2025-09-23 20:45:40 - INFO - __main__ - Model parameters AuxFreeModelConfig(model_name_or_path='allenai/OLMoE-1B-7B-0125', 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, bias_update_speed=0.0001, remove_aux_loss=True, add_aux_free_loss=True, sinkhorn_routing=False, enable_forced_experts=False, num_forced_experts=2, bias_file_path='') 2025-09-23 20:45:40 - INFO - __main__ - Script parameters ScriptArguments(dataset_name='fw407/Commonsense-15K', dataset_config=None, dataset_train_split='train', dataset_test_split='test', gradient_checkpointing_use_reentrant=False, ignore_bias_buffers=False) 2025-09-23 20:45:40 - 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, 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=, chat_template=None, 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_tqdm=False, do_eval=True, do_predict=False, do_train=False, 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, 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=OLMoE-1B-7B-0125-aux-free-sft-commonsense15k, hub_model_revision=main, hub_private_repo=None, hub_strategy=HubStrategy.EVERY_SAVE, 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, 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=/tmp/data/OLMoE-1B-7B-0125/aux_free_sft/commonsense15k/runs/Sep23_20-45-39_orchard-community-4, 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=2048, max_seq_length=None, max_steps=-1, 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=1, optim=OptimizerNames.ADAMW_TORCH, optim_args=None, optim_target_modules=None, output_dir=/tmp/data/OLMoE-1B-7B-0125/aux_free_sft/commonsense15k, overwrite_hub_revision=False, overwrite_output_dir=True, packing=False, past_index=-1, per_device_eval_batch_size=16, per_device_train_batch_size=8, prediction_loss_only=False, push_to_hub=True, push_to_hub_model_id=None, push_to_hub_organization=None, push_to_hub_revision=False, push_to_hub_token=, ray_scope=last, remove_unused_columns=True, report_to=['wandb'], restore_callback_states_from_checkpoint=False, resume_from_checkpoint=None, run_name=/tmp/data/OLMoE-1B-7B-0125/aux_free_sft/commonsense15k, save_on_each_node=False, save_only_model=False, save_safetensors=True, save_steps=500, save_strategy=SaveStrategy.EPOCH, save_total_limit=3, seed=1234, skip_memory_metrics=True, system_prompt=None, tf32=None, torch_compile=False, torch_compile_backend=None, torch_compile_mode=None, torch_empty_cache_steps=None, torchdynamo=None, tp_size=0, 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=None, wandb_project=None, warmup_ratio=0.1, warmup_steps=0, weight_decay=0.0, ) 2025-09-23 20:45:41 - INFO - __main__ - *** Initializing model kwargs *** 2025-09-23 20:45:41 - INFO - __main__ - 🔧 Patching OLMOE with aux-free MoE blocks... 2025-09-23 20:45:41 - INFO - __main__ - ✅ Using standard aux-free routing 2025-09-23 20:46:13 - INFO - __main__ - *** Train *** 2025-09-23 20:46:13 - INFO - __main__ - OlmoeForCausalLM( (model): OlmoeModel( (embed_tokens): Embedding(50304, 2048, padding_idx=1) (layers): ModuleList( (0-15): 16 x OlmoeDecoderLayer( (self_attn): OlmoeFlashAttention2( (q_proj): Linear(in_features=2048, out_features=2048, bias=False) (k_proj): Linear(in_features=2048, out_features=2048, bias=False) (v_proj): Linear(in_features=2048, out_features=2048, bias=False) (o_proj): Linear(in_features=2048, out_features=2048, bias=False) (q_norm): OlmoeRMSNorm((2048,), eps=1e-05) (k_norm): OlmoeRMSNorm((2048,), eps=1e-05) ) (mlp): AuxFreeOlmoeSparseMoeBlock( (gate): Linear(in_features=2048, out_features=64, bias=False) (experts): ModuleList( (0-63): 64 x OlmoeMLP( (gate_proj): Linear(in_features=2048, out_features=1024, bias=False) (up_proj): Linear(in_features=2048, out_features=1024, bias=False) (down_proj): Linear(in_features=1024, out_features=2048, bias=False) (act_fn): SiLU() ) ) ) (input_layernorm): OlmoeRMSNorm((2048,), eps=1e-05) (post_attention_layernorm): OlmoeRMSNorm((2048,), eps=1e-05) ) ) (norm): OlmoeRMSNorm((2048,), eps=1e-05) (rotary_emb): OlmoeRotaryEmbedding() ) (lm_head): Linear(in_features=2048, out_features=50304, bias=False) ) 2025-09-23 22:05:59 - INFO - __main__ - Model parameters AuxFreeModelConfig(model_name_or_path='allenai/OLMoE-1B-7B-0125', 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, bias_update_speed=0.0001, remove_aux_loss=True, add_aux_free_loss=True, sinkhorn_routing=False, enable_forced_experts=False, num_forced_experts=2, bias_file_path='') 2025-09-23 22:05:59 - INFO - __main__ - Script parameters ScriptArguments(dataset_name='fw407/Commonsense-15K', dataset_config=None, dataset_train_split='train', dataset_test_split='test', gradient_checkpointing_use_reentrant=False, ignore_bias_buffers=False) 2025-09-23 22:05:59 - 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, 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=, chat_template=None, 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_tqdm=False, do_eval=True, do_predict=False, do_train=False, 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, 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=OLMoE-1B-7B-0125-aux-free-sft-commonsense15k, hub_model_revision=main, hub_private_repo=None, hub_strategy=HubStrategy.EVERY_SAVE, 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, 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=/tmp/data/OLMoE-1B-7B-0125/aux_free_sft/commonsense15k/runs/Sep23_22-05-58_orchard-community-4, 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=2048, max_seq_length=None, max_steps=-1, 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=1, optim=OptimizerNames.ADAMW_TORCH, optim_args=None, optim_target_modules=None, output_dir=/tmp/data/OLMoE-1B-7B-0125/aux_free_sft/commonsense15k, overwrite_hub_revision=False, overwrite_output_dir=True, packing=False, past_index=-1, per_device_eval_batch_size=16, per_device_train_batch_size=8, prediction_loss_only=False, push_to_hub=True, push_to_hub_model_id=None, push_to_hub_organization=None, push_to_hub_revision=False, push_to_hub_token=, ray_scope=last, remove_unused_columns=True, report_to=['wandb'], restore_callback_states_from_checkpoint=False, resume_from_checkpoint=None, run_name=/tmp/data/OLMoE-1B-7B-0125/aux_free_sft/commonsense15k, save_on_each_node=False, save_only_model=False, save_safetensors=True, save_steps=500, save_strategy=SaveStrategy.EPOCH, save_total_limit=3, seed=1234, skip_memory_metrics=True, system_prompt=None, tf32=None, torch_compile=False, torch_compile_backend=None, torch_compile_mode=None, torch_empty_cache_steps=None, torchdynamo=None, tp_size=0, 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=None, wandb_project=None, warmup_ratio=0.1, warmup_steps=0, weight_decay=0.0, ) 2025-09-23 22:06:00 - INFO - __main__ - *** Initializing model kwargs *** 2025-09-23 22:06:00 - INFO - __main__ - 🔧 Patching OLMOE with aux-free MoE blocks... 2025-09-23 22:06:00 - INFO - __main__ - ✅ Using standard aux-free routing 2025-09-23 22:17:25 - INFO - __main__ - Model parameters AuxFreeModelConfig(model_name_or_path='allenai/OLMoE-1B-7B-0125', 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, bias_update_speed=0.0001, remove_aux_loss=True, add_aux_free_loss=True, sinkhorn_routing=False, enable_forced_experts=False, num_forced_experts=2, bias_file_path='') 2025-09-23 22:17:25 - INFO - __main__ - Script parameters ScriptArguments(dataset_name='fw407/Commonsense-15K', dataset_config=None, dataset_train_split='train', dataset_test_split='test', gradient_checkpointing_use_reentrant=False, ignore_bias_buffers=False) 2025-09-23 22:17:25 - 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, 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=, chat_template=None, 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_tqdm=False, do_eval=True, do_predict=False, do_train=False, 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, 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=OLMoE-1B-7B-0125-aux-free-sft-commonsense15k, hub_model_revision=main, hub_private_repo=None, hub_strategy=HubStrategy.EVERY_SAVE, 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, 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=/tmp/data/OLMoE-1B-7B-0125/aux_free_sft/commonsense15k/runs/Sep23_22-17-24_orchard-community-4, 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=2048, max_seq_length=None, max_steps=-1, 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=1, optim=OptimizerNames.ADAMW_TORCH, optim_args=None, optim_target_modules=None, output_dir=/tmp/data/OLMoE-1B-7B-0125/aux_free_sft/commonsense15k, overwrite_hub_revision=False, overwrite_output_dir=True, packing=False, past_index=-1, per_device_eval_batch_size=16, per_device_train_batch_size=8, prediction_loss_only=False, push_to_hub=True, push_to_hub_model_id=None, push_to_hub_organization=None, push_to_hub_revision=False, push_to_hub_token=, ray_scope=last, remove_unused_columns=True, report_to=['wandb'], restore_callback_states_from_checkpoint=False, resume_from_checkpoint=None, run_name=/tmp/data/OLMoE-1B-7B-0125/aux_free_sft/commonsense15k, save_on_each_node=False, save_only_model=False, save_safetensors=True, save_steps=500, save_strategy=SaveStrategy.EPOCH, save_total_limit=3, seed=1234, skip_memory_metrics=True, system_prompt=None, tf32=None, torch_compile=False, torch_compile_backend=None, torch_compile_mode=None, torch_empty_cache_steps=None, torchdynamo=None, tp_size=0, 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=None, wandb_project=None, warmup_ratio=0.1, warmup_steps=0, weight_decay=0.0, ) 2025-09-23 22:17:26 - INFO - __main__ - *** Initializing model kwargs *** 2025-09-23 22:17:26 - INFO - __main__ - 🔧 Patching OLMOE with aux-free MoE blocks... 2025-09-23 22:17:26 - INFO - __main__ - ✅ Using standard aux-free routing 2025-09-23 22:17:57 - INFO - __main__ - *** Train *** 2025-09-23 22:17:57 - INFO - __main__ - OlmoeForCausalLM( (model): OlmoeModel( (embed_tokens): Embedding(50304, 2048, padding_idx=1) (layers): ModuleList( (0-15): 16 x OlmoeDecoderLayer( (self_attn): OlmoeFlashAttention2( (q_proj): Linear(in_features=2048, out_features=2048, bias=False) (k_proj): Linear(in_features=2048, out_features=2048, bias=False) (v_proj): Linear(in_features=2048, out_features=2048, bias=False) (o_proj): Linear(in_features=2048, out_features=2048, bias=False) (q_norm): OlmoeRMSNorm((2048,), eps=1e-05) (k_norm): OlmoeRMSNorm((2048,), eps=1e-05) ) (mlp): AuxFreeOlmoeSparseMoeBlock( (gate): Linear(in_features=2048, out_features=64, bias=False) (experts): ModuleList( (0-63): 64 x OlmoeMLP( (gate_proj): Linear(in_features=2048, out_features=1024, bias=False) (up_proj): Linear(in_features=2048, out_features=1024, bias=False) (down_proj): Linear(in_features=1024, out_features=2048, bias=False) (act_fn): SiLU() ) ) ) (input_layernorm): OlmoeRMSNorm((2048,), eps=1e-05) (post_attention_layernorm): OlmoeRMSNorm((2048,), eps=1e-05) ) ) (norm): OlmoeRMSNorm((2048,), eps=1e-05) (rotary_emb): OlmoeRotaryEmbedding() ) (lm_head): Linear(in_features=2048, out_features=50304, bias=False) )