Qwen Air QPU/MCP Lab
Collection
Quantum-enhanced Codex loop for Qwen3 MoE CPU inference on a 2017 MacBook Air. • 4 items • Updated
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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 27 new columns ({'smart_expert_reduction', 'n_predict', 'quality_flag', 'timestamp', 'pp_tps', 'total_ms', 'cache_type_k', 'env_ser_cheap_thresh', 'batch_size', 'exit_code', 'cache_type_v', 'ctx_size', 'id', 'peak_rss_gib', 'threads', 'env_ser_cheap_ranges', 'temp', 'ignore_eos', 'prompt_key', 'source', 'page_faults', 'swaps', 'flash_attn', 'lane', 'ubatch_size', 'threads_batch', 'env_ser_cheap_min'}) and 2 missing columns ({'kind', 'evidence'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Shack870/qwen-air-qpu-mcp-lab/paper/data/public_runs.csv (at revision b8b322000ddd2af4a2a8275621567a753fa6bd8f), [/tmp/hf-datasets-cache/medium/datasets/56913512743499-config-parquet-and-info-Shack870-qwen-air-qpu-mcp-e5b472ef/hub/datasets--Shack870--qwen-air-qpu-mcp-lab/snapshots/b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/milestones.csv (origin=hf://datasets/Shack870/qwen-air-qpu-mcp-lab@b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/milestones.csv), /tmp/hf-datasets-cache/medium/datasets/56913512743499-config-parquet-and-info-Shack870-qwen-air-qpu-mcp-e5b472ef/hub/datasets--Shack870--qwen-air-qpu-mcp-lab/snapshots/b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/public_runs.csv (origin=hf://datasets/Shack870/qwen-air-qpu-mcp-lab@b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/public_runs.csv), /tmp/hf-datasets-cache/medium/datasets/56913512743499-config-parquet-and-info-Shack870-qwen-air-qpu-mcp-e5b472ef/hub/datasets--Shack870--qwen-air-qpu-mcp-lab/snapshots/b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/selected_runs.csv (origin=hf://datasets/Shack870/qwen-air-qpu-mcp-lab@b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/selected_runs.csv), /tmp/hf-datasets-cache/medium/datasets/56913512743499-config-parquet-and-info-Shack870-qwen-air-qpu-mcp-e5b472ef/hub/datasets--Shack870--qwen-air-qpu-mcp-lab/snapshots/b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/source_summary_top30.csv (origin=hf://datasets/Shack870/qwen-air-qpu-mcp-lab@b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/source_summary_top30.csv), /tmp/hf-datasets-cache/medium/datasets/56913512743499-config-parquet-and-info-Shack870-qwen-air-qpu-mcp-e5b472ef/hub/datasets--Shack870--qwen-air-qpu-mcp-lab/snapshots/b8b322000ddd2af4a2a8275621567a753fa6bd8f/release/qwen-air-qpu-mcp-lab-v0.1-preprint.zip (origin=hf://datasets/Shack870/qwen-air-qpu-mcp-lab@b8b322000ddd2af4a2a8275621567a753fa6bd8f/release/qwen-air-qpu-mcp-lab-v0.1-preprint.zip)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1800, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
id: int64
timestamp: string
source: string
label: string
exit_code: int64
gen_tps: double
pp_tps: double
total_ms: double
ctx_size: double
batch_size: double
ubatch_size: double
threads: double
threads_batch: double
cache_type_k: string
cache_type_v: string
flash_attn: bool
smart_expert_reduction: string
env_ser_cheap_ranges: string
env_ser_cheap_min: double
env_ser_cheap_thresh: double
n_predict: double
temp: double
ignore_eos: bool
quality_flag: string
peak_rss_gib: double
page_faults: double
swaps: double
prompt_key: string
lane: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 3747
to
{'label': Value('string'), 'gen_tps': Value('float64'), 'kind': Value('string'), 'evidence': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1348, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1802, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 27 new columns ({'smart_expert_reduction', 'n_predict', 'quality_flag', 'timestamp', 'pp_tps', 'total_ms', 'cache_type_k', 'env_ser_cheap_thresh', 'batch_size', 'exit_code', 'cache_type_v', 'ctx_size', 'id', 'peak_rss_gib', 'threads', 'env_ser_cheap_ranges', 'temp', 'ignore_eos', 'prompt_key', 'source', 'page_faults', 'swaps', 'flash_attn', 'lane', 'ubatch_size', 'threads_batch', 'env_ser_cheap_min'}) and 2 missing columns ({'kind', 'evidence'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Shack870/qwen-air-qpu-mcp-lab/paper/data/public_runs.csv (at revision b8b322000ddd2af4a2a8275621567a753fa6bd8f), [/tmp/hf-datasets-cache/medium/datasets/56913512743499-config-parquet-and-info-Shack870-qwen-air-qpu-mcp-e5b472ef/hub/datasets--Shack870--qwen-air-qpu-mcp-lab/snapshots/b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/milestones.csv (origin=hf://datasets/Shack870/qwen-air-qpu-mcp-lab@b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/milestones.csv), /tmp/hf-datasets-cache/medium/datasets/56913512743499-config-parquet-and-info-Shack870-qwen-air-qpu-mcp-e5b472ef/hub/datasets--Shack870--qwen-air-qpu-mcp-lab/snapshots/b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/public_runs.csv (origin=hf://datasets/Shack870/qwen-air-qpu-mcp-lab@b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/public_runs.csv), /tmp/hf-datasets-cache/medium/datasets/56913512743499-config-parquet-and-info-Shack870-qwen-air-qpu-mcp-e5b472ef/hub/datasets--Shack870--qwen-air-qpu-mcp-lab/snapshots/b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/selected_runs.csv (origin=hf://datasets/Shack870/qwen-air-qpu-mcp-lab@b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/selected_runs.csv), /tmp/hf-datasets-cache/medium/datasets/56913512743499-config-parquet-and-info-Shack870-qwen-air-qpu-mcp-e5b472ef/hub/datasets--Shack870--qwen-air-qpu-mcp-lab/snapshots/b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/source_summary_top30.csv (origin=hf://datasets/Shack870/qwen-air-qpu-mcp-lab@b8b322000ddd2af4a2a8275621567a753fa6bd8f/paper/data/source_summary_top30.csv), /tmp/hf-datasets-cache/medium/datasets/56913512743499-config-parquet-and-info-Shack870-qwen-air-qpu-mcp-e5b472ef/hub/datasets--Shack870--qwen-air-qpu-mcp-lab/snapshots/b8b322000ddd2af4a2a8275621567a753fa6bd8f/release/qwen-air-qpu-mcp-lab-v0.1-preprint.zip (origin=hf://datasets/Shack870/qwen-air-qpu-mcp-lab@b8b322000ddd2af4a2a8275621567a753fa6bd8f/release/qwen-air-qpu-mcp-lab-v0.1-preprint.zip)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
label string | gen_tps float64 | kind string | evidence string |
|---|---|---|---|
Out-of-box | 0.09 | baseline | lab notebook |
Early stable | 2.4 | manual | lab notebook |
Manual frontier | 6.49 | manual | lab notebook |
Pi 5 report | 7.5 | external | Reddit 7-8 t/s midpoint |
QPU boom | 13.12 | quantum | run 635 |
Clean-room | 13.91 | record | codex-off scoreboard |
Strict Mars | 14.03 | record | run 1490 |
Corrupted edge | 16.53 | unsafe | run 814 |
routerclamp_speed_raw_b2304_ub104_ser1_5 | 16.53 | null | null |
routerclamp_speed_raw_b2304_ub104_ser1_1 | 16.48 | null | null |
routerclamp_speed_raw_b2304_ub104_ser1_6 | 16.47 | null | null |
speed_safe_ser1_8_r2 | 16.45 | null | null |
routerclamp_speed_raw_b2304_ub104_ser1_3 | 16.42 | null | null |
routerclamp_speed_raw_b2304_ub104_ser1_4 | 16.4 | null | null |
focus_np2_b2560_ub96_ser1_4 | 16.37 | null | null |
focus_raw_b2368_ub96_ser1_5 | 16.34 | null | null |
focus_np2_b2560_ub96_ser1_5 | 16.27 | null | null |
focus_raw_b2304_ub104_ser1_4 | 16.22 | null | null |
focus_raw_b2304_ub104_ser1_3 | 16.09 | null | null |
focus_raw_b2304_ub104_ser1_1 | 15.87 | null | null |
top1_rescue_mid24_30_late47_b2456_ub144 | 15.63 | null | null |
routerclamp_speed_raw_b2304_ub104_ser1_2 | 15.26 | null | null |
top1_rescue_mid24_30_b2456_ub144 | 15.25 | null | null |
top1_rescue_mid24_30_late42_48_b2456_ub144 | 15.15 | null | null |
top1_rescue_mid24_30_late36_48_b2456_ub144 | 14.57 | null | null |
focus_raw_b2304_ub104_ser1_5 | 14.35 | null | null |
top1_rescue_mid24_30_top2early0_6_b2456_ub144 | 14.19 | null | null |
top1_rescue_early0_6_mid24_30_late40_48_b2456_ub144 | 14.13 | null | null |
top1_rescue_diffuse6_21_mid24_30_b2456_ub144 | 14.13 | null | null |
near_b2456_ub144 | 14.03 | null | null |
near_b2464_ub148 | 14 | null | null |
near_b2464_ub140 | 14 | null | null |
recovery_b2304_ub144_r1 | 14 | null | null |
cheap24_raw_b2496_ub128 | 14 | null | null |
climb_b2456_ub146 | 13.99 | null | null |
tg_b2320_ub144 | 13.99 | null | null |
cheap24_raw_b2304_ub144 | 13.99 | null | null |
lottery_b2456_ub146_r2 | 13.98 | null | null |
hot_b2456_ub146_ckpti0 | 13.98 | null | null |
micro_b2460_ub148 | 13.98 | null | null |
cheap24_record_b2560_ub128 | 13.98 | null | null |
overlay_ckpt_interval0_b2456_ub146 | 13.97 | null | null |
attack_b2464_ub144 | 13.97 | null | null |
edge_b2560_ub128 | 13.97 | null | null |
lottery_b2320_ub144_r1 | 13.96 | null | null |
near_b2480_ub144 | 13.96 | null | null |
attack_b2304_ub144_r1 | 13.96 | null | null |
tg_b2288_ub144 | 13.96 | null | null |
edge_repeat_b2496_ub128 | 13.96 | null | null |
cheap24_record_b2560_ub120 | 13.96 | null | null |
ridge_b2460_ub144 | 13.95 | null | null |
cheap24_record_b2464_ub144 | 13.95 | null | null |
cheap24_raw_b2240_ub128 | 13.95 | null | null |
low_b2344_ub144 | 13.94 | null | null |
overlay_amb768_b2456_ub146 | 13.94 | null | null |
recovery_b2496_ub136_r1 | 13.94 | null | null |
cheap24_record_b2464_ub136 | 13.94 | null | null |
cheap24_record_b2464_ub120 | 13.94 | null | null |
routerclamp_speed_raw_b2304_ub104_ser1_7 | 13.94 | null | null |
tp_t2_l2 | 13.93 | null | null |
hot_exact_b2456_ub144_2 | 13.93 | null | null |
overlay_ckpt0_b2456_ub146 | 13.93 | null | null |
ridge_b2468_ub144 | 13.93 | null | null |
near_b2304_ub144_control | 13.93 | null | null |
edge_nocb_amb512 | 13.93 | null | null |
attack_b2496_ub128_r1 | 13.92 | null | null |
cheap24_record_b2560_ub136 | 13.92 | null | null |
low_b2328_ub146 | 13.91 | null | null |
lottery_b2464_ub148_r1 | 13.91 | null | null |
hot_exact_b2456_ub144_1 | 13.91 | null | null |
overlay_amb512_b2456_ub146 | 13.91 | null | null |
attack_b2312_ub144 | 13.91 | null | null |
recovery_b2560_ub128_r1 | 13.91 | null | null |
edge_nocb | 13.91 | null | null |
cheap24_record_b2528_ub120 | 13.91 | null | null |
low_b2328_ub144 | 13.9 | null | null |
edge_amb768 | 13.9 | null | null |
edge_amb256 | 13.9 | null | null |
cheap24_raw_b2368_ub128 | 13.9 | null | null |
upqubo_b2304_ub128_raw_q6 | 13.9 | null | null |
moonshot_aggregate_np2_b2560_ub96 | 13.9 | null | null |
climb_b2464_ub152 | 13.89 | null | null |
climb_b2460_ub148 | 13.89 | null | null |
cheap24_record_b2528_ub136 | 13.89 | null | null |
lottery_b2560_ub128_r1 | 13.88 | null | null |
hot_b2456_ub146 | 13.88 | null | null |
attack_b2496_ub136 | 13.88 | null | null |
tg_b2272_ub144 | 13.88 | null | null |
moonshot_aggregate_np8_b2304_ub96 | 13.88 | null | null |
hot_b2464_ub148 | 13.87 | null | null |
climb_b2460_ub146 | 13.87 | null | null |
cheap24_record_b2496_ub144 | 13.87 | null | null |
moonshot_aggregate_np4_b2304_ub96 | 13.87 | null | null |
tp_app_policy | 13.86 | null | null |
tp_t1_l1 | 13.86 | null | null |
near_b2464_ub144_r1 | 13.86 | null | null |
cheap24_record_b2464_ub128 | 13.86 | null | null |
cheap24_raw_b2304_ub120 | 13.86 | null | null |
lottery_b2464_ub140_r1 | 13.85 | null | null |
overlay_nocb_b2456_ub146 | 13.85 | null | null |
End of preview.
Qwen Air QPU/MCP Lab Dataset
This dataset repository mirrors the public artifacts for the Qwen Air QPU/MCP Lab: a CPU-only Qwen3 MoE inference optimization project on a 2017 Intel MacBook Air with 8GB RAM.
The headline result is a quality-gated improvement from about 0.09 to 14.03
generation tokens/sec on Qwen3-30B-A3B-Instruct-2507-GGUF at 16,384 context,
using a synchronized Codex-driven, IBM Quantum-informed autoresearch loop.
The QPU did not run Qwen. IBM Quantum sampled compact QUBO candidate spaces inside the research loop; the MacBook judged each candidate through real local llama.cpp inference.
Included Artifacts
paper/quantum_enhanced_legacy_moe_inference.md- paper sourcepaper/quantum_enhanced_legacy_moe_inference.pdf- generated preprint PDFpaper/arxiv/quantum_enhanced_legacy_moe_inference_arxiv.pdf- arXiv-style submission PDFpaper/data/qpu_lab_public.sqlite- sanitized public SQLite benchmark and QPU job databasepaper/data/public_runs.csv- sanitized public run logpaper/figures/*.svg- generated figuresdocs/REPRODUCIBILITY.md- validation protocoldocs/COMMUNITY_VALIDATION.md- community benchmark reporting guidedocs/HUGGINGFACE_BLOG_DRAFT.md- public blog draftdocs/PRESS_KIT.md- press and launch kitrelease/qwen-air-qpu-mcp-lab-v0.1-preprint.zip- packaged release archive
Links
- GitHub: https://github.com/Shack870/qwen-air-qpu-mcp-lab
- GitHub preprint release: https://github.com/Shack870/qwen-air-qpu-mcp-lab/releases/tag/v0.1-preprint
- Interactive Space: https://huggingface.co/spaces/Shack870/qwen-air-qpu-dashboard
- Collection: https://huggingface.co/collections/Shack870/qwen-air-qpu-mcp-lab-6a174dd8d752afe40a429846
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