Datasets:
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Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
changed_retained_stage1_rows: int64
data_generator_commit: string
exact_stage1_byte_identical: bool
exact_stage1_sha256: string
fresh_base_byte_identical: bool
fresh_repair_byte_identical: bool
historical_stage1_sha256: string
manifests_protected_eval_hashes: string
recovered_merge_clusters_read: int64
unchanged_retained_stage1_rows: int64
source_id: string
messages: list<item: struct<content: string, role: string>>
child 0, item: struct<content: string, role: string>
child 0, content: string
child 1, role: string
id: string
to
{'id': Value('string'), 'messages': List({'content': Value('string'), 'role': Value('string')}), 'source_id': Value('string')}
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
changed_retained_stage1_rows: int64
data_generator_commit: string
exact_stage1_byte_identical: bool
exact_stage1_sha256: string
fresh_base_byte_identical: bool
fresh_repair_byte_identical: bool
historical_stage1_sha256: string
manifests_protected_eval_hashes: string
recovered_merge_clusters_read: int64
unchanged_retained_stage1_rows: int64
source_id: string
messages: list<item: struct<content: string, role: string>>
child 0, item: struct<content: string, role: string>
child 0, content: string
child 1, role: string
id: string
to
{'id': Value('string'), 'messages': List({'content': Value('string'), 'role': Value('string')}), 'source_id': Value('string')}
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 1879, 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.
id string | messages list | source_id string |
|---|---|---|
r00001 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00001 |
r00002 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00002 |
r00003 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00003 |
r00005 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00005 |
r00008 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00008 |
r00011 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00011 |
r00012 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00012 |
r00015 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00015 |
r00018 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00018 |
r00027 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00027 |
r00037 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00037 |
r00038 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00038 |
r00041 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00041 |
r00042 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00042 |
r00044 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00044 |
r00045 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00045 |
r00051 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00051 |
r00052 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00052 |
r00053 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00053 |
r00056 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00056 |
r00058 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00058 |
r00059 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00059 |
r00063 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00063 |
r00064 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00064 |
r00067 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00067 |
r00069 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00069 |
r00071 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00071 |
r00073 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00073 |
r00074 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00074 |
r00077 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00077 |
r00079 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00079 |
r00082 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00082 |
r00084 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00084 |
r00085 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00085 |
r00087 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00087 |
r00089 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00089 |
r00091 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00091 |
r00093 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00093 |
r00096 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00096 |
r00098 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00098 |
r00099 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00099 |
r00101 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00101 |
r00103 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00103 |
r00104 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00104 |
r00105 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00105 |
r00106 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00106 |
r00107 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00107 |
r00109 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00109 |
r00111 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00111 |
r00112 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00112 |
r00113 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00113 |
r00115 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00115 |
r00116 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00116 |
r00118 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00118 |
r00126 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00126 |
r00129 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00129 |
r00131 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00131 |
r00133 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00133 |
r00134 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00134 |
r00135 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00135 |
r00138 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00138 |
r00141 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00141 |
r00142 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00142 |
r00143 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00143 |
r00148 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00148 |
r00149 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00149 |
r00151 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00151 |
r00154 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00154 |
r00157 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00157 |
r00158 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00158 |
r00160 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00160 |
r00162 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00162 |
r00165 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00165 |
r00166 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00166 |
r00169 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00169 |
r00170 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00170 |
r00171 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00171 |
r00178 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00178 |
r00181 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00181 |
r00182 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00182 |
r00183 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00183 |
r00184 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00184 |
r00185 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00185 |
r00189 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00189 |
r00190 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00190 |
r00192 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00192 |
r00200 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00200 |
r00202 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00202 |
r00205 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00205 |
r00209 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00209 |
r00211 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00211 |
r00215 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00215 |
r00217 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00217 |
r00219 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00219 |
r00220 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00220 |
r00222 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00222 |
r00223 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00223 |
r00224 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00224 |
r00225 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00225 |
r00226 | [
{
"content": "You are a shell command generator. Output exactly one line: a single POSIX/bash command that accomplishes the user's request. No prose, no markdown fences, no explanation.",
"role": "system"
},
{
"content": "Target system: macOS, using zsh and the built-in BSD command-line tools. Use m... | r00226 |
whatisit-macos Roihu teacher labels
Training data for small local macOS command models. Each record pairs a request with one zsh/BSD command; an empty assistant answer means no command should be suggested because inputs are missing or the task is ambiguous or unsafe. Stage 2 v3 (stage2-v3/train.jsonl) is the recommended dataset for new training. Stage 2 v2 is retained unchanged as history. stage2-v1/ is superseded and kept only for history. The root-level train.jsonl remains the historical stage-1 artifact for reproducibility.
The pipeline that built this data lives in github.com/imaddde867/whatisit-macos.
Files
| File | Contents |
|---|---|
train.jsonl |
Historical stage-1 data: 1,075 rows (832 commands, 243 abstentions). Kept for reproducing the first training attempt. |
stage2-v3/train.jsonl |
Recommended data: 1,149 rows (902 commands, 247 abstentions), with source-family IDs for grouped validation. |
stage2-v3/ |
Matching requests, audit, cluster provenance, hashes, protocol, model review and tokenizer checks. |
stage2-v2/train.jsonl |
Historical stage-2 data: 1,091 rows (843 commands, 248 abstentions), with source-family IDs for grouped validation splits. |
stage2-v2/requests.jsonl, audit.jsonl |
Matching request metadata and per-row lineage, amendments, exclusions, and review evidence. |
stage2-v2/manifest.json, quality-report.md |
Input/output hashes, counts, leakage-gate result, and known limits. |
stage2-v2/amendments.jsonl, additions.jsonl, additions-review.md |
Reviewable source annotations and verification for the stage-2 changes. |
stage2-v2/repair_distill_dataset.py |
Builder used to create the stage-2 v2 artifacts from the original inputs. |
stage2-v1/ |
Superseded by stage2-v2/; kept unchanged for history (see Stage 2 below). |
raw_samples.jsonl |
All 2,520 requests with the 5 raw teacher samples each (12,600 samples). |
manifest.json |
Sampling run settings and input hashes. |
quality_report.md |
Agreement histogram, rejection counts, dropped and quarantined rows. |
review_result.md |
The model review of a row sample. |
quarantine_ids.txt |
23 row ids from the project's quarantine list, with reasons. |
Stage 2 v3: equivalence-aware votes (2026-10-14)
The teacher-ceiling development analysis found that 3-of-5 exact-string voting kept 88/141 correct cases, while best-of-five contained 128/141; 38 of 41 no-majority cases had a passing sample. Surface variation can split correct votes. This finding motivated a pre-registered data rule; development scores were not used to choose its variants or thresholds.
v3 reuses the existing five teacher samples per request. A command needs at least three filtered votes for a conservative equivalence key that retains every stage, tool, flag, number, pattern, path and option/value binding. It permits quoting, documented flag ordering/bundling and limited path aliases; uncertain syntax keeps exact keys. Exact majorities retain their original label string. Newly recovered author-abstain conflicts are excluded. Existing repairs, additions and whole-family quarantines carry over.
This recovers 60 command rows: 42 clusters with three votes, 17 with four and one with five. All 60 multi-string clusters (131 distinct strings) received model merge review; no remaining meaning-changing pair was found after the documented parser fixes. The recovery hypothesis was too optimistic: a conservative multiset diagnostic found only 136 candidates before serving filters, so the low-count alarm was investigated rather than weakening the key.
The registered model review covers all 60 recovered rows: 51 OK, 8 wrong, 1 debatable. Precision is 85.0%, with a descriptive Wilson 95% interval of 73.9–91.9%; the inclusive gate passes with nine non-OK rows. This is model review, not human review or a gold standard. Known label errors remain documented. Twenty-three read-only scratch checks and stock man-page checks support the verdicts; no generated writes or network changes were executed.
The repaired dataset has 1,149 rows (902 commands, 247 abstentions). Abstention share changes from 22.7% to 21.5%; 21 tool/flag signatures are new relative to v2. The grouped split has 1,092 training and 57 validation rows with zero shared validation command strings. All rows pass the real pinned tokenizer prefix, end-of-turn and 512-token checks. Training results are reported separately.
Train SHA-256: c8f9661db1cadf79d81c58f0fd8f0628ad3461c61c0a5f97c6b20f195ec06550.
Code and protocol: branch data/v3-relabel, data commit 634a733; protocol was committed before corpus rebuilding. See stage2-v3/manifest.json, quality-report.md, merge-audit.md and review-result.md for counts, deviations, lineage and hashes. v2 and every existing folder are unchanged.
Stage 2 v2 history (2026-10-13)
Stage 2 v2 starts from the 1,075-row stage-1 set plus 36 model-authored additions (12 three-row families: one abstention without a path, two answers with an explicit path). The final 1,091 rows comprise 843 commands and 248 abstentions (22.7%).
Actions on the 1,111 candidate rows:
- 940 teacher rows unchanged.
- 114 rows keep the teacher target for a rewritten request the teacher never saw: 24
explicit_path(the named operand moved into the servingpathinput), 78natural_abstain(missing-input requests rewritten in ordinary language), and 12clarified_request(command requests reworded to state the scope of the existing command). - 10
corrected_target(reviewed corrections).teacher_votescounts votes for the new target andoriginal_target_votesfor the old one. - 27 additions retained.
- 20 excluded: 11 for uncertain or incorrect labels and 9 by leakage.
Leakage: the existing evaluation leakage gate had 6 hits, all additions. v2 excludes the whole source family of any hit, which is 9 rows.
Why v2 supersedes v1: v1 dropped only the 6 hit rows and kept 3 abstention siblings, one of them from a family matching a held-out evaluation case. v1 also labeled 12 command clarifications as abstentions. The v1 train.jsonl has 1,094 rows; the v2 file is v1 minus those 3 rows.
source_id groups families. The project's trainer further groups rows that share an exact command or a near-duplicate request (word Jaccard >= 0.7) when it makes validation splits.
Train SHA-256: 91431de67f15232d3ec83361bd8fe6b176e10d21617b4611089de8db238081aa
Builder code: github.com/imaddde867/whatisit-macos, branch data/stage2-v2-repair, commit c913903.
This is a curated research dataset, not a human-certified gold standard. The original teacher labels received limited model review; the new additions passed macOS scratch-fixture command checks. No training result is claimed. See stage2-v2/quality-report.md for the exact lineage, hashes and limitations.
How the labels were made
- Teacher: Qwen/Qwen3.8-Flash-Next-FP8, revision 236dfdf285828023ca3bcd3f37366c58a3469b13.
- Serving: vLLM 0.29.0 on CSC Roihu.
- Sampling: 5 samples per request, temperature 0.7, top_p 0.95, seeds 1000 to 1004, thinking on.
- Requests: 2,520.
- Filter: a label is kept only when at least 3 of the 5 verified commands agree on a macOS host. Each command first passes a lint, a deletion guard and placeholder checks. When most samples are empty, the row becomes an abstain.
Quality
The labels were reviewed by models, not by people. Claude Opus 5.5 and Claude Sonnet 5.5 each checked a 30-row sample of command rows. The sample came from the earlier 1,087-row build, before five rows were removed from the final set, so two sampled rows (r00177 and r01612) are no longer in train.jsonl. The precision figures below are unchanged. Opus rated 27 of 30 OK and Sonnet rated 29 of 30 OK. Sonnet rated 15 of 15 sampled abstains correct. Opus reached 7 abstains before the run was cut off.
The human spot-check was waived. The small sample suggests roughly 10% of command labels may be wrong or debatable; this is not a population precision estimate. The historical quality_report.md still says human review is pending because it predates the waiver.
Known limits
- Majority voting favors easy requests. Only 43% of requests yield a row (1,075 of 2,520).
- 23% of the rows are abstains (243 of 1,075). That is more than in the project's evaluation sets.
- The request corpus was authored with GPT-family models.
- Commands were checked by lint, not by running them.
- 131 rows were quarantined and are not in
train.jsonl. They come from a leakage gate against separate evaluation sets, plus rows from the project's own quarantine list: paraphrases of evaluation cases, one row with an invalid command (mdls -null) and one with a bad label found in review. 23 of the 131 are on that list and appear inquarantine_ids.txt. The ids of all 131 are inquality_report.md. Their requests and samples are still inraw_samples.jsonl, so skip them if you build your own training set from the raw file. - The corpus-level paraphrase exclusions from the project's earlier quarantine list are applied, so the training rows are disjoint from them.
Intended use
Use stage2-v3/train.jsonl for new small local command-model training. The root-level train.jsonl is the immutable stage-1 comparison artifact. This data is not an evaluation set. Stage 2 already excludes rows caught by the leakage gate. If you train directly from the raw teacher samples, also apply the quarantines in quality_report.md and quarantine_ids.txt.
License and provenance
The labels are outputs of Qwen/Qwen3.8-Flash-Next-FP8, which is released under the Qwen Community License 1.0. Its terms may apply to these outputs, so read the license before commercial use. The license text asks for the model name to be displayed only when a licensee's commercial product has more than 100,000,000 monthly active users or US$ 20,000,000 monthly revenue, and it requires a separate license for Model as a Service or AI Work Assistant businesses. It does not ask for a "Built with Qwen" notice, so none is added here.
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