From 41de422b6a0f10c827dede9cfcf6a6f7a0bb6138 Mon Sep 17 00:00:00 2001 From: Gabe Fierro Date: Tue, 13 Feb 2024 20:32:18 -0700 Subject: [PATCH] Generate SPARQL Queries from SHACL shapes (#273) * add method to generate sparql query from shacl shape * add some tests * fix typo in query generation * add sh:node, sh:or * fixup tests * handle or inside qualifiedvalue shape, complex property paths * add test file * update docs with image and guide on query generation * augment docstring with more features * add test case * add section on supported SHACL features * add algorithm documentation * support other target definitions * add more tests --- buildingmotif/dataclasses/shape_collection.py | 180 +++++++++++++++++- buildingmotif/utils.py | 6 + docs/_toc.yml | 2 + docs/explanations/shacl_to_sparql.md | 52 +++++ docs/guides/Query-Generation-Flow.png | Bin 0 -> 171883 bytes docs/guides/generating-queries.md | 156 +++++++++++++++ docs/guides/query_generation_example.ttl | 42 ++++ .../unit/dataclasses/test_shape_collection.py | 60 +++++- tests/unit/fixtures/shape_to_query/shapes.ttl | 80 ++++++++ 9 files changed, 574 insertions(+), 4 deletions(-) create mode 100644 docs/explanations/shacl_to_sparql.md create mode 100644 docs/guides/Query-Generation-Flow.png create mode 100644 docs/guides/generating-queries.md create mode 100644 docs/guides/query_generation_example.ttl create mode 100644 tests/unit/fixtures/shape_to_query/shapes.ttl diff --git a/buildingmotif/dataclasses/shape_collection.py b/buildingmotif/dataclasses/shape_collection.py index 699918601..e8162f63d 100644 --- a/buildingmotif/dataclasses/shape_collection.py +++ b/buildingmotif/dataclasses/shape_collection.py @@ -1,13 +1,18 @@ import logging +import random +import string +from collections import defaultdict from dataclasses import dataclass from pathlib import Path -from typing import TYPE_CHECKING, List, Optional, Set, Tuple, Union +from typing import TYPE_CHECKING, Dict, List, Optional, Set, Tuple, Union import rdflib -from rdflib import RDF, RDFS, URIRef +from rdflib import RDF, RDFS, Graph, URIRef +from rdflib.paths import ZeroOrMore, ZeroOrOne +from rdflib.term import Node from buildingmotif import get_building_motif -from buildingmotif.namespaces import BMOTIF, OWL +from buildingmotif.namespaces import BMOTIF, OWL, SH from buildingmotif.utils import Triple, copy_graph if TYPE_CHECKING: @@ -239,6 +244,8 @@ def get_shapes_about_class( rows = graph.query( f""" PREFIX sh: + PREFIX rdf: + PREFIX rdfs: SELECT ?shape WHERE {{ ?shape a sh:NodeShape . {rdf_type.n3()} rdfs:subClassOf* ?class . @@ -249,6 +256,173 @@ def get_shapes_about_class( ) return [row[0] for row in rows] # type: ignore + def shape_to_query(self, shape: URIRef) -> str: + """ + This method takes a URI representing a SHACL shape as an argument and returns + a SPARQL query selecting the information which would be used to satisfy that + SHACL shape. This uses the following rules: + - ` sh:targetClass ` -> `?target rdf:type/rdfs:subClassOf* ` + - ` sh:property [ sh:path ; sh:class ; sh:name ]` -> + ?target ?name . ?name rdf:type/rdfs:subClassOf* + - ` sh:property [ sh:path ; sh:hasValue ]` -> + ?target + """ + clauses, project = _shape_to_where(self.graph, shape) + preamble = """PREFIX sh: +PREFIX rdf: +PREFIX rdfs: + """ + return f"{preamble} SELECT {' '.join(project)} WHERE {{\n{clauses}\n}}" + + +def _is_list(graph: Graph, node: Node): + return (node, RDF.first, None) in graph + + +def _sh_path_to_path(graph: Graph, sh_path_value: Node): + # check if sh:path points to a list + if _is_list(graph, sh_path_value): + components = list( + graph.objects(sh_path_value, (RDF.rest * ZeroOrMore) / RDF.first) # type: ignore + ) + return "/".join([_sh_path_to_path(graph, comp) for comp in components]) + part = graph.value(sh_path_value, SH.oneOrMorePath) + if part is not None: + return f"{_sh_path_to_path(graph, part)}+" + part = graph.value(sh_path_value, SH.zeroOrMorePath) + if part is not None: + return f"{_sh_path_to_path(graph, part)}*" + part = graph.value(sh_path_value, SH.zeroOrOnePath) + if part is not None: + return f"{_sh_path_to_path(graph, part)}?" + return sh_path_value.n3() + + +def _shape_to_where(graph: Graph, shape: URIRef) -> Tuple[str, List[str]]: + # we will build the query as a string + clauses: str = "" + # build up the SELECT clause as a set of vars + project: Set[str] = {"?target"} + + # local state for generating unique variable names + prefix = "".join(random.choice(string.ascii_lowercase) for _ in range(2)) + variable_counter = 0 + + def gensym(): + nonlocal variable_counter + varname = f"{prefix}{variable_counter}" + variable_counter += 1 + return varname + + # ` sh:targetClass ` -> `?target rdf:type/rdfs:subClassOf* ` + targetClasses = graph.objects(shape, SH.targetClass | SH["class"]) + tc_clauses = [ + f"?target rdf:type/rdfs:subClassOf* {tc.n3()} .\n" for tc in targetClasses # type: ignore + ] + clauses += " UNION ".join(tc_clauses) + + # handle targetSubjectsOf + targetSubjectsOf = graph.objects(shape, SH.targetSubjectsOf) + tso_clauses = [ + f"?target {tso.n3()} ?ignore .\n" for tso in targetSubjectsOf # type: ignore + ] + clauses += " UNION ".join(tso_clauses) + + # handle targetObjectsOf + targetObjectsOf = graph.objects(shape, SH.targetObjectsOf) + too_clauses = [ + f"?ignore {too.n3()} ?target .\n" for too in targetObjectsOf # type: ignore + ] + clauses += " UNION ".join(too_clauses) + + # handle targetNode + targetNode = list(graph.objects(shape, SH.targetNode)) + if len(targetNode) == 1: + clauses += f"BIND({targetNode[0].n3()} AS ?target) .\n" + elif len(targetNode) > 1: + raise ValueError( + "More than one targetNode found. This is not currently supported" + ) + + # find all of the non-qualified property shapes. All of these will use the same variable + # for all uses of the same sh:path value + pshapes_by_path: Dict[Node, List[Node]] = defaultdict(list) + for pshape in graph.objects(shape, SH.property): + path = _sh_path_to_path(graph, graph.value(pshape, SH.path)) + if not graph.value(pshape, SH.qualifiedValueShape): + pshapes_by_path[path].append(pshape) # type: ignore + + for dep_shape in graph.objects(shape, SH.node): + dep_clause, dep_project = _shape_to_where(graph, dep_shape) + clauses += dep_clause + project.update(dep_project) + + for or_clause in graph.objects(shape, SH["or"]): + items = list(graph.objects(or_clause, (RDF.rest * ZeroOrMore) / RDF.first)) # type: ignore + or_parts = [] + for item in items: + or_body, or_project = _shape_to_where(graph, item) + or_parts.append(or_body) + project.update(or_project) + clauses += " UNION ".join(f"{{ {or_body} }}" for or_body in or_parts) + + # assign a unique variable for each sh:path w/o a qualified shape + pshape_vars: Dict[Node, str] = {} + for pshape_list in pshapes_by_path.values(): + varname = f"?{gensym()}" + for pshape in pshape_list: + pshape_vars[pshape] = varname + + for pshape in graph.objects(shape, SH.property): + # get the varname if we've already assigned one for this pshape above, + # or generate a new one. When generating a name, use the SH.name field + # in the PropertyShape or generate a unique one + name = pshape_vars.get( + pshape, f"?{graph.value(pshape, SH.name) or gensym()}".replace(" ", "_") + ) + path = _sh_path_to_path(graph, graph.value(pshape, SH.path)) + qMinCount = graph.value(pshape, SH.qualifiedMinCount) or 0 + + pclass = graph.value( + pshape, (SH["qualifiedValueShape"] * ZeroOrOne / SH["class"]) # type: ignore + ) + if pclass: + clause = f"?target {path} {name} .\n {name} rdf:type/rdfs:subClassOf* {pclass.n3()} .\n" + if qMinCount == 0: + clause = f"OPTIONAL {{ {clause} }} .\n" + clauses += clause + project.add(name) + + pnode = graph.value( + pshape, (SH["qualifiedValueShape"] * ZeroOrOne / SH["node"]) # type: ignore + ) + if pnode: + node_clauses, node_project = _shape_to_where(graph, pnode) + clause = f"?target {path} {name} .\n" + clause += node_clauses.replace("?target", name) + if qMinCount == 0: + clause = f"OPTIONAL {{ {clause} }}" + clauses += clause + project.update({p.replace("?target", name) for p in node_project}) + + or_values = graph.value( + pshape, (SH["qualifiedValueShape"] * ZeroOrOne / SH["or"]) + ) + if or_values: + items = list(graph.objects(or_values, (RDF.rest * ZeroOrMore) / RDF.first)) + or_parts = [] + for item in items: + or_body, or_project = _shape_to_where(graph, item) + or_parts.append(or_body) + project.update(or_project) + clauses += " UNION ".join(f"{{ {or_body} }}" for or_body in or_parts) + + pvalue = graph.value(pshape, SH.hasValue) + if pvalue: + clauses += f"?target {path} {pvalue.n3()} .\n" + + return clauses, list(project) + def _resolve_imports( graph: rdflib.Graph, diff --git a/buildingmotif/utils.py b/buildingmotif/utils.py index 978da128b..950d3ec02 100644 --- a/buildingmotif/utils.py +++ b/buildingmotif/utils.py @@ -245,6 +245,12 @@ def get_template_parts_from_shape( deps.append({"template": str(otype), "args": {"name": param}}) body.add((param, RDF.type, otype)) + # add 'hasValue' + + pvalue = shape_graph.value(pshape, SH["hasValue"]) + if pvalue: + body.add((root_param, path, pvalue)) + if (shape_name, RDF.type, OWL.Class) in shape_graph: body.add((root_param, RDF.type, shape_name)) diff --git a/docs/_toc.yml b/docs/_toc.yml index 6eda9297c..27d7da736 100644 --- a/docs/_toc.yml +++ b/docs/_toc.yml @@ -20,10 +20,12 @@ parts: chapters: - file: guides/csv-import.md - file: guides/ingress-bacnet-to-brick.md + - file: guides/generating-queries.md - caption: Explainations chapters: - file: explanations/ingresses.md - file: explanations/shapes-and-templates.md + - file: explanations/shacl_to_sparql.md - caption: Appendix chapters: - file: bibliography.md diff --git a/docs/explanations/shacl_to_sparql.md b/docs/explanations/shacl_to_sparql.md new file mode 100644 index 000000000..1aaa0aaab --- /dev/null +++ b/docs/explanations/shacl_to_sparql.md @@ -0,0 +1,52 @@ +# SHACL to SPARQL Conversion + +BuildingMOTIF uses SHACL shapes to ensure that a metadata model contains the required metadata to support a given set of applications. +SHACL validation only yields whether or not a given node in the model passes or fails validation. +To aid in the execution of applications dependent on a SHACL shape, BuildingMOTIF provides functionality to extract from the model the nodes/edges that were used to validate the shape. + +See [](../guides/generating-queries.md) for how to use the `shape_to_query` function. This page gives an overview of the algorithm. + +## Shape-to-query Algorithm + +The main method, `shape_to_query`, takes a SHACL shape represented as a URI and generates a SPARQL query to select information from an RDF graph that satisfies the constraints defined by the SHACL shape. +At a high level, the method works by first transforming the SHACL shape into a set of WHERE clauses, and then assembling these clauses into a complete SPARQL query. + +The shape-to-query algorithm takes as input a definition of a SHACL Node Shape. + +### `SELECT` clause generation + +The `SELECT` clause of the resulting SPARQL query is generated as follows. +Each query has at least a `?target` variable in the generated `SELECT` clause. +This variable represents a target node of the SHACL shape. + +The algorithm adds one variable to the `SELECT` clause for each Property Shape associated +with the Node Shape through `sh:property`. +The variable name is pulled from a `sh:name` annotation on the Property Shape if one exists; +otherwise, it is assigned a generated variable name. + +If a `UNION` clause exists within the SPARQL query, the algorithm generates variable names independently for each branch of the `UNION` clause. +The resulting `SELECT` clause contains the union of the different sets of variable names. + +### `WHERE` clause generation + +The `WHERE` clause of the resulting SPARQL query is generated from each of the Property Shapes associated with the input Node Shape, and a few annotations directly on the NodeShape. + +The Node Shape target definition is converted to a SPARQL query clause as follows: + +| Target Definition | Query Pattern | +|-------------------|---------------| +| `sh:targetClass ` | `?target rdf:type/rdfs:subClassOf* ` | +| `sh:targetSubjectsOf

` | `?target

?ignore ` | +| `sh:targetObjectsOf

` | `?ignore

?target? ` | +| `sh:targetNode ` | `BIND( AS ?target)` | + +Additionally, any `sh:class ` constraint on the Node Shape is also transformed into `?target rdf:type/rdfs:subClassOf* `. +Except for `sh:targetNode`, if more than one of the target clauses exists (e.g., `sh:targetClass brick:VAV, brick:RVAV`) then the algorithm uses a `UNION` clause to combine the independent query patterns. + +The algorithm currently interprets a set of Property Shape-based constraint components into SPARQL query patterns. +At this stage, only the following clauses are supported: + +| Property Shape pattern | SPARQL query pattern | +|------------------------|----------------------| +|` sh:property [ sh:path ; sh:class ; sh:name ]` | `?target ?name . ?name rdf:type/rdfs:subClassOf* ` | +|` sh:property [ sh:path ; sh:hasValue ]` | `?target ` | diff --git a/docs/guides/Query-Generation-Flow.png b/docs/guides/Query-Generation-Flow.png new file mode 100644 index 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zza2-F9Q%DOYXE(cUjuxPOhrf(hRx9mZuJ<;zf!XHc1ZUzNb3ySK6#!$+|dg~01B~E zVwUc?KfZgD2O`74!NHMnM#kT1qdTkvWzj4^g6`fXX6~I=_!nvnY5=TfO;?uvr)m?J z0Hx(ozGx2m?^XVu!gu{9>S#MR#P%O@+`B17{ek|C?+?0vPmu+bm)h2N%XI%uxVz0N z3&`^STL2I={$EG|jRf0abAlVr5{X0Axy|bQ=&@}Nx#5iWkHdvG5fBg_mRPC)LPJ(! a{(9);;zR;)5FZZsk$NRBR`}B3-Twe*p%Fj; literal 0 HcmV?d00001 diff --git a/docs/guides/generating-queries.md b/docs/guides/generating-queries.md new file mode 100644 index 000000000..d070645ef --- /dev/null +++ b/docs/guides/generating-queries.md @@ -0,0 +1,156 @@ +--- +jupytext: + cell_metadata_filter: -all + formats: md:myst + text_representation: + extension: .md + format_name: myst +kernelspec: + display_name: Python 3 + language: python + name: python3 +--- + +# Generating SPARQL Queries + +BuildingMOTIF contains support for generating SPARQL queries from SHACL shapes. +Recall that SHACL shapes ensure that a given model contains sufficient metadata to support a given application or suite of applications. +Generating a SPARQL query for a shape allows these applications to *retrieve* the metadata used to validate the graph, which is likely the same metadata the applications need for their own configuration and operation. + +![](Query-Generation-Flow.png) + +The figure above illustrates how the SHACL shape can be used to both validate a model as well as retreive information from it. +The variables of the SPARQL query (i.e. the "columns" of the result) are derived from the PropertyShapes included in the SHACL shape. + +## Supported SHACL Features + +The following SHACL patterns can be translated into SPARQL equivalents + +```{list-table} +:header-rows: 1 +* - SHACL Pattern + - SPARQL "Equivalent" +* - ` sh:targetClass ` + - `?target rdf:type/rdfs:subClassOf* ` +* - ` sh:property [ sh:path ; sh:class ; sh:name ]` + - `?target ?name . ?name rdf:type/rdfs:subClassOf* ` +* - ` sh:property [ sh:path ; sh:hasValue ]` + - `?target ` +``` + +```{caution} +Not all SHACL features are currently supported! +If you need other patterns supported, please [file an issue](https://github.com/NREL/BuildingMOTIF/issues) +``` + +## Generating a Query + +### Setup + +Before we can generate a query, we need a `ShapeCollection` with at least 1 shape in it. +We can create a simple `ShapeCollection` as follows: + +```{code-cell} +from rdflib import Graph, URIRef +from buildingmotif import BuildingMOTIF +from buildingmotif.dataclasses import ShapeCollection +from buildingmotif.namespaces import BRICK # import this to make writing URIs easier + +# in-memory instance +bm = BuildingMOTIF("sqlite://") + +sc = ShapeCollection.create() +sc.graph.parse(data=""" +@prefix sh: . +@prefix brick: . +@prefix rdf: . +@prefix rdfs: . +@prefix owl: . +@prefix bmotif: . +@prefix : . + +: a owl:Ontology . + +:app1 a sh:NodeShape ; + sh:targetClass brick:Fan_Coil_Unit ; + sh:property [ + sh:path brick:hasPoint ; + sh:qualifiedMinCount 1 ; + sh:qualifiedValueShape [ sh:class brick:Occupied_Cooling_Temperature_Setpoint ] ; + sh:name "coolsp" ; + ] ; + sh:property [ + sh:path brick:hasPoint ; + sh:qualifiedMinCount 1 ; + sh:qualifiedValueShape [ sh:class brick:Occupied_Heating_Temperature_Setpoint ] ; + sh:name "heatsp" ; + ] ; + sh:property [ + sh:path ( brick:feeds brick:hasPart brick:hasPoint ) ; + sh:qualifiedMinCount 1 ; + sh:qualifiedValueShape [ sh:class brick:Air_Temperature_Sensor ] ; + sh:name "roomTemp" ; + ] ; +. +""") +``` + +### Finding Shapes + +We can ask the `ShapeCollection` for what shapes it contains which target certain classes. + +```{code-cell} +for shape_name in sc.get_shapes_about_class(BRICK.Fan_Coil_Unit): + print(shape_name) +``` + +We can also query the `ShapeCollection`'s graph directly: + +```{code-cell} +shape_query = """ +PREFIX sh: +SELECT ?shape WHERE { ?shape a sh:NodeShape } +""" +for (name,) in sc.graph.query(shape_query): + print(f"{name} is a NodeShape") +``` + +### Generating Queries from Shapes + +To generate a query, we call the `shape_to_query` function with the URI of a shape as the argument. + +```{code-cell} +# refer to the shape by its URI +app1_shape = URIRef("urn:simpleapp/app1") + +print(sc.shape_to_query(app1_shape)) +``` + +The resulting string can be used to query a `Model` instance, e.g. using code like + +```python +app_query = sc.shape_to_query(app1_shape) +for row in model.graph.query(app_query): + print(row) +``` + +Below, we load a model from a file and use the generated query from above to +create a pandas `DataFrame` object with the query results. + +```{code-cell} +from buildingmotif.dataclasses import Model +from rdflib import Namespace +import pandas as pd + +# generate and save the query string to a variable +app_query = sc.shape_to_query(app1_shape) + +# Create the 'building1' model and load the contents from a file +BLDG = Namespace("urn:building1") +model = Model.create(BLDG) +model.graph.parse("query_generation_example.ttl") + +res = model.graph.query(app_query) +df = pd.DataFrame(res.bindings) +print(df.iloc[0]) +``` diff --git a/docs/guides/query_generation_example.ttl b/docs/guides/query_generation_example.ttl new file mode 100644 index 000000000..68888bba3 --- /dev/null +++ b/docs/guides/query_generation_example.ttl @@ -0,0 +1,42 @@ +@prefix ns1: . +@prefix owl: . +@prefix rdfs: . + + a owl:Ontology . + + a ns1:Fan_Coil_Unit ; + ns1:feeds ; + ns1:hasPart , + ; + ns1:hasPoint , + , + , + , + , + , + . + + a ns1:HVAC_Zone ; + ns1:hasPart . + + a ns1:Space ; + ns1:hasPoint , + . + + a ns1:Air_Temperature_Sensor ; + rdfs:label ":BuildingName_01:FCU048_RoomTmp" . + + a ns1:Relative_Humidity_Sensor ; + rdfs:label ":BuildingName_01:FCU048_Room_RH" . + + a ns1:Cooling_Coil ; + ns1:hasPart . + + a ns1:Chilled_Water_Valve ; + ns1:hasPoint . + + a ns1:Valve_Position_Command ; + rdfs:label ":BuildingName_01:FCU048_ChwVlvPos" . + + a ns1:Occupied_Cooling_Temperature_Setpoint . + a ns1:Occupied_Heating_Temperature_Setpoint . diff --git a/tests/unit/dataclasses/test_shape_collection.py b/tests/unit/dataclasses/test_shape_collection.py index 1982a06f6..7a0c1b02e 100644 --- a/tests/unit/dataclasses/test_shape_collection.py +++ b/tests/unit/dataclasses/test_shape_collection.py @@ -1,5 +1,8 @@ +import random + +import pytest import rdflib -from rdflib import RDF, URIRef +from rdflib import RDF, Graph, URIRef from rdflib.compare import isomorphic from rdflib.namespace import FOAF @@ -119,3 +122,58 @@ def test_get_shapes_for_class(clean_building_motif): BRICK["Terminal_Unit"], [brick.get_shape_collection()] ) assert len(shapes) == 1 + + +def test_shape_to_query(clean_building_motif): + # fix seed for random variable names + random.seed(0) + + g = Graph() + + lib = Library.load(ontology_graph="tests/unit/fixtures/shape_to_query/shapes.ttl") + sc = lib.get_shape_collection() + + query1 = sc.shape_to_query(URIRef("urn:shapes_to_query/sensor")) + assert ( + "rdf:type/rdfs:subClassOf* ." + in query1 + ), query1 + assert ( + " ." + in query1 + ), query1 + # assert this parses correctly + g.query(query1) + + query2 = sc.shape_to_query(URIRef("urn:shapes_to_query/vav")) + assert "?target ?sensor ." in query2 + assert ( + "?air_flow_sensor rdf:type/rdfs:subClassOf* ." + in query2 + ) + assert ( + "OPTIONAL { ?target ?dp_sensor ." + in query2 + ) + assert ( + "rdf:type/rdfs:subClassOf* ." + in query2 + ) + # assert this parses correctly + g.query(query2) + + # test that we handle multiple target nodes + with pytest.raises(ValueError): + sc.shape_to_query(URIRef("urn:shapes_to_query/multiple_targets")) + + # handle targetSubjectsOf + query3 = sc.shape_to_query(URIRef("urn:shapes_to_query/subjectTarget")) + assert ( + "?target ?ignore ." + ) in query3, query3 + + # handle targetObjectsOf + query4 = sc.shape_to_query(URIRef("urn:shapes_to_query/objectTarget")) + assert ( + "?ignore ?target ." + ) in query4, query4 diff --git a/tests/unit/fixtures/shape_to_query/shapes.ttl b/tests/unit/fixtures/shape_to_query/shapes.ttl new file mode 100644 index 000000000..2c5f68b11 --- /dev/null +++ b/tests/unit/fixtures/shape_to_query/shapes.ttl @@ -0,0 +1,80 @@ +@prefix brick: . +@prefix unit: . +@prefix qudt: . +@prefix owl: . +@prefix rdf: . +@prefix rdfs: . +@prefix sh: . +@prefix ref: . +@prefix : . + +: a owl:Ontology . + +:sensor a sh:NodeShape, owl:Class ; + sh:targetClass brick:Sensor ; + sh:property [ + sh:path brick:hasUnits ; + sh:hasValue unit:DEG_F ; + ] ; + sh:property [ + sh:path ref:hasExternalReference ; + sh:class ref:BACnetReference ; + ] ; +. + +:vav a sh:NodeShape, owl:Class ; + sh:targetClass brick:VAV ; + sh:property [ + sh:name "sensor" ; + sh:path brick:hasPoint ; + sh:qualifiedValueShape [ sh:node :sensor ] ; + sh:qualifiedMaxCount 1 ; + sh:qualifiedMinCount 1 ; + ] ; + sh:property [ + sh:name "air flow sensor" ; + sh:path brick:hasPoint ; + sh:qualifiedValueShape [ sh:class brick:Air_Flow_Sensor ] ; + sh:qualifiedMaxCount 1 ; + sh:qualifiedMinCount 1 ; + ] ; + sh:property [ + sh:name "dp sensor" ; + sh:path brick:hasPoint ; + sh:qualifiedValueShape [ sh:class brick:Air_Differential_Pressure_Sensor ] ; + # optional + ] ; +. + +:multiple_targets a sh:NodeShape, owl:Class ; + sh:targetNode brick:ABC, brick:DEF ; + sh:property [ + sh:name "sensor" ; + sh:path brick:hasPoint ; + sh:qualifiedValueShape [ sh:node :sensor ] ; + sh:qualifiedMaxCount 1 ; + sh:qualifiedMinCount 1 ; + ] ; +. + +:subjectTarget a sh:NodeShape, owl:Class ; + sh:targetSubjectsOf brick:hasPoint ; + sh:property [ + sh:name "sensor" ; + sh:path brick:hasPoint ; + sh:qualifiedValueShape [ sh:node :sensor ] ; + sh:qualifiedMaxCount 1 ; + sh:qualifiedMinCount 1 ; + ] ; +. + +:objectTarget a sh:NodeShape, owl:Class ; + sh:targetObjectsOf brick:hasPoint ; + sh:property [ + sh:name "equip" ; + sh:path brick:isPointOf ; + sh:qualifiedValueShape [ sh:node :vav ] ; + sh:qualifiedMaxCount 1 ; + sh:qualifiedMinCount 1 ; + ] ; +.