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# spaCy contributor agreement
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This spaCy Contributor Agreement (**"SCA"**) is based on the
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[Oracle Contributor Agreement](http://www.oracle.com/technetwork/oca-405177.pdf).
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The SCA applies to any contribution that you make to any product or project
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managed by us (the **"project"**), and sets out the intellectual property rights
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you grant to us in the contributed materials. The term **"us"** shall mean
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[ExplosionAI UG (haftungsbeschränkt)](https://explosion.ai/legal). The term
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**"you"** shall mean the person or entity identified below.
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If you agree to be bound by these terms, fill in the information requested
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below and include the filled-in version with your first pull request, under the
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folder [`.github/contributors/`](/.github/contributors/). The name of the file
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should be your GitHub username, with the extension `.md`. For example, the user
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example_user would create the file `.github/contributors/example_user.md`.
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Read this agreement carefully before signing. These terms and conditions
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constitute a binding legal agreement.
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## Contributor Agreement
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1. The term "contribution" or "contributed materials" means any source code,
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object code, patch, tool, sample, graphic, specification, manual,
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documentation, or any other material posted or submitted by you to the project.
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2. With respect to any worldwide copyrights, or copyright applications and
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registrations, in your contribution:
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* you hereby assign to us joint ownership, and to the extent that such
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assignment is or becomes invalid, ineffective or unenforceable, you hereby
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grant to us a perpetual, irrevocable, non-exclusive, worldwide, no-charge,
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royalty-free, unrestricted license to exercise all rights under those
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copyrights. This includes, at our option, the right to sublicense these same
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rights to third parties through multiple levels of sublicensees or other
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licensing arrangements;
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* you agree that each of us can do all things in relation to your
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contribution as if each of us were the sole owners, and if one of us makes
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a derivative work of your contribution, the one who makes the derivative
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work (or has it made will be the sole owner of that derivative work;
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* you agree that you will not assert any moral rights in your contribution
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against us, our licensees or transferees;
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* you agree that we may register a copyright in your contribution and
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exercise all ownership rights associated with it; and
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* you agree that neither of us has any duty to consult with, obtain the
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consent of, pay or render an accounting to the other for any use or
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distribution of your contribution.
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3. With respect to any patents you own, or that you can license without payment
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to any third party, you hereby grant to us a perpetual, irrevocable,
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non-exclusive, worldwide, no-charge, royalty-free license to:
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* make, have made, use, sell, offer to sell, import, and otherwise transfer
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your contribution in whole or in part, alone or in combination with or
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included in any product, work or materials arising out of the project to
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which your contribution was submitted, and
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* at our option, to sublicense these same rights to third parties through
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multiple levels of sublicensees or other licensing arrangements.
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4. Except as set out above, you keep all right, title, and interest in your
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contribution. The rights that you grant to us under these terms are effective
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on the date you first submitted a contribution to us, even if your submission
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took place before the date you sign these terms.
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5. You covenant, represent, warrant and agree that:
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* Each contribution that you submit is and shall be an original work of
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authorship and you can legally grant the rights set out in this SCA;
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* to the best of your knowledge, each contribution will not violate any
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third party's copyrights, trademarks, patents, or other intellectual
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property rights; and
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* each contribution shall be in compliance with U.S. export control laws and
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other applicable export and import laws. You agree to notify us if you
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become aware of any circumstance which would make any of the foregoing
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representations inaccurate in any respect. We may publicly disclose your
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participation in the project, including the fact that you have signed the SCA.
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6. This SCA is governed by the laws of the State of California and applicable
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U.S. Federal law. Any choice of law rules will not apply.
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7. Please place an “x” on one of the applicable statement below. Please do NOT
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mark both statements:
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* [x] I am signing on behalf of myself as an individual and no other person
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or entity, including my employer, has or will have rights with respect to my
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contributions.
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* [ ] I am signing on behalf of my employer or a legal entity and I have the
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actual authority to contractually bind that entity.
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## Contributor Details
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| Field | Entry |
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|------------------------------- | -------------------- |
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| Name | Daniel Hershcovich |
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| Company name (if applicable) | |
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| Title or role (if applicable) | |
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| Date | 8 November 2017 |
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| GitHub username | danielhers |
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| Website (optional) | www.cs.huji.ac.il/~danielh |
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@ -48,7 +48,8 @@ def main(model=None, output_dir=None, n_iter=20, n_texts=2000):
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# load the IMBD dataset
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print("Loading IMDB data...")
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(train_texts, train_cats), (dev_texts, dev_cats) = load_data(limit=n_texts)
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print("Using %d training examples" % n_texts)
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print("Using {} examples ({} training, {} evaluation)"
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.format(n_texts, len(train_texts), len(dev_texts)))
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train_data = list(zip(train_texts,
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[{'cats': cats} for cats in train_cats]))
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@ -63,7 +63,7 @@ cdef class Tokenizer:
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cpdef Doc tokens_from_list(self, list strings):
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util.deprecated(
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"Tokenizer.from_from list is now deprecated. Create a new Doc "
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"Tokenizer.from_list is now deprecated. Create a new Doc "
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"object instead and pass in the strings as the `words` keyword "
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"argument, for example:\nfrom spacy.tokens import Doc\n"
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"doc = Doc(nlp.vocab, words=[...])")
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@ -188,6 +188,38 @@ p
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+cell int
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+cell The row the vector was added to.
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+h(2, "resize") Vectors.resize
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+tag method
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p
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| Resize the underlying vectors array. If #[code inplace=True], the memory
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| is reallocated. This may cause other references to the data to become
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| invalid, so only use #[code inplace=True] if you're sure that's what you
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| want. If the number of vectors is reduced, keys mapped to rows that have
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| been deleted are removed. These removed items are returned as a list of
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| #[code (key, row)] tuples.
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+aside-code("Example").
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removed = nlp.vocab.vectors.resize((10000, 300))
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+table(["Name", "Type", "Description"])
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+row
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+cell #[code shape]
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+cell tuple
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+cell
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| A #[code (rows, dims)] tuple describing the number of rows and
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| dimensions.
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+row
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+cell #[code inplace]
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+cell bool
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+cell Reallocate the memory.
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+row("foot")
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+cell returns
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+cell list
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+cell The removed items as a list of #[code (key, row)] tuples.
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+h(2, "keys") Vectors.keys
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+tag method
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@ -52,6 +52,7 @@
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"MODEL_META": {
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"core": "Vocabulary, syntax, entities, vectors",
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"core_sm": "Vocabulary, syntax, entities",
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"dep": "Vocabulary, syntax",
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"ent": "Named entities",
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"vectors": "Word vectors",
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@ -10,9 +10,10 @@ p
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for models, lang in MODELS
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for model, i in models
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- var comps = getModelComponents(model)
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- var type = comps.size == "sm" && comps.type == "core" ? "core_sm" : comps.type
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+row
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+cell #[+a("/models/" + lang + "#" + model) #[code=model]]
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if i == 0
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+icon("star", 16).o-icon--inline.u-color-theme
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+cell #{LANGUAGES[comps.lang]}
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+cell #{MODEL_META[comps.type]}
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+cell #{MODEL_META[type]}
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@ -10,10 +10,12 @@ p
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+cell #[+api("cli#download") #[code cli.download]]
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+row
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+cell
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| #[code spacy.en] etc.
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+cell
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| #[code spacy.lang.en] etc.
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+cell #[code spacy.en] etc.
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+cell #[code spacy.lang.en] etc.
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+row
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+cell #[code spacy.en.word_sets]
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+cell #[code spacy.lang.en.stop_words]
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+row
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+cell #[code spacy.orth]
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@ -43,6 +45,10 @@ p
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+cell #[code Language.create_make_doc]
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+cell #[+api("language#attributes") #[code Language.tokenizer]]
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+row
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+cell #[code Vocab.resize_vectors]
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+cell #[+api("vectors#resize") #[code Vectors.resize]]
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+row
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+cell
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| #[code Vocab.load]
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