Datasets:

huaXiaKyrie
/

deltalora-memory-multisource-seed42

Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
messages: list<item: struct<role: string, content: string>>
  child 0, item: struct<role: string, content: string>
      child 0, role: string
      child 1, content: string
source: string
memory_task_type: string
sample_category: string
num_conversations: int64
num_evidence_messages: int64
source_file: string
source_dataset: string
memory_skill_tags: list<item: string>
  child 0, item: string
context_format: string
answer_style: string
counts_by_source: struct<convomem: int64, hotpotqa: int64, 2wikimultihopqa: int64, musique: int64, quality: int64, tim (... 58 chars omitted)
  child 0, convomem: int64
  child 1, hotpotqa: int64
  child 2, 2wikimultihopqa: int64
  child 3, musique: int64
  child 4, quality: int64
  child 5, timeqa: int64
  child 6, squad_v2: int64
  child 7, quac: int64
  child 8, doc2dial: int64
subset_counts_by_source: struct<convomem: int64, hotpotqa: int64, 2wikimultihopqa: int64, musique: int64, qasper: int64, qual (... 73 chars omitted)
  child 0, convomem: int64
  child 1, hotpotqa: int64
  child 2, 2wikimultihopqa: int64
  child 3, musique: int64
  child 4, qasper: int64
  child 5, quality: int64
  child 6, timeqa: int64
  child 7, squad_v2: int64
  child 8, quac: int64
  child 9, doc2dial: int64
hf_cache_dir: string
num_examples: int64
output_file: string
convomem_file: string
requested_subset_counts_by_source: struct<convomem: int64, hotpotqa: int64, 2wikimultihopqa: int64, musique: int64, quality: int64, tim (... 58 chars omitted)
  child 0, convomem: int64
  child 1, hotpotqa: int64
  child 2, 2wikimultihopqa: int64
  child 3, musique: int64
  child 4, quality: int64
  child 5, timeqa: int64
  child 6, squad_v2: int64
  child 7, quac: int64
  child 8, doc2dial: int64
subset_output_file: string
seed: int64
doc_chunk_chars: int64
memory_skill_counts: struct<dialogue_memory: int64, temporal_update_resolution: int64, abstention_under_distractors: int6 (... 347 chars omitted)
  child 0, dialogue_memory: int64
  child 1, temporal_update_resolution: int64
  child 2, abstention_under_distractors: int64
  child 3, single_evidence_recall: int64
  child 4, assistant_fact_recall: int64
  child 5, multi_evidence_composition: int64
  child 6, long_document_retrieval: int64
  child 7, entity_chain_reasoning: int64
  child 8, decomposed_reasoning: int64
  child 9, long_document_reasoning: int64
  child 10, multi_choice_reading: int64
  child 11, temporal_reasoning: int64
  child 12, dialogue_context_tracking: int64
  child 13, document_grounded_dialogue: int64
max_doc_chunks: int64
num_subset_examples: int64
download_dir: string
to
{'output_file': Value('string'), 'subset_output_file': Value('string'), 'num_examples': Value('int64'), 'num_subset_examples': Value('int64'), 'counts_by_source': {'convomem': Value('int64'), 'hotpotqa': Value('int64'), '2wikimultihopqa': Value('int64'), 'musique': Value('int64'), 'quality': Value('int64'), 'timeqa': Value('int64'), 'squad_v2': Value('int64'), 'quac': Value('int64'), 'doc2dial': Value('int64')}, 'subset_counts_by_source': {'convomem': Value('int64'), 'hotpotqa': Value('int64'), '2wikimultihopqa': Value('int64'), 'musique': Value('int64'), 'qasper': Value('int64'), 'quality': Value('int64'), 'timeqa': Value('int64'), 'squad_v2': Value('int64'), 'quac': Value('int64'), 'doc2dial': Value('int64')}, 'requested_subset_counts_by_source': {'convomem': Value('int64'), 'hotpotqa': Value('int64'), '2wikimultihopqa': Value('int64'), 'musique': Value('int64'), 'quality': Value('int64'), 'timeqa': Value('int64'), 'squad_v2': Value('int64'), 'quac': Value('int64'), 'doc2dial': Value('int64')}, 'memory_skill_counts': {'dialogue_memory': Value('int64'), 'temporal_update_resolution': Value('int64'), 'abstention_under_distractors': Value('int64'), 'single_evidence_recall': Value('int64'), 'assistant_fact_recall': Value('int64'), 'multi_evidence_composition': Value('int64'), 'long_document_retrieval': Value('int64'), 'entity_chain_reasoning': Value('int64'), 'decomposed_reasoning': Value('int64'), 'long_document_reasoning': Value('int64'), 'multi_choice_reading': Value('int64'), 'temporal_reasoning': Value('int64'), 'dialogue_context_tracking': Value('int64'), 'document_grounded_dialogue': Value('int64')}, 'seed': Value('int64'), 'doc_chunk_chars': Value('int64'), 'max_doc_chunks': Value('int64'), 'convomem_file': Value('string'), 'hf_cache_dir': Value('string'), 'download_dir': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 99, in get_rows_or_raise
                  return get_rows(
                         ^^^^^^^^^
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/utils.py", line 77, in get_rows
                  rows_plus_one = list(itertools.islice(ds, rows_max_number + 1))
                                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2690, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2227, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2251, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 494, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 384, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 265, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 120, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_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
              messages: list<item: struct<role: string, content: string>>
                child 0, item: struct<role: string, content: string>
                    child 0, role: string
                    child 1, content: string
              source: string
              memory_task_type: string
              sample_category: string
              num_conversations: int64
              num_evidence_messages: int64
              source_file: string
              source_dataset: string
              memory_skill_tags: list<item: string>
                child 0, item: string
              context_format: string
              answer_style: string
              counts_by_source: struct<convomem: int64, hotpotqa: int64, 2wikimultihopqa: int64, musique: int64, quality: int64, tim (... 58 chars omitted)
                child 0, convomem: int64
                child 1, hotpotqa: int64
                child 2, 2wikimultihopqa: int64
                child 3, musique: int64
                child 4, quality: int64
                child 5, timeqa: int64
                child 6, squad_v2: int64
                child 7, quac: int64
                child 8, doc2dial: int64
              subset_counts_by_source: struct<convomem: int64, hotpotqa: int64, 2wikimultihopqa: int64, musique: int64, qasper: int64, qual (... 73 chars omitted)
                child 0, convomem: int64
                child 1, hotpotqa: int64
                child 2, 2wikimultihopqa: int64
                child 3, musique: int64
                child 4, qasper: int64
                child 5, quality: int64
                child 6, timeqa: int64
                child 7, squad_v2: int64
                child 8, quac: int64
                child 9, doc2dial: int64
              hf_cache_dir: string
              num_examples: int64
              output_file: string
              convomem_file: string
              requested_subset_counts_by_source: struct<convomem: int64, hotpotqa: int64, 2wikimultihopqa: int64, musique: int64, quality: int64, tim (... 58 chars omitted)
                child 0, convomem: int64
                child 1, hotpotqa: int64
                child 2, 2wikimultihopqa: int64
                child 3, musique: int64
                child 4, quality: int64
                child 5, timeqa: int64
                child 6, squad_v2: int64
                child 7, quac: int64
                child 8, doc2dial: int64
              subset_output_file: string
              seed: int64
              doc_chunk_chars: int64
              memory_skill_counts: struct<dialogue_memory: int64, temporal_update_resolution: int64, abstention_under_distractors: int6 (... 347 chars omitted)
                child 0, dialogue_memory: int64
                child 1, temporal_update_resolution: int64
                child 2, abstention_under_distractors: int64
                child 3, single_evidence_recall: int64
                child 4, assistant_fact_recall: int64
                child 5, multi_evidence_composition: int64
                child 6, long_document_retrieval: int64
                child 7, entity_chain_reasoning: int64
                child 8, decomposed_reasoning: int64
                child 9, long_document_reasoning: int64
                child 10, multi_choice_reading: int64
                child 11, temporal_reasoning: int64
                child 12, dialogue_context_tracking: int64
                child 13, document_grounded_dialogue: int64
              max_doc_chunks: int64
              num_subset_examples: int64
              download_dir: string
              to
              {'output_file': Value('string'), 'subset_output_file': Value('string'), 'num_examples': Value('int64'), 'num_subset_examples': Value('int64'), 'counts_by_source': {'convomem': Value('int64'), 'hotpotqa': Value('int64'), '2wikimultihopqa': Value('int64'), 'musique': Value('int64'), 'quality': Value('int64'), 'timeqa': Value('int64'), 'squad_v2': Value('int64'), 'quac': Value('int64'), 'doc2dial': Value('int64')}, 'subset_counts_by_source': {'convomem': Value('int64'), 'hotpotqa': Value('int64'), '2wikimultihopqa': Value('int64'), 'musique': Value('int64'), 'qasper': Value('int64'), 'quality': Value('int64'), 'timeqa': Value('int64'), 'squad_v2': Value('int64'), 'quac': Value('int64'), 'doc2dial': Value('int64')}, 'requested_subset_counts_by_source': {'convomem': Value('int64'), 'hotpotqa': Value('int64'), '2wikimultihopqa': Value('int64'), 'musique': Value('int64'), 'quality': Value('int64'), 'timeqa': Value('int64'), 'squad_v2': Value('int64'), 'quac': Value('int64'), 'doc2dial': Value('int64')}, 'memory_skill_counts': {'dialogue_memory': Value('int64'), 'temporal_update_resolution': Value('int64'), 'abstention_under_distractors': Value('int64'), 'single_evidence_recall': Value('int64'), 'assistant_fact_recall': Value('int64'), 'multi_evidence_composition': Value('int64'), 'long_document_retrieval': Value('int64'), 'entity_chain_reasoning': Value('int64'), 'decomposed_reasoning': Value('int64'), 'long_document_reasoning': Value('int64'), 'multi_choice_reading': Value('int64'), 'temporal_reasoning': Value('int64'), 'dialogue_context_tracking': Value('int64'), 'document_grounded_dialogue': Value('int64')}, 'seed': Value('int64'), 'doc_chunk_chars': Value('int64'), 'max_doc_chunks': Value('int64'), 'convomem_file': Value('string'), 'hf_cache_dir': Value('string'), 'download_dir': Value('string')}
              because column names don't match

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Delta-LoRA Memory Multisource Seed42

This repository contains a mixed memory-training corpus built for Delta-LoRA long-context and online-memory experiments.

Files:

deltalora_memory_multisource_large_seed42.jsonl: full mixed corpus
deltalora_memory_multisource_large_seed42.jsonl.summary.json: summary for the full corpus
deltalora_memory_multisource_6k_seed42.jsonl: stratified 6k subset for quick training
deltalora_memory_multisource_6k_seed42.jsonl.summary.json: summary for the 6k subset

Source mixture in the full corpus:

convomem: 16,000
hotpotqa: 90,447
2wikimultihopqa: 167,454
musique: 39,876
quality: 2,523
timeqa: 28,989
squad_v2: 130,319
quac: 11,567
doc2dial: 3,474

Total examples: 490,649

The 6k subset is stratified as:

convomem: 600
hotpotqa: 600
2wikimultihopqa: 1,200
musique: 600
quality: 600
timeqa: 600
squad_v2: 600
quac: 600
doc2dial: 600

Notes:

qasper was intentionally excluded from this release.
The dataset is normalized into a chat-style messages format for episode-style memory training.
Licenses differ across original sources; please check the upstream datasets before reuse or redistribution.

Upstream sources used in this release:

Salesforce/ConvoMem
hotpotqa/hotpot_qa
ohjoonhee/2WikiMultihopQA
voidful/MuSiQue
emozilla/quality
hugosousa/TimeQA
rajpurkar/squad_v2
allenai/quac
IBM/doc2dial

Downloads last month: 29

Total file size:

2.83 GB