Console Output
+ python tests/analyze_tuner_sample_history.py output_tuner/new_tuner_test -metric scaled_rmse -min_samples 2 --require_param_variation
Discovered 6 sample-history target(s).
=== Sample history 1/6: output_tuner/new_tuner_test/complex/cli_arm_bomex_20260705_103056_461593_412312 ===
Tuner Sample History
job: output_tuner/new_tuner_test/complex/cli_arm_bomex_20260705_103056_461593_412312
chunks: 1
first_chunk: output_tuner/new_tuner_test/complex/cli_arm_bomex_20260705_103056_461593_412312/sample_history/sample_history_000001.npz
samples: 4
params: 102
cases: 2
fields: 2
observations: 10
metrics: scaled_rmse, correlation, std_ratio, centered_rmse_norm, bias_norm
Checks performed
- sample-history chunks exist and are sequentially numbered
- every chunk contains required metadata, sample, and loss arrays
- metadata arrays match exactly across chunks
- schema version matches the current observation-axis format
- sample IDs are unique and cover 0..sample_count-1
- parameter and loss arrays have the expected shapes and finite values
- observation metadata covers every case/field/window exactly once
- at least 2 sample(s) are present
- at least one tuned parameter varies across samples
checks: OK
SVD (scaled_rmse)
matrix_shape: 4 samples x 10 retained columns
mode 1: singular=6.21645, explained=96.61%
strongest observations:
bomex/rcm/w1:7200-9900s/scaled_rmse loading=-0.322
bomex/rcm/w3:12600-15300s/scaled_rmse loading=-0.320
bomex/cloud_frac/w4:15300-18000s/scaled_rmse loading=-0.319
bomex/cloud_frac/w2:9900-12600s/scaled_rmse loading=-0.318
bomex/cloud_frac/w3:12600-15300s/scaled_rmse loading=-0.317
strongest parameter correlations:
C8=+0.999
C11=+0.016
mode 2: singular=1.10021, explained=3.03%
strongest observations:
bomex/rcm/w4:15300-18000s/scaled_rmse loading=-0.473
bomex/rcm/w2:9900-12600s/scaled_rmse loading=-0.457
arm/rcm/w1:68400-72000s/scaled_rmse loading=-0.349
bomex/cloud_frac/w1:7200-9900s/scaled_rmse loading=+0.335
bomex/cloud_frac/w3:12600-15300s/scaled_rmse loading=+0.317
strongest parameter correlations:
C11=-0.944
C8=-0.001
mode 3: singular=0.381194, explained=0.36%
strongest observations:
arm/rcm/w1:68400-72000s/scaled_rmse loading=-0.508
arm/cloud_frac/w1:68400-72000s/scaled_rmse loading=-0.432
bomex/rcm/w3:12600-15300s/scaled_rmse loading=-0.425
bomex/rcm/w4:15300-18000s/scaled_rmse loading=+0.401
bomex/rcm/w2:9900-12600s/scaled_rmse loading=+0.262
strongest parameter correlations:
C11=-0.329
C8=+0.052
=== Sample history 2/6: output_tuner/new_tuner_test/complex/cli_arm_bomex_20260711_045926_035796_2269712 ===
Tuner Sample History
job: output_tuner/new_tuner_test/complex/cli_arm_bomex_20260711_045926_035796_2269712
chunks: 1
first_chunk: output_tuner/new_tuner_test/complex/cli_arm_bomex_20260711_045926_035796_2269712/sample_history/sample_history_000001.npz
samples: 4
params: 102
cases: 2
fields: 2
observations: 10
metrics: scaled_rmse, correlation, std_ratio, centered_rmse_norm, bias_norm
Checks performed
- sample-history chunks exist and are sequentially numbered
- every chunk contains required metadata, sample, and loss arrays
- metadata arrays match exactly across chunks
- schema version matches the current observation-axis format
- sample IDs are unique and cover 0..sample_count-1
- parameter and loss arrays have the expected shapes and finite values
- observation metadata covers every case/field/window exactly once
- at least 2 sample(s) are present
- at least one tuned parameter varies across samples
checks: OK
SVD (scaled_rmse)
matrix_shape: 4 samples x 10 retained columns
mode 1: singular=6.21645, explained=96.61%
strongest observations:
bomex/rcm/w1:7200-9900s/scaled_rmse loading=-0.322
bomex/rcm/w3:12600-15300s/scaled_rmse loading=-0.320
bomex/cloud_frac/w4:15300-18000s/scaled_rmse loading=-0.319
bomex/cloud_frac/w2:9900-12600s/scaled_rmse loading=-0.318
bomex/cloud_frac/w3:12600-15300s/scaled_rmse loading=-0.317
strongest parameter correlations:
C8=+0.999
C11=+0.016
mode 2: singular=1.10021, explained=3.03%
strongest observations:
bomex/rcm/w4:15300-18000s/scaled_rmse loading=-0.473
bomex/rcm/w2:9900-12600s/scaled_rmse loading=-0.457
arm/rcm/w1:68400-72000s/scaled_rmse loading=-0.349
bomex/cloud_frac/w1:7200-9900s/scaled_rmse loading=+0.335
bomex/cloud_frac/w3:12600-15300s/scaled_rmse loading=+0.317
strongest parameter correlations:
C11=-0.944
C8=-0.001
mode 3: singular=0.381194, explained=0.36%
strongest observations:
arm/rcm/w1:68400-72000s/scaled_rmse loading=-0.508
arm/cloud_frac/w1:68400-72000s/scaled_rmse loading=-0.432
bomex/rcm/w3:12600-15300s/scaled_rmse loading=-0.425
bomex/rcm/w4:15300-18000s/scaled_rmse loading=+0.401
bomex/rcm/w2:9900-12600s/scaled_rmse loading=+0.262
strongest parameter correlations:
C11=-0.329
C8=+0.052
=== Sample history 3/6: output_tuner/new_tuner_test/complex/cli_arm_bomex_20260715_041814_456233_2471521 ===
Tuner Sample History
job: output_tuner/new_tuner_test/complex/cli_arm_bomex_20260715_041814_456233_2471521
chunks: 1
first_chunk: output_tuner/new_tuner_test/complex/cli_arm_bomex_20260715_041814_456233_2471521/sample_history/sample_history_000001.npz
samples: 4
params: 102
cases: 2
fields: 2
observations: 10
metrics: scaled_rmse, correlation, std_ratio, centered_rmse_norm, bias_norm
Checks performed
- sample-history chunks exist and are sequentially numbered
- every chunk contains required metadata, sample, and loss arrays
- metadata arrays match exactly across chunks
- schema version matches the current observation-axis format
- sample IDs are unique and cover 0..sample_count-1
- parameter and loss arrays have the expected shapes and finite values
- observation metadata covers every case/field/window exactly once
- at least 2 sample(s) are present
- at least one tuned parameter varies across samples
checks: OK
SVD (scaled_rmse)
matrix_shape: 4 samples x 10 retained columns
mode 1: singular=6.21645, explained=96.61%
strongest observations:
bomex/rcm/w1:7200-9900s/scaled_rmse loading=-0.322
bomex/rcm/w3:12600-15300s/scaled_rmse loading=-0.320
bomex/cloud_frac/w4:15300-18000s/scaled_rmse loading=-0.319
bomex/cloud_frac/w2:9900-12600s/scaled_rmse loading=-0.318
bomex/cloud_frac/w3:12600-15300s/scaled_rmse loading=-0.317
strongest parameter correlations:
C8=+0.999
C11=+0.016
mode 2: singular=1.10021, explained=3.03%
strongest observations:
bomex/rcm/w4:15300-18000s/scaled_rmse loading=-0.473
bomex/rcm/w2:9900-12600s/scaled_rmse loading=-0.457
arm/rcm/w1:68400-72000s/scaled_rmse loading=-0.349
bomex/cloud_frac/w1:7200-9900s/scaled_rmse loading=+0.335
bomex/cloud_frac/w3:12600-15300s/scaled_rmse loading=+0.317
strongest parameter correlations:
C11=-0.944
C8=-0.001
mode 3: singular=0.381194, explained=0.36%
strongest observations:
arm/rcm/w1:68400-72000s/scaled_rmse loading=-0.508
arm/cloud_frac/w1:68400-72000s/scaled_rmse loading=-0.432
bomex/rcm/w3:12600-15300s/scaled_rmse loading=-0.425
bomex/rcm/w4:15300-18000s/scaled_rmse loading=+0.401
bomex/rcm/w2:9900-12600s/scaled_rmse loading=+0.262
strongest parameter correlations:
C11=-0.329
C8=+0.052
=== Sample history 4/6: output_tuner/new_tuner_test/simple/cli_bomex_20260705_103047_561777_411850 ===
Tuner Sample History
job: output_tuner/new_tuner_test/simple/cli_bomex_20260705_103047_561777_411850
chunks: 1
first_chunk: output_tuner/new_tuner_test/simple/cli_bomex_20260705_103047_561777_411850/sample_history/sample_history_000001.npz
samples: 8
params: 102
cases: 1
fields: 1
observations: 1
metrics: scaled_rmse, correlation, std_ratio, centered_rmse_norm, bias_norm
Checks performed
- sample-history chunks exist and are sequentially numbered
- every chunk contains required metadata, sample, and loss arrays
- metadata arrays match exactly across chunks
- schema version matches the current observation-axis format
- sample IDs are unique and cover 0..sample_count-1
- parameter and loss arrays have the expected shapes and finite values
- observation metadata covers every case/field/window exactly once
- at least 2 sample(s) are present
- at least one tuned parameter varies across samples
checks: OK
SVD (scaled_rmse)
matrix_shape: 8 samples x 1 retained columns
mode 1: singular=2.82843, explained=100.00%
strongest observations:
bomex/cloud_frac/w1:10800-21600s/scaled_rmse loading=+1.000
strongest parameter correlations:
C8=-0.998
=== Sample history 5/6: output_tuner/new_tuner_test/simple/cli_bomex_20260711_045911_778550_2269582 ===
Tuner Sample History
job: output_tuner/new_tuner_test/simple/cli_bomex_20260711_045911_778550_2269582
chunks: 1
first_chunk: output_tuner/new_tuner_test/simple/cli_bomex_20260711_045911_778550_2269582/sample_history/sample_history_000001.npz
samples: 8
params: 102
cases: 1
fields: 1
observations: 1
metrics: scaled_rmse, correlation, std_ratio, centered_rmse_norm, bias_norm
Checks performed
- sample-history chunks exist and are sequentially numbered
- every chunk contains required metadata, sample, and loss arrays
- metadata arrays match exactly across chunks
- schema version matches the current observation-axis format
- sample IDs are unique and cover 0..sample_count-1
- parameter and loss arrays have the expected shapes and finite values
- observation metadata covers every case/field/window exactly once
- at least 2 sample(s) are present
- at least one tuned parameter varies across samples
checks: OK
SVD (scaled_rmse)
matrix_shape: 8 samples x 1 retained columns
mode 1: singular=2.82843, explained=100.00%
strongest observations:
bomex/cloud_frac/w1:10800-21600s/scaled_rmse loading=+1.000
strongest parameter correlations:
C8=-0.998
=== Sample history 6/6: output_tuner/new_tuner_test/simple/cli_bomex_20260715_041807_472757_2471461 ===
Tuner Sample History
job: output_tuner/new_tuner_test/simple/cli_bomex_20260715_041807_472757_2471461
chunks: 1
first_chunk: output_tuner/new_tuner_test/simple/cli_bomex_20260715_041807_472757_2471461/sample_history/sample_history_000001.npz
samples: 8
params: 102
cases: 1
fields: 1
observations: 1
metrics: scaled_rmse, correlation, std_ratio, centered_rmse_norm, bias_norm
Checks performed
- sample-history chunks exist and are sequentially numbered
- every chunk contains required metadata, sample, and loss arrays
- metadata arrays match exactly across chunks
- schema version matches the current observation-axis format
- sample IDs are unique and cover 0..sample_count-1
- parameter and loss arrays have the expected shapes and finite values
- observation metadata covers every case/field/window exactly once
- at least 2 sample(s) are present
- at least one tuned parameter varies across samples
checks: OK
SVD (scaled_rmse)
matrix_shape: 8 samples x 1 retained columns
mode 1: singular=2.82843, explained=100.00%
strongest observations:
bomex/cloud_frac/w1:10800-21600s/scaled_rmse loading=+1.000
strongest parameter correlations:
C8=-0.998
