# Reasonable
[](https://badge.fury.io/py/reasonable)
An OWL 2 RL reasoner with reasonable performance
## Performance
Comparing performance of `reasonable` with [OWLRL](https://github.com/RDFLib/OWL-RL) and [Allegro](https://franz.com/agraph/support/documentation/current/materializer.html). Evaluation consisted of loading Brick models of different sizes into the respective reasoning engine and timing how long it took to produce the materialization. `reasonable` is about 7x faster than Allegro and 38x faster than OWLRL on this workload.
## How to Use
### Command Line Interface
You can download a static build of the command line tool [here](https://github.com/gtfierro/reasonable/releases/download/nightly/reasonable-static) (this is automatically built from the latest master).
Usage as follows:
```
$ reasonable -h
An OWL 2 RL reasoner with reasonable performance
Usage: reasonable [OPTIONS] <INPUT_FILES>...
Arguments:
<INPUT_FILES>...
Options:
-o, --output-file <OUTPUT_FILE> [default: output.ttl]
-h, --help Print help
-V, --version Print version
```
Example:
```
$ reasonable example_models/ontologies/Brick.n3 example_models/small1.n3 -o myout.ttl
[2023-07-04T15:31:52Z INFO reasonable] Loading file example_models/ontologies/Brick.n3
[2023-07-04T15:31:52Z INFO reasonable::reasoner] Loaded 14803 triples from file example_models/ontologies/Brick.n3
[2023-07-04T15:31:52Z INFO reasonable] Loading file example_models/small1.n3
[2023-07-04T15:31:52Z INFO reasonable::reasoner] Loaded 14 triples from file example_models/small1.n3
[2023-07-04T15:31:52Z INFO reasonable] Starting reasoning
[2023-07-04T15:32:11Z INFO reasonable] Reasoning completed in 18.66sec
[2023-07-04T15:32:11Z INFO reasonable] Writing to myout.ttl
```
### Python
To facilitate usage, we use the [pyo3](https://pyo3.rs/) project to generate Python 3.x bindings to this project.
Installing these *should* be as easy as `pip install reasonable`.
See also the [`brickschema`](https://github.com/BrickSchema/py-brickschema) package for working with Brick models. The package provides a generic interface to this reasoner and several others.
Usage looks like:
```python
import reasonable
# import triples from an rdflib Graph
import rdflib
g = rdflib.Graph()
g.parse("example_models/ontologies/Brick.n3", format="n3")
g.parse("example_models/small1.n3", format="n3")
r = reasonable.PyReasoner()
r.from_graph(g)
triples = r.reason()
print("from rdflib:", len(triples))
# import triples from files on disk
r = reasonable.PyReasoner()
r.load_file("example_models/ontologies/Brick.n3")
r.load_file("example_models/small1.n3")
triples = r.reason()
print("from files:", len(triples))
```
### Rust
See [Rust docs](https://docs.rs/reasonable)
Example of usage from Rust:
```rust
use ::reasonable::owl::Reasoner;
use std::env;
use std::time::Instant;
use log::info;
fn main() {
env_logger::init();
let mut r = Reasoner::new();
env::args().skip(1).map(|filename| {
info!("Loading file {}", &filename);
r.load_file(&filename).unwrap()
}).count();
let reasoning_start = Instant::now();
info!("Starting reasoning");
r.reason();
info!("Reasoning completed in {:.02}sec", reasoning_start.elapsed().as_secs_f64());
r.dump_file("output.ttl").unwrap();
}
```
## OWL 2 Rules
Using rule definitions from [here](https://www.w3.org/TR/owl2-profiles/#Reasoning_in_OWL_2_RL_and_RDF_Graphs_using_Rules).
**TODO**: implement RDF/RDFS entailment semantics as described [here](https://www.w3.org/TR/rdf11-mt/)
**Note**: haven't implemented rules that produce exceptions; waiting to determine the best way of handling these errors.
### Equality Semantics
|Completed| Rule name | Notes |
|---------|----------|-------|
| no | `eq-ref` | implementation is very inefficient; causes lots of flux |
| **yes**| `eq-sym` | |
| **yes**| `eq-trans` | |
| **yes**| `eq-rep-s` | |
| **yes**| `eq-rep-p` | |
| **yes**| `eq-rep-o` | |
| no | `eq-diff1` | throws exception |
| no | `eq-diff2` | throws exception |
| no | `eq-diff3` | throws exception |
### Property Axiom Semantics
|Completed| Rule name | Notes |
|---------|----------|-------|
| no | `prp-ap` | |
| **yes** | `prp-dom` | |
| **yes** | `prp-rng` | |
| **yes** | `prp-fp` | |
| **yes** | `prp-ifp` | |
| **yes** | `prp-irp` | throws exception |
| **yes** | `prp-symp` | |
| **yes** | `prp-asyp` | throws exception |
| **yes** | `prp-trp` | |
| **yes** | `prp-spo1` | |
| no | `prp-spo2` | |
| **yes** | `prp-eqp1` | |
| **yes** | `prp-eqp2` | |
| **yes** | `prp-pdw` | throws exception |
| no | `prp-adp` | throws exception |
| **yes** | `prp-inv1` | |
| **yes** | `prp-inv2` | |
| no | `prp-key` | |
| no | `prp-npa1` | throws exception |
| no | `prp-npa2` | throws exception |
### Class Semantics
|Completed| Rule name | Notes |
|---------|----------|-------|
| **yes**| `cls-thing` | |
| **yes**| `cls-nothing1` | |
| **yes**| `cls-nothing2` | throws exception |
| **yes**| `cls-int1` | |
| **yes**| `cls-int2` | |
| **yes**| `cls-uni` | |
| **yes**| `cls-com` | throws exception |
| **yes**| `cls-svf1` | |
| **yes**| `cls-svf2` | |
| **yes**| `cls-avf` | |
| **yes**| `cls-hv1` | |
| **yes**| `cls-hv2` | |
| no | `cls-maxc1` | throws exception |
| no | `cls-maxc2` | |
| no | `cls-maxqc1` | throws exception |
| no | `cls-maxqc2` | throws exception |
| no | `cls-maxqc3` | |
| no | `cls-maxqc4` | |
| no | `cls-oo` | |
### Class Axiom Semantics
|Completed| Rule name | Notes |
|---------|----------|-------|
| **yes**| `cax-sco` | |
| **yes**| `cax-eqc1` | |
| **yes**| `cax-eqc2` | |
| **yes**| `cax-dw` | throws exception |
| no | `cax-adc` | throws exception |
### Other
- no datatype semantics for now
## Development Notes
To publish new versions of `reasonable`, tag a commit with the version (e.g. `v1.3.2`) and push the tag to GitHub. This will execute the `publish` action which builds an uploads to PyPi.
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"description": "# Reasonable\n\n\n\n[](https://badge.fury.io/py/reasonable)\n\nAn OWL 2 RL reasoner with reasonable performance\n\n## Performance\n\nComparing performance of `reasonable` with [OWLRL](https://github.com/RDFLib/OWL-RL) and [Allegro](https://franz.com/agraph/support/documentation/current/materializer.html). Evaluation consisted of loading Brick models of different sizes into the respective reasoning engine and timing how long it took to produce the materialization. `reasonable` is about 7x faster than Allegro and 38x faster than OWLRL on this workload.\n\n\n\n## How to Use\n\n### Command Line Interface\n\nYou can download a static build of the command line tool [here](https://github.com/gtfierro/reasonable/releases/download/nightly/reasonable-static) (this is automatically built from the latest master).\n\nUsage as follows:\n\n```\n$ reasonable -h\nAn OWL 2 RL reasoner with reasonable performance\n\nUsage: reasonable [OPTIONS] <INPUT_FILES>...\n\nArguments:\n <INPUT_FILES>... \n\nOptions:\n -o, --output-file <OUTPUT_FILE> [default: output.ttl]\n -h, --help Print help\n -V, --version Print version\n```\n\nExample:\n\n```\n$ reasonable example_models/ontologies/Brick.n3 example_models/small1.n3 -o myout.ttl\n[2023-07-04T15:31:52Z INFO reasonable] Loading file example_models/ontologies/Brick.n3\n[2023-07-04T15:31:52Z INFO reasonable::reasoner] Loaded 14803 triples from file example_models/ontologies/Brick.n3\n[2023-07-04T15:31:52Z INFO reasonable] Loading file example_models/small1.n3\n[2023-07-04T15:31:52Z INFO reasonable::reasoner] Loaded 14 triples from file example_models/small1.n3\n[2023-07-04T15:31:52Z INFO reasonable] Starting reasoning\n[2023-07-04T15:32:11Z INFO reasonable] Reasoning completed in 18.66sec\n[2023-07-04T15:32:11Z INFO reasonable] Writing to myout.ttl\n```\n\n\n### Python\n\nTo facilitate usage, we use the [pyo3](https://pyo3.rs/) project to generate Python 3.x bindings to this project.\nInstalling these *should* be as easy as `pip install reasonable`.\n\nSee also the [`brickschema`](https://github.com/BrickSchema/py-brickschema) package for working with Brick models. The package provides a generic interface to this reasoner and several others.\n\nUsage looks like:\n\n```python\nimport reasonable\n\n# import triples from an rdflib Graph\nimport rdflib\ng = rdflib.Graph()\ng.parse(\"example_models/ontologies/Brick.n3\", format=\"n3\")\ng.parse(\"example_models/small1.n3\", format=\"n3\")\n\nr = reasonable.PyReasoner()\nr.from_graph(g)\ntriples = r.reason()\nprint(\"from rdflib:\", len(triples))\n\n# import triples from files on disk\nr = reasonable.PyReasoner()\nr.load_file(\"example_models/ontologies/Brick.n3\")\nr.load_file(\"example_models/small1.n3\")\ntriples = r.reason()\nprint(\"from files:\", len(triples))\n```\n\n### Rust\n\nSee [Rust docs](https://docs.rs/reasonable)\n\nExample of usage from Rust:\n\n```rust\nuse ::reasonable::owl::Reasoner;\nuse std::env;\nuse std::time::Instant;\nuse log::info;\n\nfn main() {\n env_logger::init();\n let mut r = Reasoner::new();\n env::args().skip(1).map(|filename| {\n info!(\"Loading file {}\", &filename);\n r.load_file(&filename).unwrap()\n }).count();\n let reasoning_start = Instant::now();\n info!(\"Starting reasoning\");\n r.reason();\n info!(\"Reasoning completed in {:.02}sec\", reasoning_start.elapsed().as_secs_f64());\n r.dump_file(\"output.ttl\").unwrap();\n}\n```\n\n\n## OWL 2 Rules\n\nUsing rule definitions from [here](https://www.w3.org/TR/owl2-profiles/#Reasoning_in_OWL_2_RL_and_RDF_Graphs_using_Rules).\n\n**TODO**: implement RDF/RDFS entailment semantics as described [here](https://www.w3.org/TR/rdf11-mt/)\n\n**Note**: haven't implemented rules that produce exceptions; waiting to determine the best way of handling these errors.\n\n### Equality Semantics\n\n|Completed| Rule name | Notes |\n|---------|----------|-------|\n| no | `eq-ref` | implementation is very inefficient; causes lots of flux |\n| **yes**| `eq-sym` | |\n| **yes**| `eq-trans` | |\n| **yes**| `eq-rep-s` | |\n| **yes**| `eq-rep-p` | |\n| **yes**| `eq-rep-o` | |\n| no | `eq-diff1` | throws exception |\n| no | `eq-diff2` | throws exception |\n| no | `eq-diff3` | throws exception |\n\n### Property Axiom Semantics\n\n|Completed| Rule name | Notes |\n|---------|----------|-------|\n| no | `prp-ap` | |\n| **yes** | `prp-dom` | |\n| **yes** | `prp-rng` | |\n| **yes** | `prp-fp` | |\n| **yes** | `prp-ifp` | |\n| **yes** | `prp-irp` | throws exception |\n| **yes** | `prp-symp` | |\n| **yes** | `prp-asyp` | throws exception |\n| **yes** | `prp-trp` | |\n| **yes** | `prp-spo1` | |\n| no | `prp-spo2` | |\n| **yes** | `prp-eqp1` | |\n| **yes** | `prp-eqp2` | |\n| **yes** | `prp-pdw` | throws exception |\n| no | `prp-adp` | throws exception |\n| **yes** | `prp-inv1` | |\n| **yes** | `prp-inv2` | |\n| no | `prp-key` | |\n| no | `prp-npa1` | throws exception |\n| no | `prp-npa2` | throws exception |\n\n### Class Semantics\n\n|Completed| Rule name | Notes |\n|---------|----------|-------|\n| **yes**| `cls-thing` | |\n| **yes**| `cls-nothing1` | |\n| **yes**| `cls-nothing2` | throws exception |\n| **yes**| `cls-int1` | |\n| **yes**| `cls-int2` | |\n| **yes**| `cls-uni` | |\n| **yes**| `cls-com` | throws exception |\n| **yes**| `cls-svf1` | |\n| **yes**| `cls-svf2` | |\n| **yes**| `cls-avf` | |\n| **yes**| `cls-hv1` | |\n| **yes**| `cls-hv2` | |\n| no | `cls-maxc1` | throws exception |\n| no | `cls-maxc2` | |\n| no | `cls-maxqc1` | throws exception |\n| no | `cls-maxqc2` | throws exception |\n| no | `cls-maxqc3` | |\n| no | `cls-maxqc4` | |\n| no | `cls-oo` | |\n\n### Class Axiom Semantics\n\n|Completed| Rule name | Notes |\n|---------|----------|-------|\n| **yes**| `cax-sco` | |\n| **yes**| `cax-eqc1` | |\n| **yes**| `cax-eqc2` | |\n| **yes**| `cax-dw` | throws exception |\n| no | `cax-adc` | throws exception |\n\n### Other\n\n- no datatype semantics for now\n\n## Development Notes\n\nTo publish new versions of `reasonable`, tag a commit with the version (e.g. `v1.3.2`) and push the tag to GitHub. 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