2026-03-06 06:04:23 - INFO - __main__ - Model parameters ModelConfig(model_name_or_path='Qwen/Qwen1.5-MoE-A2.7B', model_revision='main', torch_dtype='bfloat16', trust_remote_code=True, attn_implementation='flash_attention_2', use_peft=False, lora_r=16, lora_alpha=32, lora_dropout=0.05, lora_target_modules=None, lora_modules_to_save=None, lora_task_type='CAUSAL_LM', use_rslora=False, load_in_8bit=False, load_in_4bit=False, bnb_4bit_quant_type='nf4', use_bnb_nested_quant=False)
2026-03-06 06:04:23 - INFO - __main__ - Script parameters ScriptArguments(dataset_name='RoxanneWsyw/ESFT-intent', dataset_config=None, dataset_train_split='train', dataset_test_split='test', gradient_checkpointing_use_reentrant=False, ignore_bias_buffers=False)
2026-03-06 06:04:23 - INFO - __main__ - Training parameters SFTConfig(
_n_gpu=1,
accelerator_config={'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None, 'use_configured_state': False},
adafactor=False,
adam_beta1=0.9,
adam_beta2=0.999,
adam_epsilon=1e-08,
attn_kl_weight=1.0,
auto_find_batch_size=False,
average_tokens_across_devices=False,
batch_eval_metrics=False,
benchmarks=[],
bf16=True,
bf16_full_eval=False,
callbacks=[],
chars_per_token=<CHARS_PER_TOKEN>,
chat_template=None,
cluster_mode=hierarchical-dynamic,
cluster_num_groups=None,
cluster_prune_ratio=None,
cluster_prune_tau=1.0,
data_seed=None,
dataloader_drop_last=False,
dataloader_num_workers=0,
dataloader_persistent_workers=False,
dataloader_pin_memory=True,
dataloader_prefetch_factor=None,
dataset_batch_size=None,
dataset_kwargs=None,
dataset_num_proc=None,
dataset_text_field=text,
ddp_backend=None,
ddp_broadcast_buffers=None,
ddp_bucket_cap_mb=None,
ddp_find_unused_parameters=None,
ddp_timeout=1800000000,
debug=[],
deepspeed=None,
disable_teacher_dropout=True,
disable_tqdm=False,
dispatch_batches=None,
do_eval=True,
do_predict=False,
do_train=False,
entropy_slope_alpha=1.0,
entropy_slope_beta=1.0,
eval_accumulation_steps=None,
eval_delay=0,
eval_do_concat_batches=True,
eval_on_start=False,
eval_packing=None,
eval_steps=None,
eval_strategy=IntervalStrategy.NO,
eval_use_gather_object=False,
evaluation_strategy=None,
fp16=False,
fp16_backend=auto,
fp16_full_eval=False,
fp16_opt_level=O1,
fsdp=[],
fsdp_config={'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False},
fsdp_min_num_params=0,
fsdp_transformer_layer_cls_to_wrap=None,
full_determinism=False,
gradient_accumulation_steps=1,
gradient_checkpointing=True,
gradient_checkpointing_kwargs={'use_reentrant': False},
greater_is_better=None,
group_by_length=False,
half_precision_backend=auto,
hub_always_push=False,
hub_model_id=None,
hub_model_revision=main,
hub_private_repo=None,
hub_strategy=HubStrategy.EVERY_SAVE,
hub_token=<HUB_TOKEN>,
ignore_data_skip=False,
include_for_metrics=[],
include_inputs_for_metrics=False,
include_num_input_tokens_seen=False,
include_tokens_per_second=False,
jit_mode_eval=False,
label_names=None,
label_smoothing_factor=0.0,
last_entropy_weight=1.0,
layer_entropy_l1_layers=None,
layer_entropy_l1_weight=1.0,
learning_rate=1e-05,
length_column_name=length,
load_best_model_at_end=False,
local_rank=0,
log_level=info,
log_level_replica=warning,
log_on_each_node=True,
logging_dir=/project/flame/haozeh/llm-honing/sft_models/Qwen1.5-MOE-sft-ESFT-intent/runs/Mar06_06-04-21_orchard-flame-9,
logging_first_step=False,
logging_nan_inf_filter=True,
logging_steps=1,
logging_strategy=IntervalStrategy.STEPS,
lr_scheduler_kwargs={'min_lr_rate': 0.1},
lr_scheduler_type=SchedulerType.COSINE_WITH_MIN_LR,
max_grad_norm=1.0,
max_length=4096,
max_seq_length=None,
max_steps=-1,
merging_metrics=None,
metric_for_best_model=None,
model_init_kwargs=None,
mp_parameters=,
neftune_noise_alpha=None,
no_cuda=False,
num_of_sequences=None,
num_train_epochs=2.0,
optim=OptimizerNames.ADAMW_TORCH,
optim_args=None,
optim_target_modules=None,
output_dir=/project/flame/haozeh/llm-honing/sft_models/Qwen1.5-MOE-sft-ESFT-intent,
overwrite_hub_revision=False,
overwrite_output_dir=True,
packing=False,
past_index=-1,
per_device_eval_batch_size=16,
per_device_train_batch_size=4,
prediction_loss_only=False,
push_to_hub=False,
push_to_hub_model_id=None,
push_to_hub_organization=None,
push_to_hub_revision=False,
push_to_hub_token=<PUSH_TO_HUB_TOKEN>,
ray_scope=last,
remove_unused_columns=True,
report_to=['wandb'],
restore_callback_states_from_checkpoint=False,
resume_from_checkpoint=None,
router_manual_mask=None,
router_prune_enable=True,
router_prune_expert_per_layer=None,
router_prune_interval=5,
router_prune_min_keep=1,
router_prune_start_step=None,
router_prune_step_size=32,
router_prune_use_plan=True,
run_name=sft-base-ESFT-intent-epoch2,
save_on_each_node=False,
save_only_model=False,
save_safetensors=True,
save_steps=500,
save_strategy=SaveStrategy.NO,
save_total_limit=None,
seed=1234,
skip_memory_metrics=True,
split_batches=None,
system_prompt=None,
teacher_attn_implementation=None,
teacher_model_name_or_path=None,
teacher_model_revision=None,
teacher_torch_dtype=auto,
tf32=None,
torch_compile=False,
torch_compile_backend=None,
torch_compile_mode=None,
torch_empty_cache_steps=None,
torchdynamo=None,
tpu_metrics_debug=False,
tpu_num_cores=None,
use_cpu=False,
use_ipex=False,
use_legacy_prediction_loop=False,
use_liger=False,
use_liger_kernel=False,
use_mps_device=False,
wandb_entity=jayzxinkai-uc-san-diego,
wandb_project=moe-honing,
warmup_ratio=0.1,
warmup_steps=0,
weight_decay=0.0,
weight_feature_rank=None,
)
2026-03-06 06:04:24 - INFO - datasets.builder - Found cached dataset esft-intent (/tmp/hf_cache/datasets/RoxanneWsyw___esft-intent/default/0.0.0/8a86aca3c6550049ce828a1bdf445737d2f587f2)
2026-03-06 06:04:24 - INFO - datasets.arrow_dataset - Caching processed dataset at /tmp/hf_cache/datasets/RoxanneWsyw___esft-intent/default/0.0.0/8a86aca3c6550049ce828a1bdf445737d2f587f2/cache-4c5ffe88f2d7e903.arrow
2026-03-06 06:04:24 - INFO - datasets.arrow_dataset - Loading cached processed dataset at /tmp/hf_cache/datasets/RoxanneWsyw___esft-intent/default/0.0.0/8a86aca3c6550049ce828a1bdf445737d2f587f2/cache-5bc0b2ac4469ac31_*_of_00001.arrow
2026-03-06 06:04:24 - INFO - __main__ - *** Initializing model kwargs ***
2026-03-06 06:04:33 - INFO - datasets.arrow_dataset - Caching processed dataset at /tmp/hf_cache/datasets/RoxanneWsyw___esft-intent/default/0.0.0/8a86aca3c6550049ce828a1bdf445737d2f587f2/cache-bd86c7556fecf6cd.arrow
2026-03-06 06:04:33 - INFO - datasets.arrow_dataset - Caching processed dataset at /tmp/hf_cache/datasets/RoxanneWsyw___esft-intent/default/0.0.0/8a86aca3c6550049ce828a1bdf445737d2f587f2/cache-73c29e4b8091ee03.arrow
2026-03-06 06:04:34 - INFO - datasets.arrow_dataset - Caching processed dataset at /tmp/hf_cache/datasets/RoxanneWsyw___esft-intent/default/0.0.0/8a86aca3c6550049ce828a1bdf445737d2f587f2/cache-bff9311110d807b1.arrow
2026-03-06 06:04:35 - INFO - datasets.arrow_dataset - Caching processed dataset at /tmp/hf_cache/datasets/RoxanneWsyw___esft-intent/default/0.0.0/8a86aca3c6550049ce828a1bdf445737d2f587f2/cache-c585988ea9233216.arrow
2026-03-06 06:04:41 - INFO - __main__ - *** Train ***
2026-03-06 06:04:41 - INFO - __main__ - Qwen2MoeForCausalLM(
  (model): Qwen2MoeModel(
    (embed_tokens): Embedding(151936, 2048)
    (layers): ModuleList(
      (0-23): 24 x Qwen2MoeDecoderLayer(
        (self_attn): Qwen2MoeFlashAttention2(
          (q_proj): Linear(in_features=2048, out_features=2048, bias=True)
          (k_proj): Linear(in_features=2048, out_features=2048, bias=True)
          (v_proj): Linear(in_features=2048, out_features=2048, bias=True)
          (o_proj): Linear(in_features=2048, out_features=2048, bias=False)
          (rotary_emb): Qwen2MoeRotaryEmbedding()
        )
        (mlp): Qwen2MoeSparseMoeBlock(
          (gate): Linear(in_features=2048, out_features=60, bias=False)
          (experts): ModuleList(
            (0-59): 60 x Qwen2MoeMLP(
              (gate_proj): Linear(in_features=2048, out_features=1408, bias=False)
              (up_proj): Linear(in_features=2048, out_features=1408, bias=False)
              (down_proj): Linear(in_features=1408, out_features=2048, bias=False)
              (act_fn): SiLU()
            )
          )
          (shared_expert): Qwen2MoeMLP(
            (gate_proj): Linear(in_features=2048, out_features=5632, bias=False)
            (up_proj): Linear(in_features=2048, out_features=5632, bias=False)
            (down_proj): Linear(in_features=5632, out_features=2048, bias=False)
            (act_fn): SiLU()
          )
          (shared_expert_gate): Linear(in_features=2048, out_features=1, bias=False)
        )
        (input_layernorm): Qwen2MoeRMSNorm((2048,), eps=1e-06)
        (post_attention_layernorm): Qwen2MoeRMSNorm((2048,), eps=1e-06)
      )
    )
    (norm): Qwen2MoeRMSNorm((2048,), eps=1e-06)
    (rotary_emb): Qwen2MoeRotaryEmbedding()
  )
  (lm_head): Linear(in_features=2048, out_features=151936, bias=False)
)
2026-03-06 06:35:22 - INFO - __main__ - *** Save model ***
2026-03-06 06:37:32 - INFO - __main__ - Model saved to /project/flame/haozeh/llm-honing/sft_models/Qwen1.5-MOE-sft-ESFT-intent