diff --git "a/lm_harness_eval.md" "b/lm_harness_eval.md"
new file mode 100644--- /dev/null
+++ "b/lm_harness_eval.md"
@@ -0,0 +1,264 @@
+2025-04-28:20:12:03,746 INFO     [utils.py:146] Note: detected 128 virtual cores but NumExpr set to maximum of 64, check "NUMEXPR_MAX_THREADS" environment variable.
+2025-04-28:20:12:03,747 INFO     [utils.py:149] Note: NumExpr detected 128 cores but "NUMEXPR_MAX_THREADS" not set, so enforcing safe limit of 16.
+2025-04-28:20:12:03,747 INFO     [utils.py:162] NumExpr defaulting to 16 threads.
+2025-04-28:20:12:03,855 INFO     [config.py:58] PyTorch version 2.7.0a0+git6374332 available.
+2025-04-28:20:12:10,122 INFO     [__main__.py:132] Verbosity set to INFO
+2025-04-28:20:12:13,577 INFO     [__main__.py:205] Selected Tasks: ['arc_challenge', 'arc_easy', 'hellaswag', 'mmlu', 'openbookqa', 'piqa', 'pubmedqa', 'race', 'winogrande']
+2025-04-28:20:12:13,578 WARNING  [evaluator.py:93] generation_kwargs specified through cli, these settings will be used over set parameters in yaml tasks.
+You are attempting to use Flash Attention 2.0 with a model not initialized on GPU. Make sure to move the model to GPU after initializing it on CPU with `model.to('cuda')`.
+2025-04-28:20:14:19,930 WARNING  [task.py:301] has_training_docs and has_validation_docs are False, using test_docs as fewshot_docs but this is not recommended.
+2025-04-28:20:14:19,930 WARNING  [task.py:301] has_training_docs and has_validation_docs are False, using test_docs as fewshot_docs but this is not recommended.
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of arc_challenge from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of arc_easy from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of hellaswag from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_formal_logic from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_european_history from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_us_history from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_world_history from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_international_law from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_jurisprudence from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_logical_fallacies from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_moral_disputes from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_moral_scenarios from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_philosophy from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_prehistory from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_professional_law from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_world_religions from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_business_ethics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_clinical_knowledge from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_college_medicine from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_global_facts from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_human_aging from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_management from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_marketing from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_medical_genetics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_miscellaneous from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_nutrition from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_professional_accounting from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_professional_medicine from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_virology from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_econometrics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_geography from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_government_and_politics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_macroeconomics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_microeconomics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_psychology from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_human_sexuality from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_professional_psychology from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_public_relations from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_security_studies from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_sociology from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_us_foreign_policy from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_abstract_algebra from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_anatomy from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_astronomy from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_college_biology from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_college_chemistry from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_college_computer_science from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_college_mathematics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_college_physics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_computer_security from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_conceptual_physics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_electrical_engineering from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_elementary_mathematics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_biology from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_chemistry from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_computer_science from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_mathematics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_physics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_high_school_statistics from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of mmlu_machine_learning from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of openbookqa from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of piqa from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of pubmedqa from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of race from None to 0
+2025-04-28:20:14:22,108 WARNING  [evaluator.py:143] Overwriting default num_fewshot of winogrande from None to 0
+2025-04-28:20:14:22,108 INFO     [task.py:356] Building contexts for task on rank 0...
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+2025-04-28:20:14:34,122 INFO     [evaluator.py:319] Running loglikelihood requests
+LlamaForCausalLM(
+  (model): LlamaModel(
+    (embed_tokens): Embedding(128256, 2048)
+    (layers): ModuleList(
+      (0-15): 16 x MLADecoderLayer(
+        (mla): DeepseekV3FlashAttention2(
+          (q_a_proj): Linear(in_features=2048, out_features=1424, bias=False)
+          (q_a_layernorm): Identity()
+          (q_b_proj): Linear(in_features=1424, out_features=2048, bias=False)
+          (kv_a_proj_with_mqa): Linear(in_features=2048, out_features=96, bias=False)
+          (kv_a_layernorm): Identity()
+          (kv_b_proj): Linear(in_features=64, out_features=3072, bias=False)
+          (out_proj): Linear(in_features=2048, out_features=2048, bias=False)
+          (rotary_emb): DeepseekV3YarnRotaryEmbedding()
+        )
+        (mlp): MLP(
+          (gate_proj): Linear(in_features=2048, out_features=8192, bias=False)
+          (up_proj): Linear(in_features=2048, out_features=8192, bias=False)
+          (down_proj): Linear(in_features=8192, out_features=2048, bias=False)
+          (act_fn): SiLU()
+        )
+        (input_layernorm): DeepseekV3RMSNorm()
+        (post_attention_layernorm): DeepseekV3RMSNorm()
+      )
+    )
+    (norm): LlamaRMSNorm()
+    (rotary_emb): LlamaRotaryEmbedding()
+  )
+  (lm_head): Linear(in_features=2048, out_features=128256, bias=False)
+)
+
  0%|          | 0/124414 [00:00<?, ?it/s]We detected that you are passing `past_key_values` as a tuple and this is deprecated and will be removed in v4.43. Please use an appropriate `Cache` class (https://huggingface.co/docs/transformers/v4.41.3/en/internal/generation_utils#transformers.Cache)
+
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+fatal: detected dubious ownership in repository at '/home/guihonli@amd.com/project/amd-mla-mingyu'
+To add an exception for this directory, call:
+
+	git config --global --add safe.directory /home/guihonli@amd.com/project/amd-mla-mingyu
+mla_hybrid (pretrained=/home/guihonli@amd.com/project/amd-mla-mingyu/kv_64_q_1424_dim32_1b_8b_teacher-full-data-dpo), gen_kwargs: (), limit: None, num_fewshot: 0, batch_size: 16
+|                 Tasks                 |Version|Filter|n-shot| Metric |Value |   |Stderr|
+|---------------------------------------|-------|------|-----:|--------|-----:|---|-----:|
+|arc_challenge                          |Yaml   |none  |     0|acc     |0.3729|±  |0.0141|
+|                                       |       |none  |     0|acc_norm|0.3985|±  |0.0143|
+|arc_easy                               |Yaml   |none  |     0|acc     |0.7256|±  |0.0092|
+|                                       |       |none  |     0|acc_norm|0.6713|±  |0.0096|
+|hellaswag                              |Yaml   |none  |     0|acc     |0.4398|±  |0.0050|
+|                                       |       |none  |     0|acc_norm|0.5845|±  |0.0049|
+|mmlu                                   |N/A    |none  |     0|acc     |0.3851|±  |0.0684|
+| - humanities                          |N/A    |none  |     0|acc     |0.3609|±  |0.0565|
+|  - formal_logic                       |Yaml   |none  |     0|acc     |0.2540|±  |0.0389|
+|  - high_school_european_history       |Yaml   |none  |     0|acc     |0.4848|±  |0.0390|
+|  - high_school_us_history             |Yaml   |none  |     0|acc     |0.4510|±  |0.0349|
+|  - high_school_world_history          |Yaml   |none  |     0|acc     |0.5316|±  |0.0325|
+|  - international_law                  |Yaml   |none  |     0|acc     |0.4711|±  |0.0456|
+|  - jurisprudence                      |Yaml   |none  |     0|acc     |0.3796|±  |0.0469|
+|  - logical_fallacies                  |Yaml   |none  |     0|acc     |0.4172|±  |0.0387|
+|  - moral_disputes                     |Yaml   |none  |     0|acc     |0.3757|±  |0.0261|
+|  - moral_scenarios                    |Yaml   |none  |     0|acc     |0.2659|±  |0.0148|
+|  - philosophy                         |Yaml   |none  |     0|acc     |0.4469|±  |0.0282|
+|  - prehistory                         |Yaml   |none  |     0|acc     |0.3981|±  |0.0272|
+|  - professional_law                   |Yaml   |none  |     0|acc     |0.3227|±  |0.0119|
+|  - world_religions                    |Yaml   |none  |     0|acc     |0.4152|±  |0.0378|
+| - other                               |N/A    |none  |     0|acc     |0.4052|±  |0.0632|
+|  - business_ethics                    |Yaml   |none  |     0|acc     |0.2900|±  |0.0456|
+|  - clinical_knowledge                 |Yaml   |none  |     0|acc     |0.4453|±  |0.0306|
+|  - college_medicine                   |Yaml   |none  |     0|acc     |0.4277|±  |0.0377|
+|  - global_facts                       |Yaml   |none  |     0|acc     |0.2900|±  |0.0456|
+|  - human_aging                        |Yaml   |none  |     0|acc     |0.3453|±  |0.0319|
+|  - management                         |Yaml   |none  |     0|acc     |0.4272|±  |0.0490|
+|  - marketing                          |Yaml   |none  |     0|acc     |0.5214|±  |0.0327|
+|  - medical_genetics                   |Yaml   |none  |     0|acc     |0.4000|±  |0.0492|
+|  - miscellaneous                      |Yaml   |none  |     0|acc     |0.4508|±  |0.0178|
+|  - nutrition                          |Yaml   |none  |     0|acc     |0.4477|±  |0.0285|
+|  - professional_accounting            |Yaml   |none  |     0|acc     |0.2979|±  |0.0273|
+|  - professional_medicine              |Yaml   |none  |     0|acc     |0.3199|±  |0.0283|
+|  - virology                           |Yaml   |none  |     0|acc     |0.3916|±  |0.0380|
+| - social_sciences                     |N/A    |none  |     0|acc     |0.4277|±  |0.0676|
+|  - econometrics                       |Yaml   |none  |     0|acc     |0.2368|±  |0.0400|
+|  - high_school_geography              |Yaml   |none  |     0|acc     |0.4545|±  |0.0355|
+|  - high_school_government_and_politics|Yaml   |none  |     0|acc     |0.5078|±  |0.0361|
+|  - high_school_macroeconomics         |Yaml   |none  |     0|acc     |0.3769|±  |0.0246|
+|  - high_school_microeconomics         |Yaml   |none  |     0|acc     |0.4034|±  |0.0319|
+|  - high_school_psychology             |Yaml   |none  |     0|acc     |0.4899|±  |0.0214|
+|  - human_sexuality                    |Yaml   |none  |     0|acc     |0.4962|±  |0.0439|
+|  - professional_psychology            |Yaml   |none  |     0|acc     |0.3350|±  |0.0191|
+|  - public_relations                   |Yaml   |none  |     0|acc     |0.3818|±  |0.0465|
+|  - security_studies                   |Yaml   |none  |     0|acc     |0.4531|±  |0.0319|
+|  - sociology                          |Yaml   |none  |     0|acc     |0.5622|±  |0.0351|
+|  - us_foreign_policy                  |Yaml   |none  |     0|acc     |0.5500|±  |0.0500|
+| - stem                                |N/A    |none  |     0|acc     |0.3600|±  |0.0768|
+|  - abstract_algebra                   |Yaml   |none  |     0|acc     |0.2900|±  |0.0456|
+|  - anatomy                            |Yaml   |none  |     0|acc     |0.4000|±  |0.0423|
+|  - astronomy                          |Yaml   |none  |     0|acc     |0.4474|±  |0.0405|
+|  - college_biology                    |Yaml   |none  |     0|acc     |0.3750|±  |0.0405|
+|  - college_chemistry                  |Yaml   |none  |     0|acc     |0.3200|±  |0.0469|
+|  - college_computer_science           |Yaml   |none  |     0|acc     |0.4300|±  |0.0498|
+|  - college_mathematics                |Yaml   |none  |     0|acc     |0.3000|±  |0.0461|
+|  - college_physics                    |Yaml   |none  |     0|acc     |0.2451|±  |0.0428|
+|  - computer_security                  |Yaml   |none  |     0|acc     |0.5100|±  |0.0502|
+|  - conceptual_physics                 |Yaml   |none  |     0|acc     |0.3021|±  |0.0300|
+|  - electrical_engineering             |Yaml   |none  |     0|acc     |0.4621|±  |0.0415|
+|  - elementary_mathematics             |Yaml   |none  |     0|acc     |0.3042|±  |0.0237|
+|  - high_school_biology                |Yaml   |none  |     0|acc     |0.4903|±  |0.0284|
+|  - high_school_chemistry              |Yaml   |none  |     0|acc     |0.3645|±  |0.0339|
+|  - high_school_computer_science       |Yaml   |none  |     0|acc     |0.4500|±  |0.0500|
+|  - high_school_mathematics            |Yaml   |none  |     0|acc     |0.2741|±  |0.0272|
+|  - high_school_physics                |Yaml   |none  |     0|acc     |0.3046|±  |0.0376|
+|  - high_school_statistics             |Yaml   |none  |     0|acc     |0.3472|±  |0.0325|
+|  - machine_learning                   |Yaml   |none  |     0|acc     |0.2679|±  |0.0420|
+|openbookqa                             |Yaml   |none  |     0|acc     |0.2600|±  |0.0196|
+|                                       |       |none  |     0|acc_norm|0.3740|±  |0.0217|
+|piqa                                   |Yaml   |none  |     0|acc     |0.7334|±  |0.0103|
+|                                       |       |none  |     0|acc_norm|0.7383|±  |0.0103|
+|pubmedqa                               |Yaml   |none  |     0|acc     |0.5800|±  |0.0221|
+|race                                   |Yaml   |none  |     0|acc     |0.3981|±  |0.0151|
+|winogrande                             |Yaml   |none  |     0|acc     |0.5927|±  |0.0138|
+
+|      Groups      |Version|Filter|n-shot|Metric|Value |   |Stderr|
+|------------------|-------|------|-----:|------|-----:|---|-----:|
+|mmlu              |N/A    |none  |     0|acc   |0.3851|±  |0.0684|
+| - humanities     |N/A    |none  |     0|acc   |0.3609|±  |0.0565|
+| - other          |N/A    |none  |     0|acc   |0.4052|±  |0.0632|
+| - social_sciences|N/A    |none  |     0|acc   |0.4277|±  |0.0676|
+| - stem           |N/A    |none  |     0|acc   |0.3600|±  |0.0768|
+