mirror of
https://github.com/explosion/spaCy.git
synced 2024-12-25 01:16:28 +03:00
Add serialization 101
This commit is contained in:
parent
b546bcb05f
commit
54885b5e88
35
website/docs/usage/_spacy-101/_serialization.jade
Normal file
35
website/docs/usage/_spacy-101/_serialization.jade
Normal file
|
@ -0,0 +1,35 @@
|
|||
//- 💫 DOCS > USAGE > SPACY 101 > SERIALIZATION
|
||||
|
||||
p
|
||||
| If you've been modifying the pipeline, vocabulary vectors and entities, or made
|
||||
| updates to the model, you'll eventually want
|
||||
| to #[strong save your progress] – for example, everything that's in your #[code nlp]
|
||||
| object. This means you'll have to translate its contents and structure
|
||||
| into a format that can be saved, like a file or a byte string. This
|
||||
| process is called serialization. spaCy comes with
|
||||
| #[strong built-in serialization methods] and supports the
|
||||
| #[+a("http://www.diveintopython3.net/serializing.html#dump") Pickle protocol].
|
||||
|
||||
+aside("What's pickle?")
|
||||
| Pickle is Python's built-in object persistance system. It lets you
|
||||
| transfer arbitrary Python objects between processes. This is usually used
|
||||
| to load an object to and from disk, but it's also used for distributed
|
||||
| computing, e.g. with
|
||||
| #[+a("https://spark.apache.org/docs/0.9.0/python-programming-guide.html") PySpark]
|
||||
| or #[+a("http://dask.pydata.org/en/latest/") Dask]. When you unpickle an
|
||||
| object, you're agreeing to execute whatever code it contains. It's like
|
||||
| calling #[code eval()] on a string – so don't unpickle objects from
|
||||
| untrusted sources.
|
||||
|
||||
p
|
||||
| All container classes and pipeline components, i.e.
|
||||
for cls in ["Doc", "Language", "Tokenizer", "Tagger", "DependencyParser", "EntityRecognizer", "Vocab", "StringStore"]
|
||||
| #[+api(cls.toLowerCase()) #[code=cls]],
|
||||
| have the following methods available:
|
||||
|
||||
+table(["Method", "Returns", "Example"])
|
||||
- style = [1, 0, 1]
|
||||
+annotation-row(["to_bytes", "bytes", "nlp.to_bytes()"], style)
|
||||
+annotation-row(["from_bytes", "object", "nlp.from_bytes(bytes)"], style)
|
||||
+annotation-row(["to_disk", "-", "nlp.to_disk('/path')"], style)
|
||||
+annotation-row(["from_disk", "object", "nlp.from_disk('/path')"], style)
|
|
@ -1,5 +1,15 @@
|
|||
include ../../_includes/_mixins
|
||||
|
||||
+h(2, "101") Serialization 101
|
||||
|
||||
include _spacy-101/_serialization
|
||||
|
||||
+infobox("Important note")
|
||||
| In spaCy v2.0, the API for saving and loading has changed to only use the
|
||||
| four methods listed above consistently across objects and classes. For an
|
||||
| overview of the changes, see #[+a("/docs/usage/v2#incompat") this table]
|
||||
| and the notes on #[+a("/docs/usage/v2#migrating-saving-loading") migrating].
|
||||
|
||||
|
||||
+h(2, "models") Saving models
|
||||
|
||||
|
|
|
@ -105,6 +105,10 @@ include _spacy-101/_word-vectors
|
|||
|
||||
+h(2, "pipelines") Pipelines
|
||||
|
||||
+h(2, "serialization") Serialization
|
||||
|
||||
include _spacy-101/_serialization
|
||||
|
||||
+h(2, "architecture") Architecture
|
||||
|
||||
+image
|
||||
|
|
Loading…
Reference in New Issue
Block a user