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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
model: string
version: string
via: string
id: string
gold_action: string
gold_page: bool
family: string
trap: bool
trap_kind: string
severityText: string
page_now: bool
page_now_probability: double
data_at_risk: bool
data_at_risk_probability: double
urgency: string
trigger: bool
reason: string
wall_ms: double
input_tokens: int64
output_tokens: int64
attempts: int64
to
{'model': Value('string'), 'via': Value('string'), 'id': Value('string'), 'gold_action': Value('string'), 'gold_page': Value('bool'), 'family': Value('string'), 'trap': Value('bool'), 'trap_kind': Value('string'), 'severityText': Value('string'), 'page_now': Value('bool'), 'page_now_probability': Value('float64'), 'urgency': Value('string'), 'trigger': Value('bool'), 'reason': Value('string'), 'wall_ms': Value('float64'), 'input_tokens': Value('int64'), 'output_tokens': Value('int64'), 'attempts': Value('int64')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
model: string
version: string
via: string
id: string
gold_action: string
gold_page: bool
family: string
trap: bool
trap_kind: string
severityText: string
page_now: bool
page_now_probability: double
data_at_risk: bool
data_at_risk_probability: double
urgency: string
trigger: bool
reason: string
wall_ms: double
input_tokens: int64
output_tokens: int64
attempts: int64
to
{'model': Value('string'), 'via': Value('string'), 'id': Value('string'), 'gold_action': Value('string'), 'gold_page': Value('bool'), 'family': Value('string'), 'trap': Value('bool'), 'trap_kind': Value('string'), 'severityText': Value('string'), 'page_now': Value('bool'), 'page_now_probability': Value('float64'), 'urgency': Value('string'), 'trigger': Value('bool'), 'reason': Value('string'), 'wall_ms': Value('float64'), 'input_tokens': Value('int64'), 'output_tokens': Value('int64'), 'attempts': Value('int64')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
model string | via string | id string | gold_action string | gold_page bool | family string | trap bool | trap_kind string | severityText string | page_now bool | page_now_probability float64 | urgency string | trigger bool | reason string | wall_ms float64 | input_tokens int64 | output_tokens int64 | attempts int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
typesafe-ai/jev | vercel-ai-gateway | pager:0000 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.28 | ticket | false | model | 314.867667 | 583 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0001 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.52 | page | true | model | 531.045 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0002 | page | true | disk_full_writes_failing | false | null | ERROR | false | 0.94 | page | true | model | 741.290625 | 604 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0003 | page | true | revoked_key_used | false | null | ERROR | false | 0.9 | page | true | model | 1,013.189292 | 605 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0004 | page | true | checksum_corruption | false | null | ERROR | false | 0.87 | page | true | model | 956.32475 | 607 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0005 | page | true | checkout_slo_burn | false | null | WARN | false | 0.97 | page | true | model | 932.99325 | 615 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0006 | page | true | checkout_slo_burn | false | null | WARN | false | 0.97 | page | true | model | 1,115.653667 | 615 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0007 | page | true | payments_processor_down | false | null | ERROR | false | 0.98 | page | true | model | 1,298.431292 | 602 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0008 | page | true | revoked_key_used | false | null | ERROR | false | 0.9 | page | true | model | 1,476.600667 | 605 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0009 | page | true | crash_loop_user_impact | false | null | ERROR | false | 0.97 | page | true | model | 1,615.392292 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0010 | page | true | disk_full_writes_failing | false | null | ERROR | false | 0.95 | page | true | model | 1,454.517834 | 609 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0011 | page | true | revoked_key_used | false | null | ERROR | false | 0.89 | page | true | model | 1,245.336375 | 605 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0012 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.53 | page | true | model | 1,263.974917 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0013 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.53 | page | true | model | 1,167.114292 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0014 | page | true | checkout_slo_burn | false | null | WARN | false | 0.97 | page | true | model | 1,382.736958 | 615 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0015 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.28 | ticket | false | model | 1,565.982584 | 583 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0016 | page | true | credential_stuffing | false | null | WARN | false | 0.92 | page | true | model | 1,318.8805 | 594 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0017 | page | true | disk_full_writes_failing | false | null | ERROR | false | 0.95 | page | true | model | 1,283.426958 | 609 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0018 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.29 | ticket | false | model | 1,131.28175 | 587 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0019 | page | true | queue_backup_checkout | false | null | WARN | false | 0.95 | page | true | model | 969.57725 | 590 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0020 | page | true | checksum_corruption | false | null | ERROR | false | 0.86 | page | true | model | 1,007.943458 | 606 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0021 | page | true | checksum_corruption | false | null | ERROR | false | 0.87 | page | true | model | 1,113.687708 | 607 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0022 | page | true | crash_loop_user_impact | false | null | ERROR | false | 0.97 | page | true | model | 1,267.226333 | 591 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0023 | page | true | crash_loop_user_impact | false | null | ERROR | false | 0.97 | page | true | model | 1,418.835833 | 595 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0024 | page | true | crash_loop_user_impact | false | null | ERROR | false | 0.97 | page | true | model | 1,537.907833 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0025 | page | true | disk_full_writes_failing | false | null | ERROR | false | 0.95 | page | true | model | 1,439.822709 | 608 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0026 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.28 | ticket | false | model | 1,401.785417 | 588 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0027 | page | true | checksum_corruption | false | null | ERROR | false | 0.87 | page | true | model | 1,674.735792 | 607 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0028 | page | true | payments_processor_down | false | null | ERROR | false | 0.98 | page | true | model | 1,540.606375 | 600 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0029 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.46 | page | true | model | 1,525.7415 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0030 | page | true | credential_stuffing | false | null | WARN | false | 0.92 | page | true | model | 1,549.667 | 593 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0031 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.28 | ticket | false | model | 1,156.991083 | 588 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0032 | page | true | checkout_slo_burn | false | null | WARN | false | 0.97 | page | true | model | 1,145.013334 | 615 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0033 | page | true | payments_processor_down | false | null | ERROR | false | 0.98 | page | true | model | 1,183.047167 | 605 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0034 | page | true | crash_loop_user_impact | false | null | ERROR | false | 0.97 | page | true | model | 965.326833 | 595 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0035 | page | true | credential_stuffing | false | null | WARN | false | 0.92 | page | true | model | 962.255167 | 594 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0036 | page | true | disk_full_writes_failing | false | null | ERROR | false | 0.96 | page | true | model | 956.873 | 608 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0037 | page | true | disk_full_writes_failing | false | null | ERROR | false | 0.95 | page | true | model | 993.060375 | 608 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0038 | page | true | checksum_corruption | false | null | ERROR | false | 0.88 | page | true | model | 1,035.360459 | 607 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0039 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.28 | ticket | false | model | 944.15775 | 587 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0040 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.51 | page | true | model | 980.821542 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0041 | page | true | crash_loop_user_impact | false | null | ERROR | false | 0.97 | page | true | model | 962.942833 | 591 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0042 | page | true | credential_stuffing | false | null | WARN | false | 0.92 | page | true | model | 948.028 | 593 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0043 | page | true | credential_stuffing | false | null | WARN | false | 0.93 | page | true | model | 945.907792 | 593 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0044 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.46 | page | true | model | 926.750625 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0045 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.28 | ticket | false | model | 918.199666 | 588 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0046 | page | true | revoked_key_used | false | null | ERROR | false | 0.89 | page | true | model | 891.742334 | 605 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0047 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.27 | ticket | false | model | 951.418959 | 583 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0048 | page | true | checkout_slo_burn | false | null | WARN | false | 0.96 | page | true | model | 967.333417 | 615 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0049 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.27 | ticket | false | model | 986.248042 | 587 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0050 | page | true | disk_full_writes_failing | false | null | ERROR | false | 0.95 | page | true | model | 978.974333 | 604 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0051 | page | true | crash_loop_user_impact | false | null | ERROR | false | 0.97 | page | true | model | 928.215542 | 595 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0053 | page | true | checkout_slo_burn | false | null | WARN | false | 0.97 | page | true | model | 7,996.693959 | 615 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0056 | page | true | payments_processor_down | false | null | ERROR | false | 0.98 | page | true | model | 724.702792 | 603 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0057 | page | true | queue_backup_checkout | false | null | WARN | false | 0.95 | page | true | model | 194.404666 | 590 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0058 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.29 | ticket | false | model | 480.3105 | 587 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0052 | page | true | crash_loop_user_impact | false | null | ERROR | false | 0.97 | page | true | model | 344.533541 | 596 | 56 | 2 |
typesafe-ai/jev | vercel-ai-gateway | pager:0059 | page | true | revoked_key_used | false | null | ERROR | false | 0.88 | page | true | model | 500.98275 | 605 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0060 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.51 | page | true | model | 526.815041 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0054 | page | true | payments_processor_down | false | null | ERROR | false | 0.97 | page | true | model | 622.209291 | 603 | 56 | 2 |
typesafe-ai/jev | vercel-ai-gateway | pager:0061 | page | true | queue_backup_checkout | false | null | WARN | false | 0.95 | page | true | model | 647.754542 | 590 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0055 | page | true | checkout_slo_burn | false | null | WARN | false | 0.97 | page | true | model | 848.388458 | 615 | 56 | 2 |
typesafe-ai/jev | vercel-ai-gateway | pager:0062 | page | true | checkout_slo_burn | false | null | WARN | false | 0.97 | page | true | model | 903.818666 | 615 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0063 | page | true | crash_loop_user_impact | false | null | ERROR | false | 0.97 | page | true | model | 908.049708 | 591 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0064 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.48 | page | true | model | 941.217667 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0065 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.27 | ticket | false | model | 1,106.847334 | 587 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0066 | page | true | queue_backup_checkout | false | null | WARN | false | 0.95 | page | true | model | 1,053.031542 | 590 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0067 | page | true | crash_loop_user_impact | false | null | ERROR | false | 0.97 | page | true | model | 1,067.943041 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0068 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.45 | page | true | model | 1,099.545875 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0069 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.55 | page | true | model | 1,135.706417 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0070 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.5 | page | true | model | 1,203.993208 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0071 | page | true | disk_full_writes_failing | false | null | ERROR | false | 0.95 | page | true | model | 1,193.3955 | 608 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0072 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.5 | page | true | model | 1,119.345375 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0073 | page | true | checkout_slo_burn | false | null | WARN | false | 0.97 | page | true | model | 1,045.934625 | 615 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0074 | page | true | payments_processor_down | false | null | ERROR | false | 0.97 | page | true | model | 988.934375 | 605 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0075 | page | true | checksum_corruption | false | null | ERROR | false | 0.87 | page | true | model | 994.15425 | 602 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0076 | page | true | queue_backup_checkout | false | null | WARN | false | 0.95 | page | true | model | 1,062.541709 | 590 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0077 | page | true | revoked_key_used | false | null | ERROR | false | 0.88 | page | true | model | 936.677125 | 605 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0078 | page | true | disk_full_writes_failing | false | null | ERROR | false | 0.95 | page | true | model | 1,137.907291 | 609 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0079 | page | true | credential_stuffing | false | null | WARN | false | 0.92 | page | true | model | 1,405.55125 | 594 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0080 | page | true | crash_loop_user_impact | false | null | ERROR | false | 0.97 | page | true | model | 1,668.6245 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0081 | page | true | checkout_slo_burn | false | null | WARN | false | 0.97 | page | true | model | 1,927.720875 | 615 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0082 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.28 | ticket | false | model | 1,784.433584 | 583 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0083 | page | true | checkout_slo_burn | false | null | WARN | false | 0.97 | page | true | model | 1,636.526166 | 615 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0084 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.3 | ticket | false | model | 1,527.053875 | 587 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0085 | page | true | queue_backup_checkout | false | null | WARN | false | 0.95 | page | true | model | 1,456.037583 | 590 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0086 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.27 | ticket | false | model | 1,620.913417 | 587 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0087 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.48 | page | true | model | 1,520.181042 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0088 | page | true | checkout_slo_burn | false | null | WARN | false | 0.97 | page | true | model | 1,272.62325 | 615 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0089 | page | true | credential_stuffing | false | null | WARN | false | 0.91 | page | true | model | 1,113.710625 | 594 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0090 | page | true | revoked_key_used | false | null | ERROR | false | 0.9 | page | true | model | 933.9245 | 605 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0091 | page | true | credential_stuffing | false | null | WARN | false | 0.91 | page | true | model | 1,002.149417 | 594 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0092 | page | true | credential_stuffing | false | null | WARN | false | 0.92 | page | true | model | 1,057.809417 | 593 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0093 | page | true | checksum_corruption | false | null | ERROR | false | 0.86 | page | true | model | 1,263.185959 | 602 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0094 | page | true | checksum_corruption | false | null | ERROR | false | 0.87 | page | true | model | 1,241.056166 | 602 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0095 | page | true | tls_hours_left_serving | false | null | WARN | false | 0.52 | page | true | model | 1,148.882291 | 596 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0096 | page | true | disk_full_writes_failing | false | null | ERROR | false | 0.96 | page | true | model | 1,230.78175 | 604 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0097 | page | true | credential_stuffing | false | null | WARN | false | 0.92 | page | true | model | 1,082.833542 | 593 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0098 | page | true | replica_lag_data_risk | true | info_should_page | INFO | false | 0.28 | ticket | false | model | 1,099.742541 | 588 | 56 | 1 |
typesafe-ai/jev | vercel-ai-gateway | pager:0099 | page | true | credential_stuffing | false | null | WARN | false | 0.92 | page | true | model | 1,100.030709 | 593 | 56 | 1 |
End of preview.
Jev vs Luna as a PagerDuty trigger
Synthetic checkout/payments log stream with gold labels from PagerDuty alerting principles: page only if a human must act now. TypeSafe’s Jev (typesafe-ai/jev) and GPT-5.6 Luna (openai/gpt-5.6-luna) both ran on Vercel AI Gateway. There is no ERROR auto-page.
This is not production traffic and not the Loghub junk-filter benchmark.
- Write-up: https://github.com/reachjalil/jevlogs/blob/hf-benchmark/docs/article/jev-vs-luna-pagerduty.md
- Code: https://github.com/reachjalil/jevlogs/tree/hf-benchmark/benchmarks/pager
Headline (seed 20260917, n=3000)
Recommended trigger: Jev v3 page_now.probability >= 0.50 (one boolean; not discrete urgency==page).
| Page recall | Page precision | False pages | INFO replica-lag paged | Est. USD | |
|---|---|---|---|---|---|
| Jev v1 urgency==page | 0.886 | 1.000 | 0 | 0/57 | $0.072 |
| Jev v1 p≥0.22 (same calls) | 1.000 | 1.000 | 0 | 57/57 | $0 |
| Jev v2 urgency==page | 1.000 | 0.726 | 189 | 57/57 | $0.087 |
| Jev v2 p≥0.50 | 1.000 | 1.000 | 0 | 57/57 | $0.087 |
| Jev v3 p≥0.50 | 1.000 | 1.000 | 0 | 57/57 | $0.062 |
| Luna | 0.962 | 1.000 | 0 | 46/57 | $0.320 |
| ERROR severity | 0.492 | 0.330 | 500 | 0/57 | 0 |
Luna content-filtered 130/155 injection-style user searches (Azure policy). Those rows are in data/luna.jsonl as reason=unavailable and are excluded from rates. Jev classified all 155 as ignore.
Confirm dollar figures on the Vercel AI Gateway dashboard. Prices were fetched at run time: Jev $0.042/M input, Luna $0.20 / $1.20.
Files
| Path | |
|---|---|
metrics.json |
v1 numbers |
metrics_v2.json |
v1 vs calibrated vs v2 vs Luna (recommended page_now.p≥0.50) |
metrics_v3.json |
single-question Jev (same trigger, fewer tokens) |
data/stream.jsonl |
Labeled logs (gold_action, gold_page, family, trap) |
data/jev.jsonl |
Jev v1 decisions |
data/jev_v2.jsonl |
Jev v2 (page_now + data_at_risk + urgency) |
data/jev_v3.jsonl |
Jev v3 (page_now only) |
data/luna.jsonl |
Luna decisions |
charts/*.png |
Charts |
Reproduce
export AI_GATEWAY_API_KEY=...
node benchmarks/pager/generate.mjs
node benchmarks/pager/run.mjs
node benchmarks/pager/run-jev-v2.mjs
node benchmarks/pager/run-jev-v3.mjs
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