")
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M003 = ("Server error ({code})")
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M004 = ("Couldn't fetch {desc}. Please find a model for your spaCy "
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"installation (v{version}), and download it manually. For more "
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"details, see the documentation: https://spacy.io/usage/models")
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@ -2,15 +2,14 @@
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from __future__ import unicode_literals
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import plac
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import requests
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import os
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import subprocess
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import sys
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import ujson
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from .link import link
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from ._messages import Messages
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from .link import link
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from ..util import prints, get_package_path
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from ..compat import url_read, HTTPError
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from .. import about
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@ -18,41 +17,23 @@ from .. import about
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model=("model to download, shortcut or name)", "positional", None, str),
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direct=("force direct download. Needs model name with version and won't "
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"perform compatibility check", "flag", "d", bool),
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insecure=("insecure mode - disables the verification of certificates",
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"flag", "i", bool),
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ca_file=("specify a certificate authority file to use for certificates "
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"validation. Ignored if --insecure is used", "option", "c"))
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def download(model, direct=False, insecure=False, ca_file=None):
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pip_args=("additional arguments to be passed to `pip install` when "
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"installing the model"))
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def download(model, direct=False, *pip_args):
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"""
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Download compatible model from default download path using pip. Model
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can be shortcut, model name or, if --direct flag is set, full model name
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with version.
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The --insecure optional flag can be used to disable ssl verification
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The --ca-file option can be used to provide a local CA file
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used for certificate verification.
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"""
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# ssl_verify is the argument handled to the 'verify' parameter
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# of requests package. It must be either None, a boolean,
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# or a string containing the path to CA file
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ssl_verify = None
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if insecure:
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ca_file = None
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ssl_verify = False
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else:
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if ca_file is not None:
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ssl_verify = ca_file
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# Download the model
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if direct:
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dl = download_model('{m}/{m}.tar.gz'.format(m=model))
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dl = download_model('{m}/{m}.tar.gz#egg={m}'.format(m=model), pip_args)
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else:
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shortcuts = get_json(about.__shortcuts__, "available shortcuts", ssl_verify)
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shortcuts = get_json(about.__shortcuts__, "available shortcuts")
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model_name = shortcuts.get(model, model)
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compatibility = get_compatibility(ssl_verify)
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compatibility = get_compatibility()
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version = get_version(model_name, compatibility)
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dl = download_model('{m}-{v}/{m}-{v}.tar.gz'.format(m=model_name,
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v=version))
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dl = download_model('{m}-{v}/{m}-{v}.tar.gz#egg={m}=={v}'
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.format(m=model_name, v=version), pip_args)
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if dl != 0: # if download subprocess doesn't return 0, exit
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sys.exit(dl)
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try:
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@ -69,19 +50,18 @@ def download(model, direct=False, insecure=False, ca_file=None):
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prints(Messages.M001.format(name=model_name), title=Messages.M002)
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def get_json(url, desc, ssl_verify):
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try:
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data = url_read(url, verify=ssl_verify)
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except HTTPError as e:
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prints(Messages.M004.format(desc, about.__version__),
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title=Messages.M003.format(e.code, e.reason), exits=1)
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return ujson.loads(data)
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def get_json(url, desc):
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r = requests.get(url)
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if r.status_code != 200:
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prints(Messages.M004.format(desc=desc, version=about.__version__),
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title=Messages.M003.format(code=r.status_code), exits=1)
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return r.json()
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def get_compatibility(ssl_verify):
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def get_compatibility():
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version = about.__version__
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version = version.rsplit('.dev', 1)[0]
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comp_table = get_json(about.__compatibility__, "compatibility table", ssl_verify)
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comp_table = get_json(about.__compatibility__, "compatibility table")
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comp = comp_table['spacy']
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if version not in comp:
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prints(Messages.M006.format(version=version), title=Messages.M005,
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@ -97,8 +77,10 @@ def get_version(model, comp):
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return comp[model][0]
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def download_model(filename):
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def download_model(filename, user_pip_args=None):
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download_url = about.__download_url__ + '/' + filename
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return subprocess.call(
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[sys.executable, '-m', 'pip', 'install', '--no-cache-dir', '--no-deps',
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download_url], env=os.environ.copy())
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pip_args = ['--no-cache-dir', '--no-deps']
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if user_pip_args:
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pip_args.extend(user_pip_args)
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cmd = [sys.executable, '-m', 'pip', 'install'] + pip_args + [download_url]
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return subprocess.call(cmd, env=os.environ.copy())
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@ -5,9 +5,10 @@ import pkg_resources
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from pathlib import Path
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import sys
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import ujson
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import requests
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from ._messages import Messages
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from ..compat import path2str, locale_escape, url_read, HTTPError
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from ..compat import path2str, locale_escape
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from ..util import prints, get_data_path, read_json
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from .. import about
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"""Validate that the currently installed version of spaCy is compatible
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with the installed models. Should be run after `pip install -U spacy`.
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"""
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try:
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data = url_read(about.__compatibility__)
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except HTTPError as e:
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title = Messages.M003.format(code=e.code, desc=e.reason)
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prints(Messages.M021, title=title, exits=1)
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compat = ujson.loads(data)['spacy']
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r = requests.get(about.__compatibility__)
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if r.status_code != 200:
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prints(Messages.M021, title=Messages.M003.format(code=r.status_code),
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exits=1)
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compat = r.json()['spacy']
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current_compat = compat.get(about.__version__)
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if not current_compat:
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prints(about.__compatibility__, exits=1,
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except ImportError:
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from thinc.neural.optimizers import Adam as Optimizer
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try:
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import urllib.request
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except ImportError:
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import urllib2 as urllib
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try:
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from urllib.error import HTTPError
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except ImportError:
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from urllib2 import HTTPError
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pickle = pickle
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copy_reg = copy_reg
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CudaStream = CudaStream
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input_ = raw_input # noqa: F821
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json_dumps = lambda data: ujson.dumps(data, indent=2, escape_forward_slashes=False).decode('utf8')
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path2str = lambda path: str(path).decode('utf8')
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url_open = urllib.urlopen
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elif is_python3:
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bytes_ = bytes
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input_ = input
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json_dumps = lambda data: ujson.dumps(data, indent=2, escape_forward_slashes=False)
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path2str = lambda path: str(path)
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url_open = urllib.request.urlopen
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def url_read(url):
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file_ = url_open(url)
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code = file_.getcode()
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if code != 200:
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raise HTTPError(url, code, "Cannot GET url", [], file_)
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data = file_.read()
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return data
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def b_to_str(b_str):
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@ -15,7 +15,8 @@ p
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| package and automatically creates a
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| #[+a("/usage/models#usage") shortcut link] to load the model by name.
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| Direct downloads don't perform any compatibility checks and require the
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| model name to be specified with its version (e.g., #[code en_core_web_sm-1.2.0]).
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| model name to be specified with its version (e.g.
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| #[code en_core_web_sm-2.0.0]).
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+aside("Downloading best practices")
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| The #[code download] command is mostly intended as a convenient,
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+row
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+cell #[code model]
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+cell positional
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+cell Model name or shortcut (#[code en], #[code de], #[code vectors]).
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+cell
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| Model name or shortcut (#[code en], #[code de],
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| #[code en_core_web_sm]).
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+row
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+cell #[code --direct], #[code -d]
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+cell flag
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+cell Force direct download of exact model version.
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+row
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+cell other
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+cell -
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+cell
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| Additional installation options to be passed to
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| #[code pip install] when installing the model package. For
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| example, #[code --user] to install to the user home directory.
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+row
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+cell #[code --help], #[code -h]
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+cell flag
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