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zu3?KY@AIeD9{md7W%2MLu(`=_QQX~OJbG;Qaq#p5(#!VluGkD=a!t$3AShpTeWR!W-CsC<(wlQ;L z%1_|KNR+?Ap5q#ViRIG2NHN0=Ssw@0iS$)D%g+wn`s;8-Hr_Go#Re``U@}kd+um)0 z_O=Grbo9d3{KNe}>D3H;3JKjs#C`9uJbkRutn4xs%N6ZG0JiO9)+_r7Tq_ePX@69_ zeI05#)fK;R+2kshDvPU@w>0BX)fVP!md?JbH_)oix1h3RyX4fme*WRHc#LJ-YxOQ7 zzEyn0p9LMH^VfA5Q=#KPC-pE&y4Ry;y=0}6MklGy$rh*g_0`DMf%1U)kLAM|@z=GQ zt<^$)tAnE{#xLFG(Dy6Qoe83j7~wy~!uwUiMFuJ5#KLqSKnKvF3*?~%%JN#GONHOx z`$dd~6{QDN_(kqk1kB{RcvG78z2B0)sgRRX}`v$h@a8;hW7 zu_=b7Z(?+Y%+fM=uo(RYn5eZdbfEhqb#FQuV53%gp=T+>xk8> z3h+&;h??9D1?l9JPwW(etXup1nc5T)8tfqTywZYQ``S^(SPro}Ut6&1ES-1>w<>Oi zO`O|#7sb^T92n-u*EAmSvvT=S&8h<#ctsAGZvirP?oQHgCDFD}8C!ZVyc~T>B48E! zwIu2I*~h-EIX&!P$70y=Fbug>Cfm@ophOoi!CT$LMP++gp~5o0hXz%OV^XCYds(y3WhX4Qo diff --git a/docs/what.md b/docs/what.md index c45d9fe..3b3282a 100644 --- a/docs/what.md +++ b/docs/what.md @@ -5,6 +5,13 @@ This material is a work in progress, at "rough draft" stage. +First, read: +[[hogan2020knowledge]](../biblio/#hogan2020knowledge) + +Some good elements for KG definition: + + + ## Just Enough Graph Theory In a pure mathematical form, where a *node* (or *vertex*) can connect From a072fd567cb8e47cba1cfaadec9481375eaf8e55 Mon Sep 17 00:00:00 2001 From: Paco Nathan Date: Sun, 3 Jan 2021 10:45:07 -0800 Subject: [PATCH 2/3] draft docs #32 --- docs/biblio.md | 8 +++++++- docs/what.md | 4 ++++ 2 files changed, 11 insertions(+), 1 deletion(-) diff --git a/docs/biblio.md b/docs/biblio.md index 0a5c71d..20bbcfe 100644 --- a/docs/biblio.md +++ b/docs/biblio.md @@ -188,6 +188,12 @@ Manning (2021) **Paco Nathan** O'Reilly Media (2014) +### nathan2019fifty + +[*Fifty Years of Data Management and Beyond*](https://www.oreilly.com/library/view/fifty-years-of/9781492057512/) +**Paco Nathan** +O'Reilly Media (2019) + ### negro2021 [*Graph-Powered Machine Learning*](https://www.manning.com/books/graph-powered-machine-learning) @@ -212,7 +218,7 @@ Manning (2021) ## – S – -### singhal2012kg +### singhal2012things ["Introducing the Knowledge Graph: things, not strings"](https://blog.google/products/search/introducing-knowledge-graph-things-not/) **Amit Singhal** diff --git a/docs/what.md b/docs/what.md index 3b3282a..46bc0e2 100644 --- a/docs/what.md +++ b/docs/what.md @@ -10,6 +10,10 @@ First, read: Some good elements for KG definition: +>Graphs are data structures that are useful to represent ubiquitous phenomena, such as social networks, chemical molecules and recommendation systems. One of their strengths lies in the fact that they explicitly model relations (i.e. edges) between individual units (i.e. nodes), which adds an extra dimension to the data. + +compare: +[[nathan2019fifty]](../biblio/#nathan2019fifty) ## Just Enough Graph Theory From e577c06155c2de7a1ee00f60f33eb85051652f16 Mon Sep 17 00:00:00 2001 From: Paco Nathan Date: Mon, 4 Jan 2021 10:19:25 -0800 Subject: [PATCH 3/3] using to enchance kwargs --- changelog.txt | 17 ++++---- docs/depend.md | 1 + docs/ref.md | 58 +++++++++++++-------------- kglab/kglab.py | 3 +- meta.yaml | 64 ++++++++++++++++++++++++++++++ requirements.txt | 1 + setup.py | 1 + entropy.ipynb => wip/entropy.ipynb | 0 8 files changed, 108 insertions(+), 37 deletions(-) create mode 100644 meta.yaml rename entropy.ipynb => wip/entropy.ipynb (100%) diff --git a/changelog.txt b/changelog.txt index 1ccd78d..37ce3c8 100644 --- a/changelog.txt +++ b/changelog.txt @@ -2,20 +2,23 @@ ## 0.1.5 -2020-12-?? +2021-01-?? - * use `coverage` for unit test coverage - * use `mkdocs` to generate documentation - * type checking based on `typing` and `mypy` - * make `KnowledgeGraph` class GPU-aware + * renamed serialization methods, e.g., `save_ttl()` -- **WILL BREAK THINGS** * impl `load_rdf_text()` and `save_rdf_text()` to De/Ser as text + * type checking based on `typing` and `mypy` * corrected the `networkx` examples to use `DiGraph` for directed graphs - * integrate with `python-igraph`, `leidenalg`, `cairocffi` to support iGraph + * generated `meta.yml` for conda support + * use `mkdocs` to generate documentation * add method to return SPARQL query result set as a `pandas` DataFrame + * integrate with `python-igraph`, `leidenalg`, `cairocffi` to support iGraph + * provide simple `OWL-RL` inference with `infer_rdfs_closure()` and `infer_owlrl_closure()` * add `Subgraph` class for projecting onto `networkx` * add `Measure` class for measuring graphs and creating simplex generators + * use `coverage` for unit test coverage + * use `chocolate` for enhanced kwargs + * make `KnowledgeGraph` class GPU-aware * add `ShapeFactory` and related classes for evolving shape prediction - * provide simple `OWL-RL` inference with `infer_rdfs_closure()` and `infer_owlrl_closure()` ## 0.1.4 diff --git a/docs/depend.md b/docs/depend.md index 4c07647..5502232 100644 --- a/docs/depend.md +++ b/docs/depend.md @@ -7,6 +7,7 @@ Package dependencies as defined in include: - [cairocffi](https://cairocffi.readthedocs.io/) +- [chocolate](https://github.com/seungjaeryanlee/chocolate) - [gensim](https://radimrehurek.com/gensim/) - [GPUtil](https://github.com/anderskm/gputil) - [leidenalg](https://leidenalg.readthedocs.io/) diff --git a/docs/ref.md b/docs/ref.md index 6f202dc..1400f25 100644 --- a/docs/ref.md +++ b/docs/ref.md @@ -1,7 +1,7 @@ # Reference: `kglab` package ## [`KnowledgeGraph` class](#KnowledgeGraph) #### [`__init__` method](#kglab.KnowledgeGraph.__init__) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L46) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L47) ```python __init__(name="kg+lab", base_uri=None, language="en", namespaces={}, graph=None) @@ -11,7 +11,7 @@ __init__(name="kg+lab", base_uri=None, language="en", namespaces={}, graph=None) #### [`merge_ns` method](#kglab.KnowledgeGraph.merge_ns) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L84) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L85) ```python merge_ns(ns_set) @@ -21,7 +21,7 @@ merge_ns(ns_set) #### [`add_ns` method](#kglab.KnowledgeGraph.add_ns) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L94) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L95) ```python add_ns(prefix, uri) @@ -31,7 +31,7 @@ Since rdflib converts Namespace bindings to URIRef, we'll keep references to the #### [`get_ns` method](#kglab.KnowledgeGraph.get_ns) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L106) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L107) ```python get_ns(prefix) @@ -43,7 +43,7 @@ return: rdflib.Namespace *returns:* `rdflib.namespace.Namespace` #### [`get_context` method](#kglab.KnowledgeGraph.get_context) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L117) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L118) ```python get_context() @@ -54,7 +54,7 @@ Return a context needed for JSON-LD serialization *returns:* `dict` #### [`add` method](#kglab.KnowledgeGraph.add) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L137) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L138) ```python add(s, p, o) @@ -64,7 +64,7 @@ add(s, p, o) #### [`type_date` classmethod](#kglab.KnowledgeGraph.type_date) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L148) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L149) ```python type_date(date, tz) @@ -75,7 +75,7 @@ input `date` should be interpretable as having a local timezone *returns:* `rdflib.term.Literal` #### [`load_rdf` method](#kglab.KnowledgeGraph.load_rdf) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L173) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L174) ```python load_rdf(path, format="n3", encoding="utf-8") @@ -85,7 +85,7 @@ load_rdf(path, format="n3", encoding="utf-8") #### [`load_rdf_text` method](#kglab.KnowledgeGraph.load_rdf_text) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L190) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L191) ```python load_rdf_text(data, format="n3", encoding="utf-8") @@ -95,7 +95,7 @@ load_rdf_text(data, format="n3", encoding="utf-8") #### [`save_rdf` method](#kglab.KnowledgeGraph.save_rdf) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L202) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L203) ```python save_rdf(path, format="n3", encoding="utf-8") @@ -105,7 +105,7 @@ save_rdf(path, format="n3", encoding="utf-8") #### [`save_rdf_text` method](#kglab.KnowledgeGraph.save_rdf_text) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L219) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L220) ```python save_rdf_text(format="n3", encoding="utf-8") @@ -116,7 +116,7 @@ save_rdf_text(format="n3", encoding="utf-8") *returns:* `str` #### [`load_jsonld` method](#kglab.KnowledgeGraph.load_jsonld) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L230) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L231) ```python load_jsonld(path, encoding="utf-8") @@ -126,7 +126,7 @@ load_jsonld(path, encoding="utf-8") #### [`save_jsonld` method](#kglab.KnowledgeGraph.save_jsonld) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L243) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L244) ```python save_jsonld(path, encoding="utf-8") @@ -136,7 +136,7 @@ save_jsonld(path, encoding="utf-8") #### [`load_parquet` method](#kglab.KnowledgeGraph.load_parquet) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L262) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L263) ```python load_parquet(path) @@ -146,7 +146,7 @@ load_parquet(path) #### [`save_parquet` method](#kglab.KnowledgeGraph.save_parquet) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L275) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L276) ```python save_parquet(path, compression="gzip") @@ -156,7 +156,7 @@ save_parquet(path, compression="gzip") #### [`query` method](#kglab.KnowledgeGraph.query) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L292) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L293) ```python query(sparql, bindings={}) @@ -167,7 +167,7 @@ query(sparql, bindings={}) *returns:* `typing.Iterable` #### [`n3fy` classmethod](#kglab.KnowledgeGraph.n3fy) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L304) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L305) ```python n3fy(d, nm, pythonify=True) @@ -178,7 +178,7 @@ n3fy(d, nm, pythonify=True) *returns:* `dict` #### [`query_as_df` method](#kglab.KnowledgeGraph.query_as_df) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L328) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L329) ```python query_as_df(sparql, bindings={}, simplify=True, pythonify=True) @@ -189,7 +189,7 @@ query_as_df(sparql, bindings={}, simplify=True, pythonify=True) *returns:* `pandas.core.frame.DataFrame` #### [`validate` method](#kglab.KnowledgeGraph.validate) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L352) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L353) ```python validate(shacl_graph=None, shacl_graph_format=None, ont_graph=None, ont_graph_format=None, advanced=False, inference=None, abort_on_error=None, serialize_report_graph="n3", debug=False, **kwargs) @@ -200,7 +200,7 @@ validate(shacl_graph=None, shacl_graph_format=None, ont_graph=None, ont_graph_fo *returns:* `typing.Tuple[bool, ForwardRef('KnowledgeGraph'), str]` #### [`infer_skos_related` method](#kglab.KnowledgeGraph.infer_skos_related) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L402) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L403) ```python infer_skos_related() @@ -210,7 +210,7 @@ Make sure that skos:related is stated in both directions (S23). #### [`infer_skos_topConcept` method](#kglab.KnowledgeGraph.infer_skos_topConcept) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L414) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L415) ```python infer_skos_topConcept() @@ -220,7 +220,7 @@ Infer skos:topConceptOf/skos:hasTopConcept (S8) and skos:inScheme (S7). #### [`infer_skos_hierarchical` method](#kglab.KnowledgeGraph.infer_skos_hierarchical) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L432) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L433) ```python infer_skos_hierarchical(narrower=True) @@ -232,7 +232,7 @@ but rather removed. #### [`infer_skos_transitive` method](#kglab.KnowledgeGraph.infer_skos_transitive) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L455) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L456) ```python infer_skos_transitive(narrower=True) @@ -242,7 +242,7 @@ Perform transitive closure inference (S22, S24). #### [`infer_skos_symmetric_mappings` method](#kglab.KnowledgeGraph.infer_skos_symmetric_mappings) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L476) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L477) ```python infer_skos_symmetric_mappings(related=True) @@ -255,7 +255,7 @@ skos:closeMatch and skos:exactMatch) are stated in both directions (S44). #### [`infer_skos_hierarchical_mappings` method](#kglab.KnowledgeGraph.infer_skos_hierarchical_mappings) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L503) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L504) ```python infer_skos_hierarchical_mappings(narrower=True) @@ -267,7 +267,7 @@ skos:broader/skos:narrower (S41). #### [`infer_rdfs_classes` method](#kglab.KnowledgeGraph.infer_rdfs_classes) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L532) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L533) ```python infer_rdfs_classes() @@ -278,7 +278,7 @@ Mark all resources with a subclass type with the upper class. #### [`infer_rdfs_properties` method](#kglab.KnowledgeGraph.infer_rdfs_properties) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L559) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L560) ```python infer_rdfs_properties() @@ -289,7 +289,7 @@ Add superproperties where subproperties have been used. #### [`infer_rdfs_closure` method](#kglab.KnowledgeGraph.infer_rdfs_closure) -[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L586) +[*\[source\]*](https://github.com/DerwenAI/kglab/blob/main/kglab/kglab.py#L587) ```python infer_rdfs_closure() @@ -300,7 +300,7 @@ see = 1.2.0 +chocolate >= 0.0.2 gensim >= 3.8.3 GPUtil >= 1.4.0 leidenalg >= 0.8.3 diff --git a/setup.py b/setup.py index b6bf0e2..668c939 100644 --- a/setup.py +++ b/setup.py @@ -30,6 +30,7 @@ python_requires=">=3.6", install_requires=[ "cairocffi", + "chocolate", "gensim", "gputil", "leidenalg", diff --git a/entropy.ipynb b/wip/entropy.ipynb similarity index 100% rename from entropy.ipynb rename to wip/entropy.ipynb