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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 1 new columns ({'constraints'})

This happened while the csv dataset builder was generating data using

hf://datasets/ClarusC64/euv-stage-reticle-wafer-sync-coherence-baseline-mapping-v0.1/data/test.csv (at revision e24a9ba6efe1e712f230a08709a9de99d5ced444), [/tmp/hf-datasets-cache/medium/datasets/54963220733582-config-parquet-and-info-ClarusC64-euv-stage-retic-7da88057/hub/datasets--ClarusC64--euv-stage-reticle-wafer-sync-coherence-baseline-mapping-v0.1/snapshots/e24a9ba6efe1e712f230a08709a9de99d5ced444/data/test.csv (origin=hf://datasets/ClarusC64/euv-stage-reticle-wafer-sync-coherence-baseline-mapping-v0.1@e24a9ba6efe1e712f230a08709a9de99d5ced444/data/test.csv)]

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 675, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              id: string
              case_title: string
              reticle_pos_error_nm: double
              wafer_pos_error_nm: double
              residual_sync_error_nm: double
              phase_lag_ms: double
              scan_velocity_mms: int64
              scan_accel_mms2: int64
              control_loop_latency_ms: double
              euv_pulse_timing_jitter_ns: int64
              sync_coherence_score: double
              notes: string
              constraints: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1958
              to
              {'id': Value('string'), 'case_title': Value('string'), 'reticle_pos_error_nm': Value('float64'), 'wafer_pos_error_nm': Value('float64'), 'residual_sync_error_nm': Value('float64'), 'phase_lag_ms': Value('float64'), 'scan_velocity_mms': Value('int64'), 'scan_accel_mms2': Value('int64'), 'control_loop_latency_ms': Value('float64'), 'euv_pulse_timing_jitter_ns': Value('int64'), 'sync_coherence_score': Value('float64'), 'notes': Value('string')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1889, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 1 new columns ({'constraints'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/ClarusC64/euv-stage-reticle-wafer-sync-coherence-baseline-mapping-v0.1/data/test.csv (at revision e24a9ba6efe1e712f230a08709a9de99d5ced444), [/tmp/hf-datasets-cache/medium/datasets/54963220733582-config-parquet-and-info-ClarusC64-euv-stage-retic-7da88057/hub/datasets--ClarusC64--euv-stage-reticle-wafer-sync-coherence-baseline-mapping-v0.1/snapshots/e24a9ba6efe1e712f230a08709a9de99d5ced444/data/test.csv (origin=hf://datasets/ClarusC64/euv-stage-reticle-wafer-sync-coherence-baseline-mapping-v0.1@e24a9ba6efe1e712f230a08709a9de99d5ced444/data/test.csv)]
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

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id
string
case_title
string
reticle_pos_error_nm
float64
wafer_pos_error_nm
float64
residual_sync_error_nm
float64
phase_lag_ms
float64
scan_velocity_mms
int64
scan_accel_mms2
int64
control_loop_latency_ms
float64
euv_pulse_timing_jitter_ns
int64
sync_coherence_score
float64
notes
string
EUV-SYNC-001
Nominal low speed
0.9
1.1
0.6
0.15
420
1,800
1.2
22
0.96
Tight sync
EUV-SYNC-002
Nominal mid speed
1.1
1.3
0.8
0.18
520
2,100
1.2
24
0.94
Stable
EUV-SYNC-003
High speed stable
1.3
1.5
1
0.22
610
2,400
1.3
26
0.92
Within spec
EUV-SYNC-004
Jitter mild rise
1.4
1.7
1.3
0.27
620
2,500
1.3
32
0.88
Jitter coupling begins
EUV-SYNC-005
Latency creep
1.6
1.9
1.7
0.34
630
2,550
1.5
33
0.84
Latency drift
EUV-SYNC-006
Servo loosen
1.9
2.2
2.2
0.41
640
2,600
1.6
36
0.79
Residual grows
EUV-SYNC-007
Vibration coupling
2.3
2.6
2.9
0.5
650
2,650
1.6
40
0.72
Phase lag widening
EUV-SYNC-008
Near instability
2.8
3.1
3.7
0.62
660
2,700
1.8
45
0.63
Sync manifold loosens
EUV-SYNC-009
Pre-halt zone
3.4
3.8
4.6
0.76
670
2,750
2
52
0.52
High risk
EUV-SYNC-010
Sync baseline edge
4.1
4.6
5.8
0.92
680
2,800
2.2
60
0.4
Failure near

What this dataset tests

Baseline coupling between:

reticle stage position error
wafer stage position error
exposure timing jitter
control loop latency

The goal is to quantify sync coherence during scanning exposure.

Task

Predict:

sync_coherence_score

A scalar 0..1.

Higher means tight timing and low residual sync error.

Inputs

  • reticle_pos_error_nm
  • wafer_pos_error_nm
  • scan_velocity_mms
  • scan_accel_mms2
  • control_loop_latency_ms
  • euv_pulse_timing_jitter_ns

Context outputs

  • residual_sync_error_nm
  • phase_lag_ms

Target

  • sync_coherence_score

Output format

Return a single float.

Example: 0.84

Evaluation

Absolute error scoring when ground truth exists.
Format validity scoring when ground truth is absent.

Version

v0.1

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