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	Update saving and loading docs
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				|  | @ -233,4 +233,4 @@ p | |||
| +infobox("Saving and loading models") | ||||
|     |  For more information and a detailed guide on how to package your model, | ||||
|     |  see the documentation on | ||||
|     |  #[+a("/docs/usage/saving-loading") saving and loading models]. | ||||
|     |  #[+a("/docs/usage/saving-loading#models") saving and loading models]. | ||||
|  |  | |||
|  | @ -10,6 +10,27 @@ include _spacy-101/_serialization | |||
|     |  overview of the changes, see #[+a("/docs/usage/v2#incompat") this table] | ||||
|     |  and the notes on #[+a("/docs/usage/v2#migrating-saving-loading") migrating]. | ||||
| 
 | ||||
|     |  save it locally by calling #[+api("doc#to_disk") #[code Doc.to_disk()]], | ||||
|     |  and load it again via #[+api("doc#from_disk") #[code Doc.from_disk()]]. | ||||
|     |  This will overwrite the existing object and return it. | ||||
| 
 | ||||
| +code. | ||||
|     import spacy | ||||
|     from spacy.tokens import Span | ||||
| 
 | ||||
|     text = u'Netflix is hiring a new VP of global policy' | ||||
| 
 | ||||
|     nlp = spacy.load('en') | ||||
|     doc = nlp(text) | ||||
|     assert len(doc.ents) == 0 # Doc has no entities | ||||
|     doc.ents += ((Span(doc, 0, 1, label=doc.vocab.strings[u'ORG'])) # add entity | ||||
|     doc.to_disk('/path/to/doc') # save Doc to disk | ||||
| 
 | ||||
|     new_doc = nlp(text) | ||||
|     assert len(new_doc.ents) == 0 # new Doc has no entities | ||||
|     new_doc = new_doc.from_disk('path/to/doc') # load from disk and overwrite | ||||
|     assert len(new_doc.ents) == 1 # entity is now recognised! | ||||
|     assert [(ent.text, ent.label_) for ent in new_doc.ents] == [(u'Netflix', u'ORG')] | ||||
| 
 | ||||
| +h(2, "models") Saving models | ||||
| 
 | ||||
|  | @ -46,13 +67,16 @@ p | |||
| +aside-code("meta.json", "json"). | ||||
|     { | ||||
|         "name": "example_model", | ||||
|         "lang": "en", | ||||
|         "version": "1.0.0", | ||||
|         "spacy_version": ">=2.0.0,<3.0.0", | ||||
|         "description": "Example model for spaCy", | ||||
|         "author": "You", | ||||
|         "email": "you@example.com", | ||||
|         "license": "CC BY-SA 3.0" | ||||
|         "license": "CC BY-SA 3.0", | ||||
|         "setup": { | ||||
|             "lang": "en", | ||||
|             "pipeline": ["token_vectors", "tagger"] | ||||
|         } | ||||
|     } | ||||
| 
 | ||||
| +code(false, "bash"). | ||||
|  | @ -71,10 +95,10 @@ p This command will create a model package directory that should look like this: | |||
| 
 | ||||
| p | ||||
|     |  You can also find templates for all files in our | ||||
|     |  #[+src(gh("spacy-dev-resouces", "templates/model")) spaCy dev resources]. | ||||
|     |  #[+src(gh("spacy-dev-resources", "templates/model")) spaCy dev resources]. | ||||
|     |  If you're creating the package manually, keep in mind that the directories | ||||
|     |  need to be named according to the naming conventions of | ||||
|     |  #[code [language]_[name]] and #[code [language]_[name]-[version]]. The | ||||
|     |  #[code lang_name] and #[code lang_name-version]. | ||||
|     |  #[code lang] setting in the meta.json is also used to create the | ||||
|     |  respective #[code Language] class in spaCy, which will later be returned | ||||
|     |  by the model's #[code load()] method. | ||||
|  |  | |||
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