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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 2 new columns ({'round', 'annotations'}) and 2 missing columns ({'llm_name', 'mast_annotation'}).
This happened while the json dataset builder was generating data using
hf://datasets/mcemri/MAST-Data/MAD_human_labelled_dataset.json (at revision 5a82e32347f70a701a3c68637de12f8a0be3de3c)
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 1831, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, 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
round: string
mas_name: string
benchmark_name: string
trace_id: int64
trace: string
annotations: list<item: struct<annotator_1: bool, annotator_2: bool, annotator_3: bool, failure mode: string>>
child 0, item: struct<annotator_1: bool, annotator_2: bool, annotator_3: bool, failure mode: string>
child 0, annotator_1: bool
child 1, annotator_2: bool
child 2, annotator_3: bool
child 3, failure mode: string
-- schema metadata --
pandas: '{"index_columns": [], "column_indexes": [], "columns": [{"name":' + 824
to
{'mas_name': Value('string'), 'llm_name': Value('string'), 'benchmark_name': Value('string'), 'trace_id': Value('int64'), 'trace': {'index': Value('int64'), 'key': Value('string'), 'trajectory': Value('string')}, 'mast_annotation': {'1.1': Value('int64'), '1.2': Value('int64'), '1.3': Value('int64'), '1.4': Value('int64'), '1.5': Value('int64'), '2.1': Value('int64'), '2.2': Value('int64'), '2.3': Value('int64'), '2.4': Value('int64'), '2.5': Value('int64'), '2.6': Value('int64'), '3.1': Value('int64'), '3.2': Value('int64'), '3.3': Value('int64')}}
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 1455, 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 1054, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 894, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 970, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, 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 1833, 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 2 new columns ({'round', 'annotations'}) and 2 missing columns ({'llm_name', 'mast_annotation'}).
This happened while the json dataset builder was generating data using
hf://datasets/mcemri/MAST-Data/MAD_human_labelled_dataset.json (at revision 5a82e32347f70a701a3c68637de12f8a0be3de3c)
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)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
mas_name
string | llm_name
string | benchmark_name
string | trace_id
int64 | trace
dict | mast_annotation
dict |
|---|---|---|---|---|---|
ChatDev
|
GPT-4o
|
ProgramDev
| 0
| {"index":0,"key":"ChatDev_ProgramDev_GPT4o","trajectory":"[2025-31-03 19:09:41 INFO] **[Preprocessin(...TRUNCATED)
| {"1.1":0,"1.2":0,"1.3":0,"1.4":0,"1.5":0,"2.1":0,"2.2":0,"2.3":0,"2.4":0,"2.5":0,"2.6":0,"3.1":0,"3.(...TRUNCATED)
|
ChatDev
|
GPT-4o
|
ProgramDev
| 1
| {"index":1,"key":"ChatDev_ProgramDev_GPT4o","trajectory":"[2025-31-03 19:30:18 INFO] **[Preprocessin(...TRUNCATED)
| {"1.1":0,"1.2":0,"1.3":0,"1.4":0,"1.5":0,"2.1":0,"2.2":0,"2.3":0,"2.4":0,"2.5":0,"2.6":0,"3.1":0,"3.(...TRUNCATED)
|
ChatDev
|
GPT-4o
|
ProgramDev
| 2
| {"index":2,"key":"ChatDev_ProgramDev_GPT4o","trajectory":"[2025-31-03 19:48:48 INFO] **[Preprocessin(...TRUNCATED)
| {"1.1":0,"1.2":0,"1.3":0,"1.4":0,"1.5":0,"2.1":0,"2.2":0,"2.3":0,"2.4":0,"2.5":0,"2.6":0,"3.1":0,"3.(...TRUNCATED)
|
ChatDev
|
GPT-4o
|
ProgramDev
| 3
| {"index":3,"key":"ChatDev_ProgramDev_GPT4o","trajectory":"[2025-31-03 20:04:23 INFO] **[Preprocessin(...TRUNCATED)
| {"1.1":0,"1.2":0,"1.3":0,"1.4":0,"1.5":0,"2.1":0,"2.2":1,"2.3":1,"2.4":0,"2.5":0,"2.6":0,"3.1":0,"3.(...TRUNCATED)
|
ChatDev
|
GPT-4o
|
ProgramDev
| 4
| {"index":4,"key":"ChatDev_ProgramDev_GPT4o","trajectory":"[2025-31-03 20:15:44 INFO] **[Preprocessin(...TRUNCATED)
| {"1.1":0,"1.2":0,"1.3":0,"1.4":0,"1.5":0,"2.1":0,"2.2":0,"2.3":0,"2.4":0,"2.5":0,"2.6":0,"3.1":0,"3.(...TRUNCATED)
|
ChatDev
|
GPT-4o
|
ProgramDev
| 5
| {"index":5,"key":"ChatDev_ProgramDev_GPT4o","trajectory":"[2025-31-03 20:40:53 INFO] **[Preprocessin(...TRUNCATED)
| {"1.1":1,"1.2":0,"1.3":0,"1.4":0,"1.5":0,"2.1":0,"2.2":0,"2.3":0,"2.4":0,"2.5":0,"2.6":1,"3.1":0,"3.(...TRUNCATED)
|
ChatDev
|
GPT-4o
|
ProgramDev
| 6
| {"index":6,"key":"ChatDev_ProgramDev_GPT4o","trajectory":"[2025-31-03 20:46:17 INFO] **[Preprocessin(...TRUNCATED)
| {"1.1":1,"1.2":0,"1.3":0,"1.4":0,"1.5":0,"2.1":0,"2.2":0,"2.3":0,"2.4":0,"2.5":0,"2.6":0,"3.1":0,"3.(...TRUNCATED)
|
ChatDev
|
GPT-4o
|
ProgramDev
| 7
| {"index":7,"key":"ChatDev_ProgramDev_GPT4o","trajectory":"[2025-31-03 20:55:23 INFO] **[Preprocessin(...TRUNCATED)
| {"1.1":0,"1.2":0,"1.3":1,"1.4":0,"1.5":0,"2.1":0,"2.2":0,"2.3":0,"2.4":0,"2.5":0,"2.6":0,"3.1":0,"3.(...TRUNCATED)
|
ChatDev
|
GPT-4o
|
ProgramDev
| 8
| {"index":8,"key":"ChatDev_ProgramDev_GPT4o","trajectory":"[2025-31-03 21:05:25 INFO] **[Preprocessin(...TRUNCATED)
| {"1.1":1,"1.2":0,"1.3":1,"1.4":0,"1.5":1,"2.1":0,"2.2":1,"2.3":1,"2.4":1,"2.5":0,"2.6":1,"3.1":1,"3.(...TRUNCATED)
|
ChatDev
|
GPT-4o
|
ProgramDev
| 9
| {"index":9,"key":"ChatDev_ProgramDev_GPT4o","trajectory":"[2025-31-03 21:19:38 INFO] **[Preprocessin(...TRUNCATED)
| {"1.1":0,"1.2":0,"1.3":0,"1.4":0,"1.5":0,"2.1":0,"2.2":0,"2.3":0,"2.4":0,"2.5":0,"2.6":0,"3.1":0,"3.(...TRUNCATED)
|
End of preview.
MAD: Multi-Agent System Traces Dataset
A dataset of Multi-Agent System (MAS) execution traces annotated with the Multi-Agent Systems Failure Taxonomy (MAST). Each record provides details about the MAS, the Language Model (LLM) used, the benchmark task, a link to the raw trace file, and structured MAST failure annotations. Checkout https://github.com/multi-agent-systems-failure-taxonomy/MAST for the code!
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