Commit Graph

901 Commits

Author SHA1 Message Date
Peter Baumgartner
72abf9e102
MultiHashEmbed vector docs correction (#9918) 2021-12-27 11:18:08 +01:00
Adriane Boyd
51a3b60027
Document Tagger neg_prefix, fix typo (#9821) 2021-12-07 09:42:40 +01:00
Duygu Altinok
b56b9e7f31
Entity ruler remove pattern (#9685)
* added ruler coe

* added error for none existing pattern

* changed error to warning

* changed error to warning

* added basic tests

* fixed place

* added test files

* went back to error

* went back to pattern error

* minor change to docs

* changed style

* changed doc

* changed error slightly

* added remove to phrasem api

* error key already existed

* phrase matcher match code to api

* blacked tests

* moved comments before expr

* corrected error no

* Update website/docs/api/entityruler.md

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

* Update website/docs/api/entityruler.md

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

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2021-12-06 15:32:49 +01:00
Natalia Rodnova
472740d613
Added sents property to Span for Spans spanning over several sentences (#9699)
* Added sents property to Span class that returns a generator of sentences the Span belongs to

* Added description to Span.sents property

* Update test_span to clarify the difference between span.sent and span.sents

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

* Update spacy/tests/doc/test_span.py

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

* Fix documentation typos in spacy/tokens/span.pyx

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

* Update Span.sents doc string in spacy/tokens/span.pyx

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

* Parametrized test_span_spans

* Corrected Span.sents to check for span-level hook first. Also, made Span.sent respect doc-level sents hook if no span-level hook is provided

* Corrected Span ocumentation copy/paste issue

* Put back accidentally deleted lines

* Fixed formatting in span.pyx

* Moved check for SENT_START annotation after user hooks in Span.sents

* add version where the property was introduced

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2021-12-06 09:58:01 +01:00
Narayan Acharya
1be8a4dab3
Displacy serve entity linking support without manual=True support. (#9748)
* Add support for kb_id to be displayed via displacy.serve. The current support is only limited to the manual option in displacy.render

* Commit to check pre-commit hooks are run.

* Update spacy/displacy/__init__.py

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

* Changes as per suggestions on the PR.

* Update website/docs/api/top-level.md

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

* Update website/docs/api/top-level.md

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

* tag option as new from 3.2.1 onwards

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
Co-authored-by: svlandeg <sofie.vanlandeghem@gmail.com>
2021-11-29 17:13:26 +01:00
Natalia Rodnova
a4c43e5c57
Allow Matcher to match on ENT_ID and ENT_KB_ID (#9688)
* Added ENT_ID and ENT_KB_ID into the list of the attributes that Matcher matches on

* Added ENT_ID and ENT_KB_ID to TEST_PATTERNS in test_pattern_validation.py. Disabled tests that I added before

* Update website/docs/api/matcher.md

* Format

* Remove skipped tests

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2021-11-24 10:37:10 +01:00
Adriane Boyd
9ac6d4991e
Add doc_cleaner component (#9659)
* Add doc_cleaner component

* Fix types

* Fix loop

* Rephrase method description
2021-11-23 15:33:33 +01:00
Paul O'Leary McCann
52b8c2d2e0
Add note on batch contract for listeners (#9691)
* Add note on batch contract

Using listeners requires batches to be consistent. This is obvious if
you understand how the listener works, but it wasn't clearly stated in
the Docs, and was subtle enough that the EntityLinker missed it.

There is probably a clearer way to explain what the actual requirement
is, but I figure this is a good start.

* Rewrite to clarify role of caching
2021-11-22 11:06:07 +01:00
Sofie Van Landeghem
13645dcbf5
add note that annotating components is new since 3.1 (#9678) 2021-11-22 14:43:11 +09:00
Paul O'Leary McCann
f3981bd0c8
Clarify how to fill in init_tok2vec after pretraining (#9639)
* Clarify how to fill in init_tok2vec after pretraining

* Ignore init_tok2vec arg in pretraining

* Update docs, config setting

* Remove obsolete note about not filling init_tok2vec early

This seems to have also caught some lines that needed cleanup.
2021-11-18 15:38:30 +01:00
Adriane Boyd
07dea324f6 Merge remote-tracking branch 'upstream/develop' into chore/switch-to-master-v3.2.0 2021-11-03 15:32:18 +01:00
Paul O'Leary McCann
c1cc94a33a
Fix typo about receptive field size (#9564) 2021-11-03 15:16:55 +01:00
Paul O'Leary McCann
e43639b27a
Add note about round-trip serializing pipeline to API docs (#9583) 2021-11-03 09:55:30 +01:00
Adriane Boyd
2d430958e1 Merge remote-tracking branch 'upstream/master' into chore/update-develop-from-master-v3.2-3 2021-10-29 12:18:15 +02:00
Paul O'Leary McCann
006df1ae1f
Clarify error when words are of wrong type (#9541)
* Clarify error when words are of wrong type

See #9437

* Update docs

* Use try/except

* Apply suggestions from code review

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>
Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2021-10-29 12:08:40 +02:00
Paul O'Leary McCann
2fd8d616e7
Add docs section for spacy.cli.train.train (#9545)
* Add section for spacy.cli.train.train

* Add link from training page to train function

* Ensure path in train helper

* Update docs

Co-authored-by: Ines Montani <ines@ines.io>
2021-10-29 10:36:34 +02:00
Adriane Boyd
12974bf4d9
Add micro PRF for morph scoring (#9546)
* Add micro PRF for morph scoring

For pipelines where morph features are added by more than one component
and a reference training corpus may not contain all features, a micro
PRF score is more flexible than a simple accuracy score. An example is
the reading and inflection features added by the Japanese tokenizer.

* Use `morph_micro_f` as the default morph score for Japanese
morphologizers.

* Update docstring

* Fix typo in docstring

* Update Scorer API docs

* Fix results type

* Organize score list by attribute prefix
2021-10-29 10:29:29 +02:00
Adriane Boyd
c053f158c5
Add support for floret vectors (#8909)
* Add support for fasttext-bloom hash-only vectors

Overview:

* Extend `Vectors` to have two modes: `default` and `ngram`
  * `default` is the default mode and equivalent to the current
    `Vectors`
  * `ngram` supports the hash-only ngram tables from `fasttext-bloom`
* Extend `spacy.StaticVectors.v2` to handle both modes with no changes
  for `default` vectors
* Extend `spacy init vectors` to support ngram tables

The `ngram` mode **only** supports vector tables produced by this
fork of fastText, which adds an option to represent all vectors using
only the ngram buckets table and which uses the exact same ngram
generation algorithm and hash function (`MurmurHash3_x64_128`).
`fasttext-bloom` produces an additional `.hashvec` table, which can be
loaded by `spacy init vectors --fasttext-bloom-vectors`.

https://github.com/adrianeboyd/fastText/tree/feature/bloom

Implementation details:

* `Vectors` now includes the `StringStore` as `Vectors.strings` so that
  the API can stay consistent for both `default` (which can look up from
  `str` or `int`) and `ngram` (which requires `str` to calculate the
  ngrams).

* In ngram mode `Vectors` uses a default `Vectors` object as a cache
  since the ngram vectors lookups are relatively expensive.

  * The default cache size is the same size as the provided ngram vector
    table.

  * Once the cache is full, no more entries are added. The user is
    responsible for managing the cache in cases where the initial
    documents are not representative of the texts.

  * The cache can be resized by setting `Vectors.ngram_cache_size` or
    cleared with `vectors._ngram_cache.clear()`.

* The API ends up a bit split between methods for `default` and for
  `ngram`, so functions that only make sense for `default` or `ngram`
  include warnings with custom messages suggesting alternatives where
  possible.

* `Vocab.vectors` becomes a property so that the string stores can be
  synced when assigning vectors to a vocab.

* `Vectors` serializes its own config settings as `vectors.cfg`.

* The `Vectors` serialization methods have added support for `exclude`
  so that the `Vocab` can exclude the `Vectors` strings while serializing.

Removed:

* The `minn` and `maxn` options and related code from
  `Vocab.get_vector`, which does not work in a meaningful way for default
  vector tables.

* The unused `GlobalRegistry` in `Vectors`.

* Refactor to use reduce_mean

Refactor to use reduce_mean and remove the ngram vectors cache.

* Rename to floret

* Rename to floret in error messages

* Use --vectors-mode in CLI, vector init

* Fix vectors mode in init

* Remove unused var

* Minor API and docstrings adjustments

* Rename `--vectors-mode` to `--mode` in `init vectors` CLI
* Rename `Vectors.get_floret_vectors` to `Vectors.get_batch` and support
  both modes.
* Minor updates to Vectors docstrings.

* Update API docs for Vectors and init vectors CLI

* Update types for StaticVectors
2021-10-27 14:08:31 +02:00
Adriane Boyd
a803af9dfa Merge remote-tracking branch 'upstream/master' into chore/update-develop-from-master-v3.2-1 2021-10-26 11:53:50 +02:00
Daniël de Kok
1f05f56433
Add the spacy.models_with_nvtx_range.v1 callback (#9124)
* Add the spacy.models_with_nvtx_range.v1 callback

This callback recursively adds NVTX ranges to the Models in each pipe in
a pipeline.

* Fix create_models_with_nvtx_range type signature

* NVTX range: wrap models of all trainable pipes jointly

This avoids that (sub-)models that are shared between pipes get wrapped
twice.

* NVTX range callback: make color configurable

Add forward_color and backprop_color options to set the color for the
NVTX range.

* Move create_models_with_nvtx_range to spacy.ml

* Update create_models_with_nvtx_range for thinc changes

with_nvtx_range now updates an existing node, rather than returning a
wrapper node. So, we can simply walk over the nodes and update them.

* NVTX: use after_pipeline_creation in example
2021-10-20 11:59:48 +02:00
Adriane Boyd
a6424bcea9
Minor updates to spacy-transformers docs for v1.1.0 (#9496) 2021-10-18 14:55:02 +02:00
Adriane Boyd
9b86209a4a
Update docs for spacy-transformers v1.1 data classes (#9361) 2021-10-18 14:16:58 +02:00
Sofie Van Landeghem
3fd3531e12
Docs for new spacy-trf architectures (#8954)
* use TransformerModel.v2 in quickstart

* update docs for new transformer architectures

* bump spacy_transformers to 1.1.0

* Add new arguments spacy-transformers.TransformerModel.v3

* Mention that mixed-precision support is experimental

* Describe delta transformers.Tok2VecTransformer versions

* add dot

* add dot, again

* Update some more TransformerModel references v2 -> v3

* Add mixed-precision options to the training quickstart

Disable mixed-precision training/prediction by default.

* Update setup.cfg

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

* Apply suggestions from code review

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

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

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

Co-authored-by: Daniël de Kok <me@danieldk.eu>
Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2021-10-18 14:15:06 +02:00
Connor Brinton
657af5f91f
🏷 Add Mypy check to CI and ignore all existing Mypy errors (#9167)
* 🚨 Ignore all existing Mypy errors

* 🏗 Add Mypy check to CI

* Add types-mock and types-requests as dev requirements

* Add additional type ignore directives

* Add types packages to dev-only list in reqs test

* Add types-dataclasses for python 3.6

* Add ignore to pretrain

* 🏷 Improve type annotation on `run_command` helper

The `run_command` helper previously declared that it returned an
`Optional[subprocess.CompletedProcess]`, but it isn't actually possible
for the function to return `None`. These changes modify the type
annotation of the `run_command` helper and remove all now-unnecessary
`# type: ignore` directives.

* 🔧 Allow variable type redefinition in limited contexts

These changes modify how Mypy is configured to allow variables to have
their type automatically redefined under certain conditions. The Mypy
documentation contains the following example:

```python
def process(items: List[str]) -> None:
    # 'items' has type List[str]
    items = [item.split() for item in items]
    # 'items' now has type List[List[str]]
    ...
```

This configuration change is especially helpful in reducing the number
of `# type: ignore` directives needed to handle the common pattern of:
* Accepting a filepath as a string
* Overwriting the variable using `filepath = ensure_path(filepath)`

These changes enable redefinition and remove all `# type: ignore`
directives rendered redundant by this change.

* 🏷 Add type annotation to converters mapping

* 🚨 Fix Mypy error in convert CLI argument verification

* 🏷 Improve type annotation on `resolve_dot_names` helper

* 🏷 Add type annotations for `Vocab` attributes `strings` and `vectors`

* 🏷 Add type annotations for more `Vocab` attributes

* 🏷 Add loose type annotation for gold data compilation

* 🏷 Improve `_format_labels` type annotation

* 🏷 Fix `get_lang_class` type annotation

* 🏷 Loosen return type of `Language.evaluate`

* 🏷 Don't accept `Scorer` in `handle_scores_per_type`

* 🏷 Add `string_to_list` overloads

* 🏷 Fix non-Optional command-line options

* 🙈 Ignore redefinition of `wandb_logger` in `loggers.py`

*  Install `typing_extensions` in Python 3.8+

The `typing_extensions` package states that it should be used when
"writing code that must be compatible with multiple Python versions".
Since SpaCy needs to support multiple Python versions, it should be used
when newer `typing` module members are required. One example of this is
`Literal`, which is available starting with Python 3.8.

Previously SpaCy tried to import `Literal` from `typing`, falling back
to `typing_extensions` if the import failed. However, Mypy doesn't seem
to be able to understand what `Literal` means when the initial import
means. Therefore, these changes modify how `compat` imports `Literal` by
always importing it from `typing_extensions`.

These changes also modify how `typing_extensions` is installed, so that
it is a requirement for all Python versions, including those greater
than or equal to 3.8.

* 🏷 Improve type annotation for `Language.pipe`

These changes add a missing overload variant to the type signature of
`Language.pipe`. Additionally, the type signature is enhanced to allow
type checkers to differentiate between the two overload variants based
on the `as_tuple` parameter.

Fixes #8772

*  Don't install `typing-extensions` in Python 3.8+

After more detailed analysis of how to implement Python version-specific
type annotations using SpaCy, it has been determined that by branching
on a comparison against `sys.version_info` can be statically analyzed by
Mypy well enough to enable us to conditionally use
`typing_extensions.Literal`. This means that we no longer need to
install `typing_extensions` for Python versions greater than or equal to
3.8! 🎉

These changes revert previous changes installing `typing-extensions`
regardless of Python version and modify how we import the `Literal` type
to ensure that Mypy treats it properly.

* resolve mypy errors for Strict pydantic types

* refactor code to avoid missing return statement

* fix types of convert CLI command

* avoid list-set confustion in debug_data

* fix typo and formatting

* small fixes to avoid type ignores

* fix types in profile CLI command and make it more efficient

* type fixes in projects CLI

* put one ignore back

* type fixes for render

* fix render types - the sequel

* fix BaseDefault in language definitions

* fix type of noun_chunks iterator - yields tuple instead of span

* fix types in language-specific modules

* 🏷 Expand accepted inputs of `get_string_id`

`get_string_id` accepts either a string (in which case it returns its 
ID) or an ID (in which case it immediately returns the ID). These 
changes extend the type annotation of `get_string_id` to indicate that 
it can accept either strings or IDs.

* 🏷 Handle override types in `combine_score_weights`

The `combine_score_weights` function allows users to pass an `overrides` 
mapping to override data extracted from the `weights` argument. Since it 
allows `Optional` dictionary values, the return value may also include 
`Optional` dictionary values.

These changes update the type annotations for `combine_score_weights` to 
reflect this fact.

* 🏷 Fix tokenizer serialization method signatures in `DummyTokenizer`

* 🏷 Fix redefinition of `wandb_logger`

These changes fix the redefinition of `wandb_logger` by giving a 
separate name to each `WandbLogger` version. For 
backwards-compatibility, `spacy.train` still exports `wandb_logger_v3` 
as `wandb_logger` for now.

* more fixes for typing in language

* type fixes in model definitions

* 🏷 Annotate `_RandomWords.probs` as `NDArray`

* 🏷 Annotate `tok2vec` layers to help Mypy

* 🐛 Fix `_RandomWords.probs` type annotations for Python 3.6

Also remove an import that I forgot to move to the top of the module 😅

* more fixes for matchers and other pipeline components

* quick fix for entity linker

* fixing types for spancat, textcat, etc

* bugfix for tok2vec

* type annotations for scorer

* add runtime_checkable for Protocol

* type and import fixes in tests

* mypy fixes for training utilities

* few fixes in util

* fix import

* 🐵 Remove unused `# type: ignore` directives

* 🏷 Annotate `Language._components`

* 🏷 Annotate `spacy.pipeline.Pipe`

* add doc as property to span.pyi

* small fixes and cleanup

* explicit type annotations instead of via comment

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
Co-authored-by: svlandeg <sofie.vanlandeghem@gmail.com>
Co-authored-by: svlandeg <svlandeg@github.com>
2021-10-14 15:21:40 +02:00
Adriane Boyd
d98d525bc8 Merge remote-tracking branch 'upstream/master' into chore/update-develop-from-master-v3.1-3 2021-10-14 09:41:46 +02:00
Paul O'Leary McCann
b53e39455e
Fix UD POS docs links (fix #9013) (#9407)
* Fix UD POS docs links (fix #9013)

The previous link seems to have been for UD v1.

* Fix link
2021-10-11 11:51:19 +02:00
Adriane Boyd
a5231cb044
Remove traces of lexemes from vocab serialization (#9400) 2021-10-11 11:13:35 +02:00
Adriane Boyd
ae1b3e960b
Update overwrite and scorer in API docs (#9384)
* Update overwrite and scorer in API docs

* Rephrase morphologizer extend + example
2021-10-11 10:35:07 +02:00
Sofie Van Landeghem
f87ae3cb7d
Doc fixes in convert API (#9350)
* add more info on the spacy debug command

* formatting
2021-10-06 13:13:18 +09:00
Elia Robyn Lake (Robyn Speer)
53b5f245ed
Allow IETF language codes, aliases, and close matches (#9342)
* use language-matching to allow language code aliases

Signed-off-by: Elia Robyn Speer <elia@explosion.ai>

* link to "IETF language tags" in docs

Signed-off-by: Elia Robyn Speer <elia@explosion.ai>

* Make requirements consistent

Signed-off-by: Elia Robyn Speer <elia@explosion.ai>

* change "two-letter language ID" to "IETF language tag" in language docs

Signed-off-by: Elia Robyn Speer <elia@explosion.ai>

* use langcodes 3.2 and handle language-tag errors better

Signed-off-by: Elia Robyn Speer <elia@explosion.ai>

* all unknown language codes are ImportErrors

Signed-off-by: Elia Robyn Speer <elia@explosion.ai>

Co-authored-by: Elia Robyn Speer <elia@explosion.ai>
2021-10-05 09:52:22 +02:00
Elia Robyn Lake (Robyn Speer)
5b0b0ca809
Move WandB loggers into spacy-loggers (#9223)
* factor out the WandB logger into spacy-loggers

Signed-off-by: Elia Robyn Speer <gh@arborelia.net>

* depend on spacy-loggers so they are available

Signed-off-by: Elia Robyn Speer <gh@arborelia.net>

* remove docs of spacy.WandbLogger.v2 (moved to spacy-loggers)

Signed-off-by: Elia Robyn Speer <elia@explosion.ai>

* Version number suggestions from code review

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

* update references to WandbLogger

Signed-off-by: Elia Robyn Speer <elia@explosion.ai>

* make order of deps more consistent

Signed-off-by: Elia Robyn Speer <elia@explosion.ai>

Co-authored-by: Elia Robyn Speer <elia@explosion.ai>
Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2021-09-29 11:12:50 +02:00
Adriane Boyd
03f234b739 Merge remote-tracking branch 'upstream/master' into develop 2021-09-27 09:10:45 +02:00
Jozef Harag
865cfbc903
feat: add spacy.WandbLogger.v3 with optional run_name and entity parameters (#9202)
* feat: add `spacy.WandbLogger.v3` with optional `run_name` and `entity` parameters

* update versioning in docs

Co-authored-by: svlandeg <sofie.vanlandeghem@gmail.com>
2021-09-16 12:26:41 +02:00
Paul O'Leary McCann
ba6a37d358
Document Assigned Attributes of Pipeline Components (#9041)
* Add textcat docs

* Add NER docs

* Add Entity Linker docs

* Add assigned fields docs for the tagger

This also adds a preamble, since there wasn't one.

* Add morphologizer docs

* Add dependency parser docs

* Update entityrecognizer docs

This is a little weird because `Doc.ents` is the only thing assigned to,
but it's actually a bidirectional property.

* Add token fields for entityrecognizer

* Fix section name

* Add entity ruler docs

* Add lemmatizer docs

* Add sentencizer/recognizer docs

* Update website/docs/api/entityrecognizer.md

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

* Update website/docs/api/entityruler.md

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

* Update website/docs/api/tagger.md

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

* Update website/docs/api/entityruler.md

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

* Update type for Doc.ents

This was `Tuple[Span, ...]` everywhere but `Tuple[Span]` seems to be
correct.

* Run prettier

* Apply suggestions from code review

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

* Run prettier

* Add transformers section

This basically just moves and renames the "custom attributes" section
from the bottom of the page to be consistent with "assigned attributes"
on other pages.

I looked at moving the paragraph just above the section into the
section, but it includes the unrelated registry additions, so it seemed
better to leave it unchanged.

* Make table header consistent

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2021-09-01 12:09:39 +02:00
Davide Fiocco
1dd69be1f1
Fix point typo on docbin docs (#9097) 2021-08-31 10:55:44 +02:00
Sofie Van Landeghem
1e974de837
config is not Optional (#9024) 2021-08-27 11:44:31 +02:00
Sofie Van Landeghem
94fb840443
fix docs for Span constructor arguments (#9023) 2021-08-25 16:06:22 +02:00
Sofie Van Landeghem
de025beb5f
Warn and document spangroup.doc weakref (#8980)
* test for error after Doc has been garbage collected

* warn about using a SpanGroup when the Doc has been garbage collected

* add warning to the docs

* rephrase slightly

* raise error instead of warning

* update

* move warning to doc property
2021-08-20 11:06:19 +02:00
Paul O'Leary McCann
37fe847af4 Fix type annotation in docs 2021-08-20 15:34:22 +09:00
Paul O'Leary McCann
9391998c77
Add notes on preparing training data to docs (#8964)
* Add training data section

Not entirely sure this is in the right location on the page - maybe it
should be after quickstart?

* Add pointer from binary format to training data section

* Minor cleanup

* Add to ToC, fix filename

* Update website/docs/usage/training.md

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

* Update website/docs/usage/training.md

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

* Update website/docs/usage/training.md

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

* Move the training data section further down the page

* Update website/docs/usage/training.md

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

* Update website/docs/usage/training.md

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

* Run prettier

Co-authored-by: Ines Montani <ines@ines.io>
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2021-08-16 17:37:21 +02:00
Adriane Boyd
b278f31ee6
Document scorers in registry and components from #8766 (#8929)
* Document scorers in registry and components from #8766

* Update spacy/pipeline/lemmatizer.py

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

* Update website/docs/api/dependencyparser.md

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

* Reformat

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2021-08-12 12:50:03 +02:00
Paul O'Leary McCann
e227d24d43
Allow passing in array vars for speedup (#8882)
* Allow passing in array vars for speedup

This fixes #8845. Not sure about the docstring changes here...

* Update docs

Types maybe need more detail? Maybe not?

* Run prettier on docs

* Update spacy/tokens/span.pyx

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2021-08-10 15:13:53 +02:00
Paul O'Leary McCann
6029cfc391
Add scores to output in spancat (#8855)
* Add scores to output in spancat

This exposes the scores as an attribute on the SpanGroup. Includes a
basic test.

* Add basic doc note

* Vectorize score calcs

* Add "annotation format" section

* Update website/docs/api/spancategorizer.md

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

* Clean up doc section

* Ran prettier on docs

* Get arrays off the gpu before iterating over them

* Remove int() calls

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2021-08-10 13:47:49 +02:00
Paul O'Leary McCann
cac298471f
Fix #8902 (bad link in docs)
typo fix
2021-08-08 22:04:00 +09:00
Adriane Boyd
175847f92c
Support list values and INTERSECTS in Matcher (#8784)
* Support list values and IS_INTERSECT in Matcher

* Support list values as token attributes for set operators, not just as
pattern values.

* Add `IS_INTERSECT` operator.

* Fix incorrect `ISSUBSET` and `ISSUPERSET` in schema and docs.

* Rename IS_INTERSECT to INTERSECTS
2021-08-02 19:39:26 +02:00
Ines Montani
3a701d3645
Merge pull request #8841 from adrianeboyd/docs/ent-id-sep [ci skip]
Fix formatting of ent_id_sep in EntityRuler API docs
2021-07-30 09:09:25 +10:00
thomashacker
02258916c8 Fix example config typo for transformer architecture 2021-07-29 11:19:40 +02:00
Adriane Boyd
15b12f3e35 Fix formatting of ent_id_sep in EntityRuler API docs 2021-07-29 10:10:12 +02:00
Adriane Boyd
8547514aa4
Remove labels from textcat component config example (#8815) 2021-07-27 13:14:38 +02:00
Ines Montani
134cb06af3
Merge pull request #8808 from kevinlu1248/master [ci skip]
Changed a CLI command in data-formats.md due to erroneous information
2021-07-27 12:15:16 +10:00
Kevin Lu
4a8e9e4e4e
Update data-formats.md 2021-07-25 22:58:53 -07:00
Adriane Boyd
f5acc48111
Remove TrainablePipe as base class for Lemmatizer in API docs (#8725) 2021-07-15 16:41:36 +02:00
Sofie Van Landeghem
77859beb99
spacy.ngram_range_suggester.v1 (#8699) 2021-07-15 10:01:22 +02:00
Ines Montani
39c8f7949e Add code preview for textcat_multilabel [ci skip] 2021-07-08 13:33:25 +10:00
Sofie Van Landeghem
64fac754fe
add spacy prefix to ngram_suggester.v1 (#8623) 2021-07-07 08:09:30 +02:00
Sofie Van Landeghem
e7d747e3ee
TransitionBasedParser.v1 to legacy (#8586)
* TransitionBasedParser.v1 to legacy

* register sublayers

* bump spacy-legacy to 3.0.7
2021-07-06 15:26:45 +02:00
Ines Montani
04a9ade40f
Merge pull request #8466 from explosion/docs/new-in-v3-1 [ci skip] 2021-07-06 22:20:24 +10:00
Adriane Boyd
29906884c5
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
2021-07-06 12:35:22 +02:00
Ines Montani
5bb7fe4b41 Update with HF hub integration [ci skip] 2021-07-06 19:30:59 +10:00
Adriane Boyd
4d1ef8f695 Tidy up docs 2021-06-28 12:08:15 +02:00
Matthew Honnibal
f9946154d9
Add SpanCategorizer component (#6747)
* Draft spancat model

* Add spancat model

* Add test for extract_spans

* Add extract_spans layer

* Upd extract_spans

* Add spancat model

* Add test for spancat model

* Upd spancat model

* Update spancat component

* Upd spancat

* Update spancat model

* Add quick spancat test

* Import SpanCategorizer

* Fix SpanCategorizer component

* Import SpanGroup

* Fix span extraction

* Fix import

* Fix import

* Upd model

* Update spancat models

* Add scoring, update defaults

* Update and add docs

* Fix type

* Update spacy/ml/extract_spans.py

* Auto-format and fix import

* Fix comment

* Fix type

* Fix type

* Update website/docs/api/spancategorizer.md

* Fix comment

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

* Better defense

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

* Fix labels list

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

* Update spacy/ml/extract_spans.py

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

* Update spacy/pipeline/spancat.py

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

* Set annotations during update

* Set annotations in spancat

* fix imports in test

* Update spacy/pipeline/spancat.py

* replace MaxoutLogistic with LinearLogistic

* fix config

* various small fixes

* remove set_annotations parameter in update

* use our beloved tupley format with recent support for doc.spans

* bugfix to allow renaming the default span_key (scores weren't showing up)

* use different key in docs example

* change defaults to better-working parameters from project (WIP)

* register spacy.extract_spans.v1 for legacy purposes

* Upd dev version so can build wheel

* layers instead of architectures for smaller building blocks

* Update website/docs/api/spancategorizer.md

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

* Update website/docs/api/spancategorizer.md

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

* Include additional scores from overrides in combined score weights

* Parameterize spans key in scoring

Parameterize the `SpanCategorizer` `spans_key` for scoring purposes so
that it's possible to evaluate multiple `spancat` components in the same
pipeline.

* Use the (intentionally very short) default spans key `sc` in the
  `SpanCategorizer`
* Adjust the default score weights to include the default key
* Adjust the scorer to use `spans_{spans_key}` as the prefix for the
  returned score
* Revert addition of `attr_name` argument to `score_spans` and adjust
  the key in the `getter` instead.

Note that for `spancat` components with a custom `span_key`, the score
weights currently need to be modified manually in
`[training.score_weights]` for them to be available during training. To
suppress the default score weights `spans_sc_p/r/f` during training, set
them to `null` in `[training.score_weights]`.

* Update website/docs/api/scorer.md

* Fix scorer for spans key containing underscore

* Increment version

* Add Spans to Evaluate CLI (#8439)

* Add Spans to Evaluate CLI

* Change to spans_key

* Add spans per_type output

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

* Fix spancat GPU issues (#8455)

* Fix GPU issues

* Require thinc >=8.0.6

* Switch to glorot_uniform_init

* Fix and test ngram suggester

* Include final ngram in doc for all sizes
* Fix ngrams for docs of the same length as ngram size
* Handle batches of docs that result in no ngrams
* Add tests

Co-authored-by: Ines Montani <ines@ines.io>
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
Co-authored-by: svlandeg <sofie.vanlandeghem@gmail.com>
Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
Co-authored-by: Nirant <NirantK@users.noreply.github.com>
2021-06-24 12:35:27 +02:00
Ines Montani
40f13c3f0c Add docs [ci skip] 2021-06-24 11:57:15 +10:00
Ines Montani
bc93c34f54 Add "New in v3.1" guide 2021-06-22 15:23:18 +10:00
Adriane Boyd
e39d1bd4ab
Various docs updates for v3.1 (#8406)
* Update for Catalan/Italian lemmatizer changes

* Add warning about relevance of section
2021-06-21 09:33:50 +02:00
Matthew Honnibal
6f5e308d17
Support negative examples in partial NER annotations (#8106)
* Support a cfg field in transition system

* Make NER 'has gold' check use right alignment for span

* Pass 'negative_samples_key' property into NER transition system

* Add field for negative samples to NER transition system

* Check neg_key in NER has_gold

* Support negative examples in NER oracle

* Test for negative examples in NER

* Fix name of config variable in NER

* Remove vestiges of old-style partial annotation

* Remove obsolete tests

* Add comment noting lack of support for negative samples in parser

* Additions to "neg examples" PR (#8201)

* add custom error and test for deprecated format

* add test for unlearning an entity

* add break also for Begin's cost

* add negative_samples_key property on Parser

* rename

* extend docs & fix some older docs issues

* add subclass constructors, clean up tests, fix docs

* add flaky test with ValueError if gold parse was not found

* remove ValueError if n_gold == 0

* fix docstring

* Hack in environment variables to try out training

* Remove hack

* Remove NER hack, and support 'negative O' samples

* Fix O oracle

* Fix transition parser

* Remove 'not O' from oracle

* Fix NER oracle

* check for spans in both gold.ents and gold.spans and raise if so, to prevent memory access violation

* use set instead of list in consistency check

Co-authored-by: svlandeg <sofie.vanlandeghem@gmail.com>
Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2021-06-17 17:33:00 +10:00
Sofie Van Landeghem
e796aab4b3
Resizable textcat (#7862)
* implement textcat resizing for TextCatCNN

* resizing textcat in-place

* simplify code

* ensure predictions for old textcat labels remain the same after resizing (WIP)

* fix for softmax

* store softmax as attr

* fix ensemble weight copy and cleanup

* restructure slightly

* adjust documentation, update tests and quickstart templates to use latest versions

* extend unit test slightly

* revert unnecessary edits

* fix typo

* ensemble architecture won't be resizable for now

* use resizable layer (WIP)

* revert using resizable layer

* resizable container while avoid shape inference trouble

* cleanup

* ensure model continues training after resizing

* use fill_b parameter

* use fill_defaults

* resize_layer callback

* format

* bump thinc to 8.0.4

* bump spacy-legacy to 3.0.6
2021-06-16 11:45:00 +02:00
Adriane Boyd
5646fcbe46 Merge remote-tracking branch 'upstream/develop' into chore/develop-into-master-v3.1 2021-06-15 15:05:17 +02:00
Sofie Van Landeghem
0fd0d949c4
fix 's typo's across code base (#8384) 2021-06-15 10:57:08 +02:00
Adriane Boyd
507422149f
Various docs updates for v3.0 (#8353)
* Update cats score names in Scorer API docs

* Refer to performance in meta

* Update package naming/versions, lemmatizer details

* Minor formatting fixes

* Provide more explanation for cats_score_desc

* Provide language-specific lemmatizer defaults in API docs

Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com>
2021-06-14 12:19:36 +02:00
Sofie Van Landeghem
3c58c0323f
fix docs (#8200) 2021-05-27 10:48:59 +02:00
Paul O'Leary McCann
0c553ecd4e Fix docs (fix #8189) 2021-05-24 19:47:30 +09:00
Sofie Van Landeghem
202943bc8c
KB & NEL to/from bytes (#8113)
* unit test for pickling KB

* add pickling test for NEL

* KB to_bytes and from_bytes

* NEL to_bytes and from_bytes

* xfail pickle tests for now

* fix docs

* cleanup
2021-05-20 18:11:30 +10:00
Adriane Boyd
71c2a3ab47
Fix new version for match_alignments (#8021) 2021-05-07 09:55:20 +02:00
Sofie Van Landeghem
02a6a5fea0
Fix 'debug model' for transformers + generalize (#7973)
* add overrides to docs

* fix debug model with transformer

* assume training data is set in config
2021-05-06 18:43:32 +10:00
Adriane Boyd
2320791f6d
Fix Transformer.initialize example (#7963) 2021-04-30 12:21:31 +02:00
Adriane Boyd
95c0833656
Add training option to set annotations on update (#7767)
* Add training option to set annotations on update

Add a `[training]` option called `set_annotations_on_update` to specify
a list of components for which the predicted annotations should be set
on `example.predicted` immediately after that component has been
updated. The predicted annotations can be accessed by later components
in the pipeline during the processing of the batch in the same `update`
call.

* Rename to annotates / annotating_components

* Add test for `annotating_components` when training from config

* Add documentation
2021-04-26 16:53:53 +02:00
Adriane Boyd
bdb485cc80
Add callback to copy vocab/tokenizer from model (#7750)
* Add callback to copy vocab/tokenizer from model

Add callback `spacy.copy_from_base_model.v1` to copy the tokenizer
settings and/or vocab (including vectors) from a base model.

* Move spacy.copy_from_base_model.v1 to spacy.training.callbacks

* Add documentation

* Modify to specify model as tokenizer and vocab params
2021-04-22 12:36:50 +02:00
Adriane Boyd
f68fc29130
Update sent_starts in Example.from_dict (#7847)
* Update sent_starts in Example.from_dict

Update `sent_starts` for `Example.from_dict` so that `Optional[bool]`
values have the same meaning as for `Token.is_sent_start`.

Use `Optional[bool]` as the type for sent start values in the docs.

* Use helper function for conversion to ternary ints
2021-04-22 11:32:45 +02:00
Adriane Boyd
d2bdaa7823
Replace negative rows with 0 in StaticVectors (#7674)
* 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
2021-04-22 18:04:15 +10:00
Sofie Van Landeghem
6f565cf39d
fix typo in entity_linker docs 2021-04-22 09:59:24 +02:00
Sofie Van Landeghem
2e746dbf32
update EL training data format in docs (#7839)
* update EL training data format

* fix typo

* all -1 because reasons
2021-04-22 08:50:09 +02:00
Sofie Van Landeghem
c786e98e56
assemble CLI command (#7783)
* assemble CLI command

* ensure assemble runs even without training section

* cleanup
2021-04-19 18:39:11 +10:00
Adriane Boyd
673e2bc4c0
Add usage docs for streamed train corpora (#7693) 2021-04-09 16:15:38 +02:00
Sofie Van Landeghem
204c2f116b
Extend score_spans for overlapping & non-labeled spans (#7209)
* extend span scorer with consider_label and allow_overlap

* unit test for spans y2x overlap

* add score_spans unit test

* docs for new fields in scorer.score_spans

* rename to include_label

* spell out if-else for clarity

* rename to 'labeled'

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
2021-04-08 12:19:17 +02:00
broaddeep
ee159b8543
Support match alignments (#7321)
* Support match alignments

* change naming from match_alignments to with_alignments, add conditional flow if with_alignments is given, validate with_alignments, add related test case

* remove added errors, utilize bint type, cleanup whitespace

* fix no new line in end of file

* Minor formatting

* Skip alignments processing if as_spans is set

* Add with_alignments to Matcher API docs

* Update website/docs/api/matcher.md

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>
2021-04-08 18:10:14 +10:00
Ines Montani
1d1cfadbca Fix formatting [ci skip] 2021-04-06 14:13:13 +10:00
Ayush Chaurasia
3c2ce41dd8
W&B integration: Optional support for dataset and model checkpoint logging and versioning (#7429)
* Add optional artifacts logging

* Update docs

* Update spacy/training/loggers.py

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

* Update spacy/training/loggers.py

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

* Update spacy/training/loggers.py

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

* Bump WandbLogger Version

* Add documentation of v1 to legacy docs

* bump spacy-legacy to 3.0.2 (to be released)

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
Co-authored-by: svlandeg <sofie.vanlandeghem@gmail.com>
2021-04-01 19:36:23 +02:00
Sofie Van Landeghem
59c2069eb1
Legacy docs (#7601)
* document legacy Tok2Vec architectures

* add TextCatEnsemble.v1 legacy documentation

* Separate legacy section in side bar
2021-03-30 12:43:14 +02:00
Ines Montani
3ee2fcfba0
Merge pull request #7483 from adrianeboyd/docs/various-v3-4 [ci skip] 2021-03-22 12:37:06 +01:00
Ines Montani
88e5a0dc16
Merge pull request #7504 from polm/fix/lexeme-docs [ci skip]
Fix mismatched backtick in Lexeme docs
2021-03-22 12:36:44 +01:00
Paul O'Leary McCann
e39c0dcf33 Fix mismatched backtick in Lexeme docs 2021-03-20 18:40:00 +09:00
Adriane Boyd
c771ec22f0 Update matcher errors and docs
* Mention `tagger+attribute_ruler` in `POS`/`MORPH` error messages for
`Matcher` and `PhraseMatcher`
* Document `Matcher.__call__(allow_missing=)`
2021-03-19 10:11:18 +01:00
Adriane Boyd
83c1b919a7 Fix positional/option in CLI types 2021-03-18 13:31:42 +01:00
Adriane Boyd
9fd41d6742 Remove Language.pipe cleanup arg 2021-03-18 13:31:42 +01:00
Ines Montani
c67d5a6eb0
Merge pull request #7394 from adrianeboyd/docs/ner-example-data-readme 2021-03-13 04:26:18 +01:00
Ines Montani
068b97a617
Merge pull request #7408 from adrianeboyd/bugfix/load-keyword-only 2021-03-13 04:25:50 +01:00
Adriane Boyd
3168103605 Fix type of spacy train --output in docs 2021-03-12 10:04:57 +01:00
Adriane Boyd
03e9e7b567 Add --code option to init fill-config 2021-03-12 10:03:57 +01:00
Adriane Boyd
124304b146 Add vocab kwarg back to spacy.load
* Additional minor formatting and docs cleanup
2021-03-11 10:58:59 +01:00
Adriane Boyd
84470d9b9e Incorporate BILUO note from #7407 2021-03-11 10:11:21 +01:00