Commit Graph

9287 Commits

Author SHA1 Message Date
Adriane Boyd
1279b464bb
In initialize only calculate current vectors hash if needed (#12607) 2023-05-08 16:51:58 +02:00
Adriane Boyd
6f314f99c4
Use Latin normalization for Serbian attrs (#12608)
* Use Latin normalization for Serbian attrs

Use Latin normalization for Serbian `NORM`, `PREFIX`, and `SUFFIX`.

* Update NORMs in tokenizer exceptions and related tests

* Add tests for all custom lex attrs

* Remove unused imports
2023-05-08 12:33:56 +02:00
Adriane Boyd
fbd12eb4a4 Set version to v3.6.0.dev0 2023-05-08 09:10:35 +02:00
Adriane Boyd
dbc71ecd44
Remove #egg from download URLs (#12567)
The current URLs will become invalid in pip 25.0. According to the pip
docs, the egg= URLs are currently only needed for editable VCS installs.
2023-05-04 17:13:12 +02:00
Lj Miranda
298e6036b7
Add spans in spacy benchmark (#12575)
* Add spans in spacy benchmark

The current implementation of spaCy benchmark accuracy / spacy evaluate
doesn't include the "spans" type, so calling the command doesn't render
the HTML displaCy file needed.

This PR attempts to fix that by creating a new parameter for "spans"
and calling the appropriate displaCy value.

* Reformat file with black

* Add tests for evaluate

* Fix spans -> span for displacy style

* Update test to check render instead

* Update source so mypy passes

* Add parser information to avoid warnings
2023-04-28 14:32:52 +02:00
kadarakos
34d1164b0e
Spancat speed improvement (#12577)
* avoid nesting then flattening

* mypy fix

* Apply suggestions from code review

* Add type for indices

* Run full matrix for mypy

* Add back modified type: ignore

* Revert "Run full matrix for mypy"

This reverts commit e218873d04.

---------

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2023-04-27 15:27:13 +02:00
Patrick J. Burns
ab4ba04c32
Update LatinDefaults for lang 'la' (#12538)
* Add noun chunking to la syntax iterators

* Expand list of numeral, ordinal words

* Expand abbreviations in la tokenizer_exceptions

* Add example sents

* Update spacy/lang/la/syntax_iterators.py

Reorganize la syntax iterators

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

* Minor updates based on review

* fix call

---------

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2023-04-20 16:55:40 +02:00
Adriane Boyd
b60b027927
Add default option to MorphAnalysis.get (#12545)
* Add default to MorphAnalysis.get

Similar to `dict`, allow a `default` option for `MorphAnalysis.get` for
the user to provide a default return value if the field is not found.
The default return value remains `[]`, which is not the same as
`dict.get`, but is already established as this method's default return
value with the return type `List[str]`. However the new `default` option
does not enforce that the user-provided default is actually `List[str]`.

* Restore test case
2023-04-20 14:06:32 +02:00
Adriane Boyd
dc0a1a9808
Load exceptions last in Tokenizer.from_bytes (#12553)
In `Tokenizer.from_bytes`, the exceptions should be loaded last so that
they are only processed once as part of loading the model.

The exceptions are tokenized as phrase matcher patterns in the
background and the internal tokenization needs to be synced with all the
remaining tokenizer settings. If the exceptions are not loaded last,
there are speed regressions for `Tokenizer.from_bytes/disk` vs.
`Tokenizer.add_special_case` as the caches are reloaded more than
necessary during deserialization.
2023-04-20 11:30:34 +02:00
Sofie Van Landeghem
8e6a3d58d8
fix typo (#12543) 2023-04-19 10:59:33 +02:00
TAN Long
923d24e885
perf(REL_OP): Replace some token.children with token.rights or token.lefts (#12528)
Co-authored-by: Tan Long <tanloong@foxmail.com>
2023-04-17 13:16:34 +02:00
Edward
de32011e4c
Add model-last saving mechanism to pretraining (#12459)
* Adjust pretrain command

* chane naming and add finally block

* Add unit test

* Add unit test assertions

* Update spacy/training/pretrain.py

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

* change finally block

* Add to docs

* Update website/docs/usage/embeddings-transformers.mdx

* Add flag to skip saving model-last

---------

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2023-04-03 15:24:03 +02:00
Adriane Boyd
4a1ec332de
Add Span.kb_id/Span.id strings to Doc/DocBin serialization if set (#12493)
* Add Span.kb_id/Span.id strings to Doc/DocBin serialization if set

* Format
2023-04-03 15:11:12 +02:00
Adriane Boyd
4538ceb507
Remove redundant strings.add for Doc.char_span (#12429) 2023-04-03 11:38:56 +02:00
Adriane Boyd
69e20ce03d
Fix pickle for ngram suggester (#12486) 2023-03-31 13:43:51 +02:00
Adriane Boyd
140d53649d
Convert values to numpy for label smoothing tests (#12472) 2023-03-31 13:41:41 +02:00
Ye Lei (叶磊)
ce258670b7
Allow passing a Span to displacy.parse_deps (#12477)
* Allow passing a Span to displacy.parse_deps

* Update docstring

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

* Update API docs

---------

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2023-03-31 09:44:01 +02:00
Raphael Mitsch
d85df9d577
Fix Span.sents for edge case of Span being the only Span in the last sentence of a Doc. (#12484) 2023-03-29 18:54:47 +02:00
kadarakos
372a90885e
Fix spancat-singlelabel score (#12469)
* debug argmax sort and add span scores

* add missing tests for spanscores
2023-03-29 08:38:11 +02:00
Adriane Boyd
fac457a509
Support floret for PretrainVectors (#12435)
* Support floret for PretrainVectors

* Format
2023-03-24 16:28:51 +01:00
Adriane Boyd
d0bd3f5ee4
Update Serbian tokenization for UD Serbian SET (#12442) 2023-03-24 16:26:40 +01:00
Vinit Ravishankar
28de85737f
Tagger label smoothing (#12293)
* add label smoothing

* use True/False instead of floats

* add entropy to debug data

* formatting

* docs

* change test to check difference in distributions

* Update website/docs/api/tagger.mdx

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

* Update spacy/pipeline/tagger.pyx

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

* bool -> float

* update docs

* fix seed

* black

* update tests to use label_smoothing = 0.0

* set default to 0.0, update quickstart

* Update spacy/pipeline/tagger.pyx

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

* update morphologizer, tagger test

* fix morph docs

* add url to docs

---------

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2023-03-22 12:17:56 +01:00
Raphael Mitsch
96b61d0671
Fix EL failure with sentence-crossing entities (#12398)
* Add test reproducing EL failure in sentence-crossing entities.

* Format.

* Draft fix.

* Format.

* Fix case for len(ent.sents) == 1.

* Format.

* Format.

* Format.

* Fix mypy error.

* Merge EL sentence crossing tests.

* Remove unneeded sentencizer component.

* Fix or ignore mypy issues in test.

* Simplify ent.sents handling.

* Format. Update assert in ent.sents handling.

* Small rewrite

---------

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2023-03-14 22:02:49 +01:00
Adriane Boyd
2ce9a220db
Fix --verbose for spacy find-threshold (#12418) 2023-03-14 17:16:49 +01:00
Raphael Mitsch
e8cab4625c
Fix sentence indexing bug in Span.sents (#12405)
* Add test for partial sentences in ent.sents.

* Removed unneeded import.

* Format. Simplify code.
2023-03-14 10:21:53 +01:00
Adriane Boyd
f27bce67fd
Skip project clone tests if git is not available (#12394) 2023-03-09 16:41:21 +01:00
Lj Miranda
913d74f509
Add spancat_singlelabel pipeline for multiclass and non-overlapping span labelling tasks (#11365)
* [wip] Update

* [wip] Update

* Add initial port

* [wip] Update

* Fix all imports

* Add spancat_exclusive to pipeline

* [WIP] Update

* [ci skip] Add breakpoint for debugging

* Use spacy.SpanCategorizer.v1 as default archi

* Update spacy/pipeline/spancat_exclusive.py

Co-authored-by: kadarakos <kadar.akos@gmail.com>

* [ci skip] Small updates

* Use Softmax v2 directly from thinc

* Cache the label map

* Fix mypy errors

However, I ignored line 370 because it opened up a bunch of type errors
that might be trickier to solve and might lead to a more complicated
codebase.

* avoid multiplication with 1.0

Co-authored-by: kadarakos <kadar.akos@gmail.com>

* Update spacy/pipeline/spancat_exclusive.py

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

* Update component versions to v2

* Add scorer to docstring

* Add _n_labels property to SpanCategorizer

Instead of using len(self.labels) in initialize() I am using a private
property self._n_labels. This achieves implementation parity and allows
me to delete the whole initialize() method for spancat_exclusive (since
it's now the same with spancat).

* Inherit from SpanCat instead of TrainablePipe

This commit changes the inheritance structure of Exclusive_Spancat,
now it's inheriting from SpanCategorizer than TrainablePipe. This
allows me to remove duplicate methods that are already present in
the parent function.

* Revert documentation link to spancat

* Fix init call for exclusive spancat

* Update spacy/pipeline/spancat_exclusive.py

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

* Import Suggester from spancat

* Include zero_init.v1 for spancat

* Implement _allow_extra_label to use _n_labels

To ensure that spancat / spancat_exclusive cannot be resized after
initialization, I inherited the _allow_extra_label() method from
spacy/pipeline/trainable_pipe.pyx and used self._n_labels instead
of len(self.labels) for checking.

I think that changing it locally is a better solution rather than
forcing each class that inherits TrainablePipe to use the self._n_labels
attribute.

Also note that I turned-off black formatting in this block of code
because it reads better without the overhang.

* Extend existing tests to spancat_exclusive

In this commit, I extended the existing tests for spancat to include
spancat_exclusive. I parametrized the test functions with 'name'
(similar var name with textcat and textcat_multilabel) for each
applicable test.

TODO: Add overfitting tests for spancat_exclusive

* Update documentation for spancat

* Turn on formatting for allow_extra_label

* Remove initializers in default config

* Use DEFAULT_EXCL_SPANCAT_MODEL

I also renamed spancat_exclusive_default_config into
spancat_excl_default_config because black does some not pretty
formatting changes.

* Update documentation

Update grammar and usage

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

* Clarify docstring for Exclusive_SpanCategorizer

* Remove mypy ignore and typecast labels to list

* Fix documentation API

* Use a single variable for tests

* Update defaults for number of rows

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

* Put back initializers in spancat config

Whenever I remove model.scorer.init_w and model.scorer.init_b,
I encounter an error in the test:

    SystemError: <method '__getitem__' of 'dict' objects> returned a result
    with an error set.

My Thinc version is 8.1.5, but I can't seem to check what's causing the
error.

* Update spancat_exclusive docstring

* Remove init_W and init_B parameters

This commit is expected to fail until the new Thinc release.

* Require thinc>=8.1.6 for serializable Softmax defaults

* Handle zero suggestions to make tests pass

I'm not sure if this is the most elegant solution. But what should
happen is that the _make_span_group function MUST return an empty
SpanGroup if there are no suggestions.

The error happens when the 'scores' variable is empty. We cannot
get the 'predicted' and other downstream vars.

* Better approach for handling zero suggestions

* Update website/docs/api/spancategorizer.md

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

* Update spancategorizer headers

* Apply suggestions from code review

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

* Add default value in negative_weight in docs

* Add default value in allow_overlap in docs

* Update how spancat_exclusive is constructed

In this commit, I added the following:
- Put the default values of negative_weight and allow_overlap
    in the default_config dictionary.
- Rename make_spancat -> make_exclusive_spancat

* Run prettier on spancategorizer.mdx

* Change exactly one -> at most one

* Add suggester documentation in Exclusive_SpanCategorizer

* Add suggester to spancat docstrings

* merge multilabel and singlelabel spancat

* rename spancat_exclusive to singlelable

* wire up different make_spangroups for single and multilabel

* black

* black

* add docstrings

* more docstring and fix negative_label

* don't rely on default arguments

* black

* remove spancat exclusive

* replace single_label with add_negative_label and adjust inference

* mypy

* logical bug in configuration check

* add spans.attrs[scores]

* single label make_spangroup test

* bugfix

* black

* tests for make_span_group with negative labels

* refactor make_span_group

* black

* Update spacy/tests/pipeline/test_spancat.py

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

* remove duplicate declaration

* Update spacy/pipeline/spancat.py

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

* raise error instead of just print

* make label mapper private

* update docs

* run prettier

* Update website/docs/api/spancategorizer.mdx

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

* Update website/docs/api/spancategorizer.mdx

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

* Update spacy/pipeline/spancat.py

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

* Update spacy/pipeline/spancat.py

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

* Update spacy/pipeline/spancat.py

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

* Update spacy/pipeline/spancat.py

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

* don't keep recomputing self._label_map for each span

* typo in docs

* Intervals to private and document 'name' param

* Update spacy/pipeline/spancat.py

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

* Update spacy/pipeline/spancat.py

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

* add Tag to new features

* replace tags

* revert

* revert

* revert

* revert

* Update website/docs/api/spancategorizer.mdx

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

* Update website/docs/api/spancategorizer.mdx

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

* prettier

* Fix merge

* Update website/docs/api/spancategorizer.mdx

* remove references to 'single_label'

* remove old paragraph

* Add spancat_singlelabel to config template

* Format

* Extend init config tests

---------

Co-authored-by: kadarakos <kadar.akos@gmail.com>
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2023-03-09 10:30:59 +01:00
Paul O'Leary McCann
e656189ec3
Change GPU efficient textcat to use CNN, not BOW in generated configs (#11900)
* Change GPU efficient textcat to use CNN, not BOW

If you generate a config with a textcat component using GPU
(transformers), the defaut option (efficiency) uses a BOW architecture,
which does not use tok2vec features. While that can make sense as part
of a larger pipeline, in the case of just a transformer and a textcat,
that means the transformer is doing a lot of work for no purpose.

This changes it so that the CNN architecture is used instead. It could
also be changed to be the same as the accuracy config, which uses the
ensemble architecture.

* Add the transformer when using a textcat with GPU

* Switch ubuntu-latest to ubuntu-20.04 in main tests (#11928)

* Switch ubuntu-latest to ubuntu-20.04 in main tests

* Only use 20.04 for 3.6

* Require thinc v8.1.7

* Require thinc v8.1.8

* Break up longer expression

---------

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2023-03-07 17:47:45 +01:00
Sofie Van Landeghem
3bf4539e31
fix types (#12365) 2023-03-07 13:29:08 +01:00
Adriane Boyd
260cb9c6fe
Raise error for non-default vectors with PretrainVectors (#12366) 2023-03-06 18:06:31 +01:00
Adriane Boyd
5ecb3babed
Update to use absolute imports in tests (#12372) 2023-03-06 17:30:17 +01:00
Adriane Boyd
0bbc620dd8
Partially work around pending deprecation of pkg_resources (#12368)
* Handle deprecation of pkg_resources

* Replace `pkg_resources` with `importlib_metadata` for `spacy info
--url`
* Remove requirements check from `spacy project` given the lack of
alternatives

* Fix installed model URL method and CI test

* Fix types/handling, simplify catch-all return

* Move imports instead of disabling requirements check

* Format

* Reenable test with ignored deprecation warning

* Fix except

* Fix return
2023-03-06 14:48:57 +01:00
Raphael Mitsch
6aa6b86d49
Make generation of empty KnowledgeBase instances configurable in EntityLinker (#12320)
* Make empty_kb() configurable.

* Format.

* Update docs.

* Be more specific in KB serialization test.

* Update KB serialization tests. Update docs.

* Remove doc update for batched candidate generation.

* Fix serialization of subclassed KB in tests.

* Format.

* Update docstring.

* Update docstring.

* Switch from pickle to json for custom field serialization.
2023-03-01 16:02:55 +01:00
Sofie Van Landeghem
74cae47bf6
rely on is_empty property instead of __len__ (#12347) 2023-03-01 12:06:07 +01:00
Adriane Boyd
8f058e39bd
Fix error message for displacy auto_select_port (#12343) 2023-02-28 16:36:03 +01:00
TAN Long
071667376a
Add new REL_OPs: >+, >-, <+, and <- (#12334)
* Add immediate left/right child/parent dependency relations

* Add tests for new REL_OPs: `>+`, `>-`, `<+`, and `<-`.

---------

Co-authored-by: Tan Long <tanloong@foxmail.com>
2023-02-28 14:36:33 +01:00
lise-brinck
e2de188cf1
Bugfix/swedish tokenizer (#12315)
* add unittest for explosion#12311

* create punctuation.py for swedish

* removed : from infixes in swedish punctuation.py

* allow : as infix if succeeding char is uppercase
2023-02-27 10:53:45 +01:00
Kevin Humphreys
acdd993071
Matcher performance fix for extension predicates: use shared key function (#12272)
* standardize predicate key format

* single key function

* Make optional args in key function keyword-only

---------

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2023-02-27 08:35:08 +01:00
Paul O'Leary McCann
1e8bac99f3
Add tests for projects to master (#12303)
* Add tests for projects to master

* Fix git clone related issues on Windows

* Add stat import
2023-02-23 10:22:57 +01:00
Adriane Boyd
80bc140533
Add grc to langs with lexeme norms in spacy-lookups-data (#12287) 2023-02-16 17:57:02 +01:00
Edward
61b8454137
Adjust return type of registry.find (#12227)
* Fix registry find return type

* add dot

* Add type ignore for mypy

* update black formatting version

* add mypy ignore to package cli

* mypy type fix (for real)

* Update find description in spacy/util.py

Co-authored-by: Raphael Mitsch <r.mitsch@outlook.com>

* adjust mypy directive

---------

Co-authored-by: Raphael Mitsch <r.mitsch@outlook.com>
2023-02-15 12:32:53 +01:00
Sofie Van Landeghem
79ef6cf0f9
Have logging calls use string formatting types (#12215)
* change logging call for spacy.LookupsDataLoader.v1

* substitutions in language and _util

* various more substitutions

* add string formatting guidelines to contribution guidelines
2023-02-02 11:15:22 +01:00
Raphael Mitsch
02af17a5c8
Remove flaky assertions. (#12210) 2023-01-31 16:52:06 +01:00
Adriane Boyd
606273f7e4
Normalize whitespace in evaluate CLI output test (#12157)
* Normalize whitespace in evaluate CLI output test

Depending on terminal settings, lines may be padded to the screen width
so the comparison is too strict with only the command string replacement.

* Move to test util method

* Change to normalization method
2023-01-27 16:13:34 +01:00
Adriane Boyd
5f8a398bb9
Add span_id to Span.char_span, update Doc/Span.char_span docs (#12196)
* Add span_id to Span.char_span, update Doc/Span.char_span docs

`Span.char_span(id=)` should be removed in the future.

* Also use Union[int, str] in Doc docstring
2023-01-27 15:09:17 +01:00
Simon Gurcke
774c10fa39
Add alignment_mode argument to Span.char_span() (#12145)
* Add alignment_mode argument to Span.char_span()

* Update website

* Update spacy/tokens/span.pyx

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

* Add test

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2023-01-27 11:43:40 +01:00
Peter Baumgartner
c68e6b8a96
trainable_lemmatizer in debug data (#11419)
* WIP

* rm ipython embeds

* rm total

* WIP

* cleanup

* cleanup + reword

* rm component function

* remove migration support form

* fix reference dataset for dev data

* additional fixes

- set approach to identifying unique trees
- adjust line length on messages
- add logic for detecting docs without annotations

* use 0 instead of none for no annotation

* partial annotation support

* initial tests for _compile_gold lemma attributes

Using the example data from the edit tree lemmatizer tests for:
- lemmatizer_trees
- partial_lemma_annotations
- n_low_cardinality_lemmas
- no_lemma_annotations

* adds output test for cli app

* switch msg level

* rm unclear uniqueness check

* Revert "rm unclear uniqueness check"

This reverts commit 6ea2b3524b.

* remove good message on uniqueness

* formatting

* use en_vocab fixture

* clarify data set source in messages

* remove unnecessary import

Co-authored-by: svlandeg <svlandeg@github.com>
2023-01-26 17:36:50 +01:00
Daniël de Kok
8d69874afb
Add spacy.PlainTextCorpusReader.v1 (#12122)
* Add `spacy.PlainTextCorpusReader.v1`

This is a corpus reader that reads plain text corpora with the following
format:

- UTF-8 encoding
- One line per document.
- Blank lines are ignored.

It is useful for applications where we deal with very large corpora,
such as distillation, and don't want to deal with the space overhead of
serialized formats. Additionally, many large corpora already use such
a text format, keeping the necessary preprocessing to a minimum.

* Update spacy/training/corpus.py

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

* docs: add version to `PlainTextCorpus`

* Add docstring to registry function

* Add plain text corpus tests

* Only strip newline/carriage return

* Add return type _string_to_tmp_file helper

* Use a temporary directory in place of file name

Different OS auto delete/sharing semantics are just wonky.

* This will be new in 3.5.1 (rather than 4)

* Test improvements from code review

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2023-01-26 11:33:22 +01:00
Raphael Mitsch
950fceceb6
Make test_cli_find_threshold() more robust. (#12148) 2023-01-23 14:42:33 +01:00
Richard Hudson
f9e020dd67
Fix speed problem with top_k>1 on CPU in edit tree lemmatizer (#12017)
* Refactor _scores2guesses

* Handle arrays on GPU

* Convert argmax result to raw integer

Co-authored-by: Madeesh Kannan <shadeMe@users.noreply.github.com>

* Use NumpyOps() to copy data to CPU

Co-authored-by: Madeesh Kannan <shadeMe@users.noreply.github.com>

* Changes based on review comments

* Use different _scores2guesses depending on tree_k

* Add tests for corner cases

* Add empty line for consistency

* Improve naming

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

* Improve naming

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

Co-authored-by: Madeesh Kannan <shadeMe@users.noreply.github.com>
Co-authored-by: Daniël de Kok <me@github.danieldk.eu>
2023-01-20 19:34:11 +01:00