Datasets:

ClarusC64
/

euv-banding-failure-horizon-and-sync-routing-v0.1

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-banding-failure-horizon-and-sync-routing-v0.1/data/test.csv (at revision dd9f4a41e56a758a3ff56fb7b6e6414e992d4ef8), [/tmp/hf-datasets-cache/medium/datasets/13988846957052-config-parquet-and-info-ClarusC64-euv-banding-fai-619fab25/hub/datasets--ClarusC64--euv-banding-failure-horizon-and-sync-routing-v0.1/snapshots/dd9f4a41e56a758a3ff56fb7b6e6414e992d4ef8/data/test.csv (origin=hf://datasets/ClarusC64/euv-banding-failure-horizon-and-sync-routing-v0.1@dd9f4a41e56a758a3ff56fb7b6e6414e992d4ef8/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
              pulse_time_jitter_ns: int64
              phase_alignment_error_ns: int64
              stage_pos_error_nm: double
              exposure_window_ns: int64
              drift_rate_ns_per_min: double
              residual_banding_metric: double
              banding_risk_score: string
              time_to_visible_banding_min: string
              yield_risk: string
              recommended_sync_action: string
              minimal_fix_set: string
              notes: string
              constraints: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2243
              to
              {'id': Value('string'), 'case_title': Value('string'), 'pulse_time_jitter_ns': Value('int64'), 'phase_alignment_error_ns': Value('int64'), 'stage_pos_error_nm': Value('float64'), 'exposure_window_ns': Value('int64'), 'drift_rate_ns_per_min': Value('float64'), 'residual_banding_metric': Value('float64'), 'banding_risk_score': Value('float64'), 'time_to_visible_banding_min': Value('int64'), 'yield_risk': Value('float64'), 'recommended_sync_action': Value('string'), 'minimal_fix_set': Value('string'), '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-banding-failure-horizon-and-sync-routing-v0.1/data/test.csv (at revision dd9f4a41e56a758a3ff56fb7b6e6414e992d4ef8), [/tmp/hf-datasets-cache/medium/datasets/13988846957052-config-parquet-and-info-ClarusC64-euv-banding-fai-619fab25/hub/datasets--ClarusC64--euv-banding-failure-horizon-and-sync-routing-v0.1/snapshots/dd9f4a41e56a758a3ff56fb7b6e6414e992d4ef8/data/test.csv (origin=hf://datasets/ClarusC64/euv-banding-failure-horizon-and-sync-routing-v0.1@dd9f4a41e56a758a3ff56fb7b6e6414e992d4ef8/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	pulse_time_jitter_ns int64	phase_alignment_error_ns int64	stage_pos_error_nm float64	exposure_window_ns int64	drift_rate_ns_per_min float64	residual_banding_metric float64	banding_risk_score float64	time_to_visible_banding_min int64	yield_risk float64	recommended_sync_action string	minimal_fix_set string	notes string
EUV-BAND-001	Stable	8	6	1.2	120	0.1	0.03	0.08	999	0.05	monitor	none	Healthy
EUV-BAND-002	Low risk drift	12	10	1.6	115	0.4	0.05	0.18	180	0.12	monitor	tighten timing QA	Watch
EUV-BAND-003	Early banding risk	16	14	1.9	115	0.8	0.07	0.32	90	0.22	pulse_retime	pulse timing retime; jitter clamp	Retiming helps
EUV-BAND-004	Phase drift	18	18	2	110	1	0.09	0.4	70	0.3	stage_phase_correction	stage phase offset; latency trim	Phase correction
EUV-BAND-005	Margin collapse	20	22	2.2	105	1.4	0.12	0.52	45	0.4	servo_rebalance	servo gain rebalance; latency reduction	Control fix
EUV-BAND-006	Pre-banding	24	28	2.5	100	1.8	0.18	0.66	25	0.55	source_recalibrate	source timing recal; jitter reduction	Source drift
EUV-BAND-007	Banding visible	28	34	2.9	95	2.2	0.26	0.78	12	0.68	halt_and_recalibrate	halt exposure; full sync recal; verify pupil	Stop
EUV-BAND-008	Severe banding	32	40	3.3	90	2.8	0.36	0.86	6	0.78	halt_and_recalibrate	halt; isolate jitter source; recalibrate sync	Imminent
EUV-BAND-009	Latency dominated	26	30	2.7	100	2	0.22	0.72	18	0.62	latency_trim	reduce loop latency; retime pulse trigger	Latency
EUV-BAND-010	Jitter dominated	30	36	3	95	2.4	0.3	0.82	9	0.72	jitter_clamp	stabilize droplet trigger; pulse shaping; jitter clamp	Jitter

What this dataset tests

Forecast when banding becomes visible on wafer.

Route the minimal sync intervention.

Banding emerges when:

pulse timing jitter rises
phase alignment error grows
exposure window shrinks
drift rate accelerates

Task

Given telemetry, output JSON:

horizon_min
action
fix_set

Example {"horizon_min":25,"action":"pulse_retime","fix_set":"pulse timing retime; jitter clamp"}

Inputs

pulse_time_jitter_ns
phase_alignment_error_ns
stage_pos_error_nm
exposure_window_ns
drift_rate_ns_per_min

Context

residual_banding_metric
banding_risk_score
yield_risk

Allowed actions

monitor
pulse_retime
stage_phase_correction
servo_rebalance
source_recalibrate
latency_trim
jitter_clamp
halt_and_recalibrate

Evaluation

Checks:

valid JSON
has horizon and action
action is in allowed set

Version

v0.1

Downloads last month: 16

Total file size:

7.19 kB