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.gitattributes CHANGED
@@ -2,3 +2,6 @@
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  *.arrow filter=lfs diff=lfs merge=lfs -text
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  *.jsonl filter=lfs diff=lfs merge=lfs -text
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  tokenizer.json filter=lfs diff=lfs merge=lfs -text
 
 
 
 
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  *.arrow filter=lfs diff=lfs merge=lfs -text
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  *.jsonl filter=lfs diff=lfs merge=lfs -text
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  tokenizer.json filter=lfs diff=lfs merge=lfs -text
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+ outputs/l2a_style/stage2/checkpoint-25/optimizer.pt filter=lfs diff=lfs merge=lfs -text
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+ outputs/l2a_style/stage2/checkpoint-50/optimizer.pt filter=lfs diff=lfs merge=lfs -text
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+ outputs/l2a_style/stage2/checkpoint-75/optimizer.pt filter=lfs diff=lfs merge=lfs -text
outputs/eval/logs/vanilla/ruler_a.log CHANGED
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- 2026-07-18:10:23:30 WARNING [config.evaluate_config:281] --limit SHOULD ONLY BE USED FOR TESTING. REAL METRICS SHOULD NOT BE COMPUTED USING LIMIT.
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- 2026-07-18:10:23:34 INFO [_cli.run:376] Selected Tasks: ['niah_single_1', 'niah_single_3', 'niah_multikey_2', 'niah_multiquery', 'ruler_vt', 'ruler_fwe', 'ruler_qa_hotpot']
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- 2026-07-18:10:23:35 INFO [evaluator:211] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
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- 2026-07-18:10:23:35 INFO [evaluator:236] Initializing hf model, with arguments: {'pretrained': '/workspace', 'trust_remote_code': True, 'dtype': 'bfloat16', 'max_length': 16384, 'attn_implementation': 'sdpa'}
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- 2026-07-18:10:23:38 INFO [models.huggingface:161] Using device 'cuda:0'
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- 2026-07-18:10:23:38 INFO [models.huggingface:423] Model parallel was set to False, max memory was not set, and device map was set to {'': 'cuda:0'}
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- 2026-07-18:10:23:48 WARNING [api.task:856] niah_single_1: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
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  For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.
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- 2026-07-18:10:23:48 INFO [tasks.ruler.common_utils:26] Using tokenizer /workspace for synthetic tasks.
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- 2026-07-18:10:23:57 WARNING [api.task:856] niah_single_3: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
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  For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.
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- 2026-07-18:10:24:07 WARNING [api.task:856] niah_multikey_2: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
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  For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.
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- 2026-07-18:10:24:14 WARNING [api.task:856] niah_multiquery: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
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- 2026-07-18:10:24:24 WARNING [api.task:856] ruler_vt: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
 
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  For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.
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- 2026-07-18:10:24:24 INFO [tasks.ruler.common_utils:26] Using tokenizer /workspace for synthetic tasks.
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  Max length 500 | Current length 307 | Noises: 5
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  Max length 500 | Current length 410 | Noises: 10
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  Max length 500 | Current length 531 | Noises: 15
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  Num noises: 10
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  Max length 8192 | Current length 791 | Noises: 10
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  Max length 8192 | Current length 1025 | Noises: 20
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  Max length 8192 | Current length 1273 | Noises: 30
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  49%|β–ˆβ–ˆβ–ˆβ–ˆβ–Š | 243/500 [00:04<00:04, 59.20it/s]
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  97%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹| 483/500 [00:08<00:00, 58.83it/s]
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- 2026-07-18:10:24:33 WARNING [api.task:856] ruler_fwe: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
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  12%|β–ˆβ– | 60/500 [00:01<00:07, 59.22it/s]
 
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  47%|β–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 237/500 [00:04<00:04, 57.69it/s]
 
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  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰ | 295/500 [00:05<00:03, 56.89it/s]
 
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  70%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 352/500 [00:06<00:02, 56.14it/s]
 
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- 2026-07-18:10:24:46 WARNING [api.task:856] ruler_qa_hotpot: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
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  For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.
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  Traceback (most recent call last):
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  File "/opt/conda/lib/python3.11/site-packages/urllib3/connection.py", line 198, in _new_conn
@@ -157,7 +158,7 @@ Traceback (most recent call last):
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  ^^^^^^^^^^^^^^^^
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  File "/opt/conda/lib/python3.11/site-packages/urllib3/connection.py", line 207, in _new_conn
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  raise ConnectTimeoutError(
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- urllib3.exceptions.ConnectTimeoutError: (<urllib3.connection.HTTPConnection object at 0x7f3b9aabcbd0>, 'Connection to curtis.ml.cmu.edu timed out. (connect timeout=None)')
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  The above exception was the direct cause of the following exception:
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  File "/opt/conda/lib/python3.11/site-packages/urllib3/util/retry.py", line 519, in increment
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  raise MaxRetryError(_pool, url, reason) from reason # type: ignore[arg-type]
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  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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- urllib3.exceptions.MaxRetryError: HTTPConnectionPool(host='curtis.ml.cmu.edu', port=80): Max retries exceeded with url: /datasets/hotpot/hotpot_dev_distractor_v1.json (Caused by ConnectTimeoutError(<urllib3.connection.HTTPConnection object at 0x7f3b9aabcbd0>, 'Connection to curtis.ml.cmu.edu timed out. (connect timeout=None)'))
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  During handling of the above exception, another exception occurred:
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  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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  File "/opt/conda/lib/python3.11/site-packages/requests/adapters.py", line 665, in send
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  raise ConnectTimeout(e, request=request)
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- requests.exceptions.ConnectTimeout: HTTPConnectionPool(host='curtis.ml.cmu.edu', port=80): Max retries exceeded with url: /datasets/hotpot/hotpot_dev_distractor_v1.json (Caused by ConnectTimeoutError(<urllib3.connection.HTTPConnection object at 0x7f3b9aabcbd0>, 'Connection to curtis.ml.cmu.edu timed out. (connect timeout=None)'))
 
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+ 2026-07-18:10:33:06 WARNING [config.evaluate_config:281] --limit SHOULD ONLY BE USED FOR TESTING. REAL METRICS SHOULD NOT BE COMPUTED USING LIMIT.
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+ 2026-07-18:10:33:10 INFO [_cli.run:376] Selected Tasks: ['niah_single_1', 'niah_single_3', 'niah_multikey_2', 'niah_multiquery', 'ruler_vt', 'ruler_fwe', 'ruler_qa_hotpot']
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+ 2026-07-18:10:33:11 INFO [evaluator:211] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
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+ 2026-07-18:10:33:11 INFO [evaluator:236] Initializing hf model, with arguments: {'pretrained': '/workspace', 'trust_remote_code': True, 'dtype': 'bfloat16', 'max_length': 16384, 'attn_implementation': 'sdpa'}
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+ 2026-07-18:10:33:14 INFO [models.huggingface:161] Using device 'cuda:0'
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+ 2026-07-18:10:33:14 INFO [models.huggingface:423] Model parallel was set to False, max memory was not set, and device map was set to {'': 'cuda:0'}
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+ 2026-07-18:10:33:24 WARNING [api.task:856] niah_single_1: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
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  For example --metadata='{"max_seq_lengths":[4096, 8192]}'. For details see task Readme.
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+ 2026-07-18:10:34:01 INFO [tasks.ruler.common_utils:26] Using tokenizer /workspace for synthetic tasks.
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+ 2026-07-18:10:34:10 WARNING [api.task:856] ruler_fwe: Custom kwargs can be passed to `--metadata` in console (as json string) or to the TaskManager.
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  Traceback (most recent call last):
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  File "/opt/conda/lib/python3.11/site-packages/urllib3/connection.py", line 198, in _new_conn
 
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  ^^^^^^^^^^^^^^^^
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+ urllib3.exceptions.ConnectTimeoutError: (<urllib3.connection.HTTPConnection object at 0x7f26ff495550>, 'Connection to curtis.ml.cmu.edu timed out. (connect timeout=None)')
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  The above exception was the direct cause of the following exception:
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  raise MaxRetryError(_pool, url, reason) from reason # type: ignore[arg-type]
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  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ urllib3.exceptions.MaxRetryError: HTTPConnectionPool(host='curtis.ml.cmu.edu', port=80): Max retries exceeded with url: /datasets/hotpot/hotpot_dev_distractor_v1.json (Caused by ConnectTimeoutError(<urllib3.connection.HTTPConnection object at 0x7f26ff495550>, 'Connection to curtis.ml.cmu.edu timed out. (connect timeout=None)'))
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  During handling of the above exception, another exception occurred:
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239
  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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241
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+ requests.exceptions.ConnectTimeout: HTTPConnectionPool(host='curtis.ml.cmu.edu', port=80): Max retries exceeded with url: /datasets/hotpot/hotpot_dev_distractor_v1.json (Caused by ConnectTimeoutError(<urllib3.connection.HTTPConnection object at 0x7f26ff495550>, 'Connection to curtis.ml.cmu.edu timed out. (connect timeout=None)'))