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Add pca autoencoder benchmark framework #158

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Add pca autoencoder benchmark framework #158

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48ff06d
Support explicit autoencoder validation data
sergioald Aug 16, 2026
bc8b143
Add common reconstruction benchmark framework
sergioald Aug 16, 2026
98a6ff6
Add PCA and autoencoder benchmark regression tests
sergioald Aug 16, 2026
034cff9
Document PCA and autoencoder benchmarking
sergioald Aug 16, 2026
8b7ae0a
Close benchmark fairness gaps found in adversarial review
sergioald Aug 16, 2026
d3bd8c8
Record effective training configuration and harden report validation
sergioald Aug 16, 2026
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2 changes: 2 additions & 0 deletions bluemath_tk/__init__.py
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Original file line number Diff line number Diff line change
Expand Up @@ -9,6 +9,7 @@
# Import specific modules instead of using wildcard imports
from . import (
additive,
benchmarking,
config,
core,
datamining,
Expand All @@ -30,6 +31,7 @@
# Add __all__ variable to control what gets imported when using `from module import *`.
__all__ = [
"additive",
"benchmarking",
"config",
"core",
"datamining",
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25 changes: 25 additions & 0 deletions bluemath_tk/benchmarking/__init__.py
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Original file line number Diff line number Diff line change
@@ -0,0 +1,25 @@
"""Reusable benchmarking infrastructure for BlueMath_tk models."""

from .reconstruction import (
AutoencoderReconstruction,
BenchmarkMethod,
MethodBenchmarkResult,
PCAReconstruction,
ReconstructionBenchmarkReport,
ReconstructionMethod,
autoencoder_benchmark_method,
pca_benchmark_method,
run_reconstruction_benchmark,
)

__all__ = [
"AutoencoderReconstruction",
"BenchmarkMethod",
"MethodBenchmarkResult",
"PCAReconstruction",
"ReconstructionBenchmarkReport",
"ReconstructionMethod",
"autoencoder_benchmark_method",
"pca_benchmark_method",
"run_reconstruction_benchmark",
]
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