Python SDK for Stencila
Project description
Stencila SDK for Python
Bindings for using Stencila from Python
👋 Introduction
This package provides Python classes for types in the Stencila Schema and bindings to core Stencila Rust functions.
The primary intended audience is developers who want to develop their own tools on top of Stencila's core functionality. For example, with this package you could construct Stencila documents programmatically using Python and write them to multiple formats (e.g. Markdown, JATS XML, PDF).
[!IMPORTANT] At present, there are only bindings to functions for format conversion, but future versions will expand this scope to include document management (e.g branching and merging) and execution.
📦 Install
python -m pip install stencila
[!NOTE] If you encounter problems with the above command, you may need to upgrade Pip using
pip install --upgrade pip
.This is due to a change in the dependency resolver in Pip 20.3.
⚡ Usage
Types
The types
module contains representations of all types in the Stencila Schema.
Object types
Object types (aka product types) in the Stencila Schema are represented as a dataclass
. At present the __init__
function requires keywords to be used (this is likely to be improved soon).
For example, to construct an article with a single "Hello world!" paragraph, you can construct Article
, Paragraph
and Text
:
from stencila.types import Article, CreativeWork, Paragraph, Text, Thing
article = Article(content=[Paragraph(content=[Text(value="Hello world!")])])
assert isinstance(article, Article)
assert isinstance(article, CreativeWork)
assert isinstance(article, Thing)
assert isinstance(article.content[0], Paragraph)
assert isinstance(article.content[0].content[0], Text)
Union types
Union types (aka sum types) in the Stencila Schema are represented as typing.Union
. For example, the Block
union type is defined like so:
Block = Union[
Call,
Claim,
CodeBlock,
CodeChunk,
Division,
Figure,
For,
Form,
Heading,
...
Enumeration types
Enumeration types in the Stencila Schema are represented as StrEnum
. For example, the CitationIntent
enumeration is defined like so:
class CitationIntent(StrEnum):
"""
The type or nature of a citation, both factually and rhetorically.
"""
AgreesWith = "AgreesWith"
CitesAsAuthority = "CitesAsAuthority"
CitesAsDataSource = "CitesAsDataSource"
CitesAsEvidence = "CitesAsEvidence"
CitesAsMetadataDocument = "CitesAsMetadataDocument"
CitesAsPotentialSolution = "CitesAsPotentialSolution"
CitesAsRecommendedReading = "CitesAsRecommendedReading"
CitesAsRelated = "CitesAsRelated"
Conversion
The convert
module has five functions for encoding and decoding Stencila documents and for converting documents between formats. All functions are async
.
from_string
Use from_string
to decode a string in a certain format to a Stencila Schema type. Usually you will need to supply the format
argument (it defaults to JSON). e.g.
import asyncio
from stencila.convert import from_string
doc = asyncio.run(
from_string(
'''{
type: "Article",
content: [{
type: "Paragraph",
content: [{
type: "Text",
value: "Hello world"
}]
}]
}''',
format="json5",
)
)
from_path
Use from_path
to decode a file system path (usually a file) to a Stencila Schema type. The format can be supplied but if it is not is inferred from the path. e.g.
import asyncio
from stencila.convert import from_path
doc = asyncio.run(from_path("doc.jats.xml"))
to_string
Use to_string
to encode a Stencila Schema type to a string. Usually you will want to supply the format
argument (it defaults to JSON).
import asyncio
from stencila.convert import to_string
from stencila.types import Article, Paragraph, Text
doc = Article([Paragraph([Text("Hello world!")])])
markdown = asyncio.run(to_string(doc, format="md"))
to_path
To encode a Stencila Schema type to a filesystem path, use to_path
. e.g.
import asyncio
from stencila.convert import to_path
from stencila.types import Article, Paragraph, Text
doc = Article([Paragraph([Text("Hello world!")])])
asyncio.run(to_path(doc, "doc.md"))
from_to
Use from_to
when you want to convert a file to another format (i.e. as a more performant shortcut to combining from_path
and to_path
)
import asyncio
from stencila.convert import from_to
asyncio.run(from_to("doc.md", "doc.html"))
[!NOTE] Some of the usage examples above illustrate manually constructing in-memory Python representations of small documents. This is for illustration only and would be unwieldy for large documents. Instead we imagine developers using the
convert.from_string
orconvert.from_path
functions to load documents into memory from other formats, or writing functions to construct documents composed of the Stencila classes.
🛠️ Develop
Bindings
This packages uses PyO3 and Maturin to generate a Python native extension from Stencila Rust functions. It uses the layout recommended for mixed Rust/Python projects: Rust code is in src
and Python code and tests is in python
.
To build the native extension and use it in a Python shell:
make run
To build the native extension for the current platform (for several versions of Python):
make build
Linting and testing
Please run linting and tests before contributing any code changes.
make lint test
There is also a make fix
recipe that will fix any formatting or linting issues.
Testing on different Python versions
You can use asdf
to test this package across different versions of Python:
asdf install python 3.9.18
asdf local python 3.9.18
poetry env use 3.9.18
poetry install
make test
[!NOTE] In the future, we may use
tox
(or similar) to run tests across Python versions. But how to make that work withpyo3
andmaturin
is yet to be resolved.
Code organization
types
module
Most of the types are generated from the Stencila Schema by the Rust schema-gen
crate. See there for contributing instructions.
convert
module
The convert
module is implemented in Rust (src/convert.rs
) with a thin Python wrapper (python/stencila/convert.py
) to provide documentation and conversion to the types in the types
module.
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