sub:assertion {
sub:_LinguisticSystem a schema:ComputerLanguage ;
rdfs:label "python" ;
rdfs:seeAlso <
https://www.wikidata.org/wiki/Q28865> ;
owl:versionInfo "3.9.15.final.0" .
sub:_hyper_params a pplan:Variable ;
rdfs:comment "None" ;
rdfs:label "hyper_params" .
sub:_model a pplan:Variable ;
rdfs:comment "None" ;
rdfs:label "model" .
sub:_out1 a pplan:Variable ;
rdfs:comment "str" ;
rdfs:label "out1" .
sub:_path a pplan:Variable ;
rdfs:comment "None" ;
rdfs:label "path" .
sub:_sample_data a pplan:Variable ;
rdfs:comment "None" ;
rdfs:label "sample_data" .
sub:_scores a pplan:Variable ;
rdfs:comment "None" ;
rdfs:label "scores" .
sub:_step dc1:description """@is_fairstep(label='Save a model')
def save(
model,
path,
sample_data,
scores = None,
hyper_params = None,
# model: Any,
# path: str,
# sample_data: Any,
# scores: Optional[Dict] = None,
# hyper_params: Optional[Dict] = None,
) -> str:
model_name = path.rsplit('/', 1)[-1]
# print(os.path.isabs(path))
# if not os.path.isabs(path):
# path = os.path.join(os.getcwd(), path)
log.info(f\"💾 Saving model in {path}\")
# mlem_model = MlemModel.from_obj(model, sample_data=sample_data)
# mlem_model.dump(path)
# print(mlem_model)
mlem.save(model, path, sample_data=sample_data)
g = get_run_metadata(scores, sample_data, hyper_params, model_name)
g.serialize(f\"{path}.ttl\", format='ttl')
# os.chmod(f\"{path}.ttl\", 0o644)
# os.chmod(f\"{path}.mlem\", 0o644)
# TODO: generate and store RDF metadata
return path
""" ;
dc1:language sub:_LinguisticSystem ;
pplan:hasInputVar sub:_hyper_params ,
sub:_model ,
sub:_path ,
sub:_sample_data ,
sub:_scores ;
pplan:hasOutputVar sub:_out1 ;
a bpmn:ScriptTask ,
pplan:Step ;
rdfs:label "Save a model" .
}
sub:pubinfo {
sub:sig npx:hasAlgorithm "RSA" ;
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npx:hasSignature "dx/syICKjIgxhMby30cG3ersGjpd4FFr/ykpBMd9Yk0peYuPF22nLQ4kYaHvRjQh3XVPgeNGZSHV4YN/+3pVMJvvVa9g++lGuM+td2e+X4fEQA/0sw73wAzDmaaRDWN+uEM4No0N7XcAKA8QS4PtLqgEu3hD/5nHGH0FNZHUPzWIJ6UUWhbbVO8Fw3KrucuHTdBsmtUZq5575toXOODUjh479Cxhw1u/WoxKQgbig4RNJmOs/qdwC97erQu7Bu0b3ESoEa5kbsmRCBQl3k1hYNEQYk5wNIP3OdwMG6vYJvvJ+wEBgAIGRNT9mjmwXg8GPOBC2xj1m86oiRSuXbWE4w==" ;
npx:hasSignatureTarget this: .
this: prov:wasAttributedTo orcid:0000-0000-0000-0000 .
}