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Speed up test_benchmark_single_table_realtabformer_no_metrics integration test #382

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Feb 11, 2025
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Speed up test_benchmark_single_table_realtabformer_no_metrics integration test #382

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Speed up test
fealho Feb 10, 2025
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fealho Feb 10, 2025
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4 changes: 4 additions & 0 deletions sdgym/synthesizers/generate.py
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Original file line number Diff line number Diff line change
Expand Up @@ -10,6 +10,7 @@
)

from sdgym.synthesizers.base import BaselineSynthesizer, MultiSingleTableBaselineSynthesizer
from sdgym.synthesizers.realtabformer import RealTabFormerSynthesizer
from sdgym.synthesizers.sdv import SDVRelationalSynthesizer, SDVTabularSynthesizer

SYNTHESIZER_MAPPING = {
Expand All @@ -19,6 +20,7 @@
'TVAESynthesizer': TVAESynthesizer,
'PARSynthesizer': PARSynthesizer,
'HMASynthesizer': HMASynthesizer,
'RealTabFormerSynthesizer': RealTabFormerSynthesizer,
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Changes to make create_sdv_synthesizer_variant work with RealTabFormerSynthesizer.

}


Expand Down Expand Up @@ -55,6 +57,8 @@ def create_sdv_synthesizer_variant(display_name, synthesizer_class, synthesizer_
baseclass = SDVTabularSynthesizer
if synthesizer_class == 'HMASynthesizer':
baseclass = SDVRelationalSynthesizer
if synthesizer_class == 'RealTabFormerSynthesizer':
baseclass = RealTabFormerSynthesizer

class NewSynthesizer(baseclass):
"""New Synthesizer class.
Expand Down
12 changes: 10 additions & 2 deletions tests/integration/test_benchmark.py
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Expand Up @@ -55,10 +55,18 @@ def test_benchmark_single_table_basic_synthsizers():
def test_benchmark_single_table_realtabformer_no_metrics():
"""Test it without metrics."""
# Run

custom_synthesizer = create_sdv_synthesizer_variant(
display_name='RealTabFormerSynthesizer',
synthesizer_class='RealTabFormerSynthesizer',
synthesizer_parameters={'epochs': 2},
)
output = sdgym.benchmark_single_table(
synthesizers=['RealTabFormerSynthesizer'],
sdv_datasets=['student_placements'],
synthesizers=[],
custom_synthesizers=[custom_synthesizer],
sdv_datasets=['fake_companies'],
sdmetrics=[],
limit_dataset_size=True,
)

# Assert
Expand Down
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