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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 15 new columns ({'iperf3_connections', 'throughput_sent', 'throughput_recieved', 'stderr_path', 'dst_region', 'dst_instance_class', 'iperf3_runtime', 'src_instance_class', 'src_tier', 'stdout_path', 'success', 'cpu_utilization', 'dst_tier', 'tag', 'src_region'}) and 3 missing columns ({'src', 'dest', 'cost'}).

This happened while the csv dataset builder was generating data using

hf://datasets/f20180301/adrs-data/cloudcast/profiles/throughput.csv (at revision f1dd6c53d739c308f150bb7ff9483c60ad364832), [/tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/cloudcast/profiles/cost.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/cloudcast/profiles/cost.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/cloudcast/profiles/throughput.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/cloudcast/profiles/throughput.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/BIRD.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/BIRD.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/PDMX.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/PDMX.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/beer.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/beer.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/movies.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/movies.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/products.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/products.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
              src_region: string
              src_tier: string
              src_instance_class: string
              dst_region: string
              dst_tier: string
              dst_instance_class: string
              iperf3_connections: int64
              iperf3_runtime: int64
              tag: string
              stdout_path: string
              stderr_path: string
              throughput_sent: double
              throughput_recieved: double
              cpu_utilization: double
              success: bool
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2124
              to
              {'src': Value('string'), 'dest': Value('string'), 'cost': Value('float64')}
              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 15 new columns ({'iperf3_connections', 'throughput_sent', 'throughput_recieved', 'stderr_path', 'dst_region', 'dst_instance_class', 'iperf3_runtime', 'src_instance_class', 'src_tier', 'stdout_path', 'success', 'cpu_utilization', 'dst_tier', 'tag', 'src_region'}) and 3 missing columns ({'src', 'dest', 'cost'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/f20180301/adrs-data/cloudcast/profiles/throughput.csv (at revision f1dd6c53d739c308f150bb7ff9483c60ad364832), [/tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/cloudcast/profiles/cost.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/cloudcast/profiles/cost.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/cloudcast/profiles/throughput.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/cloudcast/profiles/throughput.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/BIRD.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/BIRD.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/PDMX.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/PDMX.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/beer.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/beer.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/movies.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/movies.csv), /tmp/hf-datasets-cache/medium/datasets/31257396969615-config-parquet-and-info-f20180301-adrs-data-d1f7ef15/hub/datasets--f20180301--adrs-data/snapshots/f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/products.csv (origin=hf://datasets/f20180301/adrs-data@f1dd6c53d739c308f150bb7ff9483c60ad364832/llm_sql/datasets/products.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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src string	dest string	cost float64
aws:us-east-2	azure:eastus	0.09
aws:us-east-2	azure:uaenorth	0.09
aws:us-east-2	aws:eu-south-2	0.02
aws:us-east-2	azure:qatarcentral	0.09
aws:us-east-2	aws:eu-west-3	0.02
aws:us-east-2	azure:eastus2	0.09
aws:us-east-2	azure:koreacentral	0.09
aws:us-east-2	gcp:europe-west6-a	0.09
aws:us-east-2	azure:norwayeast	0.09
aws:us-east-2	aws:eu-south-1	0.02
aws:us-east-2	gcp:us-east4-a	0.09
aws:us-east-2	azure:southafricanorth	0.09
aws:us-east-2	aws:eu-north-1	0.02
aws:us-east-2	aws:eu-west-1	0.02
aws:us-east-2	gcp:asia-east1-a	0.09
aws:us-east-2	gcp:australia-southeast2-a	0.09
aws:us-east-2	aws:ap-northeast-1	0.02
aws:us-east-2	azure:australiaeast	0.09
aws:us-east-2	azure:westus	0.09
aws:us-east-2	aws:sa-east-1	0.02
aws:us-east-2	aws:eu-central-2	0.02
aws:us-east-2	gcp:asia-south2-a	0.09
aws:us-east-2	aws:ap-south-1	0.02
aws:us-east-2	azure:germanywestcentral	0.09
aws:us-east-2	gcp:europe-west3-a	0.09
aws:us-east-2	aws:me-central-1	0.02
aws:us-east-2	gcp:asia-northeast3-a	0.09
aws:us-east-2	gcp:asia-east2-a	0.09
aws:us-east-2	aws:ap-east-1	0.02
aws:us-east-2	gcp:us-west4-a	0.09
aws:us-east-2	azure:swedencentral	0.09
aws:us-east-2	aws:ap-southeast-3	0.02
aws:us-east-2	azure:northcentralus	0.09
aws:us-east-2	aws:us-east-1	0.01
aws:us-east-2	azure:canadacentral	0.09
aws:us-east-2	azure:switzerlandnorth	0.09
aws:us-east-2	azure:centralindia	0.09
aws:us-east-2	gcp:europe-north1-a	0.09
aws:us-east-2	gcp:europe-west2-a	0.09
aws:us-east-2	aws:eu-central-1	0.02
aws:us-east-2	aws:ap-northeast-2	0.02
aws:us-east-2	aws:af-south-1	0.02
aws:us-east-2	azure:westeurope	0.09
aws:us-east-2	gcp:asia-south1-a	0.09
aws:us-east-2	azure:uksouth	0.09
aws:us-east-2	aws:ap-southeast-2	0.02
aws:us-east-2	azure:southcentralus	0.09
aws:us-east-2	aws:us-west-1	0.02
aws:us-east-2	gcp:europe-west1-b	0.09
aws:us-east-2	gcp:europe-west4-a	0.09
aws:us-east-2	aws:eu-west-2	0.02
aws:us-east-2	gcp:asia-northeast2-a	0.09
aws:us-east-2	aws:ap-northeast-3	0.02
aws:us-east-2	gcp:us-east1-b	0.09
aws:us-east-2	aws:ca-central-1	0.02
aws:us-east-2	gcp:asia-southeast2-a	0.09
aws:us-east-2	gcp:australia-southeast1-a	0.09
aws:us-east-2	aws:me-south-1	0.02
aws:us-east-2	gcp:us-west1-a	0.09
aws:us-east-2	azure:brazilsouth	0.09
aws:us-east-2	gcp:asia-southeast1-a	0.09
aws:us-east-2	azure:northeurope	0.09
aws:us-east-2	aws:us-west-2	0.02
aws:us-east-2	gcp:me-west1-a	0.09
aws:us-east-2	azure:westus2	0.09
aws:us-east-2	gcp:us-central1-a	0.09
aws:us-east-2	gcp:southamerica-east1-a	0.09
aws:us-east-2	gcp:southamerica-west1-a	0.09
aws:us-east-2	aws:ap-southeast-1	0.02
aws:us-east-2	azure:eastasia	0.09
azure:eastus	aws:ap-south-1	0.0875
azure:eastus	azure:germanywestcentral	0.05
azure:eastus	aws:me-central-1	0.0875
azure:eastus	gcp:asia-east1-a	0.0875
azure:eastus	gcp:europe-west3-a	0.0875
azure:eastus	gcp:asia-northeast3-a	0.0875
azure:eastus	aws:us-east-2	0.0875
azure:eastus	aws:ap-east-1	0.0875
azure:eastus	gcp:asia-east2-a	0.0875
azure:eastus	gcp:us-west4-a	0.0875
azure:eastus	azure:swedencentral	0.05
azure:eastus	aws:ap-southeast-3	0.0875
azure:eastus	azure:northcentralus	0.02
azure:eastus	aws:us-east-1	0.0875
azure:eastus	aws:ap-northeast-2	0.0875
azure:eastus	azure:canadacentral	0.02
azure:eastus	azure:switzerlandnorth	0.05
azure:eastus	azure:centralindia	0.05
azure:eastus	gcp:europe-west2-a	0.0875
azure:eastus	azure:westeurope	0.05
azure:eastus	aws:eu-central-1	0.0875
azure:eastus	gcp:europe-north1-a	0.0875
azure:eastus	gcp:asia-south1-a	0.0875
azure:eastus	azure:uksouth	0.05
azure:eastus	gcp:europe-west1-b	0.0875
azure:eastus	aws:ap-southeast-2	0.0875
azure:eastus	azure:southcentralus	0.02
azure:eastus	aws:us-west-1	0.0875
azure:eastus	gcp:europe-west4-a	0.0875
azure:eastus	aws:eu-west-2	0.0875

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