Files
frankenstallm/source/eval/outputs/pipeline.log
ModelHub XC d4abdb70fa 初始化项目,由ModelHub XC社区提供模型
Model: pathcosmos/frankenstallm
Source: Original Platform
2026-07-14 04:21:16 +08:00

657 lines
64 KiB
Plaintext
Raw Permalink Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

2026-03-05 03:18:13 [INFO] ========================================================================
2026-03-05 03:18:13 [INFO] FRANKENSTALLM 3B — Full Evaluation Pipeline
2026-03-05 03:18:13 [INFO] ========================================================================
2026-03-05 03:18:13 [INFO] Checkpoint : /PROJECT/0325120031_A/ghong/taketimes/llm-bang/checkpoints/korean_3b_fp8_run1/checkpoint-0057000
2026-03-05 03:18:13 [INFO] Tokenizer : /PROJECT/0325120031_A/ghong/taketimes/llm-bang/tokenizer/korean_sp/tokenizer.json
2026-03-05 03:18:13 [INFO] Data dir : /PROJECT/0325120031_A/ghong/taketimes/llm-bang/data
2026-03-05 03:18:13 [INFO] Output dir : /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318
2026-03-05 03:18:13 [INFO] GPUs : [2, 3, 4, 5, 6, 7]
2026-03-05 03:18:13 [INFO] SEQ_LEN : 2048 STRIDE: 512 BATCH_SIZE: 32
2026-03-05 03:18:13 [INFO] Phases : phase0=run phase1=run phase2=run
2026-03-05 03:18:13 [INFO]
2026-03-05 03:18:13 [INFO] ------------------------------------------------------------------------
2026-03-05 03:18:13 [INFO] PHASE 0 — HF Checkpoint Conversion
2026-03-05 03:18:13 [INFO] ------------------------------------------------------------------------
2026-03-05 03:18:13 [INFO] Running: /usr/bin/python /PROJECT/0325120031_A/ghong/taketimes/llm-bang/scripts/convert_to_hf.py --checkpoint /PROJECT/0325120031_A/ghong/taketimes/llm-bang/checkpoints/korean_3b_fp8_run1/checkpoint-0057000 --output /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000 --tokenizer /PROJECT/0325120031_A/ghong/taketimes/llm-bang/tokenizer/korean_sp/tokenizer.json
/usr/local/lib/python3.12/dist-packages/torch/library.py:356: UserWarning: Warning only once for all operators, other operators may also be overridden.
Overriding a previously registered kernel for the same operator and the same dispatch key
operator: flash_attn::_flash_attn_backward(Tensor dout, Tensor q, Tensor k, Tensor v, Tensor out, Tensor softmax_lse, Tensor(a6!)? dq, Tensor(a7!)? dk, Tensor(a8!)? dv, float dropout_p, float softmax_scale, bool causal, SymInt window_size_left, SymInt window_size_right, float softcap, Tensor? alibi_slopes, bool deterministic, Tensor? rng_state=None) -> Tensor
registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922
dispatch key: ADInplaceOrView
previous kernel: no debug info
new kernel: registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922 (Triggered internally at /opt/pytorch/pytorch/aten/src/ATen/core/dispatch/OperatorEntry.cpp:208.)
self.m.impl(
Checkpoint : /PROJECT/0325120031_A/ghong/taketimes/llm-bang/checkpoints/korean_3b_fp8_run1/checkpoint-0057000
Output : /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000
Model : d_model=3072, n_layers=28, vocab_size=64000, use_fp8=True
Loading model.pt ...
Source keys: 255
Remapping weight names ...
Destination keys: 171
Saving model.safetensors ...
Saved config.json
Copied tokenizer: /PROJECT/0325120031_A/ghong/taketimes/llm-bang/tokenizer/korean_sp/tokenizer.json -> /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000/tokenizer.json
Done! HF model saved to: /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000
Verify: ls -lh /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000
2026-03-05 03:18:30 [INFO] HF checkpoint saved to: /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000
2026-03-05 03:18:30 [INFO] Phase 0 complete in 17s.
2026-03-05 03:18:30 [INFO]
2026-03-05 03:18:30 [INFO] ------------------------------------------------------------------------
2026-03-05 03:18:30 [INFO] PHASE 1 — Internal Evaluation — 6 GPU Parallel
2026-03-05 03:18:30 [INFO] ------------------------------------------------------------------------
2026-03-05 03:18:30 [INFO] Submitted: GPU 5 — Calibration + Token NLL
2026-03-05 03:18:30 [INFO] Submitted: GPU 6 — Generation (15 prompts × 4 temps)
2026-03-05 03:18:30 [INFO] Submitted: GPU 7 — Repetition grid (12 × 5)
2026-03-05 03:18:30 [INFO] Submitted: GPU 2 — PPL: 3b_val.bin
2026-03-05 03:18:30 [INFO] Submitted: GPU 3 — PPL: korean_c4 + korean_val
2026-03-05 03:18:30 [INFO] Submitted: GPU 4 — PPL: hplt_ko + cc100_ko + PPL: 7 cosmo files + PPL: 7 remaining files
/usr/local/lib/python3.12/dist-packages/torch/library.py:356: UserWarning: Warning only once for all operators, other operators may also be overridden.
Overriding a previously registered kernel for the same operator and the same dispatch key
operator: flash_attn::_flash_attn_backward(Tensor dout, Tensor q, Tensor k, Tensor v, Tensor out, Tensor softmax_lse, Tensor(a6!)? dq, Tensor(a7!)? dk, Tensor(a8!)? dv, float dropout_p, float softmax_scale, bool causal, SymInt window_size_left, SymInt window_size_right, float softcap, Tensor? alibi_slopes, bool deterministic, Tensor? rng_state=None) -> Tensor
registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922
dispatch key: ADInplaceOrView
previous kernel: no debug info
new kernel: registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922 (Triggered internally at /opt/pytorch/pytorch/aten/src/ATen/core/dispatch/OperatorEntry.cpp:208.)
self.m.impl(
/usr/local/lib/python3.12/dist-packages/torch/library.py:356: UserWarning: Warning only once for all operators, other operators may also be overridden.
Overriding a previously registered kernel for the same operator and the same dispatch key
operator: flash_attn::_flash_attn_backward(Tensor dout, Tensor q, Tensor k, Tensor v, Tensor out, Tensor softmax_lse, Tensor(a6!)? dq, Tensor(a7!)? dk, Tensor(a8!)? dv, float dropout_p, float softmax_scale, bool causal, SymInt window_size_left, SymInt window_size_right, float softcap, Tensor? alibi_slopes, bool deterministic, Tensor? rng_state=None) -> Tensor
registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922
dispatch key: ADInplaceOrView
previous kernel: no debug info
new kernel: registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922 (Triggered internally at /opt/pytorch/pytorch/aten/src/ATen/core/dispatch/OperatorEntry.cpp:208.)
self.m.impl(
/usr/local/lib/python3.12/dist-packages/torch/library.py:356: UserWarning: Warning only once for all operators, other operators may also be overridden.
Overriding a previously registered kernel for the same operator and the same dispatch key
operator: flash_attn::_flash_attn_backward(Tensor dout, Tensor q, Tensor k, Tensor v, Tensor out, Tensor softmax_lse, Tensor(a6!)? dq, Tensor(a7!)? dk, Tensor(a8!)? dv, float dropout_p, float softmax_scale, bool causal, SymInt window_size_left, SymInt window_size_right, float softcap, Tensor? alibi_slopes, bool deterministic, Tensor? rng_state=None) -> Tensor
registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922
dispatch key: ADInplaceOrView
previous kernel: no debug info
new kernel: registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922 (Triggered internally at /opt/pytorch/pytorch/aten/src/ATen/core/dispatch/OperatorEntry.cpp:208.)
self.m.impl(
/usr/local/lib/python3.12/dist-packages/torch/library.py:356: UserWarning: Warning only once for all operators, other operators may also be overridden.
Overriding a previously registered kernel for the same operator and the same dispatch key
operator: flash_attn::_flash_attn_backward(Tensor dout, Tensor q, Tensor k, Tensor v, Tensor out, Tensor softmax_lse, Tensor(a6!)? dq, Tensor(a7!)? dk, Tensor(a8!)? dv, float dropout_p, float softmax_scale, bool causal, SymInt window_size_left, SymInt window_size_right, float softcap, Tensor? alibi_slopes, bool deterministic, Tensor? rng_state=None) -> Tensor
registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922
dispatch key: ADInplaceOrView
previous kernel: no debug info
new kernel: registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922 (Triggered internally at /opt/pytorch/pytorch/aten/src/ATen/core/dispatch/OperatorEntry.cpp:208.)
self.m.impl(
/usr/local/lib/python3.12/dist-packages/torch/library.py:356: UserWarning: Warning only once for all operators, other operators may also be overridden.
Overriding a previously registered kernel for the same operator and the same dispatch key
operator: flash_attn::_flash_attn_backward(Tensor dout, Tensor q, Tensor k, Tensor v, Tensor out, Tensor softmax_lse, Tensor(a6!)? dq, Tensor(a7!)? dk, Tensor(a8!)? dv, float dropout_p, float softmax_scale, bool causal, SymInt window_size_left, SymInt window_size_right, float softcap, Tensor? alibi_slopes, bool deterministic, Tensor? rng_state=None) -> Tensor
registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922
dispatch key: ADInplaceOrView
previous kernel: no debug info
new kernel: registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922 (Triggered internally at /opt/pytorch/pytorch/aten/src/ATen/core/dispatch/OperatorEntry.cpp:208.)
self.m.impl(
/usr/local/lib/python3.12/dist-packages/torch/library.py:356: UserWarning: Warning only once for all operators, other operators may also be overridden.
Overriding a previously registered kernel for the same operator and the same dispatch key
operator: flash_attn::_flash_attn_backward(Tensor dout, Tensor q, Tensor k, Tensor v, Tensor out, Tensor softmax_lse, Tensor(a6!)? dq, Tensor(a7!)? dk, Tensor(a8!)? dv, float dropout_p, float softmax_scale, bool causal, SymInt window_size_left, SymInt window_size_right, float softcap, Tensor? alibi_slopes, bool deterministic, Tensor? rng_state=None) -> Tensor
registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922
dispatch key: ADInplaceOrView
previous kernel: no debug info
new kernel: registered at /usr/local/lib/python3.12/dist-packages/torch/_library/custom_ops.py:922 (Triggered internally at /opt/pytorch/pytorch/aten/src/ATen/core/dispatch/OperatorEntry.cpp:208.)
self.m.impl(
[PPL cuda:2] Loading model for 3b...
[PPL cuda:2] 3b: 75,681,623 tokens, 151.4 MB
[PPL_MULTI cuda:3] Loading model once for 2 files...
[PPL cuda:3] korean_c4: 15,159,838 tokens, 30.3 MB
[CALIB cuda:5] Loading model...
[CALIB cuda:5] Using 50,000 tokens from 3b_val.bin
[PPL_MULTI cuda:4] Loading model once for 16 files...
[PPL cuda:4] hplt_ko: 16,165,735 tokens, 32.3 MB
[DCTN-0301014756:3083641:0:3084057] Caught signal 11 (Segmentation fault: address not mapped to object at address (nil))
2026-03-05 03:18:48 [ERROR] [FAILED] GPU 5 — Calibration + Token NLL
Traceback (most recent call last):
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
concurrent.futures.process.BrokenProcessPool: A process in the process pool was terminated abruptly while the future was running or pending.
2026-03-05 03:18:48 [ERROR] [FAILED] GPU 6 — Generation (15 prompts × 4 temps)
Traceback (most recent call last):
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
concurrent.futures.process.BrokenProcessPool: A process in the process pool was terminated abruptly while the future was running or pending.
2026-03-05 03:18:48 [ERROR] [FAILED] GPU 7 — Repetition grid (12 × 5)
Traceback (most recent call last):
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
concurrent.futures.process.BrokenProcessPool: A process in the process pool was terminated abruptly while the future was running or pending.
2026-03-05 03:18:48 [ERROR] [FAILED] GPU 2 — PPL: 3b_val.bin
Traceback (most recent call last):
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
concurrent.futures.process.BrokenProcessPool: A process in the process pool was terminated abruptly while the future was running or pending.
2026-03-05 03:18:48 [ERROR] [FAILED] GPU 3 — PPL: korean_c4 + korean_val
Traceback (most recent call last):
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
concurrent.futures.process.BrokenProcessPool: A process in the process pool was terminated abruptly while the future was running or pending.
2026-03-05 03:18:48 [ERROR] [FAILED] GPU 4 — PPL: hplt_ko + cc100_ko + PPL: 7 cosmo files + PPL: 7 remaining files
Traceback (most recent call last):
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
File "/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/full_eval_pipeline.py", line 515, in run_phase1
result = fut.result()
^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 449, in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/concurrent/futures/_base.py", line 401, in __get_result
raise self._exception
concurrent.futures.process.BrokenProcessPool: A process in the process pool was terminated abruptly while the future was running or pending.
2026-03-05 03:18:50 [INFO] Phase 1 complete: 0 succeeded, 6 failed
2026-03-05 03:18:50 [INFO] Phase 1 results saved: /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/phase1_results.json
2026-03-05 03:18:50 [INFO] Phase 1 complete in 19s.
2026-03-05 03:18:50 [INFO]
2026-03-05 03:18:50 [INFO] ------------------------------------------------------------------------
2026-03-05 03:18:50 [INFO] PHASE 2 — lm-eval Benchmarks — 6 GPU Parallel
2026-03-05 03:18:50 [INFO] ------------------------------------------------------------------------
2026-03-05 03:18:50 [INFO] Running 0-shot benchmarks on 8 GPUs ...
2026-03-05 03:18:50 [INFO] Submitted: [0-shot] GPU 2 — KoBEST: boolq + copa
2026-03-05 03:18:50 [INFO] Submitted: [0-shot] GPU 3 — KoBEST: hellaswag + sentineg
2026-03-05 03:18:50 [INFO] Submitted: [0-shot] GPU 4 — KoBEST: wic
2026-03-05 03:18:50 [INFO] Submitted: [0-shot] GPU 5 — HAE-RAE (all subtasks)
2026-03-05 03:18:50 [INFO] Submitted: [0-shot] GPU 6 — MMLU-KO part 1/2
2026-03-05 03:18:50 [INFO] Submitted: [0-shot] GPU 7 — MMLU-KO part 2/2
[Phase 2 [0-shot] GPU 2 — KoBEST: boolq + copa] Starting on cuda:2 — tasks: ['kobest_boolq', 'kobest_copa'], 0-shot
[Phase 2 [0-shot] GPU 3 — KoBEST: hellaswag + sentineg] Starting on cuda:3 — tasks: ['kobest_hellaswag', 'kobest_sentineg'], 0-shot
[Phase 2 [0-shot] GPU 4 — KoBEST: wic] Starting on cuda:4 — tasks: ['kobest_wic'], 0-shot
[Phase 2 [0-shot] GPU 6 — MMLU-KO part 1/2] Starting on cuda:6 — tasks: ['global_mmlu_ko_abstract_algebra', 'global_mmlu_ko_anatomy', 'global_mmlu_ko_astronomy', 'global_mmlu_ko_business_ethics', 'global_mmlu_ko_clinical_knowledge', 'global_mmlu_ko_college_biology', 'global_mmlu_ko_college_chemistry', 'global_mmlu_ko_college_computer_science', 'global_mmlu_ko_college_mathematics', 'global_mmlu_ko_college_medicine', 'global_mmlu_ko_college_physics', 'global_mmlu_ko_computer_security', 'global_mmlu_ko_conceptual_physics', 'global_mmlu_ko_econometrics', 'global_mmlu_ko_electrical_engineering', 'global_mmlu_ko_elementary_mathematics', 'global_mmlu_ko_formal_logic', 'global_mmlu_ko_global_facts', 'global_mmlu_ko_high_school_biology', 'global_mmlu_ko_high_school_chemistry', 'global_mmlu_ko_high_school_computer_science', 'global_mmlu_ko_high_school_european_history', 'global_mmlu_ko_high_school_geography', 'global_mmlu_ko_high_school_government_and_politics', 'global_mmlu_ko_high_school_macroeconomics', 'global_mmlu_ko_high_school_mathematics', 'global_mmlu_ko_high_school_microeconomics', 'global_mmlu_ko_high_school_physics', 'global_mmlu_ko_high_school_psychology'], 0-shot
[Phase 2 [0-shot] GPU 5 — HAE-RAE (all subtasks)] Starting on cuda:5 — tasks: ['haerae'], 0-shot
[Phase 2 [0-shot] GPU 7 — MMLU-KO part 2/2] Starting on cuda:7 — tasks: ['global_mmlu_ko_high_school_statistics', 'global_mmlu_ko_high_school_us_history', 'global_mmlu_ko_high_school_world_history', 'global_mmlu_ko_human_aging', 'global_mmlu_ko_human_sexuality', 'global_mmlu_ko_international_law', 'global_mmlu_ko_jurisprudence', 'global_mmlu_ko_logical_fallacies', 'global_mmlu_ko_machine_learning', 'global_mmlu_ko_management', 'global_mmlu_ko_marketing', 'global_mmlu_ko_medical_genetics', 'global_mmlu_ko_miscellaneous', 'global_mmlu_ko_moral_disputes', 'global_mmlu_ko_moral_scenarios', 'global_mmlu_ko_nutrition', 'global_mmlu_ko_philosophy', 'global_mmlu_ko_prehistory', 'global_mmlu_ko_professional_accounting', 'global_mmlu_ko_professional_law', 'global_mmlu_ko_professional_medicine', 'global_mmlu_ko_professional_psychology', 'global_mmlu_ko_public_relations', 'global_mmlu_ko_security_studies', 'global_mmlu_ko_sociology', 'global_mmlu_ko_us_foreign_policy', 'global_mmlu_ko_virology', 'global_mmlu_ko_world_religions'], 0-shot
2026-03-05 03:18:50 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:50 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:50 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:50 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:50 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:50 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:53 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:53 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:53 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:53 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:53 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_statistics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_us_history' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_world_history' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_human_aging' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_human_sexuality' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_international_law' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_jurisprudence' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_logical_fallacies' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_machine_learning' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_management' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_marketing' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_medical_genetics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_miscellaneous' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_moral_disputes' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_moral_scenarios' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_nutrition' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_philosophy' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_prehistory' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_professional_accounting' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_professional_law' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_professional_medicine' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_professional_psychology' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_public_relations' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_security_studies' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_sociology' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_us_foreign_policy' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_virology' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_world_religions' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_abstract_algebra' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_anatomy' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_astronomy' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_business_ethics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_clinical_knowledge' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_biology' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_chemistry' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_computer_science' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_mathematics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_medicine' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_physics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_computer_security' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_conceptual_physics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_econometrics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_electrical_engineering' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_elementary_mathematics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_formal_logic' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_global_facts' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_biology' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_chemistry' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_computer_science' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_european_history' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_geography' not found in lm_eval registry — skipping.
[LM_EVAL] Starting on cuda:7 (CUDA_VISIBLE_DEVICES=7), tasks=['global_mmlu_ko_high_school_statistics', 'global_mmlu_ko_high_school_us_history', 'global_mmlu_ko_high_school_world_history', 'global_mmlu_ko_human_aging', 'global_mmlu_ko_human_sexuality', 'global_mmlu_ko_international_law', 'global_mmlu_ko_jurisprudence', 'global_mmlu_ko_logical_fallacies', 'global_mmlu_ko_machine_learning', 'global_mmlu_ko_management', 'global_mmlu_ko_marketing', 'global_mmlu_ko_medical_genetics', 'global_mmlu_ko_miscellaneous', 'global_mmlu_ko_moral_disputes', 'global_mmlu_ko_moral_scenarios', 'global_mmlu_ko_nutrition', 'global_mmlu_ko_philosophy', 'global_mmlu_ko_prehistory', 'global_mmlu_ko_professional_accounting', 'global_mmlu_ko_professional_law', 'global_mmlu_ko_professional_medicine', 'global_mmlu_ko_professional_psychology', 'global_mmlu_ko_public_relations', 'global_mmlu_ko_security_studies', 'global_mmlu_ko_sociology', 'global_mmlu_ko_us_foreign_policy', 'global_mmlu_ko_virology', 'global_mmlu_ko_world_religions'], num_fewshot=0
[LM_EVAL] No valid tasks to evaluate.
[Phase 2 [0-shot] GPU 7 — MMLU-KO part 2/2] Done.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_government_and_politics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_macroeconomics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_mathematics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_microeconomics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_physics' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_psychology' not found in lm_eval registry — skipping.
2026-03-05 03:18:53 [INFO] [DONE] [0-shot] GPU 7 — MMLU-KO part 2/2
[LM_EVAL] Starting on cuda:6 (CUDA_VISIBLE_DEVICES=6), tasks=['global_mmlu_ko_abstract_algebra', 'global_mmlu_ko_anatomy', 'global_mmlu_ko_astronomy', 'global_mmlu_ko_business_ethics', 'global_mmlu_ko_clinical_knowledge', 'global_mmlu_ko_college_biology', 'global_mmlu_ko_college_chemistry', 'global_mmlu_ko_college_computer_science', 'global_mmlu_ko_college_mathematics', 'global_mmlu_ko_college_medicine', 'global_mmlu_ko_college_physics', 'global_mmlu_ko_computer_security', 'global_mmlu_ko_conceptual_physics', 'global_mmlu_ko_econometrics', 'global_mmlu_ko_electrical_engineering', 'global_mmlu_ko_elementary_mathematics', 'global_mmlu_ko_formal_logic', 'global_mmlu_ko_global_facts', 'global_mmlu_ko_high_school_biology', 'global_mmlu_ko_high_school_chemistry', 'global_mmlu_ko_high_school_computer_science', 'global_mmlu_ko_high_school_european_history', 'global_mmlu_ko_high_school_geography', 'global_mmlu_ko_high_school_government_and_politics', 'global_mmlu_ko_high_school_macroeconomics', 'global_mmlu_ko_high_school_mathematics', 'global_mmlu_ko_high_school_microeconomics', 'global_mmlu_ko_high_school_physics', 'global_mmlu_ko_high_school_psychology'], num_fewshot=0
[LM_EVAL] No valid tasks to evaluate.
[Phase 2 [0-shot] GPU 6 — MMLU-KO part 1/2] Done.
2026-03-05 03:18:53 [INFO] [DONE] [0-shot] GPU 6 — MMLU-KO part 1/2
2026-03-05 03:18:53 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:53 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:54 [WARNING] [LM_EVAL] Batch evaluation failed (lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'). Falling back to per-task evaluation.
2026-03-05 03:18:54 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:54 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:54 [WARNING] [LM_EVAL] Task 'kobest_wic' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
[LM_EVAL] Starting on cuda:4 (CUDA_VISIBLE_DEVICES=4), tasks=['kobest_wic'], num_fewshot=0
[LM_EVAL] Evaluating 1 task(s) together: ['kobest_wic']
[LM_EVAL] Evaluating task 'kobest_wic' individually...
[LM_EVAL] Evaluation complete in 1.6s
[LM_EVAL] Skipped tasks: ['kobest_wic']
[Phase 2 [0-shot] GPU 4 — KoBEST: wic] Done.
2026-03-05 03:18:54 [INFO] [DONE] [0-shot] GPU 4 — KoBEST: wic
2026-03-05 03:18:55 [WARNING] [LM_EVAL] Batch evaluation failed (lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'). Falling back to per-task evaluation.
2026-03-05 03:18:55 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:55 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:55 [WARNING] [LM_EVAL] Task 'kobest_hellaswag' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
2026-03-05 03:18:55 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:55 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:55 [WARNING] [LM_EVAL] Task 'kobest_sentineg' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
[LM_EVAL] Starting on cuda:3 (CUDA_VISIBLE_DEVICES=3), tasks=['kobest_hellaswag', 'kobest_sentineg'], num_fewshot=0
[LM_EVAL] Evaluating 2 task(s) together: ['kobest_hellaswag', 'kobest_sentineg']
[LM_EVAL] Evaluating task 'kobest_hellaswag' individually...
[LM_EVAL] Evaluating task 'kobest_sentineg' individually...
[LM_EVAL] Evaluation complete in 1.6s
[LM_EVAL] Skipped tasks: ['kobest_hellaswag', 'kobest_sentineg']
[Phase 2 [0-shot] GPU 3 — KoBEST: hellaswag + sentineg] Done.
2026-03-05 03:18:55 [INFO] [DONE] [0-shot] GPU 3 — KoBEST: hellaswag + sentineg
2026-03-05 03:18:55 [WARNING] [LM_EVAL] Batch evaluation failed (lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'). Falling back to per-task evaluation.
2026-03-05 03:18:55 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:55 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:55 [WARNING] [LM_EVAL] Task 'kobest_boolq' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
2026-03-05 03:18:55 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:55 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:55 [WARNING] [LM_EVAL] Task 'kobest_copa' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
[LM_EVAL] Starting on cuda:2 (CUDA_VISIBLE_DEVICES=2), tasks=['kobest_boolq', 'kobest_copa'], num_fewshot=0
[LM_EVAL] Evaluating 2 task(s) together: ['kobest_boolq', 'kobest_copa']
[LM_EVAL] Evaluating task 'kobest_boolq' individually...
[LM_EVAL] Evaluating task 'kobest_copa' individually...
[LM_EVAL] Evaluation complete in 1.6s
[LM_EVAL] Skipped tasks: ['kobest_boolq', 'kobest_copa']
[Phase 2 [0-shot] GPU 2 — KoBEST: boolq + copa] Done.
2026-03-05 03:18:55 [INFO] [DONE] [0-shot] GPU 2 — KoBEST: boolq + copa
2026-03-05 03:18:55 [WARNING] [LM_EVAL] Batch evaluation failed (lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'). Falling back to per-task evaluation.
2026-03-05 03:18:55 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:55 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:55 [WARNING] [LM_EVAL] Task 'haerae' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
[LM_EVAL] Starting on cuda:5 (CUDA_VISIBLE_DEVICES=5), tasks=['haerae'], num_fewshot=0
[LM_EVAL] Evaluating 1 task(s) together: ['haerae']
[LM_EVAL] Evaluating task 'haerae' individually...
[LM_EVAL] Evaluation complete in 1.6s
[LM_EVAL] Skipped tasks: ['haerae']
[Phase 2 [0-shot] GPU 5 — HAE-RAE (all subtasks)] Done.
2026-03-05 03:18:55 [INFO] [DONE] [0-shot] GPU 5 — HAE-RAE (all subtasks)
2026-03-05 03:18:55 [INFO] Phase 2 (0-shot) complete: 6 succeeded, 0 failed
2026-03-05 03:18:55 [INFO] Attempting 5-shot benchmarks ...
2026-03-05 03:18:55 [INFO] Submitted: [5-shot] GPU 2 — KoBEST: boolq + copa
2026-03-05 03:18:55 [INFO] Submitted: [5-shot] GPU 3 — KoBEST: hellaswag + sentineg
2026-03-05 03:18:55 [INFO] Submitted: [5-shot] GPU 4 — KoBEST: wic
2026-03-05 03:18:55 [INFO] Submitted: [5-shot] GPU 5 — HAE-RAE (all subtasks)
2026-03-05 03:18:55 [INFO] Submitted: [5-shot] GPU 6 — MMLU-KO part 1/2
2026-03-05 03:18:55 [INFO] Submitted: [5-shot] GPU 7 — MMLU-KO part 2/2
[Phase 2 [5-shot] GPU 2 — KoBEST: boolq + copa] Starting on cuda:2 — tasks: ['kobest_boolq', 'kobest_copa'], 5-shot
[Phase 2 [5-shot] GPU 3 — KoBEST: hellaswag + sentineg] Starting on cuda:3 — tasks: ['kobest_hellaswag', 'kobest_sentineg'], 5-shot
[Phase 2 [5-shot] GPU 4 — KoBEST: wic] Starting on cuda:4 — tasks: ['kobest_wic'], 5-shot
[Phase 2 [5-shot] GPU 5 — HAE-RAE (all subtasks)] Starting on cuda:5 — tasks: ['haerae'], 5-shot
[Phase 2 [5-shot] GPU 6 — MMLU-KO part 1/2] Starting on cuda:6 — tasks: ['global_mmlu_ko_abstract_algebra', 'global_mmlu_ko_anatomy', 'global_mmlu_ko_astronomy', 'global_mmlu_ko_business_ethics', 'global_mmlu_ko_clinical_knowledge', 'global_mmlu_ko_college_biology', 'global_mmlu_ko_college_chemistry', 'global_mmlu_ko_college_computer_science', 'global_mmlu_ko_college_mathematics', 'global_mmlu_ko_college_medicine', 'global_mmlu_ko_college_physics', 'global_mmlu_ko_computer_security', 'global_mmlu_ko_conceptual_physics', 'global_mmlu_ko_econometrics', 'global_mmlu_ko_electrical_engineering', 'global_mmlu_ko_elementary_mathematics', 'global_mmlu_ko_formal_logic', 'global_mmlu_ko_global_facts', 'global_mmlu_ko_high_school_biology', 'global_mmlu_ko_high_school_chemistry', 'global_mmlu_ko_high_school_computer_science', 'global_mmlu_ko_high_school_european_history', 'global_mmlu_ko_high_school_geography', 'global_mmlu_ko_high_school_government_and_politics', 'global_mmlu_ko_high_school_macroeconomics', 'global_mmlu_ko_high_school_mathematics', 'global_mmlu_ko_high_school_microeconomics', 'global_mmlu_ko_high_school_physics', 'global_mmlu_ko_high_school_psychology'], 5-shot
[Phase 2 [5-shot] GPU 7 — MMLU-KO part 2/2] Starting on cuda:7 — tasks: ['global_mmlu_ko_high_school_statistics', 'global_mmlu_ko_high_school_us_history', 'global_mmlu_ko_high_school_world_history', 'global_mmlu_ko_human_aging', 'global_mmlu_ko_human_sexuality', 'global_mmlu_ko_international_law', 'global_mmlu_ko_jurisprudence', 'global_mmlu_ko_logical_fallacies', 'global_mmlu_ko_machine_learning', 'global_mmlu_ko_management', 'global_mmlu_ko_marketing', 'global_mmlu_ko_medical_genetics', 'global_mmlu_ko_miscellaneous', 'global_mmlu_ko_moral_disputes', 'global_mmlu_ko_moral_scenarios', 'global_mmlu_ko_nutrition', 'global_mmlu_ko_philosophy', 'global_mmlu_ko_prehistory', 'global_mmlu_ko_professional_accounting', 'global_mmlu_ko_professional_law', 'global_mmlu_ko_professional_medicine', 'global_mmlu_ko_professional_psychology', 'global_mmlu_ko_public_relations', 'global_mmlu_ko_security_studies', 'global_mmlu_ko_sociology', 'global_mmlu_ko_us_foreign_policy', 'global_mmlu_ko_virology', 'global_mmlu_ko_world_religions'], 5-shot
2026-03-05 03:18:56 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:56 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:56 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:56 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:56 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:56 [INFO] TensorFlow version 2.20.0 available.
2026-03-05 03:18:58 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:58 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:58 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:58 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:58 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:58 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:58 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:18:58 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_statistics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_us_history' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_world_history' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_human_aging' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_human_sexuality' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_international_law' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_jurisprudence' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_logical_fallacies' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_machine_learning' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_management' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_marketing' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_medical_genetics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_miscellaneous' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_moral_disputes' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_moral_scenarios' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_nutrition' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_philosophy' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_prehistory' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_professional_accounting' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_professional_law' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_professional_medicine' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_professional_psychology' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_public_relations' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_security_studies' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_sociology' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_us_foreign_policy' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_virology' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_world_religions' not found in lm_eval registry — skipping.
[LM_EVAL] Starting on cuda:7 (CUDA_VISIBLE_DEVICES=7), tasks=['global_mmlu_ko_high_school_statistics', 'global_mmlu_ko_high_school_us_history', 'global_mmlu_ko_high_school_world_history', 'global_mmlu_ko_human_aging', 'global_mmlu_ko_human_sexuality', 'global_mmlu_ko_international_law', 'global_mmlu_ko_jurisprudence', 'global_mmlu_ko_logical_fallacies', 'global_mmlu_ko_machine_learning', 'global_mmlu_ko_management', 'global_mmlu_ko_marketing', 'global_mmlu_ko_medical_genetics', 'global_mmlu_ko_miscellaneous', 'global_mmlu_ko_moral_disputes', 'global_mmlu_ko_moral_scenarios', 'global_mmlu_ko_nutrition', 'global_mmlu_ko_philosophy', 'global_mmlu_ko_prehistory', 'global_mmlu_ko_professional_accounting', 'global_mmlu_ko_professional_law', 'global_mmlu_ko_professional_medicine', 'global_mmlu_ko_professional_psychology', 'global_mmlu_ko_public_relations', 'global_mmlu_ko_security_studies', 'global_mmlu_ko_sociology', 'global_mmlu_ko_us_foreign_policy', 'global_mmlu_ko_virology', 'global_mmlu_ko_world_religions'], num_fewshot=5
[LM_EVAL] No valid tasks to evaluate.
[Phase 2 [5-shot] GPU 7 — MMLU-KO part 2/2] Done.
2026-03-05 03:18:58 [INFO] [DONE] [5-shot] GPU 7 — MMLU-KO part 2/2
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_abstract_algebra' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_anatomy' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_astronomy' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_business_ethics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_clinical_knowledge' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_biology' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_chemistry' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_computer_science' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_mathematics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_medicine' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_college_physics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_computer_security' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_conceptual_physics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_econometrics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_electrical_engineering' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_elementary_mathematics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_formal_logic' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_global_facts' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_biology' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_chemistry' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_computer_science' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_european_history' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_geography' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_government_and_politics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_macroeconomics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_mathematics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_microeconomics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_physics' not found in lm_eval registry — skipping.
2026-03-05 03:18:58 [WARNING] [LM_EVAL] Task 'global_mmlu_ko_high_school_psychology' not found in lm_eval registry — skipping.
[LM_EVAL] Starting on cuda:6 (CUDA_VISIBLE_DEVICES=6), tasks=['global_mmlu_ko_abstract_algebra', 'global_mmlu_ko_anatomy', 'global_mmlu_ko_astronomy', 'global_mmlu_ko_business_ethics', 'global_mmlu_ko_clinical_knowledge', 'global_mmlu_ko_college_biology', 'global_mmlu_ko_college_chemistry', 'global_mmlu_ko_college_computer_science', 'global_mmlu_ko_college_mathematics', 'global_mmlu_ko_college_medicine', 'global_mmlu_ko_college_physics', 'global_mmlu_ko_computer_security', 'global_mmlu_ko_conceptual_physics', 'global_mmlu_ko_econometrics', 'global_mmlu_ko_electrical_engineering', 'global_mmlu_ko_elementary_mathematics', 'global_mmlu_ko_formal_logic', 'global_mmlu_ko_global_facts', 'global_mmlu_ko_high_school_biology', 'global_mmlu_ko_high_school_chemistry', 'global_mmlu_ko_high_school_computer_science', 'global_mmlu_ko_high_school_european_history', 'global_mmlu_ko_high_school_geography', 'global_mmlu_ko_high_school_government_and_politics', 'global_mmlu_ko_high_school_macroeconomics', 'global_mmlu_ko_high_school_mathematics', 'global_mmlu_ko_high_school_microeconomics', 'global_mmlu_ko_high_school_physics', 'global_mmlu_ko_high_school_psychology'], num_fewshot=5
[LM_EVAL] No valid tasks to evaluate.
[Phase 2 [5-shot] GPU 6 — MMLU-KO part 1/2] Done.
2026-03-05 03:18:58 [INFO] [DONE] [5-shot] GPU 6 — MMLU-KO part 1/2
2026-03-05 03:19:00 [WARNING] [LM_EVAL] Batch evaluation failed (lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'). Falling back to per-task evaluation.
2026-03-05 03:19:00 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:19:00 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:19:00 [WARNING] [LM_EVAL] Task 'kobest_hellaswag' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
2026-03-05 03:19:00 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:19:00 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:19:00 [WARNING] [LM_EVAL] Task 'kobest_sentineg' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
[LM_EVAL] Starting on cuda:3 (CUDA_VISIBLE_DEVICES=3), tasks=['kobest_hellaswag', 'kobest_sentineg'], num_fewshot=5
[LM_EVAL] Evaluating 2 task(s) together: ['kobest_hellaswag', 'kobest_sentineg']
[LM_EVAL] Evaluating task 'kobest_hellaswag' individually...
[LM_EVAL] Evaluating task 'kobest_sentineg' individually...
[LM_EVAL] Evaluation complete in 1.6s
[LM_EVAL] Skipped tasks: ['kobest_hellaswag', 'kobest_sentineg']
[Phase 2 [5-shot] GPU 3 — KoBEST: hellaswag + sentineg] Done.
2026-03-05 03:19:00 [INFO] [DONE] [5-shot] GPU 3 — KoBEST: hellaswag + sentineg
2026-03-05 03:19:00 [WARNING] [LM_EVAL] Batch evaluation failed (lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'). Falling back to per-task evaluation.
2026-03-05 03:19:00 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:19:00 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:19:00 [WARNING] [LM_EVAL] Task 'kobest_boolq' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
2026-03-05 03:19:00 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:19:00 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:19:00 [WARNING] [LM_EVAL] Task 'kobest_copa' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
[LM_EVAL] Starting on cuda:2 (CUDA_VISIBLE_DEVICES=2), tasks=['kobest_boolq', 'kobest_copa'], num_fewshot=5
[LM_EVAL] Evaluating 2 task(s) together: ['kobest_boolq', 'kobest_copa']
[LM_EVAL] Evaluating task 'kobest_boolq' individually...
[LM_EVAL] Evaluating task 'kobest_copa' individually...
[LM_EVAL] Evaluation complete in 1.6s
[LM_EVAL] Skipped tasks: ['kobest_boolq', 'kobest_copa']
[Phase 2 [5-shot] GPU 2 — KoBEST: boolq + copa] Done.
2026-03-05 03:19:00 [INFO] [DONE] [5-shot] GPU 2 — KoBEST: boolq + copa
2026-03-05 03:19:00 [WARNING] [LM_EVAL] Batch evaluation failed (lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'). Falling back to per-task evaluation.
2026-03-05 03:19:00 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:19:00 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:19:00 [WARNING] [LM_EVAL] Task 'haerae' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
[LM_EVAL] Starting on cuda:5 (CUDA_VISIBLE_DEVICES=5), tasks=['haerae'], num_fewshot=5
[LM_EVAL] Evaluating 1 task(s) together: ['haerae']
[LM_EVAL] Evaluating task 'haerae' individually...
[LM_EVAL] Evaluation complete in 1.7s
[LM_EVAL] Skipped tasks: ['haerae']
[Phase 2 [5-shot] GPU 5 — HAE-RAE (all subtasks)] Done.
2026-03-05 03:19:00 [WARNING] [LM_EVAL] Batch evaluation failed (lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'). Falling back to per-task evaluation.
2026-03-05 03:19:00 [INFO] [DONE] [5-shot] GPU 5 — HAE-RAE (all subtasks)
2026-03-05 03:19:00 [INFO] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
2026-03-05 03:19:00 [INFO] Initializing hf model, with arguments: {'pretrained':
'/PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/hf_3b_checkpoint-0057000', 'dtype':
'bfloat16', 'device': 'cuda:0'}
2026-03-05 03:19:00 [WARNING] [LM_EVAL] Task 'kobest_wic' failed: lm_eval.models.huggingface.HFLM() got multiple values for keyword argument 'device'
[LM_EVAL] Starting on cuda:4 (CUDA_VISIBLE_DEVICES=4), tasks=['kobest_wic'], num_fewshot=5
[LM_EVAL] Evaluating 1 task(s) together: ['kobest_wic']
[LM_EVAL] Evaluating task 'kobest_wic' individually...
[LM_EVAL] Evaluation complete in 1.7s
[LM_EVAL] Skipped tasks: ['kobest_wic']
[Phase 2 [5-shot] GPU 4 — KoBEST: wic] Done.
2026-03-05 03:19:00 [INFO] [DONE] [5-shot] GPU 4 — KoBEST: wic
2026-03-05 03:19:01 [INFO] Phase 2 (5-shot) complete: 6 succeeded, 0 failed
2026-03-05 03:19:01 [INFO] Phase 2 results saved: /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/phase2_results.json
2026-03-05 03:19:01 [INFO] Phase 2 complete in 11s.
2026-03-05 03:19:01 [INFO]
2026-03-05 03:19:01 [INFO] ------------------------------------------------------------------------
2026-03-05 03:19:01 [INFO] PHASE 3 — Report Generation
2026-03-05 03:19:01 [INFO] ------------------------------------------------------------------------
2026-03-05 03:19:01 [INFO] Report saved: /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/full_eval_report.md
2026-03-05 03:19:01 [INFO] Phase 3 complete in 0s.
2026-03-05 03:19:01 [INFO] ========================================================================
2026-03-05 03:19:01 [INFO] PIPELINE COMPLETE
2026-03-05 03:19:01 [INFO] ========================================================================
2026-03-05 03:19:01 [INFO] Total time : 47s
2026-03-05 03:19:01 [INFO] Output dir : /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318
2026-03-05 03:19:01 [INFO] Phase 1 results : /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/phase1_results.json
2026-03-05 03:19:01 [INFO] Phase 2 results : /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/phase2_results.json
2026-03-05 03:19:01 [INFO] Gen samples : /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/generation_samples.json
2026-03-05 03:19:01 [INFO] Report : /PROJECT/0325120031_A/ghong/taketimes/llm-bang/eval/outputs/3b_full_eval_20260305_0318/full_eval_report.md
2026-03-05 03:19:01 [INFO] Phase 1 tasks : 0 OK / 6 failed
2026-03-05 03:19:01 [INFO] Phase 2 tasks : 6 OK / 0 failed
2026-03-05 03:19:01 [INFO] ========================================================================
/usr/lib/python3.12/multiprocessing/resource_tracker.py:254: UserWarning: resource_tracker: There appear to be 60 leaked semaphore objects to clean up at shutdown
warnings.warn('resource_tracker: There appear to be %d '