* Fix scoring normalization (#7629)
* fix scoring normalization
* score weights by total sum instead of per component
* cleanup
* more cleanup
* Use a context manager when reading model (fix#7036) (#8244)
* Fix other open calls without context managers (#8245)
* Don't add duplicate patterns all the time in EntityRuler (fix#8216) (#8246)
* Don't add duplicate patterns (fix#8216)
* Refactor EntityRuler init
This simplifies the EntityRuler init code. This is helpful as prep for
allowing the EntityRuler to reset itself.
* Make EntityRuler.clear reset matchers
Includes a new test for this.
* Tidy PhraseMatcher instantiation
Since the attr can be None safely now, the guard if is no longer
required here.
Also renamed the `_validate` attr. Maybe it's not needed?
* Fix NER test
* Add test to make sure patterns aren't increasing
* Move test to regression tests
* Exclude generated .cpp files from package (#8271)
* Fix non-deterministic deduplication in Greek lemmatizer (#8421)
* Fix setting empty entities in Example.from_dict (#8426)
* Filter W036 for entity ruler, etc. (#8424)
* Preserve paths.vectors/initialize.vectors setting in quickstart template
* Various fixes for spans in Docs.from_docs (#8487)
* Fix spans offsets if a doc ends in a single space and no space is
inserted
* Also include spans key in merged doc for empty spans lists
* Fix duplicate spacy package CLI opts (#8551)
Use `-c` for `--code` and not additionally for `--create-meta`, in line
with the docs.
* Raise an error for textcat with <2 labels (#8584)
* Raise an error for textcat with <2 labels
Raise an error if initializing a `textcat` component without at least
two labels.
* Add similar note to docs
* Update positive_label description in API docs
* Add Macedonian models to website (#8637)
* Fix Azerbaijani init, extend lang init tests (#8656)
* Extend langs in initialize tests
* Fix az init
* Fix ru/uk lemmatizer mp with spawn (#8657)
Use an instance variable instead a class variable for the morphological
analzyer so that multiprocessing with spawn is possible.
* Use 0-vector for OOV lexemes (#8639)
* Set version to v3.0.7
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com>
* Replace negative rows with 0 in StaticVectors
Replace negative row indices with 0-vectors in `StaticVectors`.
* Increase versions related to StaticVectors
* Increase versions of all architctures and layers related to
`StaticVectors`
* Improve efficiency of 0-vector operations
Parallel `spacy-legacy` PR: https://github.com/explosion/spacy-legacy/pull/5
* Update config defaults to new versions
* Update docs
* initialize NLP with train corpus
* add more pretraining tests
* more tests
* function to fetch tok2vec layer for pretraining
* clarify parameter name
* test different objectives
* formatting
* fix check for static vectors when using vectors objective
* clarify docs
* logger statement
* fix init_tok2vec and proc.initialize order
* test training after pretraining
* add init_config tests for pretraining
* pop pretraining block to avoid config validation errors
* custom errors
* fix TorchBiLSTMEncoder documentation
* ensure the types of the encoding Tok2vec layers are correct
* update references from v1 to v2 for the new architectures
* add convenience method to determine tok2vec width in a model
* fix transformer tok2vec dimensions in TextCatEnsemble architecture
* init function should not be nested to avoid pickle issues
* define new architectures for the pretraining objective
* add loss function as attr of the omdel
* cleanup
* cleanup
* shorten name
* fix typo
* remove unused error
* 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
Update arguments to MultiHashEmbed layer so that the attributes can be
controlled. A kind of tricky scheme is used to allow optional
specification of the rows. I think it's an okay balance between
flexibility and convenience.