|
| 1 | +# PyLD |
| 2 | + |
| 3 | +## Introduction |
| 4 | + |
| 5 | +This library is an implementation of the JSON-LD specification in [Python](https://www.python.org/). |
| 6 | + |
| 7 | +JSON, as specified in [RFC7159](http://tools.ietf.org/html/rfc7159), is a simple language for representing objects on the Web. Linked Data is a way of describing content across different documents or Web sites. Web resources are described using IRIs, and typically are dereferencable entities that may be used to find more information, creating a "Web of Knowledge". [JSON-LD](https://json-ld.org/) is intended to be a simple publishing method for expressing not only Linked Data in JSON, but for adding semantics to existing JSON. |
| 8 | + |
| 9 | +JSON-LD is designed as a light-weight syntax that can be used to express Linked Data. It is primarily intended to be a way to express Linked Data in JavaScript and other Web-based programming environments. It is also useful when building interoperable Web Services and when storing Linked Data in JSON-based document storage engines. It is practical and designed to be as simple as possible, utilizing the large number of JSON parsers and existing code that is in use today. It is designed to be able to express key-value pairs, RDF data, [RDFa](http://www.w3.org/TR/rdfa-core/) data, [Microformats](http://microformats.org/) data, and [Microdata](http://www.w3.org/TR/microdata/). That is, it supports every major Web-based structured data model in use today. |
| 10 | + |
| 11 | +The syntax does not require many applications to change their JSON, but easily add meaning by adding context in a way that is either in-band or out-of-band. The syntax is designed to not disturb already deployed systems running on JSON, but provide a smooth migration path from JSON to JSON with added semantics. Finally, the format is intended to be fast to parse, fast to generate, stream-based and document-based processing compatible, and require a very small memory footprint in order to operate. |
| 12 | + |
| 13 | +## Conformance |
| 14 | + |
| 15 | +This library aims to conform with the following W3C Recommendations: |
| 16 | + |
| 17 | +| Standard | Status | |
| 18 | +| :--- | :--- | |
| 19 | +| [JSON-LD 1.1](https://www.w3.org/TR/json-ld11/) | W3C Recommendation | |
| 20 | +| [JSON-LD 1.1 Processing Algorithms and API](https://www.w3.org/TR/json-ld11-api/) | W3C Recommendation | |
| 21 | +| [JSON-LD 1.1 Framing](https://www.w3.org/TR/json-ld11-framing/) | W3C Recommendation | |
| 22 | +| [RDF Dataset Canonicalization](https://www.w3.org/TR/rdf-canon/) | W3C Recommendation | |
| 23 | + |
| 24 | + |
| 25 | +The [`test runner`](https://github.com/digitalbazaar/pyld/blob/master/tests/runtests.py) is often updated to note or skip newer tests that are not yet supported. |
| 26 | + |
| 27 | +## Requirements |
| 28 | + |
| 29 | +* Python (3.10 or later) |
| 30 | +* [Requests](http://docs.python-requests.org/) (optional) |
| 31 | +* [aiohttp](https://aiohttp.readthedocs.io/) (optional) |
| 32 | + |
| 33 | +## Installation |
| 34 | + |
| 35 | +PyLD can be installed with a [pip](http://www.pip-installer.org/) [package](https://pypi.org/project/PyLD/): |
| 36 | + |
| 37 | +```bash |
| 38 | +pip install PyLD |
| 39 | +``` |
| 40 | + |
| 41 | +Defining a dependency on pyld will not pull in [Requests](http://docs.python-requests.org/) or [aiohttp](https://aiohttp.readthedocs.io/). If you need one of these for a [Document Loader]() then either depend on the desired external library directly or define the requirement as `PyLD[requests]` or `PyLD[aiohttp]`. |
| 42 | + |
| 43 | +## Quick Examples |
| 44 | + |
| 45 | +```python |
| 46 | +from pyld import jsonld |
| 47 | +import json |
| 48 | + |
| 49 | +doc = { |
| 50 | + "http://schema.org/name": "Manu Sporny", |
| 51 | + "http://schema.org/url": {"@id": "http://manu.sporny.org/"}, |
| 52 | + "http://schema.org/image": {"@id": "http://manu.sporny.org/images/manu.png"} |
| 53 | +} |
| 54 | + |
| 55 | +context = { |
| 56 | + "name": "http://schema.org/name", |
| 57 | + "homepage": {"@id": "http://schema.org/url", "@type": "@id"}, |
| 58 | + "image": {"@id": "http://schema.org/image", "@type": "@id"} |
| 59 | +} |
| 60 | + |
| 61 | +# compact a document according to a particular context |
| 62 | +# see: https://json-ld.org/spec/latest/json-ld/#compacted-document-form |
| 63 | +compacted = jsonld.compact(doc, context) |
| 64 | + |
| 65 | +print(json.dumps(compacted, indent=2)) |
| 66 | +# Output: |
| 67 | +# { |
| 68 | +# "@context": {...}, |
| 69 | +# "image": "http://manu.sporny.org/images/manu.png", |
| 70 | +# "homepage": "http://manu.sporny.org/", |
| 71 | +# "name": "Manu Sporny" |
| 72 | +# } |
| 73 | + |
| 74 | +# compact using URLs |
| 75 | +jsonld.compact('http://example.org/doc', 'http://example.org/context') |
| 76 | + |
| 77 | +# expand a document, removing its context |
| 78 | +# see: https://json-ld.org/spec/latest/json-ld/#expanded-document-form |
| 79 | +expanded = jsonld.expand(compacted) |
| 80 | + |
| 81 | +print(json.dumps(expanded, indent=2)) |
| 82 | +# Output: |
| 83 | +# [{ |
| 84 | +# "http://schema.org/image": [{"@id": "http://manu.sporny.org/images/manu.png"}], |
| 85 | +# "http://schema.org/name": [{"@value": "Manu Sporny"}], |
| 86 | +# "http://schema.org/url": [{"@id": "http://manu.sporny.org/"}] |
| 87 | +# }] |
| 88 | + |
| 89 | +# expand using URLs |
| 90 | +jsonld.expand('http://example.org/doc') |
| 91 | + |
| 92 | +# flatten a document |
| 93 | +# see: https://json-ld.org/spec/latest/json-ld/#flattened-document-form |
| 94 | +flattened = jsonld.flatten(doc) |
| 95 | +# all deep-level trees flattened to the top-level |
| 96 | + |
| 97 | +# frame a document |
| 98 | +# see: https://json-ld.org/spec/latest/json-ld-framing/#introduction |
| 99 | +framed = jsonld.frame(doc, frame) |
| 100 | +# document transformed into a particular tree structure per the given frame |
| 101 | + |
| 102 | +# normalize a document using the RDF Dataset Normalization Algorithm |
| 103 | +# (URDNA2015), see: https://www.w3.org/TR/rdf-canon/ |
| 104 | +normalized = jsonld.normalize( |
| 105 | + doc, {'algorithm': 'URDNA2015', 'format': 'application/n-quads'}) |
| 106 | +# normalized is a string that is a canonical representation of the document |
| 107 | +# that can be used for hashing, comparison, etc. |
| 108 | +``` |
| 109 | + |
| 110 | +## Document Loader |
| 111 | + |
| 112 | +The default document loader for PyLD uses [Requests](http://docs.python-requests.org/). In a production environment you may want to setup a custom loader that, at a minimum, sets a timeout value. You can also force requests to use https, set client certs, disable verification, or set other Requests parameters. |
| 113 | + |
| 114 | +```python |
| 115 | +jsonld.set_document_loader(jsonld.requests_document_loader(timeout=...)) |
| 116 | +``` |
| 117 | + |
| 118 | +The factory remains the compatibility API, and the concrete class is also available when class-based construction is preferred: |
| 119 | + |
| 120 | +```python |
| 121 | +from pyld import RequestsDocumentLoader |
| 122 | + |
| 123 | +jsonld.set_document_loader(RequestsDocumentLoader(timeout=...)) |
| 124 | +``` |
| 125 | + |
| 126 | +An asynchronous document loader using aiohttp is also available. Please note that this document loader limits asynchronicity to fetching documents only. The processing loops remain synchronous. |
| 127 | + |
| 128 | +```python |
| 129 | +jsonld.set_document_loader(jsonld.aiohttp_document_loader(timeout=...)) |
| 130 | +``` |
| 131 | + |
| 132 | +The concrete aiohttp loader class is available from `pyld` as well: |
| 133 | + |
| 134 | +```python |
| 135 | +from pyld import AioHttpDocumentLoader |
| 136 | + |
| 137 | +jsonld.set_document_loader(AioHttpDocumentLoader(timeout=...)) |
| 138 | +``` |
| 139 | + |
| 140 | +When no document loader is specified, the default loader is set to [Requests](http://docs.python-requests.org/). If Requests is not available, the loader is set to aiohttp. The fallback document loader is a dummy document loader that raises an exception on every invocation. |
| 141 | + |
| 142 | +## Frozen Document Loader |
| 143 | + |
| 144 | +For air-gapped runs, reproducible builds, and security-hardened deployments that must not perform any remote context fetches at all, PyLD ships `FrozenDocumentLoader`: a class-based loader that serves only the URLs in its `documents` allowlist and refuses everything else with `JsonLdError(code='loading document failed')`. |
| 145 | + |
| 146 | +Instantiating with no arguments serves the curated `BUNDLED_CONTEXTS` set (ActivityStreams, DID v1, Verifiable Credentials v1 and v2, Linked Data Security v1/v2, Ed25519-2020, and JWS-2020). To extend the bundle with additional pre-vetted contexts, pass a merged mapping: |
| 147 | + |
| 148 | +```python |
| 149 | +from pyld import jsonld, FrozenDocumentLoader, BUNDLED_CONTEXTS |
| 150 | + |
| 151 | +loader = FrozenDocumentLoader(documents=dict( |
| 152 | + BUNDLED_CONTEXTS, |
| 153 | + **{'https://example.com/my-ctx': Path('contexts/my-ctx.jsonld')}, |
| 154 | +)) |
| 155 | +jsonld.expand(doc, options={'documentLoader': loader}) |
| 156 | +``` |
| 157 | + |
| 158 | +This honors the W3C *JSON-LD Best Practices* recommendation that clients SHOULD attempt to use a locally cached version of contexts (see `§ Cache JSON-LD Contexts <https://w3c.github.io/json-ld-bp/#cache-json-ld-contexts>`_). |
| 159 | +Refresh the bundled copies with `make download-bundled-contexts`. |
| 160 | + |
| 161 | +## Customizing the ContextLoader |
| 162 | + |
| 163 | +You can customize the way contexts are loaded and cached by passing an instance of `ContextResolver`. The following example implements a loader with a prefilled custom document cache and uses a custom LRU cache for resolved contexts: |
| 164 | + |
| 165 | +```python |
| 166 | +from pyld.jsonld import compact, expand, set_document_loader, ContextResolver |
| 167 | +import json |
| 168 | +from cachetools import LRUCache |
| 169 | + |
| 170 | +# Load the Linked Art context from file-system |
| 171 | +fh = open('linked-art.json') |
| 172 | +js = json.load(fh) |
| 173 | +fh.close() |
| 174 | + |
| 175 | +# Add to document cache |
| 176 | +docCache = { |
| 177 | + "https://linked.art/ns/v1/linked-art.json": { |
| 178 | + "contextUrl": None, |
| 179 | + "documentUrl": "https://linked.art/ns/v1/linked-art.json", |
| 180 | + "document": js |
| 181 | + } |
| 182 | +} |
| 183 | + |
| 184 | +# Custom loader that uses the document cache |
| 185 | +def load_document_and_cache(url, options={}): |
| 186 | + if url in docCache: |
| 187 | + return docCache[url] |
| 188 | + doc = {"contextUrl": None, "documentUrl": url, "document": ""} |
| 189 | + resp = requests.get(url) |
| 190 | + doc["document"] = resp.json() |
| 191 | + docCache[url] = doc |
| 192 | + return doc |
| 193 | + |
| 194 | +# Set the custom loader as global document loader |
| 195 | +set_document_loader(load_document_and_cache) |
| 196 | +# Create custom context resolver with custom LRU cache and custom loader |
| 197 | +resolved_context_cache = LRUCache(maxsize=1000) |
| 198 | +resolver = ContextResolver(resolved_context_cache, load_document_and_cache) |
| 199 | + |
| 200 | +# Expand JSON-LD document using custom context resolver |
| 201 | +input = {"@context":"https://linked.art/ns/v1/linked-art.json", "id": "tag:foo", "type": "Person"} |
| 202 | +output = expand(input, options={'contextResolver': resolver}) |
| 203 | +``` |
| 204 | + |
| 205 | +It is also possible to change the maximum number of times that the loader recursively fetches contexts, by passing the `max_context_urls` parameter: |
| 206 | + |
| 207 | +```python |
| 208 | +resolver = ContextResolver(resolved_context_cache, load_document_and_cache, max_context_urls=20) |
| 209 | +# Or you can do... |
| 210 | +# resolver = ContextResolver(resolved_context_cache, load_document_and_cache) |
| 211 | +# resolver.max_context_urls = 20 |
| 212 | +output = expand(input, options={'contextResolver': resolver}) |
| 213 | +``` |
| 214 | + |
| 215 | +## Handling ignored properties during JSON-LD expansion |
| 216 | + |
| 217 | +If a property in a JSON-LD document does not map to an absolute IRI then it is ignored. You can customize this behaviour by passing a customizable handler to `on_property_dropped` parameter of `jsonld.expand()`. |
| 218 | + |
| 219 | +For example, you can introduce a strict mode by raising a ValueError on every dropped property: |
| 220 | + |
| 221 | +```python |
| 222 | +def raise_this(value): |
| 223 | + raise ValueError(value) |
| 224 | + |
| 225 | +jsonld.expand(doc, None, on_property_dropped=raise_this) |
| 226 | +``` |
| 227 | + |
| 228 | +## Commercial Support |
| 229 | + |
| 230 | +Commercial support for this library is available upon request from [`Digital Bazaar`](mailto:support@digitalbazaar.com). |
| 231 | + |
| 232 | +## Source |
| 233 | + |
| 234 | +The source code for the Python implementation of the JSON-LD API is available at: |
| 235 | + |
| 236 | +[https://github.com/digitalbazaar/pyld](https://github.com/digitalbazaar/pyld) |
| 237 | + |
| 238 | +## Tests |
| 239 | + |
| 240 | +This library includes a sample testing utility which may be used to verify that changes to the processor maintain the correct output. |
| 241 | + |
| 242 | +To run the sample tests you will need to get the test suite files, which by default, are stored in the `specifications/` folder. |
| 243 | +The test suites can be obtained by either using git submodules or by cloning them manually. |
| 244 | + |
| 245 | +### Using git submodules |
| 246 | + |
| 247 | +The test suites are included as git submodules to ensure versions are in sync. |
| 248 | +When cloning the repository, use the `--recurse-submodules` flag to automatically clone the submodules. |
| 249 | +If you have cloned the repository without the submodules, you can initialize them with the following commands: |
| 250 | + |
| 251 | +```bash |
| 252 | +git submodule init |
| 253 | +git submodule update |
| 254 | +``` |
| 255 | + |
| 256 | +### Cloning manually |
| 257 | + |
| 258 | +You can also avoid using git submodules by manually cloning the `json-ld-api`, `json-ld-framing`, and `normalization` repositories hosted on GitHub using the following commands: |
| 259 | + |
| 260 | +```bash |
| 261 | +git clone https://github.com/w3c/json-ld-api ./specifications/json-ld-api |
| 262 | +git clone https://github.com/w3c/json-ld-framing ./specifications/json-ld-framing |
| 263 | +git clone https://github.com/json-ld/normalization ./specifications/normalization |
| 264 | +``` |
| 265 | + |
| 266 | +Note that you can clone these repositories into any location you wish; however, if you do not clone them into the default `specifications/` folder, you will need to provide the paths to the test runner as arguments when running the tests, as explained below. |
| 267 | + |
| 268 | +### Running the sample test suites and unit tests using pytest |
| 269 | + |
| 270 | +If the suites repositories are available in the `specifications/` folder of the PyLD source directory, then all unittests, including the sample test suites, can be run with `pytest`: |
| 271 | + |
| 272 | +```bash |
| 273 | +pytest |
| 274 | +``` |
| 275 | + |
| 276 | +If you wish to store the test suites in a different location than the default `specifications/` folder, or you want to test individual manifest `.jsonld` files or directories containing a `manifest.jsonld`, then you can supply these files or directories as arguments: |
| 277 | + |
| 278 | +```bash |
| 279 | +# use: pytest --tests=TEST_PATH [--tests=TEST_PATH...] |
| 280 | +pytest --tests=./specifications/json-ld-api/tests |
| 281 | +``` |
| 282 | + |
| 283 | +The test runner supports different document loaders by setting `--loader requests` or `--loader aiohttp`. The default document loader is set to [Requests](http://docs.python-requests.org/). |
| 284 | + |
| 285 | +```bash |
| 286 | +pytest --loader=requests --tests=./specifications/json-ld-api/tests |
| 287 | +``` |
| 288 | + |
| 289 | +An EARL report can be generated using the `--earl` option. |
| 290 | + |
| 291 | +```bash |
| 292 | +pytest --earl=./earl-report.json |
| 293 | +``` |
| 294 | + |
| 295 | +### Running the sample test suites using the original test runner |
| 296 | + |
| 297 | +You can also run the JSON-LD test suites using the original test runner script provided: |
| 298 | + |
| 299 | +```bash |
| 300 | +python tests/runtests.py |
| 301 | +``` |
| 302 | + |
| 303 | +If you wish to store the test suites in a different location than the default `specifications/` folder, or you want to test individual manifest `.jsonld` files or directories containing a `manifest.jsonld`, then you can supply these files or directories as arguments: |
| 304 | + |
| 305 | +```bash |
| 306 | +python tests/runtests.py TEST_PATH [TEST_PATH...] |
| 307 | +``` |
| 308 | + |
| 309 | +The test runner supports different document loaders by setting `-l requests` or `-l aiohttp`. The default document loader is set to [Requests](http://docs.python-requests.org/). |
| 310 | + |
| 311 | +```bash |
| 312 | +python tests/runtests.py -l requests ./specifications/json-ld-api/tests |
| 313 | +``` |
| 314 | + |
| 315 | +An EARL report can be generated using the `-e` or `--earl` option. |
| 316 | + |
| 317 | +```bash |
| 318 | +python tests/runtests.py -e ./earl-report.json |
| 319 | +``` |
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