2026-07-30T17:35:36.417790+00:00  === drive start; ledger={'a10_s': 0.0, 't4_est_s': 0.0}; ceiling=$31.0 wall=20.0h ===
2026-07-30T17:35:53.813653+00:00  preflight ('gptq', 'A10'): {'ok': False, 'error': 'preflight call failed: DeserializationError("Deserialization failed because the \'torch\' module is not available in the remote environment.")'}
2026-07-30T17:36:06.641382+00:00  preflight ('awq', 'A10'): {'ok': False, 'error': 'preflight call failed: DeserializationError("Deserialization failed because the \'torch\' module is not available in the remote environment.")'}
2026-07-30T17:36:08.955554+00:00  preflight ('gptq', 'T4'): {'ok': False, 'error': 'preflight call failed: DeserializationError("Deserialization failed because the \'torch\' module is not available in the remote environment.")'}
2026-07-30T17:36:09.709508+00:00  preflight ('awq', 'T4'): {'ok': False, 'error': 'preflight call failed: DeserializationError("Deserialization failed because the \'torch\' module is not available in the remote environment.")'}
2026-07-30T17:36:10.723720+00:00  gptq: A10 preflight failed: preflight call failed: DeserializationError("Deserialization failed because the 'torch' module is not available in the remote environment.") -> writing failed rows for tonight's qwen configs; downstream models not planned for this method
2026-07-30T17:36:57.945654+00:00  awq: A10 preflight failed: preflight call failed: DeserializationError("Deserialization failed because the 'torch' module is not available in the remote environment.") -> writing failed rows for tonight's qwen configs; downstream models not planned for this method
2026-07-30T17:37:30.073391+00:00  both stacks failed A10 preflight — nothing to run. STOP.
2026-07-30T17:40:05.666530+00:00  purged 76 infra rows (marker='DeserializationError'); rows.csv now 0 rows
2026-07-30T17:40:11.578381+00:00  === drive start; ledger={'a10_s': 0.0, 't4_est_s': 0.0}; ceiling=$31.0 wall=20.0h ===
2026-07-30T17:40:28.341100+00:00  preflight ('gptq', 'A10'): {'ok': False, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2', 'error': 'ModuleNotFoundError("No module named \'torchvision\'")'}
2026-07-30T17:40:29.702981+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-30T17:40:35.331751+00:00  preflight ('gptq', 'T4'): {'ok': False, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2', 'error': 'ModuleNotFoundError("No module named \'torchvision\'")'}
2026-07-30T17:40:36.708258+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-30T17:40:37.976207+00:00  gptq: A10 preflight failed: ModuleNotFoundError("No module named 'torchvision'") -> writing failed rows for tonight's qwen configs; downstream models not planned for this method
2026-07-30T17:41:37.454673+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $0.00)
2026-07-30T17:41:38.937089+00:00  A10 batch FAILED: awq/qwen25-1p5b/wikitext2: GRPCError(<Status.FAILED_PRECONDITION: 9>, 'function fu-EzRQu7KH5I44wX1f8kZG10 is stopped', None)
2026-07-30T17:45:33.256054+00:00  purged 38 infra rows (marker='torchvision'); rows.csv now 0 rows
2026-07-30T17:45:37.783629+00:00  === drive start; ledger={'a10_s': 0.0, 't4_est_s': 0.0}; ceiling=$31.0 wall=20.0h ===
2026-07-30T17:45:54.433472+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-30T17:45:55.458896+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-30T17:46:11.298127+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-30T17:46:12.070549+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-30T17:46:12.784092+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $0.00)
2026-07-30T17:58:13.571022+00:00  purged 0 infra rows (marker='HfUriError'); rows.csv now 0 rows
2026-07-30T17:58:19.169533+00:00  === drive start; ledger={'a10_s': 0.0, 't4_est_s': 0.0}; ceiling=$31.0 wall=20.0h ===
2026-07-30T17:58:59.120192+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-30T17:59:00.667423+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-30T17:59:05.557604+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-30T17:59:07.252424+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-30T17:59:08.452455+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $0.00)
2026-07-30T19:43:21.554132+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-07-30T19:43:29.474293+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (104 min; 10 artifacts; rows.csv now 10 rows; spend est $2.59)
2026-07-30T19:43:30.622042+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $2.59)
2026-07-30T21:06:39.511768+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 83 min wall)
2026-07-30T21:06:40.734717+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-07-30T21:06:48.116979+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (83 min; 9 artifacts; rows.csv now 29 rows; spend est $4.71)
2026-07-30T21:06:49.335605+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $4.71)
2026-07-30T22:29:11.548260+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (82 min; 10 artifacts; rows.csv now 47 rows; spend est $6.88)
2026-07-30T22:29:12.563740+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $6.88)
2026-07-30T23:50:47.411796+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 164 min wall)
2026-07-30T23:50:48.827456+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-07-30T23:50:53.557739+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (82 min; 9 artifacts; rows.csv now 57 rows; spend est $8.97)
2026-07-30T23:51:00.211938+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-07-30T23:51:01.512237+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-07-30T23:51:02.918526+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $8.97)
2026-07-31T01:13:08.965276+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 82 min wall)
2026-07-31T01:13:10.366784+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-07-31T01:13:16.967866+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (82 min; 10 artifacts; rows.csv now 77 rows; spend est $11.13)
2026-07-31T01:13:18.349208+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $11.13)
2026-07-31T02:35:00.548841+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 82 min wall)
2026-07-31T02:35:01.942527+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-07-31T02:35:09.426438+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (82 min; 9 artifacts; rows.csv now 95 rows; spend est $13.23)
2026-07-31T02:35:10.676382+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $13.23)
2026-07-31T03:24:58.395180+00:00  === drive start; ledger={'a10_s': 30884.76562023163, 't4_est_s': 20520.0}; ceiling=$31.0 wall=20.0h ===
2026-07-31T03:25:12.646887+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T03:25:14.140483+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T03:25:24.593815+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T03:25:25.905444+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T03:25:27.062658+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $12.80)
2026-07-31T03:25:40.037443+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-07-31T03:25:49.267161+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 110 rows; spend est $13.39)
2026-07-31T03:25:50.367800+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $13.39)
2026-07-31T03:25:54.338386+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T03:25:55.533404+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-07-31T03:25:56.789946+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T03:25:59.153328+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 110 rows; spend est $13.93)
2026-07-31T03:26:00.237552+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $13.93)
2026-07-31T03:26:11.091254+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-07-31T03:26:15.281472+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 110 rows; spend est $14.52)
2026-07-31T03:26:17.198765+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $14.52)
2026-07-31T03:26:21.089556+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T03:26:22.554729+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-07-31T03:26:25.009883+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 110 rows; spend est $15.05)
2026-07-31T03:26:26.189263+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T03:26:27.274459+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T03:26:28.532547+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $15.05)
2026-07-31T03:26:32.131074+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T03:26:33.350787+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-07-31T03:26:36.286721+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 110 rows; spend est $15.64)
2026-07-31T03:26:37.416675+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $15.64)
2026-07-31T03:26:42.083931+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 110 rows; spend est $16.17)
2026-07-31T03:26:43.494582+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $16.17)
2026-07-31T04:16:18.009247+00:00  T4 batch done: gptq/smollm2-1p7b (10 refs, 50 min wall)
2026-07-31T04:16:20.080752+00:00  T4 batch spawned: gptq/smollm2-1p7b (9 refs)
2026-07-31T04:16:24.163759+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (50 min; 10 artifacts; rows.csv now 115 rows; spend est $17.71)
2026-07-31T04:16:25.536042+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $17.71)
2026-07-31T05:27:28.879377+00:00  === drive start; ledger={'a10_s': 33880.15527844429, 't4_est_s': 44640.0}; ceiling=$31.0 wall=20.0h ===
2026-07-31T05:27:42.829792+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T05:27:44.492804+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T05:27:56.210739+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T05:27:58.579376+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T05:27:59.727774+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $17.67)
2026-07-31T05:28:12.873433+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-07-31T05:28:26.116718+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 130 rows; spend est $18.26)
2026-07-31T05:28:27.196544+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $18.26)
2026-07-31T05:28:31.133681+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T05:28:33.922083+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-07-31T05:28:35.101321+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T05:28:37.622863+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 130 rows; spend est $18.79)
2026-07-31T05:28:38.960035+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $18.79)
2026-07-31T05:28:49.310882+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-07-31T05:28:52.082407+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 130 rows; spend est $19.39)
2026-07-31T05:28:53.435333+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $19.39)
2026-07-31T05:28:57.867108+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 130 rows; spend est $19.92)
2026-07-31T05:28:59.096160+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T05:29:00.373233+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T05:29:01.483833+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $19.92)
2026-07-31T05:29:05.531973+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T05:29:06.976093+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-07-31T05:29:08.538725+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T05:29:10.005732+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-07-31T05:29:12.111728+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 130 rows; spend est $20.51)
2026-07-31T05:29:13.320707+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $20.51)
2026-07-31T05:29:16.814475+00:00  T4 batch done: gptq/smollm2-1p7b (10 refs, 0 min wall)
2026-07-31T05:29:18.091085+00:00  T4 batch spawned: gptq/smollm2-1p7b (9 refs)
2026-07-31T05:29:20.269508+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 130 rows; spend est $21.04)
2026-07-31T05:29:21.791810+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $21.04)
2026-07-31T05:29:26.163198+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 130 rows; spend est $21.63)
2026-07-31T05:29:27.217650+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $21.63)
2026-07-31T05:58:02.354947+00:00  === drive start; ledger={'a10_s': 33904.04395079613, 't4_est_s': 68760.0}; ceiling=$31.0 wall=20.0h ===
2026-07-31T05:58:15.867838+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T05:58:17.250358+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T05:58:24.462435+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T05:58:25.901542+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T05:58:27.548892+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $21.63)
2026-07-31T05:58:39.945972+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-07-31T05:59:01.141645+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (1 min; 10 artifacts; rows.csv now 132 rows; spend est $22.22)
2026-07-31T05:59:02.323911+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $22.22)
2026-07-31T05:59:06.340304+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T05:59:07.913127+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-07-31T05:59:09.553394+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T05:59:12.396167+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 132 rows; spend est $22.75)
2026-07-31T05:59:13.568681+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $22.75)
2026-07-31T05:59:23.251176+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-07-31T05:59:25.766781+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 132 rows; spend est $23.35)
2026-07-31T05:59:27.208040+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $23.35)
2026-07-31T05:59:32.077103+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 132 rows; spend est $23.88)
2026-07-31T05:59:33.308684+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T05:59:34.550582+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T05:59:35.730458+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $23.88)
2026-07-31T05:59:39.401930+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T05:59:41.244131+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-07-31T05:59:42.664258+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T05:59:44.441170+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-07-31T05:59:46.531384+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 132 rows; spend est $24.47)
2026-07-31T05:59:48.130303+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $24.47)
2026-07-31T05:59:51.768312+00:00  T4 batch done: gptq/smollm2-1p7b (10 refs, 0 min wall)
2026-07-31T05:59:53.101380+00:00  T4 batch spawned: gptq/smollm2-1p7b (9 refs)
2026-07-31T05:59:54.390337+00:00  T4 batch done: gptq/smollm2-1p7b (9 refs, 0 min wall)
2026-07-31T05:59:56.762170+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 132 rows; spend est $25.00)
2026-07-31T05:59:58.014398+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $25.00)
2026-07-31T06:00:01.807709+00:00  T4 batch spawned: awq/smollm2-1p7b (10 refs)
2026-07-31T06:00:04.442376+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 132 rows; spend est $25.59)
2026-07-31T06:00:05.808879+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $25.59)
2026-07-31T06:16:07.403406+00:00  A10 batch done: awq/smollm2-1p7b/openhermes (16 min; 9 artifacts; rows.csv now 140 rows; spend est $26.43)
2026-07-31T06:16:08.974419+00:00  A10 batch start: gptq/bonsai-0p5b/wikitext2 n=(128,) seeds=(0, 1, 2) (est ~0.7h; spend est $26.43)
2026-07-31T06:23:40.085543+00:00  A10 batch FAILED: gptq/bonsai-0p5b/wikitext2: RuntimeError("ImportError: cannot import name 'LossKwargs' from 'transformers.utils' (/usr/local/lib/python3.11/site-packages/transformers/utils/__init__.py)")
2026-07-31T06:23:48.908677+00:00  T4 batch done: awq/smollm2-1p7b (10 refs, 24 min wall)
2026-07-31T06:23:50.409384+00:00  T4 batch spawned: awq/smollm2-1p7b (9 refs)
2026-07-31T06:23:54.872761+00:00  A10 batch done: gptq/bonsai-0p5b/wikitext2 (8 min; 0 artifacts; rows.csv now 147 rows; spend est $26.57)
2026-07-31T06:23:56.186563+00:00  A10 batch start: awq/bonsai-0p5b/wikitext2 n=(128,) seeds=(0, 1, 2) (est ~0.5h; spend est $26.57)
2026-07-31T06:30:52.948855+00:00  A10 batch done: awq/bonsai-0p5b/wikitext2 (7 min; 1 artifacts; rows.csv now 153 rows; spend est $26.76)
2026-07-31T06:30:54.272947+00:00  draining T4 queue...
2026-07-31T06:48:26.880479+00:00  T4 batch done: awq/smollm2-1p7b (9 refs, 25 min wall)
2026-07-31T06:48:28.816445+00:00  T4 batch spawned: awq/bonsai-0p5b (1 refs)
2026-07-31T06:49:25.612386+00:00  T4 batch done: awq/bonsai-0p5b (1 refs, 1 min wall)
2026-07-31T06:49:30.499891+00:00  === drive complete: 161 rows; spend est $26.78; wall 0.9h; ran to completion ===
2026-07-31T19:06:32.328863+00:00  === drive start; ledger={'a10_s': 35747.23907160759, 't4_est_s': 96480.0}; ceiling=$72.0 wall=6.0h ===
2026-07-31T19:06:49.758901+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T19:06:51.122123+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T19:06:57.460281+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T19:06:58.884136+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T19:07:00.294601+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $26.74)
2026-07-31T19:07:15.375630+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-07-31T19:07:18.061439+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 161 rows; spend est $27.33)
2026-07-31T19:07:19.548790+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $27.33)
2026-07-31T19:07:25.297957+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 161 rows; spend est $27.86)
2026-07-31T19:07:26.451585+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $27.86)
2026-07-31T19:07:59.287033+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 1 min wall)
2026-07-31T19:08:00.818398+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-07-31T19:08:02.295491+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T19:08:03.716668+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-07-31T19:08:06.472264+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (1 min; 10 artifacts; rows.csv now 161 rows; spend est $28.46)
2026-07-31T19:08:07.802528+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $28.46)
2026-07-31T19:08:12.618129+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 161 rows; spend est $28.99)
2026-07-31T19:08:14.037127+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T19:08:15.292886+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T19:08:16.596070+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $28.99)
2026-07-31T19:08:22.303829+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 161 rows; spend est $29.58)
2026-07-31T19:08:23.512630+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $29.58)
2026-07-31T19:08:28.647788+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 161 rows; spend est $30.11)
2026-07-31T19:08:29.896226+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $30.11)
2026-07-31T19:08:37.127909+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 161 rows; spend est $30.70)
2026-07-31T19:08:38.502852+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $30.70)
2026-07-31T19:08:42.008295+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 1 min wall)
2026-07-31T19:08:43.414893+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-07-31T19:08:44.819986+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T19:08:46.155897+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-07-31T19:08:49.931859+00:00  A10 batch done: awq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 161 rows; spend est $31.24)
2026-07-31T19:08:51.095446+00:00  wall guard: 0.0h + batch ~6.5h > 6.0h; DROPPED gptq/qwen25-3b/wikitext2 and everything after it
2026-07-31T19:08:52.433741+00:00  draining T4 queue...
2026-07-31T19:08:59.300607+00:00  T4 batch done: gptq/smollm2-1p7b (10 refs, 0 min wall)
2026-07-31T19:09:00.721670+00:00  T4 batch spawned: gptq/smollm2-1p7b (9 refs)
2026-07-31T19:09:02.245816+00:00  T4 batch done: gptq/smollm2-1p7b (9 refs, 0 min wall)
2026-07-31T19:09:03.772020+00:00  T4 batch spawned: awq/smollm2-1p7b (10 refs)
2026-07-31T19:09:05.183559+00:00  T4 batch done: awq/smollm2-1p7b (10 refs, 0 min wall)
2026-07-31T19:09:06.507883+00:00  T4 batch spawned: awq/smollm2-1p7b (9 refs)
2026-07-31T19:09:07.820071+00:00  T4 batch done: awq/smollm2-1p7b (9 refs, 0 min wall)
2026-07-31T19:09:11.116483+00:00  === drive complete: 161 rows; spend est $31.24; wall 0.0h; guard-stopped: wall guard: 0.0h + batch ~6.5h > 6.0h; DROPPED gptq/qwen25-3b/wikitext2 and everything after it ===
2026-07-31T19:14:31.671196+00:00  === drive start; ledger={'a10_s': 35795.34346461296, 't4_est_s': 123840.0}; ceiling=$72.0 wall=24.0h ===
2026-07-31T19:16:17.804491+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T19:16:19.336152+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T19:16:24.642153+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T19:16:26.232945+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T19:16:27.460924+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $31.24)
2026-07-31T19:16:57.850986+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-07-31T19:17:00.660744+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (1 min; 10 artifacts; rows.csv now 161 rows; spend est $31.83)
2026-07-31T19:17:02.308735+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $31.83)
2026-07-31T19:17:08.460281+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 161 rows; spend est $32.37)
2026-07-31T19:17:09.855957+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $32.37)
2026-07-31T19:17:26.208457+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 161 rows; spend est $32.96)
2026-07-31T19:17:27.436982+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $32.96)
2026-07-31T19:17:32.717099+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 161 rows; spend est $33.49)
2026-07-31T19:17:34.207334+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T19:17:35.769381+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T19:17:37.073139+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $33.49)
2026-07-31T19:17:41.684992+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 1 min wall)
2026-07-31T19:17:43.405480+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-07-31T19:17:45.028996+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T19:17:46.631973+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-07-31T19:17:48.997342+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 161 rows; spend est $34.08)
2026-07-31T19:17:50.260785+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $34.08)
2026-07-31T19:17:55.825946+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 161 rows; spend est $34.61)
2026-07-31T19:17:57.251423+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $34.61)
2026-07-31T19:18:02.680649+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 161 rows; spend est $35.20)
2026-07-31T19:18:04.055274+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $35.20)
2026-07-31T19:18:08.878916+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T19:18:10.410061+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-07-31T19:18:12.002446+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T19:18:13.496589+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-07-31T19:18:15.865284+00:00  A10 batch done: awq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 161 rows; spend est $35.74)
2026-07-31T19:18:18.615672+00:00  A10 batch start: gptq/qwen25-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~6.5h; spend est $35.74)
2026-07-31T20:47:18.945501+00:00  === drive start; ledger={'a10_s': 35843.316160440445, 't4_est_s': 151200.0}; ceiling=$72.0 wall=24.0h ===
2026-07-31T20:47:38.258954+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T20:47:39.499271+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T20:47:42.792440+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T20:47:43.944060+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T20:47:45.103594+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $35.73)
2026-07-31T20:47:58.250822+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-07-31T20:48:02.726757+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 168 rows; spend est $36.33)
2026-07-31T20:48:03.788644+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $36.33)
2026-07-31T20:48:07.972815+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 168 rows; spend est $36.86)
2026-07-31T20:48:09.031846+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $36.86)
2026-07-31T20:48:18.416273+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T20:48:19.809351+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-07-31T20:48:21.058828+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T20:48:22.345189+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-07-31T20:48:24.382862+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 168 rows; spend est $37.45)
2026-07-31T20:48:27.235647+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $37.45)
2026-07-31T20:48:31.401318+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 168 rows; spend est $37.98)
2026-07-31T20:48:32.628912+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T20:48:33.660997+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T20:48:34.597202+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $37.98)
2026-07-31T20:48:38.154023+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T20:48:39.411627+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-07-31T20:48:40.730785+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T20:48:42.408374+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-07-31T20:48:44.711883+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 168 rows; spend est $38.57)
2026-07-31T20:48:45.834191+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $38.57)
2026-07-31T20:48:48.709196+00:00  T4 batch done: gptq/smollm2-1p7b (10 refs, 0 min wall)
2026-07-31T20:48:49.988790+00:00  T4 batch spawned: gptq/smollm2-1p7b (9 refs)
2026-07-31T20:48:51.139734+00:00  T4 batch done: gptq/smollm2-1p7b (9 refs, 0 min wall)
2026-07-31T20:48:53.577089+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 168 rows; spend est $39.10)
2026-07-31T20:48:54.791891+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $39.10)
2026-07-31T20:48:58.412799+00:00  T4 batch spawned: awq/smollm2-1p7b (10 refs)
2026-07-31T20:49:00.356181+00:00  T4 batch done: awq/smollm2-1p7b (10 refs, 0 min wall)
2026-07-31T20:49:02.579237+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 168 rows; spend est $39.69)
2026-07-31T20:49:03.930777+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $39.69)
2026-07-31T20:49:08.152188+00:00  T4 batch spawned: awq/smollm2-1p7b (9 refs)
2026-07-31T20:49:09.361451+00:00  T4 batch done: awq/smollm2-1p7b (9 refs, 0 min wall)
2026-07-31T20:49:11.344895+00:00  A10 batch done: awq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 168 rows; spend est $40.22)
2026-07-31T20:49:12.889304+00:00  A10 batch start: gptq/qwen25-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~6.5h; spend est $40.22)
2026-07-31T21:45:15.677455+00:00  T4 batch spawned: gptq/qwen25-3b (10 refs)
2026-07-31T21:45:19.688045+00:00  A10 batch done: gptq/qwen25-3b/wikitext2 (56 min; 10 artifacts; rows.csv now 171 rows; spend est $41.89)
2026-07-31T21:45:20.818413+00:00  A10 batch start: gptq/qwen25-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~5.9h; spend est $41.89)
2026-07-31T22:39:18.681150+00:00  === drive start; ledger={'a10_s': 39224.85573601723, 't4_est_s': 182160.0}; ceiling=$72.0 wall=24.0h ===
2026-07-31T22:39:33.933945+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T22:39:35.192720+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T22:39:53.177672+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T22:39:54.584348+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T22:39:56.039201+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $41.84)
2026-07-31T22:40:08.923667+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-07-31T22:40:15.118142+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 180 rows; spend est $42.43)
2026-07-31T22:40:16.211883+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $42.43)
2026-07-31T22:40:21.738573+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 180 rows; spend est $42.96)
2026-07-31T22:40:23.271857+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $42.96)
2026-07-31T22:40:32.960605+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T22:40:34.327270+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-07-31T22:40:35.419906+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T22:40:38.400212+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-07-31T22:40:40.820418+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 180 rows; spend est $43.56)
2026-07-31T22:40:41.854802+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $43.56)
2026-07-31T22:40:45.987909+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 180 rows; spend est $44.09)
2026-07-31T22:40:47.017436+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T22:40:47.960149+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T22:40:49.153716+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $44.09)
2026-07-31T22:40:53.097314+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T22:40:54.185065+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-07-31T22:40:55.469528+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T22:40:56.626771+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-07-31T22:40:58.633857+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 180 rows; spend est $44.68)
2026-07-31T22:40:59.813322+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $44.68)
2026-07-31T22:41:03.989413+00:00  T4 batch done: gptq/smollm2-1p7b (10 refs, 0 min wall)
2026-07-31T22:41:05.497831+00:00  T4 batch spawned: gptq/smollm2-1p7b (9 refs)
2026-07-31T22:41:06.598618+00:00  T4 batch done: gptq/smollm2-1p7b (9 refs, 0 min wall)
2026-07-31T22:41:08.692179+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 180 rows; spend est $45.21)
2026-07-31T22:41:09.975035+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $45.21)
2026-07-31T22:41:13.120310+00:00  T4 batch spawned: awq/smollm2-1p7b (10 refs)
2026-07-31T22:41:14.273059+00:00  T4 batch done: awq/smollm2-1p7b (10 refs, 0 min wall)
2026-07-31T22:41:16.739648+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 180 rows; spend est $45.80)
2026-07-31T22:41:17.874501+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $45.80)
2026-07-31T22:41:20.895813+00:00  T4 batch spawned: awq/smollm2-1p7b (9 refs)
2026-07-31T22:41:22.067681+00:00  T4 batch done: awq/smollm2-1p7b (9 refs, 0 min wall)
2026-07-31T22:41:24.028872+00:00  A10 batch done: awq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 180 rows; spend est $46.33)
2026-07-31T22:41:25.042059+00:00  A10 batch start: gptq/qwen25-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~6.5h; spend est $46.33)
2026-07-31T22:41:28.662311+00:00  T4 batch spawned: gptq/qwen25-3b (10 refs)
2026-07-31T22:41:30.809001+00:00  A10 batch done: gptq/qwen25-3b/wikitext2 (0 min; 10 artifacts; rows.csv now 180 rows; spend est $46.92)
2026-07-31T22:41:31.983780+00:00  A10 batch start: gptq/qwen25-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~5.9h; spend est $46.92)
2026-07-31T23:30:43.300657+00:00  === drive start; ledger={'a10_s': 39250.52030324936, 't4_est_s': 213120.0}; ceiling=$72.0 wall=24.0h ===
2026-07-31T23:30:56.888398+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T23:30:58.839274+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T23:31:07.952605+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-07-31T23:31:12.534621+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-07-31T23:31:13.949327+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $46.92)
2026-07-31T23:31:27.446806+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-07-31T23:31:36.295086+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 186 rows; spend est $47.52)
2026-07-31T23:31:37.753900+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $47.52)
2026-07-31T23:31:42.288713+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 0 min wall)
2026-07-31T23:31:43.854225+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-07-31T23:31:46.595356+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 186 rows; spend est $48.05)
2026-07-31T23:31:48.340610+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $48.05)
2026-07-31T23:32:15.147855+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 1 min wall)
2026-07-31T23:32:16.655417+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-07-31T23:32:19.882623+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (1 min; 10 artifacts; rows.csv now 186 rows; spend est $48.64)
2026-07-31T23:32:21.284460+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $48.64)
2026-07-31T23:32:26.954136+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 186 rows; spend est $49.18)
2026-07-31T23:32:28.283953+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T23:32:29.792045+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-07-31T23:32:31.070661+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $49.18)
2026-07-31T23:32:36.862707+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 186 rows; spend est $49.77)
2026-07-31T23:32:38.495974+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $49.77)
2026-07-31T23:32:47.720127+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 1 min wall)
2026-07-31T23:32:49.284661+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-07-31T23:32:50.838880+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 0 min wall)
2026-07-31T23:32:52.421105+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-07-31T23:32:55.167199+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 186 rows; spend est $50.30)
2026-07-31T23:32:56.516784+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $50.30)
2026-07-31T23:33:00.632233+00:00  T4 batch done: gptq/smollm2-1p7b (10 refs, 0 min wall)
2026-07-31T23:33:02.618415+00:00  T4 batch spawned: gptq/smollm2-1p7b (9 refs)
2026-07-31T23:33:04.295085+00:00  T4 batch done: gptq/smollm2-1p7b (9 refs, 0 min wall)
2026-07-31T23:33:06.369520+00:00  T4 batch spawned: awq/smollm2-1p7b (10 refs)
2026-07-31T23:33:08.878694+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 186 rows; spend est $50.89)
2026-07-31T23:33:10.599252+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $50.89)
2026-07-31T23:33:15.022896+00:00  T4 batch done: awq/smollm2-1p7b (10 refs, 0 min wall)
2026-07-31T23:33:16.498747+00:00  T4 batch spawned: awq/smollm2-1p7b (9 refs)
2026-07-31T23:33:17.951527+00:00  T4 batch done: awq/smollm2-1p7b (9 refs, 0 min wall)
2026-07-31T23:33:20.807532+00:00  A10 batch done: awq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 186 rows; spend est $51.42)
2026-07-31T23:33:22.152369+00:00  A10 batch start: gptq/qwen25-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~6.5h; spend est $51.42)
2026-07-31T23:33:27.218624+00:00  T4 batch spawned: gptq/qwen25-3b (10 refs)
2026-07-31T23:33:31.431514+00:00  A10 batch done: gptq/qwen25-3b/wikitext2 (0 min; 10 artifacts; rows.csv now 186 rows; spend est $52.01)
2026-07-31T23:33:32.799113+00:00  A10 batch start: gptq/qwen25-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~5.9h; spend est $52.01)
2026-08-01T00:27:32.698585+00:00  T4 batch done: gptq/qwen25-3b (10 refs, 54 min wall)
2026-08-01T00:27:34.264632+00:00  T4 batch spawned: gptq/qwen25-3b (9 refs)
2026-08-01T00:27:38.624341+00:00  A10 batch done: gptq/qwen25-3b/openhermes (54 min; 9 artifacts; rows.csv now 190 rows; spend est $53.58)
2026-08-01T00:27:40.281922+00:00  A10 batch start: awq/qwen25-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~4.1h; spend est $53.58)
2026-08-01T01:36:36.414015+00:00  A10 batch done: awq/qwen25-3b/wikitext2 (69 min; 7 artifacts; rows.csv now 205 rows; spend est $55.31)
2026-08-01T01:36:37.869840+00:00  A10 batch start: awq/qwen25-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.7h; spend est $55.31)
2026-08-01T02:43:12.605004+00:00  T4 batch done: gptq/qwen25-3b (9 refs, 136 min wall)
2026-08-01T02:43:14.182108+00:00  T4 batch spawned: awq/qwen25-3b (7 refs)
2026-08-01T02:43:21.084796+00:00  A10 batch done: awq/qwen25-3b/openhermes (67 min; 6 artifacts; rows.csv now 218 rows; spend est $56.94)
2026-08-01T02:43:22.907265+00:00  A10 batch start: gptq/bonsai-0p5b/wikitext2 n=(128,) seeds=(0, 1, 2) (est ~0.7h; spend est $56.94)
2026-08-01T02:50:51.568004+00:00  A10 batch FAILED: gptq/bonsai-0p5b/wikitext2: RuntimeError("ImportError: cannot import name 'LossKwargs' from 'transformers.utils' (/usr/local/lib/python3.11/site-packages/transformers/utils/__init__.py)")
2026-08-01T02:50:57.903369+00:00  A10 batch done: gptq/bonsai-0p5b/wikitext2 (8 min; 0 artifacts; rows.csv now 220 rows; spend est $57.08)
2026-08-01T02:50:59.487398+00:00  A10 batch start: awq/bonsai-0p5b/wikitext2 n=(128,) seeds=(0, 1, 2) (est ~0.5h; spend est $57.08)
2026-08-01T02:51:13.044939+00:00  A10 batch done: awq/bonsai-0p5b/wikitext2 (0 min; 4 artifacts; rows.csv now 220 rows; spend est $57.32)
2026-08-01T02:51:14.326837+00:00  draining T4 queue...
2026-08-01T03:09:16.077189+00:00  T4 batch done: awq/qwen25-3b (7 refs, 26 min wall)
2026-08-01T03:09:17.833468+00:00  T4 batch spawned: awq/qwen25-3b (6 refs)
2026-08-01T03:35:30.313001+00:00  T4 batch done: awq/qwen25-3b (6 refs, 26 min wall)
2026-08-01T03:35:31.909385+00:00  T4 batch spawned: awq/bonsai-0p5b (4 refs)
2026-08-01T03:35:54.310229+00:00  T4 batch done: awq/bonsai-0p5b (4 refs, 0 min wall)
2026-08-01T03:36:01.132810+00:00  === drive complete: 234 rows; spend est $57.36; wall 4.1h; ran to completion ===
2026-08-01T12:08:44.967134+00:00  === drive start; ledger={'a10_s': 51110.84630727768, 't4_est_s': 253440.0}; ceiling=$75.0 wall=6.0h ===
2026-08-01T12:09:06.008451+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10G', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-08-01T12:09:07.323989+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10G', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-08-01T12:09:08.708524+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-08-01T12:09:12.178088+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-08-01T12:09:13.571982+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $57.15)
2026-08-01T12:09:31.992248+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-08-01T12:09:34.864760+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $57.75)
2026-08-01T12:09:36.195098+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $57.75)
2026-08-01T12:09:41.972681+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $58.28)
2026-08-01T12:09:43.637372+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $58.28)
2026-08-01T12:09:57.171691+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 0 min wall)
2026-08-01T12:09:58.653120+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-08-01T12:10:00.296250+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 0 min wall)
2026-08-01T12:10:01.623802+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-08-01T12:10:04.260903+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $58.87)
2026-08-01T12:10:06.045882+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $58.87)
2026-08-01T12:10:11.517973+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $59.41)
2026-08-01T12:10:12.906764+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-08-01T12:10:14.260507+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-08-01T12:10:15.658648+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $59.41)
2026-08-01T12:10:20.073612+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 0 min wall)
2026-08-01T12:10:21.747514+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-08-01T12:10:23.321283+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 0 min wall)
2026-08-01T12:10:24.738687+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-08-01T12:10:27.247927+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $60.00)
2026-08-01T12:10:28.742329+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $60.00)
2026-08-01T12:10:32.752448+00:00  T4 batch done: gptq/smollm2-1p7b (10 refs, 0 min wall)
2026-08-01T12:10:34.339516+00:00  T4 batch spawned: gptq/smollm2-1p7b (9 refs)
2026-08-01T12:10:36.236421+00:00  T4 batch done: gptq/smollm2-1p7b (9 refs, 0 min wall)
2026-08-01T12:10:38.965104+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $60.53)
2026-08-01T12:10:40.395753+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $60.53)
2026-08-01T12:10:44.101888+00:00  T4 batch spawned: awq/smollm2-1p7b (10 refs)
2026-08-01T12:10:45.554722+00:00  T4 batch done: awq/smollm2-1p7b (10 refs, 0 min wall)
2026-08-01T12:10:48.231594+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $61.12)
2026-08-01T12:10:49.428666+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $61.12)
2026-08-01T12:10:53.081457+00:00  T4 batch spawned: awq/smollm2-1p7b (9 refs)
2026-08-01T12:10:54.494642+00:00  T4 batch done: awq/smollm2-1p7b (9 refs, 0 min wall)
2026-08-01T12:10:56.786536+00:00  A10 batch done: awq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $61.65)
2026-08-01T12:10:58.382751+00:00  wall guard: 0.0h + batch ~6.5h > 6.0h; DROPPED gptq/qwen25-3b/wikitext2 and everything after it
2026-08-01T12:10:59.738093+00:00  draining T4 queue...
2026-08-01T12:11:02.283080+00:00  === drive complete: 234 rows; spend est $61.65; wall 0.0h; guard-stopped: wall guard: 0.0h + batch ~6.5h > 6.0h; DROPPED gptq/qwen25-3b/wikitext2 and everything after it ===
2026-08-01T12:17:34.386613+00:00  === drive start; ledger={'a10_s': 51143.886847019196, 't4_est_s': 280800.0}; ceiling=$75.0 wall=20.0h ===
2026-08-01T12:17:51.724600+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-08-01T12:17:52.831544+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-08-01T12:17:58.727666+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-08-01T12:18:03.157553+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-08-01T12:18:03.838444+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $61.65)
2026-08-01T12:18:21.364770+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-08-01T12:18:22.739501+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $62.24)
2026-08-01T12:18:23.523149+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $62.24)
2026-08-01T12:18:27.663290+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $62.77)
2026-08-01T12:18:28.800307+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $62.77)
2026-08-01T12:18:41.160417+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 0 min wall)
2026-08-01T12:18:41.862232+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-08-01T12:18:44.434230+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $63.37)
2026-08-01T12:18:45.084938+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $63.37)
2026-08-01T12:18:47.822284+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 0 min wall)
2026-08-01T12:18:48.956523+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-08-01T12:18:50.478286+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $63.90)
2026-08-01T12:18:51.081944+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-08-01T12:18:51.766275+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-08-01T12:18:52.375091+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $63.90)
2026-08-01T12:18:56.264510+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $64.49)
2026-08-01T12:18:57.217523+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $64.49)
2026-08-01T12:18:59.818626+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 0 min wall)
2026-08-01T12:19:00.414278+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-08-01T12:19:01.343951+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 0 min wall)
2026-08-01T12:19:03.096404+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-08-01T12:19:04.317920+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $65.02)
2026-08-01T12:19:05.295265+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $65.02)
2026-08-01T12:19:09.233630+00:00  T4 batch done: gptq/smollm2-1p7b (10 refs, 0 min wall)
2026-08-01T12:19:09.870078+00:00  T4 batch spawned: gptq/smollm2-1p7b (9 refs)
2026-08-01T12:19:11.041729+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $65.61)
2026-08-01T12:19:12.180615+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $65.61)
2026-08-01T12:19:14.531472+00:00  T4 batch done: gptq/smollm2-1p7b (9 refs, 0 min wall)
2026-08-01T12:19:15.107583+00:00  T4 batch spawned: awq/smollm2-1p7b (10 refs)
2026-08-01T12:19:16.183942+00:00  A10 batch done: awq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $66.14)
2026-08-01T12:19:16.812174+00:00  A10 batch start: gptq/qwen25-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~6.5h; spend est $66.14)
2026-08-01T12:19:20.366299+00:00  T4 batch done: awq/smollm2-1p7b (10 refs, 0 min wall)
2026-08-01T12:19:21.179091+00:00  T4 batch spawned: awq/smollm2-1p7b (9 refs)
2026-08-01T12:19:21.937357+00:00  T4 batch done: awq/smollm2-1p7b (9 refs, 0 min wall)
2026-08-01T12:19:22.583121+00:00  T4 batch spawned: gptq/qwen25-3b (10 refs)
2026-08-01T12:19:23.784586+00:00  A10 batch done: gptq/qwen25-3b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $66.73)
2026-08-01T12:19:24.359661+00:00  A10 batch start: gptq/qwen25-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~5.9h; spend est $66.73)
2026-08-01T12:19:27.097120+00:00  T4 batch done: gptq/qwen25-3b (10 refs, 0 min wall)
2026-08-01T12:19:27.675206+00:00  T4 batch spawned: gptq/qwen25-3b (9 refs)
2026-08-01T12:19:28.894224+00:00  A10 batch done: gptq/qwen25-3b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $67.27)
2026-08-01T12:19:29.404828+00:00  A10 batch start: awq/qwen25-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~4.1h; spend est $67.27)
2026-08-01T12:19:32.273560+00:00  T4 batch done: gptq/qwen25-3b (9 refs, 0 min wall)
2026-08-01T12:19:32.782851+00:00  T4 batch spawned: awq/qwen25-3b (7 refs)
2026-08-01T12:19:33.988488+00:00  A10 batch done: awq/qwen25-3b/wikitext2 (0 min; 7 artifacts; rows.csv now 234 rows; spend est $67.68)
2026-08-01T12:19:34.670240+00:00  A10 batch start: awq/qwen25-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.7h; spend est $67.68)
2026-08-01T12:19:37.779191+00:00  T4 batch done: awq/qwen25-3b (7 refs, 0 min wall)
2026-08-01T12:19:38.409174+00:00  T4 batch spawned: awq/qwen25-3b (6 refs)
2026-08-01T12:19:39.725130+00:00  A10 batch done: awq/qwen25-3b/openhermes (0 min; 6 artifacts; rows.csv now 234 rows; spend est $68.03)
2026-08-01T12:19:40.349799+00:00  budget guard: est $68.03 + batch ~$7.15 > ceiling; DROPPED gptq/smollm3-3b/wikitext2 and everything after it
2026-08-01T12:19:41.190242+00:00  draining T4 queue...
2026-08-01T12:19:41.870695+00:00  T4 batch done: awq/qwen25-3b (6 refs, 0 min wall)
2026-08-01T12:19:43.221189+00:00  === drive complete: 234 rows; spend est $68.03; wall 0.0h; guard-stopped: budget guard: est $68.03 + batch ~$7.15 > ceiling; DROPPED gptq/smollm3-3b/wikitext2 and everything after it ===
2026-08-01T12:22:49.316421+00:00  === drive start; ledger={'a10_s': 51185.38411664963, 't4_est_s': 319680.0}; ceiling=$80.0 wall=20.0h ===
2026-08-01T12:23:05.965417+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-08-01T12:23:11.017525+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10G', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-08-01T12:23:37.314784+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-08-01T12:23:43.159079+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-08-01T12:23:44.609775+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $68.03)
2026-08-01T12:24:05.742173+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-08-01T12:24:08.718539+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $68.04)
2026-08-01T12:24:10.313967+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $68.04)
2026-08-01T12:24:17.144789+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $68.04)
2026-08-01T12:24:18.484572+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $68.04)
2026-08-01T12:24:36.154841+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 1 min wall)
2026-08-01T12:24:37.637336+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-08-01T12:24:40.385984+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $68.05)
2026-08-01T12:24:41.817478+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $68.05)
2026-08-01T12:24:46.743011+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $68.05)
2026-08-01T12:24:48.060889+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-08-01T12:24:49.296401+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-08-01T12:24:50.535613+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $68.05)
2026-08-01T12:24:57.406411+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 0 min wall)
2026-08-01T12:24:58.873751+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-08-01T12:25:01.382335+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $68.05)
2026-08-01T12:25:02.709626+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $68.05)
2026-08-01T12:25:09.020204+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $68.05)
2026-08-01T12:25:10.285324+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $68.05)
2026-08-01T12:25:15.096822+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 0 min wall)
2026-08-01T12:25:16.637787+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-08-01T12:25:19.508529+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 0 min wall)
2026-08-01T12:25:21.147377+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-08-01T12:25:23.866837+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $68.06)
2026-08-01T12:25:25.093303+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $68.06)
2026-08-01T12:25:29.737960+00:00  T4 batch done: gptq/smollm2-1p7b (10 refs, 0 min wall)
2026-08-01T12:25:31.201110+00:00  T4 batch spawned: gptq/smollm2-1p7b (9 refs)
2026-08-01T12:25:34.230682+00:00  T4 batch done: gptq/smollm2-1p7b (9 refs, 0 min wall)
2026-08-01T12:25:35.529523+00:00  T4 batch spawned: awq/smollm2-1p7b (10 refs)
2026-08-01T12:25:38.334740+00:00  A10 batch done: awq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $68.06)
2026-08-01T12:25:39.786277+00:00  A10 batch start: gptq/qwen25-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~6.5h; spend est $68.06)
2026-08-01T12:25:46.947443+00:00  T4 batch done: awq/smollm2-1p7b (10 refs, 0 min wall)
2026-08-01T12:25:48.189993+00:00  T4 batch spawned: awq/smollm2-1p7b (9 refs)
2026-08-01T12:25:51.203523+00:00  T4 batch done: awq/smollm2-1p7b (9 refs, 0 min wall)
2026-08-01T12:25:52.617578+00:00  T4 batch spawned: gptq/qwen25-3b (10 refs)
2026-08-01T12:25:55.141410+00:00  A10 batch done: gptq/qwen25-3b/wikitext2 (0 min; 10 artifacts; rows.csv now 234 rows; spend est $68.06)
2026-08-01T12:25:56.499332+00:00  A10 batch start: gptq/qwen25-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~5.9h; spend est $68.06)
2026-08-01T12:26:04.137290+00:00  T4 batch done: gptq/qwen25-3b (10 refs, 0 min wall)
2026-08-01T12:26:06.194603+00:00  T4 batch spawned: gptq/qwen25-3b (9 refs)
2026-08-01T12:26:09.039921+00:00  T4 batch done: gptq/qwen25-3b (9 refs, 0 min wall)
2026-08-01T12:26:11.525538+00:00  A10 batch done: gptq/qwen25-3b/openhermes (0 min; 9 artifacts; rows.csv now 234 rows; spend est $68.06)
2026-08-01T12:26:12.803031+00:00  A10 batch start: awq/qwen25-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~4.1h; spend est $68.06)
2026-08-01T12:26:16.713303+00:00  T4 batch spawned: awq/qwen25-3b (7 refs)
2026-08-01T12:26:20.302676+00:00  T4 batch done: awq/qwen25-3b (7 refs, 0 min wall)
2026-08-01T12:26:22.559046+00:00  A10 batch done: awq/qwen25-3b/wikitext2 (0 min; 7 artifacts; rows.csv now 234 rows; spend est $68.07)
2026-08-01T12:26:24.113294+00:00  A10 batch start: awq/qwen25-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.7h; spend est $68.07)
2026-08-01T12:26:27.893131+00:00  T4 batch spawned: awq/qwen25-3b (6 refs)
2026-08-01T12:26:31.051509+00:00  T4 batch done: awq/qwen25-3b (6 refs, 0 min wall)
2026-08-01T12:26:33.705798+00:00  A10 batch done: awq/qwen25-3b/openhermes (0 min; 6 artifacts; rows.csv now 234 rows; spend est $68.07)
2026-08-01T12:26:34.848431+00:00  A10 batch start: gptq/smollm3-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~6.5h; spend est $68.07)
2026-08-01T15:14:11.470500+00:00  T4 batch spawned: gptq/smollm3-3b (9 refs)
2026-08-01T15:14:19.935667+00:00  A10 batch done: gptq/smollm3-3b/wikitext2 (168 min; 9 artifacts; rows.csv now 244 rows; spend est $71.28)
2026-08-01T15:14:21.547338+00:00  A10 batch start: gptq/smollm3-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~5.9h; spend est $71.28)
2026-08-01T17:58:31.206086+00:00  T4 batch done: gptq/smollm3-3b (9 refs, 164 min wall)
2026-08-01T17:58:33.340360+00:00  T4 batch spawned: gptq/smollm3-3b (9 refs)
2026-08-01T17:58:41.458500+00:00  A10 batch done: gptq/smollm3-3b/openhermes (164 min; 9 artifacts; rows.csv now 262 rows; spend est $76.04)
2026-08-01T17:58:43.106866+00:00  budget guard: est $76.04 + batch ~$4.51 > ceiling; DROPPED awq/smollm3-3b/wikitext2 and everything after it
2026-08-01T17:58:44.762856+00:00  draining T4 queue...
2026-08-01T18:00:44.582061+00:00  T4 batch done: gptq/smollm3-3b (9 refs, 2 min wall)
2026-08-01T18:00:49.818560+00:00  === drive complete: 271 rows; spend est $76.06; wall 5.6h; guard-stopped: budget guard: est $76.04 + batch ~$4.51 > ceiling; DROPPED awq/smollm3-3b/wikitext2 and everything after it ===
2026-08-05T17:45:08.061960+00:00  === drive start; ledger={'a10_s': 71131.5748372078, 't4_est_s': 329766.8102583885}; ceiling=$88.0 wall=8.5h max_a10=4 llama=True ===
2026-08-05T17:45:15.669317+00:00  llama32-3b access OK -> added to run order (rows only; weights held per licence gate)
2026-08-05T17:45:59.510200+00:00  preflight ('gptq', 'A10'): {'ok': True, 'stack': 'gptq', 'gpu': 'NVIDIA A10', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-08-05T17:46:01.258122+00:00  preflight ('awq', 'A10'): {'ok': True, 'stack': 'awq', 'gpu': 'NVIDIA A10G', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-08-05T17:46:02.952955+00:00  preflight ('gptq', 'T4'): {'ok': True, 'stack': 'gptq', 'gpu': 'Tesla T4', 'torch_version': '2.8.0+cu128', 'transformers_version': '5.14.1', 'quantlib': 'gptqmodel-7.3.2'}
2026-08-05T17:46:04.224271+00:00  preflight ('awq', 'T4'): {'ok': True, 'stack': 'awq', 'gpu': 'Tesla T4', 'torch_version': '2.6.0+cu124', 'transformers_version': '4.51.3', 'quantlib': 'autoawq-0.2.9'}
2026-08-05T17:46:05.431118+00:00  A10 batch start: gptq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.3h; spend est $75.78; inflight=0)
2026-08-05T17:46:07.128655+00:00  A10 batch start: gptq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.0h; spend est $75.78; inflight=1)
2026-08-05T17:46:08.700759+00:00  A10 batch start: awq/qwen25-1p5b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.1h; spend est $75.78; inflight=2)
2026-08-05T17:46:10.701649+00:00  A10 batch start: awq/qwen25-1p5b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~1.9h; spend est $75.78; inflight=3)
2026-08-05T17:46:12.764650+00:00  gate smollm2/gptq: qwen A10 ok=19/19 -> PROCEED
2026-08-05T17:46:14.175588+00:00  gate smollm2/awq: qwen A10 ok=19/19 -> PROCEED
2026-08-05T17:46:47.601418+00:00  T4 batch spawned: awq/qwen25-1p5b (10 refs)
2026-08-05T17:46:50.227694+00:00  A10 batch done: awq/qwen25-1p5b/wikitext2 (1 min; 10 artifacts; rows.csv now 271 rows)
2026-08-05T17:46:54.611860+00:00  A10 batch done: gptq/qwen25-1p5b/wikitext2 (1 min; 10 artifacts; rows.csv now 271 rows)
2026-08-05T17:46:59.106286+00:00  A10 batch done: gptq/qwen25-1p5b/openhermes (1 min; 9 artifacts; rows.csv now 271 rows)
2026-08-05T17:47:03.016904+00:00  A10 batch done: awq/qwen25-1p5b/openhermes (1 min; 9 artifacts; rows.csv now 271 rows)
2026-08-05T17:47:04.062940+00:00  A10 batch start: gptq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.8h; spend est $75.79; inflight=0)
2026-08-05T17:47:05.611076+00:00  A10 batch start: gptq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.4h; spend est $75.84; inflight=1)
2026-08-05T17:47:07.122636+00:00  A10 batch start: awq/smollm2-1p7b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.4h; spend est $75.84; inflight=2)
2026-08-05T17:47:10.866690+00:00  A10 batch done: gptq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 271 rows)
2026-08-05T17:47:14.667168+00:00  A10 batch done: gptq/smollm2-1p7b/openhermes (0 min; 9 artifacts; rows.csv now 271 rows)
2026-08-05T17:47:18.856761+00:00  A10 batch done: awq/smollm2-1p7b/wikitext2 (0 min; 10 artifacts; rows.csv now 271 rows)
2026-08-05T17:47:20.127132+00:00  A10 batch start: awq/smollm2-1p7b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~2.2h; spend est $75.84; inflight=0)
2026-08-05T17:47:21.684564+00:00  A10 batch start: gptq/qwen25-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~6.5h; spend est $75.84; inflight=1)
2026-08-05T17:50:26.001615+00:00  T4 batch done: awq/qwen25-1p5b (10 refs, 4 min wall)
2026-08-05T17:50:27.375880+00:00  T4 batch spawned: gptq/qwen25-1p5b (10 refs)
2026-08-05T17:50:30.043632+00:00  A10 batch done: awq/smollm2-1p7b/openhermes (3 min; 9 artifacts; rows.csv now 271 rows)
2026-08-05T17:50:34.189614+00:00  A10 batch done: gptq/qwen25-3b/wikitext2 (3 min; 10 artifacts; rows.csv now 271 rows)
2026-08-05T17:50:35.567286+00:00  A10 batch start: gptq/qwen25-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~5.9h; spend est $75.99; inflight=0)
2026-08-05T17:53:39.553737+00:00  T4 batch done: gptq/qwen25-1p5b (10 refs, 3 min wall)
2026-08-05T17:53:41.098926+00:00  T4 batch spawned: gptq/qwen25-1p5b (9 refs)
2026-08-05T17:53:43.771263+00:00  A10 batch done: gptq/qwen25-3b/openhermes (3 min; 9 artifacts; rows.csv now 271 rows)
2026-08-05T17:53:44.935373+00:00  A10 batch start: awq/qwen25-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~4.1h; spend est $76.08; inflight=0)
2026-08-05T17:56:49.098347+00:00  T4 batch done: gptq/qwen25-1p5b (9 refs, 3 min wall)
2026-08-05T17:56:51.325464+00:00  T4 batch spawned: awq/qwen25-1p5b (9 refs)
2026-08-05T17:56:58.504396+00:00  A10 batch done: awq/qwen25-3b/wikitext2 (3 min; 7 artifacts; rows.csv now 271 rows)
2026-08-05T17:57:02.511039+00:00  A10 batch start: awq/qwen25-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.7h; spend est $76.17; inflight=0)
2026-08-05T18:00:07.067434+00:00  T4 batch done: awq/qwen25-1p5b (9 refs, 3 min wall)
2026-08-05T18:00:08.690912+00:00  T4 batch spawned: gptq/smollm2-1p7b (10 refs)
2026-08-05T18:00:12.007508+00:00  A10 batch done: awq/qwen25-3b/openhermes (3 min; 6 artifacts; rows.csv now 271 rows)
2026-08-05T18:00:13.497826+00:00  A10 batch start: gptq/smollm3-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~6.5h; spend est $76.26; inflight=0)
2026-08-05T18:03:17.977344+00:00  T4 batch done: gptq/smollm2-1p7b (10 refs, 3 min wall)
2026-08-05T18:03:19.188062+00:00  T4 batch spawned: gptq/smollm2-1p7b (9 refs)
2026-08-05T18:03:21.954110+00:00  A10 batch done: gptq/smollm3-3b/wikitext2 (3 min; 10 artifacts; rows.csv now 271 rows)
2026-08-05T18:03:23.619213+00:00  A10 batch start: gptq/smollm3-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~5.9h; spend est $76.35; inflight=0)
2026-08-05T18:06:28.554907+00:00  T4 batch done: gptq/smollm2-1p7b (9 refs, 3 min wall)
2026-08-05T18:06:30.676287+00:00  T4 batch spawned: awq/smollm2-1p7b (10 refs)
2026-08-05T18:06:33.491616+00:00  A10 batch done: gptq/smollm3-3b/openhermes (3 min; 9 artifacts; rows.csv now 271 rows)
2026-08-05T18:06:35.405478+00:00  A10 batch start: awq/smollm3-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~4.1h; spend est $76.44; inflight=0)
2026-08-05T18:09:37.329061+00:00  A10 batch start: awq/smollm3-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.7h; spend est $76.49; inflight=1)
2026-08-05T18:12:38.984636+00:00  A10 batch FAILED: awq/smollm3-3b/wikitext2: RuntimeError('ValueError: The checkpoint you are trying to load has model type `smollm3` but Transformers does not recognize this architecture. This could be because of an issue with the checkpoint, or because your version of Transformers is out of date.\n\nYou can update Transformers with the command `pip install --upgrade transformers`. If this does not work, and the checkpoint is very new, then there may not be a release version that supports this model yet. In this case, you can get the most up-to-date code by installing Transformers from source with the command `pip install git+https://github.com/huggingface/transformers.git`')
2026-08-05T18:12:57.178261+00:00  T4 batch done: awq/smollm2-1p7b (10 refs, 6 min wall)
2026-08-05T18:12:58.762672+00:00  T4 batch spawned: awq/smollm2-1p7b (9 refs)
2026-08-05T18:13:01.778013+00:00  A10 batch done: awq/smollm3-3b/wikitext2 (6 min; 0 artifacts; rows.csv now 281 rows)
2026-08-05T18:13:03.156832+00:00  A10 batch start: gptq/llama32-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~6.5h; spend est $76.68; inflight=1)
2026-08-05T18:16:04.597173+00:00  A10 batch FAILED: awq/smollm3-3b/openhermes: RuntimeError('ValueError: The checkpoint you are trying to load has model type `smollm3` but Transformers does not recognize this architecture. This could be because of an issue with the checkpoint, or because your version of Transformers is out of date.\n\nYou can update Transformers with the command `pip install --upgrade transformers`. If this does not work, and the checkpoint is very new, then there may not be a release version that supports this model yet. In this case, you can get the most up-to-date code by installing Transformers from source with the command `pip install git+https://github.com/huggingface/transformers.git`')
2026-08-05T18:16:22.474472+00:00  T4 batch done: awq/smollm2-1p7b (9 refs, 3 min wall)
2026-08-05T18:16:24.346887+00:00  T4 batch spawned: gptq/qwen25-3b (10 refs)
2026-08-05T18:16:27.749602+00:00  A10 batch done: awq/smollm3-3b/openhermes (7 min; 0 artifacts; rows.csv now 290 rows)
2026-08-05T18:16:29.409328+00:00  A10 batch start: gptq/llama32-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~5.9h; spend est $76.84; inflight=1)
2026-08-05T18:19:33.337282+00:00  A10 batch FAILED: gptq/llama32-3b/wikitext2: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737e44-4ebaf5c806443e120a19456d;33fd366b-2e08-4f2e-883b-b5315bafb4f7)\n\nCannot access gated repo for url https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct/resolve/main/config.json.\nAccess to model meta-llama/Llama-3.2-3B-Instruct is restricted. You must have access to it and be authenticated to access it. Please log in.')
2026-08-05T18:19:56.634070+00:00  T4 batch done: gptq/qwen25-3b (10 refs, 4 min wall)
2026-08-05T18:19:58.117877+00:00  T4 batch spawned: gptq/qwen25-3b (9 refs)
2026-08-05T18:20:01.865499+00:00  A10 batch done: gptq/llama32-3b/wikitext2 (7 min; 0 artifacts; rows.csv now 300 rows)
2026-08-05T18:20:03.238029+00:00  A10 batch start: awq/llama32-3b/wikitext2 n=(32, 128, 512) seeds=(0, 1, 2) (est ~4.1h; spend est $77.01; inflight=1)
2026-08-05T18:23:04.543450+00:00  A10 batch FAILED: gptq/llama32-3b/openhermes: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737f0e-224beed13e90971b61ad5ed8;db45089a-e7c6-483f-8790-45d69fa8f334)\n\nCannot access gated repo for url https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct/resolve/main/config.json.\nAccess to model meta-llama/Llama-3.2-3B-Instruct is restricted. You must have access to it and be authenticated to access it. Please log in.')
2026-08-05T18:23:19.618713+00:00  T4 batch done: gptq/qwen25-3b (9 refs, 3 min wall)
2026-08-05T18:23:20.884051+00:00  T4 batch spawned: awq/qwen25-3b (7 refs)
2026-08-05T18:23:23.974816+00:00  A10 batch done: gptq/llama32-3b/openhermes (7 min; 0 artifacts; rows.csv now 309 rows)
2026-08-05T18:23:25.204683+00:00  A10 batch start: awq/llama32-3b/openhermes n=(32, 128, 512) seeds=(0, 1, 2) (est ~3.7h; spend est $77.16; inflight=1)
2026-08-05T18:26:26.913152+00:00  A10 batch FAILED: awq/llama32-3b/wikitext2: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a737feb-1e1ac11476ccad34618f9125;d339b92d-7311-43bb-9ed6-204d39f1196d)\n\nCannot access gated repo for url https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct/resolve/main/config.json.\nAccess to model meta-llama/Llama-3.2-3B-Instruct is restricted. You must have access to it and be authenticated to access it. Please log in.')
2026-08-05T18:26:47.301714+00:00  T4 batch done: awq/qwen25-3b (7 refs, 3 min wall)
2026-08-05T18:26:48.895169+00:00  T4 batch spawned: awq/qwen25-3b (6 refs)
2026-08-05T18:26:52.189848+00:00  A10 batch done: awq/llama32-3b/wikitext2 (7 min; 0 artifacts; rows.csv now 319 rows)
2026-08-05T18:26:53.667955+00:00  A10 batch start: gptq/bonsai-0p5b/wikitext2 n=(128,) seeds=(0, 1, 2) (est ~0.7h; spend est $77.32; inflight=1)
2026-08-05T18:26:55.479849+00:00  A10 batch start: awq/bonsai-0p5b/wikitext2 n=(128,) seeds=(0, 1, 2) (est ~0.5h; spend est $77.32; inflight=2)
2026-08-05T18:26:58.769124+00:00  draining A10 pool...
2026-08-05T18:27:50.076521+00:00  A10 batch FAILED: awq/llama32-3b/openhermes: RuntimeError('OSError: You are trying to access a gated repo.\nMake sure to have access to it at https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct.\n401 Client Error. (Request ID: Root=1-6a7380a5-1147618b520e6d434701c7ee;989cd5f2-aea1-490a-932a-3b2316378934)\n\nCannot access gated repo for url https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct/resolve/main/config.json.\nAccess to model meta-llama/Llama-3.2-3B-Instruct is restricted. You must have access to it and be authenticated to access it. Please log in.')
2026-08-05T18:28:06.511248+00:00  T4 batch done: awq/qwen25-3b (6 refs, 1 min wall)
2026-08-05T18:28:07.896787+00:00  T4 batch spawned: gptq/smollm3-3b (10 refs)
2026-08-05T18:28:11.087352+00:00  A10 batch done: awq/llama32-3b/openhermes (5 min; 0 artifacts; rows.csv now 328 rows)
2026-08-05T18:32:03.204779+00:00  A10 batch FAILED: gptq/bonsai-0p5b/wikitext2: RuntimeError("ImportError: cannot import name 'LossKwargs' from 'transformers.utils' (/usr/local/lib/python3.11/site-packages/transformers/utils/__init__.py)")
2026-08-05T18:32:08.239522+00:00  T4 batch done: gptq/smollm3-3b (10 refs, 4 min wall)
2026-08-05T18:32:10.146464+00:00  T4 batch spawned: gptq/smollm3-3b (9 refs)
2026-08-05T18:32:13.792404+00:00  A10 batch done: gptq/bonsai-0p5b/wikitext2 (5 min; 0 artifacts; rows.csv now 329 rows)
2026-08-05T18:32:19.276920+00:00  A10 batch done: awq/bonsai-0p5b/wikitext2 (5 min; 4 artifacts; rows.csv now 329 rows)
2026-08-05T18:32:20.478027+00:00  draining T4 queue...
2026-08-05T18:32:35.738346+00:00  T4 batch done: gptq/smollm3-3b (9 refs, 0 min wall)
2026-08-05T18:32:37.245261+00:00  T4 batch spawned: awq/bonsai-0p5b (4 refs)
2026-08-05T18:33:01.906705+00:00  T4 batch done: awq/bonsai-0p5b (4 refs, 0 min wall)
2026-08-05T18:33:04.003350+00:00  === drive complete: 329 rows; spend est $77.60; wall 0.8h; ran to completion ===
2026-08-05T23:28:44.457752+00:00  purged 0 infra rows (marker='ZZZ_NO_MATCH_REBUILD_ONLY'); rows.csv now 331 rows