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	Update saving and loading docs
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				|  | @ -233,4 +233,4 @@ p | ||||||
| +infobox("Saving and loading models") | +infobox("Saving and loading models") | ||||||
|     |  For more information and a detailed guide on how to package your model, |     |  For more information and a detailed guide on how to package your model, | ||||||
|     |  see the documentation on |     |  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] |     |  overview of the changes, see #[+a("/docs/usage/v2#incompat") this table] | ||||||
|     |  and the notes on #[+a("/docs/usage/v2#migrating-saving-loading") migrating]. |     |  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 | +h(2, "models") Saving models | ||||||
| 
 | 
 | ||||||
|  | @ -46,13 +67,16 @@ p | ||||||
| +aside-code("meta.json", "json"). | +aside-code("meta.json", "json"). | ||||||
|     { |     { | ||||||
|         "name": "example_model", |         "name": "example_model", | ||||||
|         "lang": "en", |  | ||||||
|         "version": "1.0.0", |         "version": "1.0.0", | ||||||
|         "spacy_version": ">=2.0.0,<3.0.0", |         "spacy_version": ">=2.0.0,<3.0.0", | ||||||
|         "description": "Example model for spaCy", |         "description": "Example model for spaCy", | ||||||
|         "author": "You", |         "author": "You", | ||||||
|         "email": "you@example.com", |         "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"). | +code(false, "bash"). | ||||||
|  | @ -71,10 +95,10 @@ p This command will create a model package directory that should look like this: | ||||||
| 
 | 
 | ||||||
| p | p | ||||||
|     |  You can also find templates for all files in our |     |  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 |     |  If you're creating the package manually, keep in mind that the directories | ||||||
|     |  need to be named according to the naming conventions of |     |  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 |     |  #[code lang] setting in the meta.json is also used to create the | ||||||
|     |  respective #[code Language] class in spaCy, which will later be returned |     |  respective #[code Language] class in spaCy, which will later be returned | ||||||
|     |  by the model's #[code load()] method. |     |  by the model's #[code load()] method. | ||||||
|  |  | ||||||
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