mirror of
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	* Create aryaprabhudesai.md (#2681) * Update _install.jade (#2688) Typo fix: "models" -> "model" * Add FAC to spacy.explain (resolves #2706) * Remove docstrings for deprecated arguments (see #2703) * When calling getoption() in conftest.py, pass a default option (#2709) * When calling getoption() in conftest.py, pass a default option This is necessary to allow testing an installed spacy by running: pytest --pyargs spacy * Add contributor agreement * update bengali token rules for hyphen and digits (#2731) * Less norm computations in token similarity (#2730) * Less norm computations in token similarity * Contributor agreement * Remove ')' for clarity (#2737) Sorry, don't mean to be nitpicky, I just noticed this when going through the CLI and thought it was a quick fix. That said, if this was intention than please let me know. * added contributor agreement for mbkupfer (#2738) * Basic support for Telugu language (#2751) * Lex _attrs for polish language (#2750) * Signed spaCy contributor agreement * Added polish version of english lex_attrs * Introduces a bulk merge function, in order to solve issue #653 (#2696) * Fix comment * Introduce bulk merge to increase performance on many span merges * Sign contributor agreement * Implement pull request suggestions * Describe converters more explicitly (see #2643) * Add multi-threading note to Language.pipe (resolves #2582) [ci skip] * Fix formatting * Fix dependency scheme docs (closes #2705) [ci skip] * Don't set stop word in example (closes #2657) [ci skip] * Add words to portuguese language _num_words (#2759) * Add words to portuguese language _num_words * Add words to portuguese language _num_words * Update Indonesian model (#2752) * adding e-KTP in tokenizer exceptions list * add exception token * removing lines with containing space as it won't matter since we use .split() method in the end, added new tokens in exception * add tokenizer exceptions list * combining base_norms with norm_exceptions * adding norm_exception * fix double key in lemmatizer * remove unused import on punctuation.py * reformat stop_words to reduce number of lines, improve readibility * updating tokenizer exception * implement is_currency for lang/id * adding orth_first_upper in tokenizer_exceptions * update the norm_exception list * remove bunch of abbreviations * adding contributors file * Fixed spaCy+Keras example (#2763) * bug fixes in keras example * created contributor agreement * Adding French hyphenated first name (#2786) * Fix typo (closes #2784) * Fix typo (#2795) [ci skip] Fixed typo on line 6 "regcognizer --> recognizer" * Adding basic support for Sinhala language. (#2788) * adding Sinhala language package, stop words, examples and lex_attrs. * Adding contributor agreement * Updating contributor agreement * Also include lowercase norm exceptions * Fix error (#2802) * Fix error ValueError: cannot resize an array that references or is referenced by another array in this way. Use the resize function * added spaCy Contributor Agreement * Add charlax's contributor agreement (#2805) * agreement of contributor, may I introduce a tiny pl languge contribution (#2799) * Contributors agreement * Contributors agreement * Contributors agreement * Add jupyter=True to displacy.render in documentation (#2806) * Revert "Also include lowercase norm exceptions" This reverts commit70f4e8adf3. * Remove deprecated encoding argument to msgpack * Set up dependency tree pattern matching skeleton (#2732) * Fix bug when too many entity types. Fixes #2800 * Fix Python 2 test failure * Require older msgpack-numpy * Restore encoding arg on msgpack-numpy * Try to fix version pin for msgpack-numpy * Update Portuguese Language (#2790) * Add words to portuguese language _num_words * Add words to portuguese language _num_words * Portuguese - Add/remove stopwords, fix tokenizer, add currency symbols * Extended punctuation and norm_exceptions in the Portuguese language * Correct error in spacy universe docs concerning spacy-lookup (#2814) * Update Keras Example for (Parikh et al, 2016) implementation (#2803) * bug fixes in keras example * created contributor agreement * baseline for Parikh model * initial version of parikh 2016 implemented * tested asymmetric models * fixed grevious error in normalization * use standard SNLI test file * begin to rework parikh example * initial version of running example * start to document the new version * start to document the new version * Update Decompositional Attention.ipynb * fixed calls to similarity * updated the README * import sys package duh * simplified indexing on mapping word to IDs * stupid python indent error * added code from https://github.com/tensorflow/tensorflow/issues/3388 for tf bug workaround * Fix typo (closes #2815) [ci skip] * Update regex version dependency * Set version to 2.0.13.dev3 * Skip seemingly problematic test * Remove problematic test * Try previous version of regex * Revert "Remove problematic test" This reverts commitbdebbef455. * Unskip test * Try older version of regex * 💫 Update training examples and use minibatching (#2830) <!--- Provide a general summary of your changes in the title. --> ## Description Update the training examples in `/examples/training` to show usage of spaCy's `minibatch` and `compounding` helpers ([see here](https://spacy.io/usage/training#tips-batch-size) for details). The lack of batching in the examples has caused some confusion in the past, especially for beginners who would copy-paste the examples, update them with large training sets and experienced slow and unsatisfying results. ### Types of change enhancements ## Checklist <!--- Before you submit the PR, go over this checklist and make sure you can tick off all the boxes. [] -> [x] --> - [x] I have submitted the spaCy Contributor Agreement. - [x] I ran the tests, and all new and existing tests passed. - [x] My changes don't require a change to the documentation, or if they do, I've added all required information. * Visual C++ link updated (#2842) (closes #2841) [ci skip] * New landing page * Add contribution agreement * Correcting lang/ru/examples.py (#2845) * Correct some grammatical inaccuracies in lang\ru\examples.py; filled Contributor Agreement * Correct some grammatical inaccuracies in lang\ru\examples.py * Move contributor agreement to separate file * Set version to 2.0.13.dev4 * Add Persian(Farsi) language support (#2797) * Also include lowercase norm exceptions * Remove in favour of https://github.com/explosion/spaCy/graphs/contributors * Rule-based French Lemmatizer (#2818) <!--- Provide a general summary of your changes in the title. --> ## Description <!--- Use this section to describe your changes. If your changes required testing, include information about the testing environment and the tests you ran. If your test fixes a bug reported in an issue, don't forget to include the issue number. If your PR is still a work in progress, that's totally fine – just include a note to let us know. --> Add a rule-based French Lemmatizer following the english one and the excellent PR for [greek language optimizations](https://github.com/explosion/spaCy/pull/2558) to adapt the Lemmatizer class. ### Types of change <!-- What type of change does your PR cover? Is it a bug fix, an enhancement or new feature, or a change to the documentation? --> - Lemma dictionary used can be found [here](http://infolingu.univ-mlv.fr/DonneesLinguistiques/Dictionnaires/telechargement.html), I used the XML version. - Add several files containing exhaustive list of words for each part of speech - Add some lemma rules - Add POS that are not checked in the standard Lemmatizer, i.e PRON, DET, ADV and AUX - Modify the Lemmatizer class to check in lookup table as a last resort if POS not mentionned - Modify the lemmatize function to check in lookup table as a last resort - Init files are updated so the model can support all the functionalities mentioned above - Add words to tokenizer_exceptions_list.py in respect to regex used in tokenizer_exceptions.py ## Checklist <!--- Before you submit the PR, go over this checklist and make sure you can tick off all the boxes. [] -> [x] --> - [X] I have submitted the spaCy Contributor Agreement. - [X] I ran the tests, and all new and existing tests passed. - [X] My changes don't require a change to the documentation, or if they do, I've added all required information. * Set version to 2.0.13 * Fix formatting and consistency * Update docs for new version [ci skip] * Increment version [ci skip] * Add info on wheels [ci skip] * Adding "This is a sentence" example to Sinhala (#2846) * Add wheels badge * Update badge [ci skip] * Update README.rst [ci skip] * Update murmurhash pin * Increment version to 2.0.14.dev0 * Update GPU docs for v2.0.14 * Add wheel to setup_requires * Import prefer_gpu and require_gpu functions from Thinc * Add tests for prefer_gpu() and require_gpu() * Update requirements and setup.py * Workaround bug in thinc require_gpu * Set version to v2.0.14 * Update push-tag script * Unhack prefer_gpu * Require thinc 6.10.6 * Update prefer_gpu and require_gpu docs [ci skip] * Fix specifiers for GPU * Set version to 2.0.14.dev1 * Set version to 2.0.14 * Update Thinc version pin * Increment version * Fix msgpack-numpy version pin * Increment version * Update version to 2.0.16 * Update version [ci skip] * Redundant ')' in the Stop words' example (#2856) <!--- Provide a general summary of your changes in the title. --> ## Description <!--- Use this section to describe your changes. If your changes required testing, include information about the testing environment and the tests you ran. If your test fixes a bug reported in an issue, don't forget to include the issue number. If your PR is still a work in progress, that's totally fine – just include a note to let us know. --> ### Types of change <!-- What type of change does your PR cover? Is it a bug fix, an enhancement or new feature, or a change to the documentation? --> ## Checklist <!--- Before you submit the PR, go over this checklist and make sure you can tick off all the boxes. [] -> [x] --> - [ ] I have submitted the spaCy Contributor Agreement. - [ ] I ran the tests, and all new and existing tests passed. - [ ] My changes don't require a change to the documentation, or if they do, I've added all required information. * Documentation improvement regarding joblib and SO (#2867) Some documentation improvements ## Description 1. Fixed the dead URL to joblib 2. Fixed Stack Overflow brand name (with space) ### Types of change Documentation ## Checklist <!--- Before you submit the PR, go over this checklist and make sure you can tick off all the boxes. [] -> [x] --> - [x] I have submitted the spaCy Contributor Agreement. - [x] I ran the tests, and all new and existing tests passed. - [x] My changes don't require a change to the documentation, or if they do, I've added all required information. * raise error when setting overlapping entities as doc.ents (#2880) * Fix out-of-bounds access in NER training The helper method state.B(1) gets the index of the first token of the buffer, or -1 if no such token exists. Normally this is safe because we pass this to functions like state.safe_get(), which returns an empty token. Here we used it directly as an array index, which is not okay! This error may have been the cause of out-of-bounds access errors during training. Similar errors may still be around, so much be hunted down. Hunting this one down took a long time...I printed out values across training runs and diffed, looking for points of divergence between runs, when no randomness should be allowed. * Change PyThaiNLP Url (#2876) * Fix missing comma * Add example showing a fix-up rule for space entities * Set version to 2.0.17.dev0 * Update regex version * Revert "Update regex version" This reverts commit62358dd867. * Try setting older regex version, to align with conda * Set version to 2.0.17 * Add spacy-js to universe [ci-skip] * Add spacy-raspberry to universe (closes #2889) * Add script to validate universe json [ci skip] * Removed space in docs + added contributor indo (#2909) * - removed unneeded space in documentation * - added contributor info * Allow input text of length up to max_length, inclusive (#2922) * Include universe spec for spacy-wordnet component (#2919) * feat: include universe spec for spacy-wordnet component * chore: include spaCy contributor agreement * Minor formatting changes [ci skip] * Fix image [ci skip] Twitter URL doesn't work on live site * Check if the word is in one of the regular lists specific to each POS (#2886) * 💫 Create random IDs for SVGs to prevent ID clashes (#2927) Resolves #2924. ## Description Fixes problem where multiple visualizations in Jupyter notebooks would have clashing arc IDs, resulting in weirdly positioned arc labels. Generating a random ID prefix so even identical parses won't receive the same IDs for consistency (even if effect of ID clash isn't noticable here.) ### Types of change bug fix ## Checklist <!--- Before you submit the PR, go over this checklist and make sure you can tick off all the boxes. [] -> [x] --> - [x] I have submitted the spaCy Contributor Agreement. - [x] I ran the tests, and all new and existing tests passed. - [x] My changes don't require a change to the documentation, or if they do, I've added all required information. * Fix typo [ci skip] * fixes symbolic link on py3 and windows (#2949) * fixes symbolic link on py3 and windows during setup of spacy using command python -m spacy link en_core_web_sm en closes #2948 * Update spacy/compat.py Co-Authored-By: cicorias <cicorias@users.noreply.github.com> * Fix formatting * Update universe [ci skip] * Catalan Language Support (#2940) * Catalan language Support * Ddding Catalan to documentation * Sort languages alphabetically [ci skip] * Update tests for pytest 4.x (#2965) <!--- Provide a general summary of your changes in the title. --> ## Description - [x] Replace marks in params for pytest 4.0 compat ([see here](https://docs.pytest.org/en/latest/deprecations.html#marks-in-pytest-mark-parametrize)) - [x] Un-xfail passing tests (some fixes in a recent update resolved a bunch of issues, but tests were apparently never updated here) ### Types of change <!-- What type of change does your PR cover? Is it a bug fix, an enhancement or new feature, or a change to the documentation? --> ## Checklist <!--- Before you submit the PR, go over this checklist and make sure you can tick off all the boxes. [] -> [x] --> - [x] I have submitted the spaCy Contributor Agreement. - [x] I ran the tests, and all new and existing tests passed. - [x] My changes don't require a change to the documentation, or if they do, I've added all required information. * Fix regex pin to harmonize with conda (#2964) * Update README.rst * Fix bug where Vocab.prune_vector did not use 'batch_size' (#2977) Fixes #2976 * Fix typo * Fix typo * Remove duplicate file * Require thinc 7.0.0.dev2 Fixes bug in gpu_ops that would use cupy instead of numpy on CPU * Add missing import * Fix error IDs * Fix tests
		
			
				
	
	
		
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//- 💫 DOCS > USAGE > INSTALL > INSTRUCTIONS
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+h(3, "pip") pip
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    +badge("https://img.shields.io/pypi/v/spacy.svg?style=flat-square", "https://pypi.python.org/pypi/spacy")
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p
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    |  Using pip, spaCy releases are available as source packages and binary
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    |  wheels (as of #[code v2.0.13]).
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+code(false, "bash").
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    pip install -U spacy
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+aside("Download models")
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    |  After installation you need to download a language model. For more info
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    |  and available models, see the #[+a("/usage/models") docs on models].
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    +code.o-no-block.
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        python -m spacy download en
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        >>> import spacy
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        >>> nlp = spacy.load('en')
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p
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    |  When using pip it is generally recommended to install packages in a
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    |  virtual environment to avoid modifying system state:
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+code(false, "bash").
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    python -m venv .env
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    source .env/bin/activate
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    pip install spacy
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+h(3, "conda") conda
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    +badge("https://anaconda.org/conda-forge/spacy/badges/version.svg", "https://anaconda.org/conda-forge/spacy")
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p
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    |  Thanks to our great community, we've finally re-added conda support. You
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    |  can now install spaCy via #[code conda-forge]:
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+code(false, "bash").
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    conda install -c conda-forge spacy
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p
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    |  For the feedstock including the build recipe and configuration, check out
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    |  #[+a("https://github.com/conda-forge/spacy-feedstock") this repository].
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    |  Improvements and pull requests to the recipe and setup are always
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    |  appreciated.
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+h(3, "upgrading") Upgrading spaCy
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+aside("Upgrading from v1 to v2")
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    |  Although we've tried to keep breaking changes to a minimum, upgrading
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    |  from spaCy v1.x to v2.x may still require some changes to your code base.
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    |  For details see the sections on
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    |  #[+a("/usage/v2#incompat") backwards incompatibilities] and
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    |  #[+a("/usage/v2#migrating") migrating]. Also remember to download the new
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    |  models, and retrain your own models.
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p
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    |  When updating to a newer version of spaCy, it's generally recommended to
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    |  start with a clean virtual environment. If you're upgrading to a new
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    |  major version, make sure you have the latest #[strong compatible models]
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    |  installed, and that there are no old shortcut links or incompatible model
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    |  packages left over in your environment, as this can often lead to unexpected
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    |  results and errors.  If you've trained your own models, keep in mind that
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    |  your train and runtime inputs must match. This means you'll have to
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    |  #[strong retrain your models] with the new version.
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p
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    |  As of v2.0, spaCy also provides a #[+api("cli#validate") #[code validate]]
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    |  command, which lets you verify that all installed models are compatible
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    |  with your spaCy version. If incompatible models are found, tips and
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    |  installation instructions are printed. The command is also useful to
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    |  detect out-of-sync model links resulting from links created in different
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    |  virtual environments. It's recommended to run the command with
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    |  #[code python -m] to make sure you're executing the correct version of
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    |  spaCy.
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+code(false, "bash").
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    pip install -U spacy
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    python -m spacy validate
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+h(3, "gpu") Run spaCy with GPU
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    +tag-new("2.0.14")
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p
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    |  As of v2.0, spaCy's comes with neural network models that are implemented
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    |  in our machine learning library, #[+a(gh("thinc")) Thinc]. For GPU
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    |  support, we've been grateful to use the work of
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    |  Chainer's #[+a("https://cupy.chainer.org") CuPy] module, which provides
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    |  a NumPy-compatible interface for GPU arrays.
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p
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    |  spaCy can be installed on GPU by specifying #[code spacy[cuda]],
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    |  #[code spacy[cuda90]], #[code spacy[cuda91]], #[code spacy[cuda92]] or
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    |  #[code spacy[cuda10]]. If you know your cuda version, using the more
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    |  explicit specifier allows cupy to be installed via wheel, saving some
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    |  compilation time. The specifiers should install two libraries:
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    |  #[+a("https://cupy.chainer.org") #[code cupy]] and
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    |  #[+a(gh("thinc_gpu_ops")) #[code thinc_gpu_ops]].
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+code(false, "bash").
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    pip install -U spacy[cuda92]
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p
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    |  Once you have a GPU-enabled installation, the best way to activate it is
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    |  to call #[+api("top-level#spacy.prefer_gpu") #[code spacy.prefer_gpu()]]
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    |  or #[+api("top-level#spacy.require_gpu") #[code spacy.require_gpu()]]
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    |  somewhere in your script before any models have been loaded.
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    |  #[code require_gpu] will raise an error if no GPU is available.
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+code.
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    import spacy
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    spacy.prefer_gpu()
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    nlp = spacy.load('en_core_web_sm')
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+h(3, "source") Compile from source
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p
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    |  The other way to install spaCy is to clone its
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    |  #[+a(gh("spaCy")) GitHub repository] and build it from source. That is
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    |  the common way if you want to make changes to the code base. You'll need
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    |  to make sure that you have a development environment consisting of a
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    |  Python distribution including header files, a compiler,
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    |  #[+a("https://pip.pypa.io/en/latest/installing/") pip],
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    |  #[+a("https://virtualenv.pypa.io/") virtualenv] and
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    |  #[+a("https://git-scm.com") git] installed. The compiler part is the
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    |  trickiest. How to do that depends on your system. See notes on
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    |  #[a(href="#source-ubuntu") Ubuntu], #[a(href="#source-osx") OS X] and
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    |  #[a(href="#source-windows") Windows] for details.
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+code(false, "bash").
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    python -m pip install -U pip                   # update pip
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    git clone #{gh("spaCy")}   # clone spaCy
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    cd spaCy                                       # navigate into directory
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    python -m venv .env                            # create environment in .env
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    source .env/bin/activate                       # activate virtual environment
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    export PYTHONPATH=`pwd`                        # set Python path to spaCy directory
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    pip install -r requirements.txt                # install all requirements
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    python setup.py build_ext --inplace            # compile spaCy
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p
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    |  Compared to regular install via pip, the
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    |  #[+src(gh("spaCy", "requirements.txt")) #[code requirements.txt]]
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    |  additionally installs developer dependencies such as Cython. See the
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    |  the #[+a("#section-quickstart") quickstart widget] to get the right
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    |  commands for your platform and Python version. Instead of the above
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    |  verbose commands, you can also use the following
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    |  #[+a("http://www.fabfile.org/") Fabric] commands:
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+table(["Command", "Description"])
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    +row
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        +cell #[code fab env]
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        +cell Create a virtual environment and delete previous one, if it exists.
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    +row
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        +cell #[code fab make]
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        +cell Compile the source.
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    +row
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        +cell #[code fab clean]
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        +cell Remove compiled objects, including the generated C++.
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    +row
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        +cell #[code fab test]
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        +cell Run basic tests, aborting after first failure.
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p
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    |  All commands assume that your virtual environment is located in a
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    |  directory #[code .env]. If you're using a different directory, you can
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    |  change it via the environment variable #[code VENV_DIR], for example:
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+code(false, "bash").
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    VENV_DIR=".custom-env" fab clean make
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+h(4, "source-ubuntu") Ubuntu
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p Install system-level dependencies via #[code apt-get]:
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+code(false, "bash").
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    sudo apt-get install build-essential python-dev git
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+h(4, "source-osx") macOS / OS X
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p
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    |  Install a recent version of
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    |  #[+a("https://developer.apple.com/xcode/") XCode], including the
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    |  so-called "Command Line Tools". macOS and OS X ship with Python and git
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    |  preinstalled. To compile spaCy with multi-threading support on macOS / OS X,
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    |  #[+a("https://github.com/explosion/spaCy/issues/267") see here].
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+h(4, "source-windows") Windows
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p
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    |  Install a version of the
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    |  #[+a("https://visualstudio.microsoft.com/visual-cpp-build-tools/") Visual C++ Build Tools] or
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    |  #[+a("https://www.visualstudio.com/vs/visual-studio-express/") Visual Studio Express]
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    |  that matches the version that was used to compile your Python
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    |  interpreter. For official distributions these are:
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+table([ "Distribution", "Version"])
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    +row
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        +cell Python 2.7
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        +cell Visual Studio 2008
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    +row
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        +cell Python 3.4
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        +cell Visual Studio 2010
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    +row
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        +cell Python 3.5+
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        +cell Visual Studio 2015
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+h(3, "tests") Run tests
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p
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						|
    |  spaCy comes with an #[+a(gh("spacy", "spacy/tests")) extensive test suite].
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    |  In order to run the tests, you'll usually want to clone the
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    |  #[+a(gh("spacy")) repository] and #[+a("#source") build spaCy from source].
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    |  This will also install the required development dependencies and test
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    |  utilities defined in the #[code requirements.txt].
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p
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						|
    |  Alternatively, you can find out where spaCy is installed and run
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						|
    |  #[code pytest] on that directory. Don't forget to also install the
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						|
    |  test utilities via spaCy's
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						|
    |  #[+a(gh("spacy", "requirements.txt")) #[code requirements.txt]]:
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+code(false, "bash").
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    python -c "import os; import spacy; print(os.path.dirname(spacy.__file__))"
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    pip install -r path/to/requirements.txt
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    python -m pytest <spacy-directory>
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						|
p
 | 
						|
    |  Calling #[code pytest] on the spaCy directory will run only the basic
 | 
						|
    |  tests. The flags #[code --slow] and #[code --model] are optional and
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						|
    |  enable additional tests that take longer or use specific models.
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						|
+code(false, "bash").
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						|
    # make sure you are using recent pytest version
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						|
    python -m pip install -U pytest
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						|
    python -m pytest <spacy-directory>                 # basic tests
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						|
    python -m pytest <spacy-directory> --slow          # basic and slow tests
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						|
    python -m pytest <spacy-directory> --models --all  # basic and all model tests
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    python -m pytest <spacy-directory> --models --en   # basic and English model tests
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 | 
						|
+infobox("Note on model tests", "⚠️")
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						|
    |  The test suite specifies a #[+a(gh("spacy", "spacy/tests/conftest.py")) list of models]
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						|
    |  to run the tests on. If a model is not installed, the tests will be
 | 
						|
    |  skipped. If all models are installed, the respective tests will run once
 | 
						|
    |  for each model. The easiest way to find out which models and model
 | 
						|
    |  versions are available in your current environment is to run
 | 
						|
    |  #[+a("/api/cli#validate") #[code python -m spacy validate]]. This will
 | 
						|
    |  also show whether an installed model is out of date, and how to update it.
 |