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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
episode_id: string
family: string
type: string
mode: string
program: string
user_request: string
system: string
server_url: string
transcript_note: string
steps: list<item: struct<call: struct<name: string, arguments: string>, result: string>>
  child 0, item: struct<call: struct<name: string, arguments: string>, result: string>
      child 0, call: struct<name: string, arguments: string>
          child 0, name: string
          child 1, arguments: string
      child 1, result: string
final_message: string
split: struct<part1_end_index: int64, recap: struct<recap: struct<episode_id: string, part: int64, paths_wr (... 156 chars omitted)
  child 0, part1_end_index: int64
  child 1, recap: struct<recap: struct<episode_id: string, part: int64, paths_written: list<item: string>, last_result (... 117 chars omitted)
      child 0, recap: struct<episode_id: string, part: int64, paths_written: list<item: string>, last_result: struct<statu (... 102 chars omitted)
          child 0, episode_id: string
          child 1, part: int64
          child 2, paths_written: list<item: string>
              child 0, item: string
          child 3, last_result: struct<status: string, path: string, content: string, truncated: bool, total_tokens: int64>
              child 0, status: string
              child 1, path: string
              child 2, content: string
              child 3, truncated: bool
              child 4, total_tokens: int64
          child 4, user_request: string
to
{'episode_id': Value('string'), 'family': Value('string'), 'type': Value('string'), 'mode': Value('string'), 'program': Value('string'), 'user_request': Value('string'), 'system': Value('string'), 'server_url': Value('string'), 'transcript_note': Value('string'), 'steps': List({'call': {'name': Value('string'), 'arguments': Json(decode=True)}, 'result': Json(decode=True)}), 'final_message': 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
              episode_id: string
              family: string
              type: string
              mode: string
              program: string
              user_request: string
              system: string
              server_url: string
              transcript_note: string
              steps: list<item: struct<call: struct<name: string, arguments: string>, result: string>>
                child 0, item: struct<call: struct<name: string, arguments: string>, result: string>
                    child 0, call: struct<name: string, arguments: string>
                        child 0, name: string
                        child 1, arguments: string
                    child 1, result: string
              final_message: string
              split: struct<part1_end_index: int64, recap: struct<recap: struct<episode_id: string, part: int64, paths_wr (... 156 chars omitted)
                child 0, part1_end_index: int64
                child 1, recap: struct<recap: struct<episode_id: string, part: int64, paths_written: list<item: string>, last_result (... 117 chars omitted)
                    child 0, recap: struct<episode_id: string, part: int64, paths_written: list<item: string>, last_result: struct<statu (... 102 chars omitted)
                        child 0, episode_id: string
                        child 1, part: int64
                        child 2, paths_written: list<item: string>
                            child 0, item: string
                        child 3, last_result: struct<status: string, path: string, content: string, truncated: bool, total_tokens: int64>
                            child 0, status: string
                            child 1, path: string
                            child 2, content: string
                            child 3, truncated: bool
                            child 4, total_tokens: int64
                        child 4, user_request: string
              to
              {'episode_id': Value('string'), 'family': Value('string'), 'type': Value('string'), 'mode': Value('string'), 'program': Value('string'), 'user_request': Value('string'), 'system': Value('string'), 'server_url': Value('string'), 'transcript_note': Value('string'), 'steps': List({'call': {'name': Value('string'), 'arguments': Json(decode=True)}, 'result': Json(decode=True)}), 'final_message': 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 dataset

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episode_id
string
family
string
type
string
mode
string
program
string
user_request
string
system
string
server_url
string
transcript_note
string
steps
list
final_message
string
crud_e1_crud_flask_inventory_01
crud
E1
[mode: app:crud]
crud_flask_inventory_01
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5376
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5376 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_02
crud
E1
[mode: app:crud]
crud_flask_inventory_02
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5377
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5377 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_03
crud
E1
[mode: app:crud]
crud_flask_inventory_03
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5378
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5378 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_04
crud
E1
[mode: app:crud]
crud_flask_inventory_04
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5379
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5379 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_05
crud
E1
[mode: app:crud]
crud_flask_inventory_05
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5380
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5380 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_06
crud
E1
[mode: app:crud]
crud_flask_inventory_06
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5381
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5381 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_07
crud
E1
[mode: app:crud]
crud_flask_inventory_07
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5382
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5382 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_08
crud
E1
[mode: app:crud]
crud_flask_inventory_08
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5383
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5383 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_09
crud
E1
[mode: app:crud]
crud_flask_inventory_09
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5384
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5384 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_10
crud
E1
[mode: app:crud]
crud_flask_inventory_10
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5385
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5385 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_11
crud
E1
[mode: app:crud]
crud_flask_inventory_11
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5386
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5386 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_12
crud
E1
[mode: app:crud]
crud_flask_inventory_12
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5387
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5387 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_13
crud
E1
[mode: app:crud]
crud_flask_inventory_13
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5388
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5388 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_14
crud
E1
[mode: app:crud]
crud_flask_inventory_14
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5389
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5389 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_15
crud
E1
[mode: app:crud]
crud_flask_inventory_15
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5390
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5390 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_16
crud
E1
[mode: app:crud]
crud_flask_inventory_16
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5391
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5391 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_17
crud
E1
[mode: app:crud]
crud_flask_inventory_17
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5392
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5392 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_18
crud
E1
[mode: app:crud]
crud_flask_inventory_18
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5393
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5393 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_19
crud
E1
[mode: app:crud]
crud_flask_inventory_19
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5394
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5394 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_20
crud
E1
[mode: app:crud]
crud_flask_inventory_20
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5395
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5395 (left running). Health plus exercise asserts all pass.
crud_e1_crud_flask_inventory_21
crud
E1
[mode: app:crud]
crud_flask_inventory_21
Build a tiny inventory manager: JSON API plus a plain HTML page using fetch. Backend file 60 lines or fewer.
You are Engine 2, a coding agent that acts through four tools β€” read_file, write_file, edit_file, execute_terminal_command. Shell commands are bash (POSIX subset); Python is invoked as 'python'. Build only from file contents you have actually read; never invent file contents, tool results, or designs.
http://127.0.0.1:5396
server left running in transcript; generator killed the instance after the verdict (never in transcript)
[ { "call": { "name": "write_file", "arguments": { "path": "requirements.txt", "content": "flask>=3.0\npython-dotenv>=1.0\n" } }, "result": { "status": "ok" } }, { "call": { "name": "write_file", "arguments": { "path": "app.py", ...
Done. Server running at http://127.0.0.1:5396 (left running). Health plus exercise asserts all pass.
End of preview.

SilentBeast-Corpus

Supporting data artifact for a Kaggle research grant application (project B9 / Engine2, a from-scratch code-pretraining run).

This repository contains the synthetic portion of the training corpus, the BeastTok tokenizer trained on the full corpus, and the provenance manifests documenting how the (not-included) real corpus was assembled. It is designed to be fully redistributable: everything here was generated by this project or authored by this project.

Contents

Path What it is Volume
data/snippets_synthetic.jsonl Synthetic code snippets (DS/algo families) with per-row license + provenance fields. Every row is kind: synthetic_snippet. 4,756 rows, 5.1 MB
data/episodes_tk/ Synthetic Tkinter tool-use episodes (calculator + calendar apps) as per-episode JSON: system prompt, user request, multi-step tool-call transcript, program, verifier report. 1,722 episodes, 11.4 MB
data/episodes_apps/ Synthetic CRUD/landing web-app tool-use episodes (Express/Flask/HTML) in the same format. 1,309 episodes, 8.8 MB
tokenizer/ BeastTok: a 32,000-vocab BPE tokenizer trained from scratch on the full corpus (real + synthetic sample), plus its config, locked special-token list, and training report. ~5 MB
manifests/ Aggregate merge statistics (manifest.json), exact token counts under both tokenizers, dedup exemptions, eval-carveout composition, and the full corpus-merge report (REPORT7). metadata

What is NOT included, and why

The real-code corpus (2,642,045 documents, 11.9 GB, 2,384,653,839 BeastTok tokens) is intentionally not in this repository. It is a merged derivative of third-party datasets whose licenses govern redistribution, and the merged form carries no per-row license attribution. It was used for research training under source-appropriate terms; it is not re-publishable here. The upstream sources are all publicly available on Hugging Face and are cited below. Also excluded: the 763-item evaluation carveout (frozen for evaluation only) and raw tokenizer-training sample material.

Corpus provenance (reference β€” real corpus not hosted here)

The real training corpus was assembled from five Hugging Face sources, license-filtered (per-row permissive allowlist for codeparrot and The Stack v2 dedup; 204,337 copyleft rows dropped), content-hash deduplicated, and tokenized with BeastTok:

Source Docs Tokens (StarCoder-ref) Share
starcoderdata (The Stack v1) 1,475,263 1,374,758,434 47.8%
The Stack v2 dedup 580,490 776,995,995 27.0%
codeparrot (github-code) ~488,600 643,196,734 22.4%
opc-annealing-corpus 97,105 81,775,362 2.8%
CodeSearchNet 626 166,053 ~0%
Total 2,642,045 2,876,892,578

Exact BeastTok recount: 2,384,653,839 tokens (βˆ’17.1% vs the StarCoder-ref accounting; an in-domain 32k BPE is more efficient than the generic 49k reference vocab). Full methodology: manifests/.

Synthetic data design

The synthetic set teaches tool-use discipline for a code agent harness: episodes are multi-step transcripts (read → plan → edit → verify) over small generated programs, with verifier reports and genuine failure/repair paths; snippets are single-turn prompt→code pairs. All content is generated — no real user code is embedded in these files. Volumes are locked by the project spec (SYNTH_SPECS v5); the snippet family is MIT per its per-row license field.

BeastTok

Trained from scratch (HF tokenizers, BPE + Whitespace, BpeTrainer(min_frequency=1)) on a 504.1 MB stratified sample of the merged corpus; vocab 32,000 realized exactly, 11 special tokens (ids 0..10, id 10 = document/episode separator), byte-verified. See tokenizer/TRAIN_REPORT.md.

Upstream datasets (cited, not redistributed)

License

Repository content (synthetic data, tokenizer, documentation, manifests): Apache-2.0. Individual snippet rows additionally carry a per-row license: MIT field describing the intended license of the generated snippet content.

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