Commit Graph

2849 Commits

Author SHA1 Message Date
Sofie Van Landeghem
e03b9f8095
Small doc typos (#10750)
* fix typos

* formatting
2022-05-03 13:55:27 +02:00
vincent d warmerdam
f3de976513
Update universe.json to Include spaCy video #6 (#10723)
* Update universe.json

I noticed that episode 6 was missing, so I added it.

* Update universe.json

* Update universe.json
2022-05-02 13:35:14 +02:00
Adriane Boyd
497a708c71
Docs for v3.3 (#10628)
* Temporarily disable CI tests

* Start v3.3 website updates

* Add trainable lemmatizer to pipeline design

* Fix Vectors.most_similar

* Add floret vector info to pipeline design

* Add Lower and Upper Sorbian

* Add span to sidebar

* Work on release notes

* Copy from release notes

* Update pipeline design graphic

* Upgrading note about Doc.from_docs

* Add tables and details

* Update website/docs/models/index.md

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Fix da lemma acc

* Add minimal intro, various updates

* Round lemma acc

* Add section on floret / word lists

* Add new pipelines table, minor edits

* Fix displacy spans example title

* Clarify adding non-trainable lemmatizer

* Update adding-languages URLs

* Revert "Temporarily disable CI tests"

This reverts commit 1dee505920.

* Spell out words/sec

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-04-28 14:09:35 +02:00
harmbuisman
c066fb8a4e
#10672: fixes displacy output for manual unsorted entities (#10673)
* #10672: fixes displacy output for manual unsorted entities

* #10672: removed unused import

* fix prettier formatting

Co-authored-by: Harm Buisman <h.buisman@iknl.nl>
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-04-27 09:51:58 +02:00
Adriane Boyd
455f089c9b
Support exclude in Doc.from_docs (#10689)
* Support exclude in Doc.from_docs

* Update API docs

* Add new tag to docs
2022-04-25 18:19:03 +02:00
Mike
3b208197c3
Fixed example for spacy_syllables (#10705)
There was a typo in the example for the spacy_syllables project.
2022-04-25 16:40:54 +02:00
Schero1994
d622883a42
Adding and updating content in the spacy universe (#10493)
* signing contributor agreement

* adding new content to the spaCy universe

* updating outdated example codes

* resolving issues for the PR

* resolve review for klayers

* remove contributor-agreement file from the PR

* Update code example of spaCySentiWS

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>

* Update spacy-sentiws code example

Co-authored-by: schaeran <schaeran1994@gmail.com>
Co-authored-by: schaeran <schaeran@explosion.ai>
Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2022-04-15 15:36:54 +02:00
Philip Vollet
e63a5d4888
Update newsletter id (#10655) 2022-04-14 13:34:01 +02:00
Schero1994
caf8528af7
Batch #1 | spaCy universe cleanup (#10642)
* delete universe object: wmd-relax

* delete universe object: spaCy.jl

* delete universe object: saber

* delete universe object: languagecrunch

* delete universe object: gracyql

* delete universe object: ExcelCy

* delete universe object: EpiTator

Co-authored-by: schaeran <schaeran1994@gmail.com>
2022-04-14 10:08:19 +02:00
single-fingal
4228f3c757
Fix a few minor bugs in the SpanGroup API web docs (#10650)
* Fix a few minor bugs in the SpanGroup API web docs

* Update SpanGroup docs examples to have Spans reflect intended "errors"
2022-04-14 09:59:48 +02:00
David Berenstein
d4196a62f1
added crosslingual coreference to spacy universe without additional commits (#10580)
* added crosslingual coreference to spacy universe

* Updated example to introduce batching example.

Co-authored-by: David Berenstein <david.berenstein@pandoraintelligence.com>
2022-04-08 08:23:58 +02:00
Lj Miranda
02dafa3a84
Add debug diff command in spaCy CLI (#10502)
* Add initial design for diff command

For now, the diffing process looks like this:
- The default config is created based from some values in the user
config (e.g. which pipeline components were used, the lang, etc.)
- The user must supply manually if it was optimized for acc/efficiency
and if pretraining was involved.

* Make diff command structure similar to siblings

* Include gpu as a user option for CLI

* Make variables more explicit

* Fix type declaration for optimize enum

* Improve docstrings for diff CLI

* Add debug-diff to website API docs

* Switch position of configs so that user config is modded

* Add markdown flag for debug diff

This commit adds a --markdown (--md) flag that allows easier
copy-pasting to Github issues. Please note that this commit is dependent
on an unreleased version of wasabi (for the time being).

For posterity, the related PR is found here: https://github.com/ines/wasabi/pull/20

* Bump version of wasabi to 0.9.1

So that we can use the add_symbols parameter.

* Apply suggestions from code review

Co-authored-by: Ines Montani <ines@ines.io>

* Update docs based on code review suggestions

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Change command name from diff -> diff-config

* Clarify when options are relevant or not

* Rerun prettier on cli.md

Co-authored-by: Ines Montani <ines@ines.io>
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-04-07 10:48:45 +02:00
Adriane Boyd
0d0153db63
Update default spans_key to sc in API docs (#10616) 2022-04-04 18:09:15 +02:00
Bram Vanroy
f966bf6a15
Update to spacy_conll in universe (#10617)
* update to spacy_conll

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-04-04 17:57:52 +02:00
Adriane Boyd
ca54de27bb
Support more internal methods for SpanGroup (#10476)
* Added new convenience cython functions to SpanGroup to avoid unnecessary allocation/deallocation of objects

* Replaced sorting in has_overlap with C++ for efficiency. Also, added a test for has_overlap

* Added a method to efficiently merge SpanGroups

* Added __delitem__, __add__ and __iadd__. Also, allowed to pass span lists to merge function. Replaced extend() body with call to merge

* Renamed merge to concat and added missing things to documentation

* Added operator+ and operator += in the documentation

* Added a test for Doc deallocation

* Update spacy/tokens/span_group.pyx

* Updated SpanGroup tests to use new span list comparison function rather than assert_span_list_equal, eliminating the need to have a separate assert_not_equal fnction

* Fixed typos in SpanGroup documentation

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Minor changes requested by Sofie: rearranged import statements. Added new=3.2.1 tag to SpanGroup.__setitem__ documentation

* SpanGroup: moved repetitive list index check/adjustment in a separate function

* Turn off formatting that hurts readability spacy/tests/doc/test_span_group.py

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Remove formatting that hurts readability spacy/tests/doc/test_span_group.py

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Turn off formatting that hurts readability in spacy/tests/doc/test_span_group.py

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Support more internal methods for SpanGroup

Add support for:

* `__setitem__`
* `__delitem__`
* `__iadd__`: for `SpanGroup` or `Iterable[Span]`
* `__add__`: for `SpanGroup` only

Adapted from #9698 with the scope limited to the magic methods.

* Use v3.3 as new version in docs

* Add new tag to SpanGroup.copy in API docs

* Remove duplicate import

* Apply suggestions from code review

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Remaining suggestions and formatting

Co-authored-by: nrodnova <nrodnova@hotmail.com>
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
Co-authored-by: Natalia Rodnova <4512370+nrodnova@users.noreply.github.com>
2022-04-01 09:56:26 +02:00
Adriane Boyd
03762b4b92
Add spancat, trainable_lemmatizer to quickstart (#10524)
* Add `SPACY` and `IS_SPACE` as default `tok2vec` features
2022-04-01 09:01:04 +02:00
Adriane Boyd
f98b41c390
Add vector deduplication (#10551)
* Add vector deduplication

* Add `Vocab.deduplicate_vectors()`
* Always run deduplication in `spacy init vectors`
* Clean up a few vector-related error messages and docs examples

* Always unique with numpy

* Fix types
2022-03-30 08:54:23 +02:00
Adriane Boyd
85778dfcf4
Add edit tree lemmatizer (#10231)
* Add edit tree lemmatizer

Co-authored-by: Daniël de Kok <me@danieldk.eu>

* Hide edit tree lemmatizer labels

* Use relative imports

* Switch to single quotes in error message

* Type annotation fixes

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Reformat edit_tree_lemmatizer with black

* EditTreeLemmatizer.predict: take Iterable

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Validate edit trees during deserialization

This change also changes the serialized representation. Rather than
mirroring the deep C structure, we use a simple flat union of the match
and substitution node types.

* Move edit_trees to _edit_tree_internals

* Fix invalid edit tree format error message

* edit_tree_lemmatizer: remove outdated TODO comment

* Rename factory name to trainable_lemmatizer

* Ignore type instead of casting truths to List[Union[Ints1d, Floats2d, List[int], List[str]]] for thinc v8.0.14

* Switch to Tagger.v2

* Add documentation for EditTreeLemmatizer

* docs: Fix 3.2 -> 3.3 somewhere

* trainable_lemmatizer documentation fixes

* docs: EditTreeLemmatizer is in edit_tree_lemmatizer.py

Co-authored-by: Daniël de Kok <me@danieldk.eu>
Co-authored-by: Daniël de Kok <me@github.danieldk.eu>
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-03-28 11:13:50 +02:00
Adriane Boyd
d5666fd12d
Add NORM to Matcher feature in docs (#10560) 2022-03-28 10:35:47 +02:00
Adriane Boyd
33eb63b157 Remove now-built-in jinja2>=3.1.0 extensions 2022-03-25 14:29:33 +01:00
David Berenstein
ed2ac34a8a
added Concise Concepts to spaCy universe (#10499)
* Update universe.json

added classy-classification to Spacy universe

* Update universe.json

added classy-classification to the spacy universe resources

* Update universe.json

corrected a small typo in json

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Update universe.json

processed merge feedback

* Update universe.json

* updated information for Classy Classificaiton 

Made a more comprehensible and easy description for Classy Classification based on feedback of Philip Vollet to prepare for sharing.

* added note about examples

* corrected for wrong formatting changes

* Update website/meta/universe.json with small typo correction

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>

* resolved another typo

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* added Concise Concepts package to spaCy universe.

* updated example code Concise Concepts

* updated description for Concise Concepts

* updated PR with more visually appealing examples

SO to koaning for the suggestions.

* corrected for small json typo's in concise concepts

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2022-03-24 18:00:12 +01:00
Adriane Boyd
3711af74e5
Add tokenizer option to allow Matcher handling for all rules (#10452)
* Add tokenizer option to allow Matcher handling for all rules

Add tokenizer option `with_faster_rules_heuristics` that determines
whether the special cases applied by the internal `Matcher` are filtered
by whether they contain affixes or space. If `True` (default), the rules
are filtered to prioritize speed over rare edge cases. If `False`, all
rules are included in the final `Matcher`-based pass over the doc.

* Reset all caches when reloading special cases

* Revert "Reset all caches when reloading special cases"

This reverts commit 4ef6bd171d.

* Initialize max_length properly

* Add new tag to API docs

* Rename to faster heuristics
2022-03-24 13:21:32 +01:00
Basile Dura
107bab56b5
docs: add EDS-NLP to spaCy universe (#10489)
* docs: add EDS-NLP to spaCy universe

* fix: remove "standalone" tag for EDS-NLP

Co-authored-by: Basile Dura <basile.dura-ext@aphp.fr>
2022-03-21 11:03:39 +01:00
Lj Miranda
0b02dc4c57
Fix mixed-up parameters for spacy-conll (#10516) 2022-03-18 08:56:21 +01:00
Lj Miranda
a79cd3542b
Add displacy support for overlapping Spans (#10332)
* Fix docstring for EntityRenderer

* Add warning in displacy if doc.spans are empty

* Implement parse_spans converter

One notable change here is that the default spans_key is sc, and
it's set by the user through the options.

* Implement SpanRenderer

Here, I implemented a SpanRenderer that looks similar to the
EntityRenderer except for some templates.  The spans_key, by default, is
set to sc, but can be configured in the options (see parse_spans). The
way I rendered these spans is per-token, i.e., I first check if each
token (1) belongs to a given span type and (2) a starting token of a
given span type. Once I have this information, I render them into the
markup.

* Fix mypy issues on typing

* Add tests for displacy spans support

* Update colors from RGB to hex

Co-authored-by: Ines Montani <ines@ines.io>

* Remove unnecessary CSS properties

* Add documentation for website

* Remove unnecesasry scripts

* Update wording on the documentation

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Put typing dependency on top of file

* Put back z-index so that spans overlap properly

* Make warning more explicit for spans_key

Co-authored-by: Ines Montani <ines@ines.io>
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-03-16 18:14:34 +01:00
David Berenstein
e021dc6279
Updated explenation for for classy classification (#10484)
* Update universe.json

added classy-classification to Spacy universe

* Update universe.json

added classy-classification to the spacy universe resources

* Update universe.json

corrected a small typo in json

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Update universe.json

processed merge feedback

* Update universe.json

* updated information for Classy Classificaiton 

Made a more comprehensible and easy description for Classy Classification based on feedback of Philip Vollet to prepare for sharing.

* added note about examples

* corrected for wrong formatting changes

* Update website/meta/universe.json with small typo correction

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>

* resolved another typo

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2022-03-15 16:42:33 +01:00
Daniël de Kok
e5debc68e4
Tagger: use unnormalized probabilities for inference (#10197)
* Tagger: use unnormalized probabilities for inference

Using unnormalized softmax avoids use of the relatively expensive exp function,
which can significantly speed up non-transformer models (e.g. I got a speedup
of 27% on a German tagging + parsing pipeline).

* Add spacy.Tagger.v2 with configurable normalization

Normalization of probabilities is disabled by default to improve
performance.

* Update documentation, models, and tests to spacy.Tagger.v2

* Move Tagger.v1 to spacy-legacy

* docs/architectures: run prettier

* Unnormalized softmax is now a Softmax_v2 option

* Require thinc 8.0.14 and spacy-legacy 3.0.9
2022-03-15 14:15:31 +01:00
Adriane Boyd
e8357923ec
Various install docs updates (#10487)
* Simplify quickstart source install to use only editable pip install

* Update pytorch install instructions to more recent versions
2022-03-15 11:12:50 +01:00
vincent d warmerdam
610001e8c7
Update universe.json (#10490)
The project moved away from Rasa and into my personal GitHub account.
2022-03-15 11:12:04 +01:00
Adriane Boyd
0dc454ba95
Update docs for Vocab.get_vector (#10486)
* Update docs for Vocab.get_vector

* Clarify description of 0-vector dimensions
2022-03-15 09:10:47 +01:00
Edward
2eef47dd26
Save span candidates produced by spancat suggesters (#10413)
* Add save_candidates attribute

* Change spancat api

* Add unit test

* reimplement method to produce a list of doc

* Add method to docs

* Add new version tag

* Add intended use to docstring

* prettier formatting
2022-03-14 16:46:58 +01:00
Adriane Boyd
297dd82c86
Fix initial special cases for Tokenizer.explain (#10460)
Add the missing initial check for special cases to `Tokenizer.explain`
to align with `Tokenizer._tokenize_affixes`.
2022-03-11 10:50:47 +01:00
Peter Baumgartner
01ec6349ea
Add path.mkdir to custom component examples of to_disk (#10348)
* add `path.mkdir` to examples

* add ensure_path + mkdir

* update highlights
2022-03-08 16:04:10 +01:00
Adriane Boyd
60520d8669
Fix types in API docs for moves in parser and ner (#10464) 2022-03-08 13:51:11 +01:00
Adriane Boyd
b2bbefd0b5
Add Finnish, Korean, and Swedish models and Korean support notes (#10355)
* Add Finnish, Korean, and Swedish models to website

* Add Korean language support notes
2022-03-07 17:03:45 +01:00
David Berenstein
a6d5824e5f
added classy-classification package to spacy universe (#10393)
* Update universe.json

added classy-classification to Spacy universe

* Update universe.json

added classy-classification to the spacy universe resources

* Update universe.json

corrected a small typo in json

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Update universe.json

processed merge feedback

* Update universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-03-07 12:47:26 +01:00
Paul O'Leary McCann
91acc3ea75
Fix entity linker batching (#9669)
* Partial fix of entity linker batching

* Add import

* Better name

* Add `use_gold_ents` option, docs

* Change to v2, create stub v1, update docs etc.

* Fix error type

Honestly no idea what the right type to use here is.
ConfigValidationError seems wrong. Maybe a NotImplementedError?

* Make mypy happy

* Add hacky fix for init issue

* Add legacy pipeline entity linker

* Fix references to class name

* Add __init__.py for legacy

* Attempted fix for loss issue

* Remove placeholder V1

* formatting

* slightly more interesting train data

* Handle batches with no usable examples

This adds a test for batches that have docs but not entities, and a
check in the component that detects such cases and skips the update step
as thought the batch were empty.

* Remove todo about data verification

Check for empty data was moved further up so this should be OK now - the
case in question shouldn't be possible.

* Fix gradient calculation

The model doesn't know which entities are not in the kb, so it generates
embeddings for the context of all of them.

However, the loss does know which entities aren't in the kb, and it
ignores them, as there's no sensible gradient.

This has the issue that the gradient will not be calculated for some of
the input embeddings, which causes a dimension mismatch in backprop.
That should have caused a clear error, but with numpyops it was causing
nans to happen, which is another problem that should be addressed
separately.

This commit changes the loss to give a zero gradient for entities not in
the kb.

* add failing test for v1 EL legacy architecture

* Add nasty but simple working check for legacy arch

* Clarify why init hack works the way it does

* Clarify use_gold_ents use case

* Fix use gold ents related handling

* Add tests for no gold ents and fix other tests

* Use aligned ents function (not working)

This doesn't actually work because the "aligned" ents are gold-only. But
if I have a different function that returns the intersection, *then*
this will work as desired.

* Use proper matching ent check

This changes the process when gold ents are not used so that the
intersection of ents in the pred and gold is used.

* Move get_matching_ents to Example

* Use model attribute to check for legacy arch

* Rename flag

* bump spacy-legacy to lower 3.0.9

Co-authored-by: svlandeg <svlandeg@github.com>
2022-03-04 09:17:36 +01:00
Adriane Boyd
8e93fa8507
Fix Vectors.n_keys for floret vectors (#10394)
Fix `Vectors.n_keys` for floret vectors to match docstring description
and avoid W007 warnings in similarity methods.
2022-03-01 09:21:25 +01:00
Sofie Van Landeghem
3f68bbcfec
Clean up loggers docs (#10351)
* update docs to point to spacy-loggers docs

* remove unused error code
2022-02-25 16:29:12 +01:00
Sam Edwardes
5f568f7e41
Updated spaCy universe for spacytextblob (#10335)
* Updated spacytextblob in universe.json

* Fixed json

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Added spacy_version tag to spacytextblob

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-02-24 14:18:10 +09:00
Sofie Van Landeghem
a16b14e591
Merge branch 'master' into copy/develop 2022-02-16 14:04:59 +01:00
Paul O'Leary McCann
23bd103d89 Add tmtoolkit setup steps 2022-02-14 15:17:25 +09:00
Markus Konrad
8818a44a39
add tmtoolkit package to spaCy universe (#10245) 2022-02-14 15:16:43 +09:00
John Boy
10c77af83d
add textnets to spaCy universe (#10216)
https://github.com/jboynyc/textnets/issues/38
2022-02-09 15:04:26 +09:00
Ines Montani
7b883da9fd
Merge pull request #10239 from explosion/docs/spacy-tailored-pipelines [ci skip] 2022-02-08 18:04:01 +01:00
Ines Montani
f2c2b97e56 Add spaCy Tailored Pipelines 2022-02-08 11:46:42 +01:00
Sofie Van Landeghem
deb143fa70
Token sent attributes more consistent (#10164)
* remove duplicate line

* add sent start/end token attributes to the docs

* let has_annotation work with IS_SENT_END

* elif instead of if

* add has_annotation test for sent attributes

* fix typo

* remove duplicate is_sent_start entry in docs
2022-02-08 08:35:37 +01:00
Peter Baumgartner
836f689cc7
YAML multiline tip for project.yml files (#10187)
* MultiHashEmbed vector docs correction

* add in multi-line tip

* convert to sidebar tip
2022-02-08 08:35:09 +01:00
Kenneth Enevoldsen
e4625d2fc3
Added Augmenty to universe (#10229)
* Added Augmenty to universe

* Update website/meta/universe.json

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>

* Update website/meta/universe.json

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-02-08 08:32:11 +01:00
Lj Miranda
72fece712f
Add shuffle parameter to Corpus API docs (#10220)
* Add shuffle parameter to Corpus API docs

* Update website/docs/api/corpus.md

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2022-02-07 14:55:53 +01:00