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 +1,597 @@
+2025-06-11:04:05:16 INFO     [__main__:440] Selected Tasks: ['arc_challenge', 'arc_easy', 'hellaswag', 'mmlu', 'openbookqa', 'piqa', 'pubmedqa', 'race', 'winogrande']
+2025-06-11:04:05:16 INFO     [evaluator:189] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
+2025-06-11:04:05:16 INFO     [evaluator:227] Initializing hybrid model, with arguments: {'pretrained': '/home/mnt/mingyyan/checkpoints/Zebra-Llama-1B-8MLA-8Mamba-SFT'}
+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')`.
+2025-06-11:04:05:16 WARNING  [transformers.modeling_utils:329] 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')`.
+LlamaForCausalLM(
+  (model): LlamaModel(
+    (embed_tokens): Embedding(128256, 2048)
+    (layers): ModuleList(
+      (0): MLADecoderLayer(
+        (mla): DeepseekV3FlashAttention2(
+          (q_a_proj): Linear(in_features=2048, out_features=1344, bias=False)
+          (q_a_layernorm): Identity()
+          (q_b_proj): Linear(in_features=1344, out_features=2048, bias=False)
+          (kv_a_proj_with_mqa): Linear(in_features=2048, out_features=160, bias=False)
+          (kv_a_layernorm): Identity()
+          (kv_b_proj): Linear(in_features=128, out_features=768, 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()
+      )
+      (1): Mamba2DecoderLayer(
+        (mamba): Mamba2(
+          (in_proj): Linear(in_features=2048, out_features=5152, bias=False)
+          (conv1d): Conv1d(3072, 3072, kernel_size=(4,), stride=(1,), padding=(3,), groups=3072)
+          (act): SiLU()
+          (norm): RMSNorm()
+          (out_proj): Linear(in_features=2048, out_features=2048, bias=False)
+        )
+        (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): RMSNorm()
+        (post_attention_layernorm): RMSNorm()
+      )
+      (2): MLADecoderLayer(
+        (mla): DeepseekV3FlashAttention2(
+          (q_a_proj): Linear(in_features=2048, out_features=1344, bias=False)
+          (q_a_layernorm): Identity()
+          (q_b_proj): Linear(in_features=1344, out_features=2048, bias=False)
+          (kv_a_proj_with_mqa): Linear(in_features=2048, out_features=160, bias=False)
+          (kv_a_layernorm): Identity()
+          (kv_b_proj): Linear(in_features=128, out_features=768, 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()
+      )
+      (3): Mamba2DecoderLayer(
+        (mamba): Mamba2(
+          (in_proj): Linear(in_features=2048, out_features=5152, bias=False)
+          (conv1d): Conv1d(3072, 3072, kernel_size=(4,), stride=(1,), padding=(3,), groups=3072)
+          (act): SiLU()
+          (norm): RMSNorm()
+          (out_proj): Linear(in_features=2048, out_features=2048, bias=False)
+        )
+        (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): RMSNorm()
+        (post_attention_layernorm): RMSNorm()
+      )
+      (4): MLADecoderLayer(
+        (mla): DeepseekV3FlashAttention2(
+          (q_a_proj): Linear(in_features=2048, out_features=1344, bias=False)
+          (q_a_layernorm): Identity()
+          (q_b_proj): Linear(in_features=1344, out_features=2048, bias=False)
+          (kv_a_proj_with_mqa): Linear(in_features=2048, out_features=160, bias=False)
+          (kv_a_layernorm): Identity()
+          (kv_b_proj): Linear(in_features=128, out_features=768, 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()
+      )
+      (5): Mamba2DecoderLayer(
+        (mamba): Mamba2(
+          (in_proj): Linear(in_features=2048, out_features=5152, bias=False)
+          (conv1d): Conv1d(3072, 3072, kernel_size=(4,), stride=(1,), padding=(3,), groups=3072)
+          (act): SiLU()
+          (norm): RMSNorm()
+          (out_proj): Linear(in_features=2048, out_features=2048, bias=False)
+        )
+        (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): RMSNorm()
+        (post_attention_layernorm): RMSNorm()
+      )
+      (6): MLADecoderLayer(
+        (mla): DeepseekV3FlashAttention2(
+          (q_a_proj): Linear(in_features=2048, out_features=1344, bias=False)
+          (q_a_layernorm): Identity()
+          (q_b_proj): Linear(in_features=1344, out_features=2048, bias=False)
+          (kv_a_proj_with_mqa): Linear(in_features=2048, out_features=160, bias=False)
+          (kv_a_layernorm): Identity()
+          (kv_b_proj): Linear(in_features=128, out_features=768, 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()
+      )
+      (7): Mamba2DecoderLayer(
+        (mamba): Mamba2(
+          (in_proj): Linear(in_features=2048, out_features=5152, bias=False)
+          (conv1d): Conv1d(3072, 3072, kernel_size=(4,), stride=(1,), padding=(3,), groups=3072)
+          (act): SiLU()
+          (norm): RMSNorm()
+          (out_proj): Linear(in_features=2048, out_features=2048, bias=False)
+        )
+        (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): RMSNorm()
+        (post_attention_layernorm): RMSNorm()
+      )
+      (8): MLADecoderLayer(
+        (mla): DeepseekV3FlashAttention2(
+          (q_a_proj): Linear(in_features=2048, out_features=1344, bias=False)
+          (q_a_layernorm): Identity()
+          (q_b_proj): Linear(in_features=1344, out_features=2048, bias=False)
+          (kv_a_proj_with_mqa): Linear(in_features=2048, out_features=160, bias=False)
+          (kv_a_layernorm): Identity()
+          (kv_b_proj): Linear(in_features=128, out_features=768, 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()
+      )
+      (9): Mamba2DecoderLayer(
+        (mamba): Mamba2(
+          (in_proj): Linear(in_features=2048, out_features=5152, bias=False)
+          (conv1d): Conv1d(3072, 3072, kernel_size=(4,), stride=(1,), padding=(3,), groups=3072)
+          (act): SiLU()
+          (norm): RMSNorm()
+          (out_proj): Linear(in_features=2048, out_features=2048, bias=False)
+        )
+        (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): RMSNorm()
+        (post_attention_layernorm): RMSNorm()
+      )
+      (10): MLADecoderLayer(
+        (mla): DeepseekV3FlashAttention2(
+          (q_a_proj): Linear(in_features=2048, out_features=1344, bias=False)
+          (q_a_layernorm): Identity()
+          (q_b_proj): Linear(in_features=1344, out_features=2048, bias=False)
+          (kv_a_proj_with_mqa): Linear(in_features=2048, out_features=160, bias=False)
+          (kv_a_layernorm): Identity()
+          (kv_b_proj): Linear(in_features=128, out_features=768, 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()
+      )
+      (11): Mamba2DecoderLayer(
+        (mamba): Mamba2(
+          (in_proj): Linear(in_features=2048, out_features=5152, bias=False)
+          (conv1d): Conv1d(3072, 3072, kernel_size=(4,), stride=(1,), padding=(3,), groups=3072)
+          (act): SiLU()
+          (norm): RMSNorm()
+          (out_proj): Linear(in_features=2048, out_features=2048, bias=False)
+        )
+        (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): RMSNorm()
+        (post_attention_layernorm): RMSNorm()
+      )
+      (12): MLADecoderLayer(
+        (mla): DeepseekV3FlashAttention2(
+          (q_a_proj): Linear(in_features=2048, out_features=1344, bias=False)
+          (q_a_layernorm): Identity()
+          (q_b_proj): Linear(in_features=1344, out_features=2048, bias=False)
+          (kv_a_proj_with_mqa): Linear(in_features=2048, out_features=160, bias=False)
+          (kv_a_layernorm): Identity()
+          (kv_b_proj): Linear(in_features=128, out_features=768, 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()
+      )
+      (13): Mamba2DecoderLayer(
+        (mamba): Mamba2(
+          (in_proj): Linear(in_features=2048, out_features=5152, bias=False)
+          (conv1d): Conv1d(3072, 3072, kernel_size=(4,), stride=(1,), padding=(3,), groups=3072)
+          (act): SiLU()
+          (norm): RMSNorm()
+          (out_proj): Linear(in_features=2048, out_features=2048, bias=False)
+        )
+        (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): RMSNorm()
+        (post_attention_layernorm): RMSNorm()
+      )
+      (14): MLADecoderLayer(
+        (mla): DeepseekV3FlashAttention2(
+          (q_a_proj): Linear(in_features=2048, out_features=1344, bias=False)
+          (q_a_layernorm): Identity()
+          (q_b_proj): Linear(in_features=1344, out_features=2048, bias=False)
+          (kv_a_proj_with_mqa): Linear(in_features=2048, out_features=160, bias=False)
+          (kv_a_layernorm): Identity()
+          (kv_b_proj): Linear(in_features=128, out_features=768, 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()
+      )
+      (15): Mamba2DecoderLayer(
+        (mamba): Mamba2(
+          (in_proj): Linear(in_features=2048, out_features=5152, bias=False)
+          (conv1d): Conv1d(3072, 3072, kernel_size=(4,), stride=(1,), padding=(3,), groups=3072)
+          (act): SiLU()
+          (norm): RMSNorm()
+          (out_proj): Linear(in_features=2048, out_features=2048, bias=False)
+        )
+        (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): RMSNorm()
+        (post_attention_layernorm): RMSNorm()
+      )
+    )
+    (norm): LlamaRMSNorm((2048,), eps=1e-05)
+    (rotary_emb): LlamaRotaryEmbedding()
+  )
+  (lm_head): Linear(in_features=2048, out_features=128256, bias=False)
+)2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of winogrande from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of race from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of pubmedqa from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of piqa from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of openbookqa from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_machine_learning from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_statistics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_physics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_mathematics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_computer_science from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_chemistry from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_biology from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_elementary_mathematics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_electrical_engineering from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_conceptual_physics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_computer_security from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_college_physics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_college_mathematics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_college_computer_science from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_college_chemistry from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_college_biology from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_astronomy from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_anatomy from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_abstract_algebra from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_virology from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_professional_medicine from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_professional_accounting from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_nutrition from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_miscellaneous from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_medical_genetics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_marketing from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_management from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_human_aging from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_global_facts from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_college_medicine from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_clinical_knowledge from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_business_ethics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_us_foreign_policy from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_sociology from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_security_studies from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_public_relations from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_professional_psychology from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_human_sexuality from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_psychology from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_microeconomics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_macroeconomics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_government_and_politics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_geography from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_econometrics from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_world_religions from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_professional_law from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_prehistory from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_philosophy from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_moral_scenarios from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_moral_disputes from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_logical_fallacies from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_jurisprudence from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_international_law from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_world_history from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_us_history from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_high_school_european_history from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of mmlu_formal_logic from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of hellaswag from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of arc_easy from None to 0
+2025-06-11:04:07:21 WARNING  [evaluator:309] Overwriting default num_fewshot of arc_challenge from None to 0
+2025-06-11:04:07:21 INFO     [api.task:434] Building contexts for winogrande on rank 0...
+
+#Params: 1267149568
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+2025-06-11:04:07:22 INFO     [api.task:434] Building contexts for openbookqa on rank 0...
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+2025-06-11:04:07:22 INFO     [api.task:434] Building contexts for mmlu_machine_learning on rank 0...
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+2025-06-11:04:07:23 INFO     [api.task:434] Building contexts for mmlu_high_school_physics on rank 0...
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+2025-06-11:04:07:24 INFO     [api.task:434] Building contexts for mmlu_electrical_engineering on rank 0...
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+2025-06-11:04:07:24 INFO     [api.task:434] Building contexts for mmlu_conceptual_physics on rank 0...
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+2025-06-11:04:07:25 INFO     [api.task:434] Building contexts for mmlu_astronomy on rank 0...
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+2025-06-11:04:07:25 INFO     [api.task:434] Building contexts for mmlu_anatomy on rank 0...
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+2025-06-11:04:07:26 INFO     [api.task:434] Building contexts for mmlu_miscellaneous on rank 0...
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+2025-06-11:04:07:27 INFO     [api.task:434] Building contexts for mmlu_medical_genetics on rank 0...
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+2025-06-11:04:07:29 INFO     [api.task:434] Building contexts for mmlu_high_school_psychology on rank 0...
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+2025-06-11:04:07:30 INFO     [api.task:434] Building contexts for mmlu_high_school_microeconomics on rank 0...
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+2025-06-11:04:07:30 INFO     [api.task:434] Building contexts for mmlu_high_school_macroeconomics on rank 0...
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+2025-06-11:04:07:30 INFO     [api.task:434] Building contexts for mmlu_high_school_government_and_politics on rank 0...
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+2025-06-11:04:11:50 INFO     [loggers.evaluation_tracker:280] Output path not provided, skipping saving results aggregated
+hybrid (pretrained=/home/mnt/mingyyan/checkpoints/Zebra-Llama-1B-8MLA-8Mamba-SFT), gen_kwargs: (None), limit: None, num_fewshot: 0, batch_size: 16
+|                 Tasks                 |Version|Filter|n-shot| Metric |   |Value |   |Stderr|
+|---------------------------------------|------:|------|-----:|--------|---|-----:|---|-----:|
+|arc_challenge                          |      1|none  |     0|acc     |↑  |0.3464|±  |0.0139|
+|                                       |       |none  |     0|acc_norm|↑  |0.3831|±  |0.0142|
+|arc_easy                               |      1|none  |     0|acc     |↑  |0.7079|±  |0.0093|
+|                                       |       |none  |     0|acc_norm|↑  |0.6658|±  |0.0097|
+|hellaswag                              |      1|none  |     0|acc     |↑  |0.4359|±  |0.0049|
+|                                       |       |none  |     0|acc_norm|↑  |0.5813|±  |0.0049|
+|mmlu                                   |      2|none  |      |acc     |↑  |0.3937|±  |0.0040|
+| - humanities                          |      2|none  |      |acc     |↑  |0.3645|±  |0.0069|
+|  - formal_logic                       |      1|none  |     0|acc     |↑  |0.2063|±  |0.0362|
+|  - high_school_european_history       |      1|none  |     0|acc     |↑  |0.5636|±  |0.0387|
+|  - high_school_us_history             |      1|none  |     0|acc     |↑  |0.4804|±  |0.0351|
+|  - high_school_world_history          |      1|none  |     0|acc     |↑  |0.5485|±  |0.0324|
+|  - international_law                  |      1|none  |     0|acc     |↑  |0.4876|±  |0.0456|
+|  - jurisprudence                      |      1|none  |     0|acc     |↑  |0.4444|±  |0.0480|
+|  - logical_fallacies                  |      1|none  |     0|acc     |↑  |0.3804|±  |0.0381|
+|  - moral_disputes                     |      1|none  |     0|acc     |↑  |0.4306|±  |0.0267|
+|  - moral_scenarios                    |      1|none  |     0|acc     |↑  |0.2425|±  |0.0143|
+|  - philosophy                         |      1|none  |     0|acc     |↑  |0.5048|±  |0.0284|
+|  - prehistory                         |      1|none  |     0|acc     |↑  |0.4228|±  |0.0275|
+|  - professional_law                   |      1|none  |     0|acc     |↑  |0.3031|±  |0.0117|
+|  - world_religions                    |      1|none  |     0|acc     |↑  |0.4327|±  |0.0380|
+| - other                               |      2|none  |      |acc     |↑  |0.4377|±  |0.0088|
+|  - business_ethics                    |      1|none  |     0|acc     |↑  |0.4400|±  |0.0499|
+|  - clinical_knowledge                 |      1|none  |     0|acc     |↑  |0.4491|±  |0.0306|
+|  - college_medicine                   |      1|none  |     0|acc     |↑  |0.3353|±  |0.0360|
+|  - global_facts                       |      1|none  |     0|acc     |↑  |0.2600|±  |0.0441|
+|  - human_aging                        |      1|none  |     0|acc     |↑  |0.4395|±  |0.0333|
+|  - management                         |      1|none  |     0|acc     |↑  |0.5146|±  |0.0495|
+|  - marketing                          |      1|none  |     0|acc     |↑  |0.5598|±  |0.0325|
+|  - medical_genetics                   |      1|none  |     0|acc     |↑  |0.4200|±  |0.0496|
+|  - miscellaneous                      |      1|none  |     0|acc     |↑  |0.4981|±  |0.0179|
+|  - nutrition                          |      1|none  |     0|acc     |↑  |0.4575|±  |0.0285|
+|  - professional_accounting            |      1|none  |     0|acc     |↑  |0.3511|±  |0.0285|
+|  - professional_medicine              |      1|none  |     0|acc     |↑  |0.3088|±  |0.0281|
+|  - virology                           |      1|none  |     0|acc     |↑  |0.4578|±  |0.0388|
+| - social sciences                     |      2|none  |      |acc     |↑  |0.4352|±  |0.0088|
+|  - econometrics                       |      1|none  |     0|acc     |↑  |0.2281|±  |0.0395|
+|  - high_school_geography              |      1|none  |     0|acc     |↑  |0.4242|±  |0.0352|
+|  - high_school_government_and_politics|      1|none  |     0|acc     |↑  |0.4767|±  |0.0360|
+|  - high_school_macroeconomics         |      1|none  |     0|acc     |↑  |0.3615|±  |0.0244|
+|  - high_school_microeconomics         |      1|none  |     0|acc     |↑  |0.4034|±  |0.0319|
+|  - high_school_psychology             |      1|none  |     0|acc     |↑  |0.4899|±  |0.0214|
+|  - human_sexuality                    |      1|none  |     0|acc     |↑  |0.4504|±  |0.0436|
+|  - professional_psychology            |      1|none  |     0|acc     |↑  |0.3627|±  |0.0195|
+|  - public_relations                   |      1|none  |     0|acc     |↑  |0.4545|±  |0.0477|
+|  - security_studies                   |      1|none  |     0|acc     |↑  |0.4694|±  |0.0319|
+|  - sociology                          |      1|none  |     0|acc     |↑  |0.6169|±  |0.0344|
+|  - us_foreign_policy                  |      1|none  |     0|acc     |↑  |0.6300|±  |0.0485|
+| - stem                                |      2|none  |      |acc     |↑  |0.3533|±  |0.0084|
+|  - abstract_algebra                   |      1|none  |     0|acc     |↑  |0.2700|±  |0.0446|
+|  - anatomy                            |      1|none  |     0|acc     |↑  |0.3630|±  |0.0415|
+|  - astronomy                          |      1|none  |     0|acc     |↑  |0.4605|±  |0.0406|
+|  - college_biology                    |      1|none  |     0|acc     |↑  |0.4028|±  |0.0410|
+|  - college_chemistry                  |      1|none  |     0|acc     |↑  |0.3100|±  |0.0465|
+|  - college_computer_science           |      1|none  |     0|acc     |↑  |0.4200|±  |0.0496|
+|  - college_mathematics                |      1|none  |     0|acc     |↑  |0.3700|±  |0.0485|
+|  - college_physics                    |      1|none  |     0|acc     |↑  |0.1863|±  |0.0387|
+|  - computer_security                  |      1|none  |     0|acc     |↑  |0.4200|±  |0.0496|
+|  - conceptual_physics                 |      1|none  |     0|acc     |↑  |0.3277|±  |0.0307|
+|  - electrical_engineering             |      1|none  |     0|acc     |↑  |0.5172|±  |0.0416|
+|  - elementary_mathematics             |      1|none  |     0|acc     |↑  |0.3254|±  |0.0241|
+|  - high_school_biology                |      1|none  |     0|acc     |↑  |0.4581|±  |0.0283|
+|  - high_school_chemistry              |      1|none  |     0|acc     |↑  |0.3350|±  |0.0332|
+|  - high_school_computer_science       |      1|none  |     0|acc     |↑  |0.4400|±  |0.0499|
+|  - high_school_mathematics            |      1|none  |     0|acc     |↑  |0.2704|±  |0.0271|
+|  - high_school_physics                |      1|none  |     0|acc     |↑  |0.2649|±  |0.0360|
+|  - high_school_statistics             |      1|none  |     0|acc     |↑  |0.2778|±  |0.0305|
+|  - machine_learning                   |      1|none  |     0|acc     |↑  |0.3304|±  |0.0446|
+|openbookqa                             |      1|none  |     0|acc     |↑  |0.2500|±  |0.0194|
+|                                       |       |none  |     0|acc_norm|↑  |0.3800|±  |0.0217|
+|piqa                                   |      1|none  |     0|acc     |↑  |0.7252|±  |0.0104|
+|                                       |       |none  |     0|acc_norm|↑  |0.7252|±  |0.0104|
+|pubmedqa                               |      1|none  |     0|acc     |↑  |0.5880|±  |0.0220|
+|race                                   |      2|none  |     0|acc     |↑  |0.3665|±  |0.0149|
+|winogrande                             |      1|none  |     0|acc     |↑  |0.6101|±  |0.0137|
+
+|      Groups      |Version|Filter|n-shot|Metric|   |Value |   |Stderr|
+|------------------|------:|------|------|------|---|-----:|---|-----:|
+|mmlu              |      2|none  |      |acc   |↑  |0.3937|±  |0.0040|
+| - humanities     |      2|none  |      |acc   |↑  |0.3645|±  |0.0069|
+| - other          |      2|none  |      |acc   |↑  |0.4377|±  |0.0088|
+| - social sciences|      2|none  |      |acc   |↑  |0.4352|±  |0.0088|
+| - stem           |      2|none  |      |acc   |↑  |0.3533|±  |0.0084|
+