Commit Graph

342 Commits

Author SHA1 Message Date
Adriane Boyd
ad43cbb042
Sync missing and misaligned values in Tagger loss (#6689)
Use `None` for both missing and misaligned annotation in
`Tagger.get_loss`, reverting to the default missing value in the loss
function.
2021-01-10 11:30:37 +11:00
Sofie Van Landeghem
75d9019343
Fix types of Tok2Vec encoding architectures (#6442)
* fix TorchBiLSTMEncoder documentation

* ensure the types of the encoding Tok2vec layers are correct

* update references from v1 to v2 for the new architectures
2021-01-07 16:39:27 +11:00
Sofie Van Landeghem
afc5714d32
multi-label textcat component (#6474)
* multi-label textcat component

* formatting

* fix comment

* cleanup

* fix from #6481

* random edit to push the tests

* add explicit error when textcat is called with multi-label gold data

* fix error nr

* small fix
2021-01-06 13:07:14 +11:00
Ines Montani
991669c934 Tidy up and auto-format 2021-01-05 13:41:53 +11:00
Adriane Boyd
cabd4ae5b1
Use logger.warning instead of logger.warn (#6596)
Use `logger.warning` instead of deprecated `logger.warn`.
2020-12-21 08:25:10 +08:00
Sofie Van Landeghem
0a923a7915
Tagger robustness (#6580)
* require labels in taggers

* ensure tagger works with incomplete data
2020-12-18 18:51:47 +08:00
Ines Montani
f2571b5ec4
Merge pull request #6444 from adrianeboyd/chore/update-develop-from-master 2020-12-09 13:09:58 +11:00
Ines Montani
dfaef27f90
Merge pull request #6503 from adrianeboyd/feature/lemmatizer-rule-warning-pos
Warn on empty POS for the rule-based lemmatizer
2020-12-09 11:34:16 +11:00
Ines Montani
05a2812ae0 Merge branch 'develop' into pr/6444 2020-12-09 11:04:03 +11:00
Sofie Van Landeghem
cfc72c2995
Bugfix multi-label textcat reproducibility (#6481)
* add test for multi-label textcat reproducibility

* remove positive_label

* fix lengths dtype

* fix comments

* remove comment that we should not have forgotten :-)
2020-12-09 06:29:15 +08:00
Adriane Boyd
d70950605c Warn on empty POS for the rule-based lemmatizer
Add a warning to the rule-based lemmatizer for any tokens without POS
annotation.
2020-12-04 11:46:15 +01:00
Adriane Boyd
724831b066 Merge remote-tracking branch 'upstream/master' into chore/update-develop-from-master
* Update Macedonian for v3
* Update Turkish for v3
2020-11-25 11:49:34 +01:00
Adriane Boyd
320a8b1481
Add ent_id_ to strings serialized with Doc (#6353) 2020-11-10 20:16:07 +08:00
Adriane Boyd
a7e7d6c6c9
Ignore misaligned in Morphologizer.get_loss (#6363)
Fix bug where `Morphologizer.get_loss` treated misaligned annotation as
`EMPTY_MORPH` rather than ignoring it. Remove unneeded default `EMPTY_MORPH`
mappings.
2020-11-10 20:15:09 +08:00
Adriane Boyd
a4b32b9552
Handle missing reference values in scorer (#6286)
* Handle missing reference values in scorer

Handle missing values in reference doc during scoring where it is
possible to detect an unset state for the attribute. If no reference
docs contain annotation, `None` is returned instead of a score. `spacy
evaluate` displays `-` for missing scores and the missing scores are
saved as `None`/`null` in the metrics.

Attributes without unset states:

* `token.head`: relies on `token.dep` to recognize unset values
* `doc.cats`: unable to handle missing annotation

Additional changes:

* add optional `has_annotation` check to `score_scans` to replace
`doc.sents` hack
* update `score_token_attr_per_feat` to handle missing and empty morph
representations
* fix bug in `Doc.has_annotation` for normalization of `IS_SENT_START`
vs. `SENT_START`

* Fix import

* Update return types
2020-11-03 15:47:18 +01:00
Sofie Van Landeghem
75a202ce65
TextCat updates and fixes (#6263)
* small fix in example imports

* throw error when train_corpus or dev_corpus is not a string

* small fix in custom logger example

* limit macro_auc to labels with 2 annotations

* fix typo

* also create parents of output_dir if need be

* update documentation of textcat scores

* refactor TextCatEnsemble

* fix tests for new AUC definition

* bump to 3.0.0a42

* update docs

* rename to spacy.TextCatEnsemble.v2

* spacy.TextCatEnsemble.v1 in legacy

* cleanup

* small fix

* update to 3.0.0rc2

* fix import that got lost in merge

* cursed IDE

* fix two typos
2020-10-18 14:50:41 +02:00
svlandeg
0796401c19 call NumpyOps instead of get_current_ops() 2020-10-14 16:55:00 +02:00
svlandeg
e94a21638e adding tests for trained models to ensure predict reproducibility 2020-10-13 21:07:13 +02:00
svlandeg
ede979d42f formattting 2020-10-13 18:53:17 +02:00
svlandeg
ff83bfae3f naming 2020-10-13 18:52:37 +02:00
svlandeg
6ccacff54e add tests for individual spacy layers 2020-10-13 18:50:07 +02:00
svlandeg
c23041ae60 component tests single or multiple prediction 2020-10-13 16:26:53 +02:00
svlandeg
3a505e7e14 small edit to ensure the new word was indeed new 2020-10-10 21:05:28 +02:00
svlandeg
68d79796c6 add test for vocab after serializing KB 2020-10-10 20:59:48 +02:00
Ines Montani
539b0c10da Tidy up and auto-format 2020-10-10 19:14:48 +02:00
Ines Montani
bfa3931c9d
Revert added_strings change (#6236) 2020-10-10 18:55:07 +02:00
Ines Montani
525f798841 Fix typo in test 2020-10-09 18:00:21 +02:00
Ines Montani
b7cb9d95e4
Merge pull request #6229 from svlandeg/bugfix/disabled 2020-10-09 16:05:11 +02:00
svlandeg
06b9d213fd formatting 2020-10-09 12:19:47 +02:00
svlandeg
8316bc7d4a bugfix DisabledPipes 2020-10-09 12:06:20 +02:00
Adriane Boyd
39aabf50ab Also rename to include_static_vectors in CharEmbed 2020-10-09 11:54:48 +02:00
Sofie Van Landeghem
d093d6343b
TrainablePipe (#6213)
* rename Pipe to TrainablePipe

* split functionality between Pipe and TrainablePipe

* remove unnecessary methods from certain components

* cleanup

* hasattr(component, "pipe") should be sufficient again

* remove serialization and vocab/cfg from Pipe

* unify _ensure_examples and validate_examples

* small fixes

* hasattr checks for self.cfg and self.vocab

* make is_resizable and is_trainable properties

* serialize strings.json instead of vocab

* fix KB IO + tests

* fix typos

* more typos

* _added_strings as a set

* few more tests specifically for _added_strings field

* bump to 3.0.0a36
2020-10-08 21:33:49 +02:00
Ines Montani
064575d79d
Merge pull request #6216 from svlandeg/feature/nel-initialize 2020-10-08 11:14:12 +02:00
svlandeg
eaf5c265cb set_kb method for entity_linker 2020-10-08 10:34:01 +02:00
Ines Montani
010956d493 Clear rule-based components on initialize 2020-10-08 09:51:31 +02:00
svlandeg
6b8bdb2d39 add init_config to nlp.create_pipe 2020-10-07 14:58:16 +02:00
Ines Montani
568e12215d
Merge pull request #6206 from svlandeg/fix/patterns-init 2020-10-06 10:27:23 +02:00
svlandeg
ff9ac39c88 read entity_ruler patterns with srsly.read_jsonl.v1 2020-10-05 22:50:14 +02:00
Ines Montani
126268ce50 Auto-format [ci skip] 2020-10-05 21:58:18 +02:00
Matthew Honnibal
db84d175c3 Fix test 2020-10-05 19:59:30 +02:00
Matthew Honnibal
6dcc4a0ba6 Simplify MultiHashEmbed signature 2020-10-05 19:57:45 +02:00
Matthew Honnibal
7d93575f35 spacy/tests/ 2020-10-05 15:28:12 +02:00
Matthew Honnibal
f4ca9a39cb spacy/tests/ 2020-10-05 15:27:06 +02:00
Matthew Honnibal
f2f1deca66 spacy/tests/ 2020-10-05 15:24:33 +02:00
Ines Montani
0307a228c8
Merge pull request #6193 from explosion/fix/adjust-pipe-init
Adjust [initialize.components] on Language.remove_pipe and Language.rename_pipe
2020-10-04 15:20:54 +02:00
Ines Montani
8f018e47f8 Adjust [initialize.components] on Language.remove_pipe and Language.rename_pipe 2020-10-04 14:43:45 +02:00
Ines Montani
11347f34da Tidy up, tests and docs 2020-10-04 13:54:05 +02:00
Ines Montani
d3b3663942 Adjust error message and add test 2020-10-04 10:11:27 +02:00
Ines Montani
2110e8f86d Auto-format 2020-10-04 10:06:49 +02:00
Matthew Honnibal
835070cedc Upd test 2020-10-03 19:35:10 +02:00
Ines Montani
c2401fca41 Add tests for Pipe.label_data 2020-10-03 19:12:46 +02:00
Ines Montani
3bc3c05fcc Tidy up and auto-format 2020-10-03 17:20:18 +02:00
Ines Montani
dd542ec6a4
Fix label initialization of textcat component (#6190) 2020-10-03 17:07:38 +02:00
Ines Montani
f0b30aedad
Make lemmatizers use initialize logic (#6182)
* Make lemmatizer use initialize logic and tidy up

* Fix typo

* Raise for uninitialized tables
2020-10-02 15:42:36 +02:00
Adriane Boyd
86c3ec9c2b
Refactor Token morph setting (#6175)
* Refactor Token morph setting

* Remove `Token.morph_`
* Add `Token.set_morph()`
  * `0` resets `token.c.morph` to unset
  * Any other values are passed to `Morphology.add`

* Add token.morph setter to set from MorphAnalysis
2020-10-01 22:21:46 +02:00
Ines Montani
fa47f87924 Tidy up and auto-format 2020-09-29 21:39:28 +02:00
Ines Montani
7851020653 Update tests 2020-09-29 18:14:15 +02:00
Ines Montani
f2352eb701 Test with default value 2020-09-29 17:00:40 +02:00
Ines Montani
63d1598137 Simplify config use in Language.initialize 2020-09-29 16:05:48 +02:00
Ines Montani
56f8bc73ef Add more tests 2020-09-29 15:23:34 +02:00
Ines Montani
591038b1a4 Add test 2020-09-29 12:54:52 +02:00
Ines Montani
ff9a63bfbd begin_training -> initialize 2020-09-28 21:35:09 +02:00
Ines Montani
822ea4ef61 Refactor CLI 2020-09-28 15:09:59 +02:00
Ines Montani
7e938ed63e Update config resolution to use new Thinc 2020-09-27 22:21:31 +02:00
Ines Montani
ca3c997062 Improve CLI config validation with latest Thinc 2020-09-26 13:13:57 +02:00
Sofie Van Landeghem
c7eedd3534
updates to NEL functionality (#6132)
* NEL: read sentences and ents from reference

* fiddling with sent_start annotations

* add KB serialization test

* KB write additional file with strings.json

* score_links function to calculate NEL P/R/F

* formatting

* documentation
2020-09-24 16:53:59 +02:00
Ines Montani
d0ef4a4cf5 Prevent division by zero in score weights 2020-09-24 16:42:13 +02:00
Ines Montani
c6c67b606e
Merge pull request #6133 from explosion/fix/score_weights 2020-09-24 12:00:57 +02:00
Ines Montani
4bbe41f017 Fix combined scores and update test 2020-09-24 10:42:47 +02:00
Sofie Van Landeghem
c645c4e7ce
fix micro PRF for textcat (#6130)
* fix micro PRF for textcat

* small fix
2020-09-24 10:31:17 +02:00
Ines Montani
ae51f580c1 Fix handling of score_weights 2020-09-24 10:27:33 +02:00
Sofie Van Landeghem
86a08f819d
tok2vec.update instead of predict (#6113) 2020-09-22 21:54:52 +02:00
Sofie Van Landeghem
e0e793be4d
fix KB IO (#6118) 2020-09-22 21:53:06 +02:00
Sofie Van Landeghem
d53c84b6d6
avoid None callback (#6100) 2020-09-22 13:54:44 +02:00
Ines Montani
67fbcb3da5 Tidy up tests and docs 2020-09-21 20:43:54 +02:00
Ines Montani
1114219ae3 Tidy up and auto-format 2020-09-21 10:59:07 +02:00
svlandeg
781fae678b Merge remote-tracking branch 'upstream/develop' into fix/corpus 2020-09-17 09:24:36 +02:00
Adriane Boyd
7e4cd7575c
Refactor Docs.is_ flags (#6044)
* Refactor Docs.is_ flags

* Add derived `Doc.has_annotation` method

  * `Doc.has_annotation(attr)` returns `True` for partial annotation

  * `Doc.has_annotation(attr, require_complete=True)` returns `True` for
    complete annotation

* Add deprecation warnings to `is_tagged`, `is_parsed`, `is_sentenced`
and `is_nered`

* Add `Doc._get_array_attrs()`, which returns a full list of `Doc` attrs
for use with `Doc.to_array`, `Doc.to_bytes` and `Doc.from_docs`. The
list is the `DocBin` attributes list plus `SPACY` and `LENGTH`.

Notes on `Doc.has_annotation`:

* `HEAD` is converted to `DEP` because heads don't have an unset state

* Accept `IS_SENT_START` as a synonym of `SENT_START`

Additional changes:

* Add `NORM`, `ENT_ID` and `SENT_START` to default attributes for
`DocBin`

* In `Doc.from_array()` the presence of `DEP` causes `HEAD` to override
`SENT_START`

* In `Doc.from_array()` using `attrs` other than
`Doc._get_array_attrs()` (i.e., a user's custom list rather than our
default internal list) with both `HEAD` and `SENT_START` shows a warning
that `HEAD` will override `SENT_START`

* `set_children_from_heads` does not require dependency labels to set
sentence boundaries and sets `sent_start` for all non-sentence starts to
`-1`

* Fix call to set_children_form_heads

Co-authored-by: Matthew Honnibal <honnibal+gh@gmail.com>
2020-09-17 00:14:01 +02:00
svlandeg
bd87e8686e move tests to correct subdir 2020-09-15 21:40:38 +02:00
Ines Montani
91a6637f74 Remove extra pipe config values before merging 2020-09-15 14:24:17 +02:00
Ines Montani
2ed6e2a218 Auto-format 2020-09-15 14:20:04 +02:00
Sofie Van Landeghem
3216a33149
positive_label config for textcat (#6062)
* hook up positive_label in textcat

* unit tests

* documentation

* formatting

* tests

* fix typo

* move verify_config to after begin_training

* revert accidential commit
2020-09-14 17:08:00 +02:00
Ines Montani
febb99916d Tidy up and auto-format [ci skip] 2020-09-13 10:55:36 +02:00
Sofie Van Landeghem
cb66ea7400
Remove simple_ner code (#6041)
* remove simple_ner code

* remove unused _biluo and _iob files
2020-09-09 16:11:27 +02:00
Sofie Van Landeghem
8e7557656f
Renaming gold & annotation_setter (#6042)
* version bump to 3.0.0a16

* rename "gold" folder to "training"

* rename 'annotation_setter' to 'set_extra_annotations'

* formatting
2020-09-09 10:31:03 +02:00
Sofie Van Landeghem
60f22e1800
Pipe API (#6034)
* ensure Language passes on valid examples for initialization

* fix tagger model initialization

* check for valid get_examples across components

* assume labels were added before begin_training

* fix senter initialization

* fix morphologizer initialization

* use methods to check arguments

* test textcat init, requires thinc>=8.0.0a31

* fix tok2vec init

* fix entity linker init

* use islice

* fix simple NER

* cleanup debug model

* fix assert statements

* fix tests

* throw error when adding a label if the output layer can't be resized anymore

* fix test

* add failing test for simple_ner

* UX improvements

* morphologizer UX

* assume begin_training gets a representative set and processes the labels

* remove assumptions for output of untrained NER model

* restore test for original purpose
2020-09-08 22:44:25 +02:00
Ines Montani
90043a6f9b Tidy up and auto-format 2020-09-04 13:42:33 +02:00
Ines Montani
864a697e63 Merge branch 'develop' into master-tmp 2020-09-04 13:15:36 +02:00
Ines Montani
5afe6447cd registry.assets -> registry.misc 2020-09-03 17:31:14 +02:00
Sofie Van Landeghem
eb56377799
Fix overfitting test (#6011)
* remove unused MORPH_RULES

* fix textcat architecture in overfitting test
2020-09-02 13:07:41 +02:00
Adriane Boyd
9130094199
Prevent Tagger model init with 0 labels (#5984)
* Prevent Tagger model init with 0 labels

Raise an error before trying to initialize a tagger model with 0 labels.

* Add dummy tagger label for test

* Remove tagless tagger model initializiation

* Fix error number after merge

* Add dummy tagger label to test

* Fix formatting

Co-authored-by: Matthew Honnibal <honnibal+gh@gmail.com>
2020-08-31 21:24:33 +02:00
Ines Montani
45f46a5c85
Merge pull request #5993 from explosion/feature/disabled-components 2020-08-29 15:58:41 +02:00
Ines Montani
34146750d4 Use frozen list with custom errors
We don't want to break backwards compatibility too much but we also want to provide the best possible UX
2020-08-29 15:20:11 +02:00
Ines Montani
744f432420
Merge pull request #5994 from explosion/feature/idempotent-component-decorator 2020-08-29 13:17:13 +02:00
Ines Montani
2bc31e15c9 Tidy up and auto-format [ci skip] 2020-08-29 13:01:10 +02:00
Ines Montani
15d73f4dc3 Make user-facing Language.disabled return list
More consistent with all the other properties
2020-08-29 12:08:33 +02:00
Ines Montani
0687d7148e Rename user-facing API 2020-08-28 21:04:02 +02:00
Adriane Boyd
0104bd1600 Sort the AttributeRuler matches by rule order
Sort the returned matches by rule order (the `match_id`) so that the
rules are applied in the order they were added. This is necessary, for
instance, if the `AttributeRuler` is used for the tag map and later
rules require POS tags.
2020-08-28 21:01:06 +02:00
Adriane Boyd
8674b17651 Serialize AttributeRuler.patterns
Serialize `AttributeRuler.patterns` instead of the individual lists to
simplify the serialized and so that patterns are reloaded exactly as
they were originally provided (preserving `_attrs_unnormed`).
2020-08-28 20:44:45 +02:00
Ines Montani
10da74382f Raise if disabled components are removed before DisabledPipes.restore 2020-08-28 20:35:26 +02:00
Ines Montani
cad988da7f Allow component decorators to re-run with same function 2020-08-28 16:27:22 +02:00
Ines Montani
3ce5be4b76 Allow loaded but disabled components 2020-08-28 15:20:14 +02:00
Ines Montani
adc050cdc5 Fix code style in test [ci skip] 2020-08-28 15:03:21 +02:00
Adriane Boyd
90d88729e0
Add AttributeRuler.score (#5963)
* Add AttributeRuler.score

Add scoring for TAG / POS / MORPH / LEMMA if these are present in the
assigned token attributes.

Add default score weights (that don't really make a lot of sense) so
that the scores are in the default config in some form.

* Update docs
2020-08-26 15:39:30 +02:00
Sofie Van Landeghem
358cbb21e3
Define candidate generator in EL config (#5876)
* candidate generator as separate part of EL config

* update comment

* ent instead of str as input for candidate generation

* Span instead of str: correct type indication

* fix types

* unit test to create new candidate generator

* fix replace_pipe argument passing

* move error message, general cleanup

* add vocab back to KB constructor

* provide KB as callable from Vocab arg

* rename to kb_loader, fix KB serialization as part of the EL pipe

* fix typo

* reformatting

* cleanup

* fix comment

* fix wrongly duplicated code from merge conflict

* rename dump to to_disk

* from_disk instead of load_bulk

* update test after recent removal of set_morphology in tagger

* remove old doc
2020-08-18 16:10:36 +02:00
Ines Montani
3ae5e02f4f Update docs, types and API consistency 2020-08-17 16:45:24 +02:00
Matthew Honnibal
9ebf39fb5f Relax test 2020-08-14 16:31:09 +02:00
Ines Montani
950832f087
Tidy up pipes (#5906)
* Tidy up pipes

* Fix init, defaults and raise custom errors

* Update docs

* Update docs [ci skip]

* Apply suggestions from code review

Co-authored-by: Matthew Honnibal <honnibal+gh@gmail.com>

* Tidy up error handling and validation, fix consistency

* Simplify get_examples check

* Remove unused import [ci skip]

Co-authored-by: Matthew Honnibal <honnibal+gh@gmail.com>
2020-08-11 23:29:31 +02:00
Ines Montani
3eaeb73342 Tidy up and auto-format 2020-08-09 22:36:23 +02:00
Adriane Boyd
e962784531
Add Lemmatizer and simplify related components (#5848)
* Add Lemmatizer and simplify related components

* Add `Lemmatizer` pipe with `lookup` and `rule` modes using the
`Lookups` tables.
* Reduce `Tagger` to a simple tagger that sets `Token.tag` (no pos or lemma)
* Reduce `Morphology` to only keep track of morph tags (no tag map, lemmatizer,
or morph rules)
* Remove lemmatizer from `Vocab`
* Adjust many many tests

Differences:

* No default lookup lemmas
* No special treatment of TAG in `from_array` and similar required
* Easier to modify labels in a `Tagger`
* No extra strings added from morphology / tag map

* Fix test

* Initial fix for Lemmatizer config/serialization

* Adjust init test to be more generic

* Adjust init test to force empty Lookups

* Add simple cache to rule-based lemmatizer

* Convert language-specific lemmatizers

Convert language-specific lemmatizers to component lemmatizers. Remove
previous lemmatizer class.

* Fix French and Polish lemmatizers

* Remove outdated UPOS conversions

* Update Russian lemmatizer init in tests

* Add minimal init/run tests for custom lemmatizers

* Add option to overwrite existing lemmas

* Update mode setting, lookup loading, and caching

* Make `mode` an immutable property
* Only enforce strict `load_lookups` for known supported modes
* Move caching into individual `_lemmatize` methods

* Implement strict when lang is not found in lookups

* Fix tables/lookups in make_lemmatizer

* Reallow provided lookups and allow for stricter checks

* Add lookups asset to all Lemmatizer pipe tests

* Rename lookups in lemmatizer init test

* Clean up merge

* Refactor lookup table loading

* Add helper from `load_lemmatizer_lookups` that loads required and
optional lookups tables based on settings provided by a config.

Additional slight refactor of lookups:

* Add `Lookups.set_table` to set a table from a provided `Table`
* Reorder class definitions to be able to specify type as `Table`

* Move registry assets into test methods

* Refactor lookups tables config

Use class methods within `Lemmatizer` to provide the config for
particular modes and to load the lookups from a config.

* Add pipe and score to lemmatizer

* Simplify Tagger.score

* Add missing import

* Clean up imports and auto-format

* Remove unused kwarg

* Tidy up and auto-format

* Update docstrings for Lemmatizer

Update docstrings for Lemmatizer.

Additionally modify `is_base_form` API to take `Token` instead of
individual features.

* Update docstrings

* Remove tag map values from Tagger.add_label

* Update API docs

* Fix relative link in Lemmatizer API docs
2020-08-07 15:27:13 +02:00
Matthew Honnibal
d4525816ef
Be less choosy about reporting textcat scores (#5879)
* Set textcat scores more consistently

* Refactor textcat scores

* Fixes to scorer

* Add comments

* Add threshold

* Rename just 'f' to micro_f in textcat scorer

* Fix textcat score for two-class

* Fix syntax

* Fix textcat score

* Fix docstring
2020-08-06 16:24:13 +02:00
Ines Montani
e68459296d Tidy up and auto-format 2020-08-05 16:00:59 +02:00
Adriane Boyd
af125875cf
Update SimpleNER (#5878)
* Fix `get_loss` to use NER annotation
* Add labels as part of cfg
* Add simple overfitting test
2020-08-05 14:43:29 +02:00
Sofie Van Landeghem
b88c5c701a
Bugfix in nlp.replace_pipe (#5875)
* bugfix and unit test

* merge two conditions
2020-08-05 09:30:58 +02:00
Ines Montani
b795f02fbd
Allow adding pipeline components from source model (#5857)
* Allow adding pipeline components from source model

* Config: name -> component

* Improve error messages

* Fix error and test

* Add frozen components and exclude logic

* Remove exclude from Language.evaluate

* Init sourced components with current vocab

* Fix error codes
2020-08-04 23:39:19 +02:00
Adriane Boyd
fa79a0db9f
Add AttributeRuler for token attribute exceptions (#5842)
* Add AttributeRuler for token attribute exceptions

Add the `AttributeRuler` to handle exceptions for token-level
attributes. The `AttributeRuler` uses `Matcher` patterns to identify
target spans and applies the specified attributes to the token at the
provided index in the matched span. A negative index can be used to
index from the end of the matched span. The retokenizer is used to
"merge" the individual tokens and assign them the provided attributes.

Helper functions can import existing tag maps and morph rules to the
corresponding `Matcher` patterns.

There is an additional minor bug fix for `MORPH` attributes in the
retokenizer to correctly normalize the values and to handle `MORPH`
alongside `_` in an attrs dict.

* Fix default name

* Update name in error message

* Extend AttributeRuler functionality

* Add option to initialize with a dict of AttributeRuler patterns

* Instead of silently discarding overlapping matches (the default
behavior for the retokenizer if only the attrs differ), split the
matches into disjoint sets and retokenize each set separately. This
allows, for instance, one pattern to set the POS and another pattern to
set the lemma. (If two matches modify the same attribute, it looks like
the attrs are applied in the order they were added, but it may not be
deterministic?)

* Improve types

* Sort spans before processing

* Fix index boundaries in Span

* Refactor retokenizer to separate attrs methods

Add top-level `normalize_token_attrs` and `set_token_attrs` methods.

* Update AttributeRuler to use refactored methods

Update `AttributeRuler` to replace use of full retokenizer with only the
relevant methods for normalizing and setting attributes for a single
token.

* Update spacy/pipeline/attributeruler.py

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

* Make API more similar to EntityRuler

* Add `AttributeRuler.add_patterns` to add patterns from a list of dicts
* Return list of dicts as property `AttributeRuler.patterns`

* Make attrs_unnormed private

* Add test loading patterns from assets

* Revert "Fix index boundaries in Span"

This reverts commit 8f8a5c3386.

* Add Span index boundary checks (#5861)

* Add Span index boundary checks

* Return Span-specific IndexError in all cases

* Simplify and fix if/else

Co-authored-by: Ines Montani <ines@ines.io>
2020-08-04 17:02:39 +02:00
Sofie Van Landeghem
82347110f5
Default empty KB in EL component (#5872)
* EL field documentation

* documentation consistent with docs

* default empty KB, initialize vocab separately

* formatting

* add test for changing the default entity vector length

* update comment
2020-08-04 14:34:09 +02:00
Ines Montani
b40f44419b Simplify pipe analysis
- remove unused code
- don't print by default
- integrate attrs info into analysis output
2020-08-01 13:40:06 +02:00
Ines Montani
b68c53858c Remove global 2020-07-31 18:37:58 +02:00
Ines Montani
30a76fcf6f Integrate and simplify pipe analysis 2020-07-31 18:34:35 +02:00
Adriane Boyd
ac14ce7c30
Prefer earlier spans in EntityRuler (#5843)
Similar to #4414, update the sorting in EntityRuler to prefer the first
span in overlapping spans.
2020-07-31 16:09:32 +02:00
Adriane Boyd
9b509aa87f Move Language.evaluate scorer config to new arg
Move `Language.evaluate` scorer config from `component_cfg` to separate
argument `scorer_cfg`.
2020-07-31 11:05:16 +02:00
Ines Montani
0094cb0d04 Remove scores list from config and document 2020-07-28 11:22:24 +02:00
Ines Montani
894e20c466 Merge branch 'develop' into feature/component-scores 2020-07-27 18:14:39 +02:00
Adriane Boyd
8bb0507777 Add and update score methods and score weights
Add and update `score` methods, provided `scores`, and default weights
`default_score_weights` for pipeline components.

* `scores` provides all top-level keys returned by `score` (merely informative, similar to `assigns`).
* `default_score_weights` provides the default weights for a default config.
* The keys from `default_score_weights` determine which values will be
shown in the `spacy train` output, so keys with weight `0.0` will be
displayed but not counted toward the overall score.
2020-07-27 14:44:53 +02:00
Adriane Boyd
baf19fd652 Update cats scoring to provide overall score
* Provide top-level score as `attr_score`
* Provide a description of the score as `attr_score_desc`
* Provide all potential scores keys, setting unused keys to `None`
* Update CLI evaluate accordingly
2020-07-27 12:26:10 +02:00
Ines Montani
ed61fb10fc Rename default textcat arch to TextCatEnsemble 2020-07-26 15:11:43 +02:00
Ines Montani
4060c2d5a6 Fix test 2020-07-26 13:40:19 +02:00
Ines Montani
2470486543 Allow pipeline components to set default scores and weights 2020-07-26 13:18:43 +02:00
Ines Montani
e92df281ce Tidy up, autoformat, add types 2020-07-25 15:01:15 +02:00
Adriane Boyd
2bcceb80c4
Refactor the Scorer to improve flexibility (#5731)
* Refactor the Scorer to improve flexibility

Refactor the `Scorer` to improve flexibility for arbitrary pipeline
components.

* Individual pipeline components provide their own `evaluate` methods
that score a list of `Example`s and return a dictionary of scores
* `Scorer` is initialized either:
  * with a provided pipeline containing components to be scored
  * with a default pipeline containing the built-in statistical
    components (senter, tagger, morphologizer, parser, ner)
* `Scorer.score` evaluates a list of `Example`s and returns a dictionary
of scores referring to the scores provided by the components in the
pipeline

Significant differences:

* `tags_acc` is renamed to `tag_acc` to be consistent with `token_acc`
and the new `morph_acc`, `pos_acc`, and `lemma_acc`
* Scoring is no longer cumulative: `Scorer.score` scores a list of
examples rather than a single example and does not retain any state
about previously scored examples
* PRF values in the returned scores are no longer multiplied by 100

* Add kwargs to Morphologizer.evaluate

* Create generalized scoring methods in Scorer

* Generalized static scoring methods are added to `Scorer`
  * Methods require an attribute (either on Token or Doc) that is
used to key the returned scores

Naming differences:

* `uas`, `las`, and `las_per_type` in the scores dict are renamed to
`dep_uas`, `dep_las`, and `dep_las_per_type`

Scoring differences:

* `Doc.sents` is now scored as spans rather than on sentence-initial
token positions so that `Doc.sents` and `Doc.ents` can be scored with
the same method (this lowers scores since a single incorrect sentence
start results in two incorrect spans)

* Simplify / extend hasattr check for eval method

* Add hasattr check to tokenizer scoring
* Simplify to hasattr check for component scoring

* Reset Example alignment if docs are set

Reset the Example alignment if either doc is set in case the
tokenization has changed.

* Add PRF tokenization scoring for tokens as spans

Add PRF scores for tokens as character spans. The scores are:

* token_acc: # correct tokens / # gold tokens
* token_p/r/f: PRF for (token.idx, token.idx + len(token))

* Add docstring to Scorer.score_tokenization

* Rename component.evaluate() to component.score()

* Update Scorer API docs

* Update scoring for positive_label in textcat

* Fix TextCategorizer.score kwargs

* Update Language.evaluate docs

* Update score names in default config
2020-07-25 12:53:02 +02:00
Ines Montani
43b960c01b
Refactor pipeline components, config and language data (#5759)
* Update with WIP

* Update with WIP

* Update with pipeline serialization

* Update types and pipe factories

* Add deep merge, tidy up and add tests

* Fix pipe creation from config

* Don't validate default configs on load

* Update spacy/language.py

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

* Adjust factory/component meta error

* Clean up factory args and remove defaults

* Add test for failing empty dict defaults

* Update pipeline handling and methods

* provide KB as registry function instead of as object

* small change in test to make functionality more clear

* update example script for EL configuration

* Fix typo

* Simplify test

* Simplify test

* splitting pipes.pyx into separate files

* moving default configs to each component file

* fix batch_size type

* removing default values from component constructors where possible (TODO: test 4725)

* skip instead of xfail

* Add test for config -> nlp with multiple instances

* pipeline.pipes -> pipeline.pipe

* Tidy up, document, remove kwargs

* small cleanup/generalization for Tok2VecListener

* use DEFAULT_UPSTREAM field

* revert to avoid circular imports

* Fix tests

* Replace deprecated arg

* Make model dirs require config

* fix pickling of keyword-only arguments in constructor

* WIP: clean up and integrate full config

* Add helper to handle function args more reliably

Now also includes keyword-only args

* Fix config composition and serialization

* Improve config debugging and add visual diff

* Remove unused defaults and fix type

* Remove pipeline and factories from meta

* Update spacy/default_config.cfg

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

* Update spacy/default_config.cfg

* small UX edits

* avoid printing stack trace for debug CLI commands

* Add support for language-specific factories

* specify the section of the config which holds the model to debug

* WIP: add Language.from_config

* Update with language data refactor WIP

* Auto-format

* Add backwards-compat handling for Language.factories

* Update morphologizer.pyx

* Fix morphologizer

* Update and simplify lemmatizers

* Fix Japanese tests

* Port over tagger changes

* Fix Chinese and tests

* Update to latest Thinc

* WIP: xfail first Russian lemmatizer test

* Fix component-specific overrides

* fix nO for output layers in debug_model

* Fix default value

* Fix tests and don't pass objects in config

* Fix deep merging

* Fix lemma lookup data registry

Only load the lookups if an entry is available in the registry (and if spacy-lookups-data is installed)

* Add types

* Add Vocab.from_config

* Fix typo

* Fix tests

* Make config copying more elegant

* Fix pipe analysis

* Fix lemmatizers and is_base_form

* WIP: move language defaults to config

* Fix morphology type

* Fix vocab

* Remove comment

* Update to latest Thinc

* Add morph rules to config

* Tidy up

* Remove set_morphology option from tagger factory

* Hack use_gpu

* Move [pipeline] to top-level block and make [nlp.pipeline] list

Allows separating component blocks from component order – otherwise, ordering the config would mean a changed component order, which is bad. Also allows initial config to define more components and not use all of them

* Fix use_gpu and resume in CLI

* Auto-format

* Remove resume from config

* Fix formatting and error

* [pipeline] -> [components]

* Fix types

* Fix tagger test: requires set_morphology?

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
Co-authored-by: svlandeg <sofie.vanlandeghem@gmail.com>
Co-authored-by: Matthew Honnibal <honnibal+gh@gmail.com>
2020-07-22 13:42:59 +02:00
Ines Montani
644074b954 Merge branch 'develop' into master-tmp 2020-07-20 14:58:04 +02:00
Ines Montani
796f6c52d1 Merge branch 'develop' into pr/5767 2020-07-19 13:37:46 +02:00
Adriane Boyd
9ee1c54f40
Improve tag map initialization and updating (#5764)
* Improve tag map initialization and updating

Generalize tag map initialization and updating so that the tag map can
be loaded correctly prior to loading a `Corpus` with `spacy debug-data`
and `spacy train`.

* normalize provided tag map as necessary
* use the same method for initializing and updating the tag map

* Replace rather than update tag map

Replace rather than update tag map when loading a custom tag map.
Updating the tag map is problematic due to the sorted list of tag names
and the fact that the tag map will contain lingering/unwanted tags from
the default tag map.

* Update CLI scripts

* Reinitialize cache after loading new tag map

Reinitialize the cache with the right size after loading a new tag map.
2020-07-19 13:13:57 +02:00
Adriane Boyd
b81a89f0a9
Update morphologizer (#5766)
* update `Morphologizer.begin_training` for use with `Example`

* make init and begin_training more consistent

* add `Morphology.normalize_features` to normalize outside of
`Morphology.add`

* make sure `get_loss` doesn't create unknown labels when the POS and
morph alignments differ
2020-07-19 11:10:51 +02:00
Adriane Boyd
50db3f0cdb Serialize morph rules with tagger
Serialize `morph_rules` with the tagger alongside the `tag_map`.

Use `Morphology.load_tag_map` and `Morphology.load_morph_exceptions` to
load these settings rather than reinitializing the morphology each time
they are changed.
2020-07-17 08:22:21 +02:00
Ines Montani
5f6f4ff594 Remove object subclassing 2020-07-12 14:03:23 +02:00
Matthew Honnibal
eb064c59cd Try to fix textcat test 2020-07-09 20:24:53 +02:00
Adriane Boyd
ad15499b3b
Fix get_loss for values outside of labels in senter (#5730)
* Fix get_loss for None alignments in senter

When converting the `sent_start` values back to `SentenceRecognizer`
labels, handle `None` alignments.

* Handle SENT_START as -1

Handle SENT_START as -1 (or -1 converted to uint64) by treating any
values other than 1 the same as 0 in `SentenceRecognizer.get_loss`.
2020-07-09 01:41:58 +02:00
Ines Montani
412dbb1f38
Remove dead and/or deprecated code (#5710)
* Remove dead and/or deprecated code

* Remove n_threads

Co-authored-by: Matthew Honnibal <honnibal+gh@gmail.com>
2020-07-06 13:06:25 +02:00
Sofie Van Landeghem
fcbf899b08
Feature/example only (#5707)
* remove _convert_examples

* fix test_gold, raise TypeError if tuples are used instead of Example's

* throwing proper errors when the wrong type of objects are passed

* fix deprectated format in tests

* fix deprectated format in parser tests

* fix tests for NEL, morph, senter, tagger, textcat

* update regression tests with new Example format

* use make_doc

* more fixes to nlp.update calls

* few more small fixes for rehearse and evaluate

* only import ml_datasets if really necessary
2020-07-06 13:02:36 +02:00
Matthew Honnibal
8c29268749
Improve spacy.gold (no GoldParse, no json format!) (#5555)
* Update errors

* Remove beam for now (maybe)

Remove beam_utils

Update setup.py

Remove beam

* Remove GoldParse

WIP on removing goldparse

Get ArcEager compiling after GoldParse excise

Update setup.py

Get spacy.syntax compiling after removing GoldParse

Rename NewExample -> Example and clean up

Clean html files

Start updating tests

Update Morphologizer

* fix error numbers

* fix merge conflict

* informative error when calling to_array with wrong field

* fix error catching

* fixing language and scoring tests

* start testing get_aligned

* additional tests for new get_aligned function

* Draft create_gold_state for arc_eager oracle

* Fix import

* Fix import

* Remove TokenAnnotation code from nonproj

* fixing NER one-to-many alignment

* Fix many-to-one IOB codes

* fix test for misaligned

* attempt to fix cases with weird spaces

* fix spaces

* test_gold_biluo_different_tokenization works

* allow None as BILUO annotation

* fixed some tests + WIP roundtrip unit test

* add spaces to json output format

* minibatch utiltiy can deal with strings, docs or examples

* fix augment (needs further testing)

* various fixes in scripts - needs to be further tested

* fix test_cli

* cleanup

* correct silly typo

* add support for MORPH in to/from_array, fix morphologizer overfitting test

* fix tagger

* fix entity linker

* ensure test keeps working with non-linked entities

* pipe() takes docs, not examples

* small bug fix

* textcat bugfix

* throw informative error when running the components with the wrong type of objects

* fix parser tests to work with example (most still failing)

* fix BiluoPushDown parsing entities

* small fixes

* bugfix tok2vec

* fix renames and simple_ner labels

* various small fixes

* prevent writing dummy values like deps because that could interfer with sent_start values

* fix the fix

* implement split_sent with aligned SENT_START attribute

* test for split sentences with various alignment issues, works

* Return ArcEagerGoldParse from ArcEager

* Update parser and NER gold stuff

* Draft new GoldCorpus class

* add links to to_dict

* clean up

* fix test checking for variants

* Fix oracles

* Start updating converters

* Move converters under spacy.gold

* Move things around

* Fix naming

* Fix name

* Update converter to produce DocBin

* Update converters

* Allow DocBin to take list of Doc objects.

* Make spacy convert output docbin

* Fix import

* Fix docbin

* Fix compile in ArcEager

* Fix import

* Serialize all attrs by default

* Update converter

* Remove jsonl converter

* Add json2docs converter

* Draft Corpus class for DocBin

* Work on train script

* Update Corpus

* Update DocBin

* Allocate Doc before starting to add words

* Make doc.from_array several times faster

* Update train.py

* Fix Corpus

* Fix parser model

* Start debugging arc_eager oracle

* Update header

* Fix parser declaration

* Xfail some tests

* Skip tests that cause crashes

* Skip test causing segfault

* Remove GoldCorpus

* Update imports

* Update after removing GoldCorpus

* Fix module name of corpus

* Fix mimport

* Work on parser oracle

* Update arc_eager oracle

* Restore ArcEager.get_cost function

* Update transition system

* Update test_arc_eager_oracle

* Remove beam test

* Update test

* Unskip

* Unskip tests

* add links to to_dict

* clean up

* fix test checking for variants

* Allow DocBin to take list of Doc objects.

* Fix compile in ArcEager

* Serialize all attrs by default

Move converters under spacy.gold

Move things around

Fix naming

Fix name

Update converter to produce DocBin

Update converters

Make spacy convert output docbin

Fix import

Fix docbin

Fix import

Update converter

Remove jsonl converter

Add json2docs converter

* Allocate Doc before starting to add words

* Make doc.from_array several times faster

* Start updating converters

* Work on train script

* Draft Corpus class for DocBin

Update Corpus

Fix Corpus

* Update DocBin

Add missing strings when serializing

* Update train.py

* Fix parser model

* Start debugging arc_eager oracle

* Update header

* Fix parser declaration

* Xfail some tests

Skip tests that cause crashes

Skip test causing segfault

* Remove GoldCorpus

Update imports

Update after removing GoldCorpus

Fix module name of corpus

Fix mimport

* Work on parser oracle

Update arc_eager oracle

Restore ArcEager.get_cost function

Update transition system

* Update tests

Remove beam test

Update test

Unskip

Unskip tests

* Add get_aligned_parse method in Example

Fix Example.get_aligned_parse

* Add kwargs to Corpus.dev_dataset to match train_dataset

* Update nonproj

* Use get_aligned_parse in ArcEager

* Add another arc-eager oracle test

* Remove Example.doc property

Remove Example.doc

Remove Example.doc

Remove Example.doc

Remove Example.doc

* Update ArcEager oracle

Fix Break oracle

* Debugging

* Fix Corpus

* Fix eg.doc

* Format

* small fixes

* limit arg for Corpus

* fix test_roundtrip_docs_to_docbin

* fix test_make_orth_variants

* fix add_label test

* Update tests

* avoid writing temp dir in json2docs, fixing 4402 test

* Update test

* Add missing costs to NER oracle

* Update test

* Work on Example.get_aligned_ner method

* Clean up debugging

* Xfail tests

* Remove prints

* Remove print

* Xfail some tests

* Replace unseen labels for parser

* Update test

* Update test

* Xfail test

* Fix Corpus

* fix imports

* fix docs_to_json

* various small fixes

* cleanup

* Support gold_preproc in Corpus

* Support gold_preproc

* Pass gold_preproc setting into corpus

* Remove debugging

* Fix gold_preproc

* Fix json2docs converter

* Fix convert command

* Fix flake8

* Fix import

* fix output_dir (converted to Path by typer)

* fix var

* bugfix: update states after creating golds to avoid out of bounds indexing

* Improve efficiency of ArEager oracle

* pull merge_sent into iob2docs to avoid Doc creation for each line

* fix asserts

* bugfix excl Span.end in iob2docs

* Support max_length in Corpus

* Fix arc_eager oracle

* Filter out uannotated sentences in NER

* Remove debugging in parser

* Simplify NER alignment

* Fix conversion of NER data

* Fix NER init_gold_batch

* Tweak efficiency of precomputable affine

* Update onto-json default

* Update gold test for NER

* Fix parser test

* Update test

* Add NER data test

* Fix convert for single file

* Fix test

* Hack scorer to avoid evaluating non-nered data

* Fix handling of NER data in Example

* Output unlabelled spans from O biluo tags in iob_utils

* Fix unset variable

* Return kept examples from init_gold_batch

* Return examples from init_gold_batch

* Dont return Example from init_gold_batch

* Set spaces on gold doc after conversion

* Add test

* Fix spaces reading

* Improve NER alignment

* Improve handling of missing values in NER

* Restore the 'cutting' in parser training

* Add assertion

* Print epochs

* Restore random cuts in parser/ner training

* Implement Doc.copy

* Implement Example.copy

* Copy examples at the start of Language.update

* Don't unset example docs

* Tweak parser model slightly

* attempt to fix _guess_spaces

* _add_entities_to_doc first, so that links don't get overwritten

* fixing get_aligned_ner for one-to-many

* fix indexing into x_text

* small fix biluo_tags_from_offsets

* Add onto-ner config

* Simplify NER alignment

* Fix NER scoring for partially annotated documents

* fix indexing into x_text

* fix test_cli failing tests by ignoring spans in doc.ents with empty label

* Fix limit

* Improve NER alignment

* Fix count_train

* Remove print statement

* fix tests, we're not having nothing but None

* fix clumsy fingers

* Fix tests

* Fix doc.ents

* Remove empty docs in Corpus and improve limit

* Update config

Co-authored-by: svlandeg <sofie.vanlandeghem@gmail.com>
2020-06-26 19:34:12 +02:00
Adriane Boyd
b7107ac89f
Disregard special tag _SP in check for new tag map (#5641)
* Skip special tag  _SP in check for new tag map

In `Tagger.begin_training()` check for new tags aside from `_SP` in the
new tag map initialized from the provided gold tuples when determining
whether to reinitialize the morphology with the new tag map.

* Simplify _SP check
2020-06-26 09:23:21 +02:00
Ines Montani
8283df80e9 Tidy up and auto-format 2020-06-20 14:15:04 +02:00
Matthew Honnibal
8411d4f4e6
Merge pull request #5543 from svlandeg/feature/pretrain-config
pretrain from config
2020-06-04 19:07:12 +02:00
Ines Montani
810fce3bb1 Merge branch 'develop' into master-tmp 2020-06-03 14:36:59 +02:00
svlandeg
eac12cbb77 make dropout in embed layers configurable 2020-06-03 11:50:16 +02:00
Ines Montani
4465cad6c5 Rename spacy.analysis to spacy.pipe_analysis 2020-05-22 17:42:06 +02:00
Matthew Honnibal
f7f6df7275 Move to spacy.analysis 2020-05-22 16:43:18 +02:00