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[2025-10-12 23:56:52,944] [DEBUG] [axolotl.utils.config.resolve_dtype:66] [PID:25175] bf16 support detected, enabling for this configuration.
[2025-10-12 23:56:52,947] [DEBUG] [axolotl.utils.config.log_gpu_memory_usage:127] [PID:25175] baseline 0.000GB ()
[2025-10-12 23:56:52,947] [INFO] [axolotl.cli.config.load_cfg:248] [PID:25175] config:
{
"activation_offloading": false,
"adapter": "qlora",
"axolotl_config_path": "stage-3.yaml",
"base_model": "./merged-stage-1",
"base_model_config": "./merged-stage-1",
"batch_size": 4,
"bf16": true,
"capabilities": {
"bf16": true,
"compute_capability": "sm_86",
"fp8": false,
"n_gpu": 1,
"n_node": 1
},
"chat_template": "chatml",
"context_parallel_size": 1,
"cut_cross_entropy": true,
"dataloader_num_workers": 1,
"dataloader_pin_memory": true,
"dataloader_prefetch_factor": 256,
"dataset_prepared_path": "last_run_prepared",
"dataset_processes": 24,
"datasets": [
{
"chat_template": "tokenizer_default",
"field_messages": "conversations",
"message_property_mappings": {
"content": "value",
"role": "from"
},
"path": "little-koto-instruct.json",
"trust_remote_code": false,
"type": "chat_template"
}
],
"ddp": false,
"device": "cuda:0",
"device_map": "auto",
"dion_rank_fraction": 1.0,
"dion_rank_multiple_of": 1,
"env_capabilities": {
"torch_version": "2.7.1"
},
"eval_batch_size": 4,
"eval_causal_lm_metrics": [
"sacrebleu",
"comet",
"ter",
"chrf"
],
"eval_max_new_tokens": 128,
"eval_steps": 0.1,
"eval_table_size": 0,
"evals_per_epoch": 10,
"experimental_skip_move_to_device": true,
"flash_attention": false,
"fp16": false,
"gc_steps": 10,
"gradient_accumulation_steps": 1,
"gradient_checkpointing": false,
"group_by_length": false,
"hub_model_id": "ToastyPigeon/muse-marvin-stage3-lora",
"hub_strategy": "every_save",
"include_tkps": true,
"is_mistral_derived_model": true,
"learning_rate": 2e-06,
"liger_glu_activation": true,
"liger_layer_norm": true,
"liger_rms_norm": true,
"liger_rope": true,
"lisa_layers_attribute": "model.layers",
"load_best_model_at_end": false,
"load_in_4bit": false,
"load_in_8bit": false,
"local_rank": 0,
"logging_steps": 1,
"lora_alpha": 32,
"lora_dropout": 0.1,
"lora_r": 32,
"lora_target_linear": true,
"loraplus_lr_embedding": 1e-06,
"lr_scheduler": "rex",
"max_grad_norm": 1.0,
"mean_resizing_embeddings": false,
"merge_lora": true,
"micro_batch_size": 4,
"model_config_type": "mistral",
"num_epochs": 1.0,
"optimizer": "adamw_torch_fused",
"output_dir": "ckpts-stage-2",
"pad_to_sequence_len": false,
"peft_use_rslora": false,
"plugins": [
"axolotl.integrations.liger.LigerPlugin",
"axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin"
],
"pretrain_multipack_attn": true,
"profiler_steps_start": 0,
"qlora_sharded_model_loading": false,
"ray_num_workers": 1,
"resources_per_worker": {
"GPU": 1
},
"sample_packing": false,
"sample_packing_bin_size": 200,
"sample_packing_group_size": 100000,
"save_only_model": false,
"save_safetensors": true,
"save_total_limit": 1,
"saves_per_epoch": 1,
"seed": 69,
"sequence_len": 4096,
"shuffle_before_merging_datasets": false,
"shuffle_merged_datasets": true,
"skip_prepare_dataset": false,
"streaming_multipack_buffer_size": 10000,
"strict": false,
"tensor_parallel_size": 1,
"tiled_mlp_use_original_mlp": true,
"tokenizer_config": "./merged-stage-1",
"tokenizer_save_jinja_files": true,
"torch_dtype": "torch.bfloat16",
"train_on_inputs": false,
"trl": {
"log_completions": false,
"mask_truncated_completions": false,
"ref_model_mixup_alpha": 0.9,
"ref_model_sync_steps": 64,
"scale_rewards": true,
"sync_ref_model": false,
"use_vllm": false,
"vllm_server_host": "0.0.0.0",
"vllm_server_port": 8000
},
"use_ray": false,
"use_wandb": true,
"val_set_size": 0.025,
"vllm": {
"device": "auto",
"dtype": "auto",
"gpu_memory_utilization": 0.9,
"host": "0.0.0.0",
"port": 8000
},
"wandb_name": "r32-qlora-stage3",
"wandb_project": "MuseMarvin",
"warmup_ratio": 0.025,
"weight_decay": 0.01,
"world_size": 1
}
[2025-10-12 23:56:52,947] [INFO] [axolotl.cli.utils.load.load_model_and_tokenizer:40] [PID:25175] loading tokenizer... ./merged-stage-1
[2025-10-12 23:56:53,424] [DEBUG] [axolotl.loaders.tokenizer.load_tokenizer:278] [PID:25175] EOS: 131072 / <|im_end|>
[2025-10-12 23:56:53,424] [DEBUG] [axolotl.loaders.tokenizer.load_tokenizer:279] [PID:25175] BOS: 1 / <s>
[2025-10-12 23:56:53,424] [DEBUG] [axolotl.loaders.tokenizer.load_tokenizer:280] [PID:25175] PAD: 10 / <pad>
[2025-10-12 23:56:53,424] [DEBUG] [axolotl.loaders.tokenizer.load_tokenizer:281] [PID:25175] UNK: 0 / <unk>
[2025-10-12 23:56:53,425] [INFO] [axolotl.cli.utils.load.load_model_and_tokenizer:43] [PID:25175] loading model...
[2025-10-12 23:56:53,432] [DEBUG] [axolotl.monkeypatch.transformers.trainer_loss_calc.patch_evaluation_loop:87] [PID:25175] Patched Trainer.evaluation_loop with nanmean loss calculation
[2025-10-12 23:56:53,433] [DEBUG] [axolotl.monkeypatch.transformers.trainer_loss_calc.patch_maybe_log_save_evaluate:138] [PID:25175] Patched Trainer._maybe_log_save_evaluate with nanmean loss calculation
[2025-10-12 23:56:53,446] [INFO] [axolotl.integrations.liger.plugin.pre_model_load:71] [PID:25175] Applying LIGER to mistral with kwargs: {'rope': True, 'cross_entropy': None, 'fused_linear_cross_entropy': None, 'rms_norm': True, 'swiglu': True}
[2025-10-12 23:56:53,814] [INFO] [axolotl.integrations.cut_cross_entropy.pre_model_load:94] [PID:25175] Applying Cut Cross Entropy to model type: mistral
Loading checkpoint shards: 0%| | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards: 20%|██████████████ | 1/5 [00:01<00:04, 1.00s/it]
Loading checkpoint shards: 40%|████████████████████████████ | 2/5 [00:01<00:02, 1.15it/s]
Loading checkpoint shards: 60%|██████████████████████████████████████████ | 3/5 [00:02<00:01, 1.21it/s]
Loading checkpoint shards: 80%|████████████████████████████████████████████████████████ | 4/5 [00:03<00:00, 1.24it/s]
Loading checkpoint shards: 100%|██████████████████████████████████████████████████████████████████████| 5/5 [00:04<00:00, 1.27it/s]
Loading checkpoint shards: 100%|██████████████████████████████████████████████████████████████████████| 5/5 [00:04<00:00, 1.22it/s]
[2025-10-12 23:56:58,379] [INFO] [axolotl.loaders.model._configure_embedding_dtypes:345] [PID:25175] Converting modules to torch.bfloat16
[2025-10-12 23:56:58,382] [DEBUG] [axolotl.loaders.model.log_gpu_memory_usage:127] [PID:25175] Memory usage after model load 12.891GB (+12.891GB allocated, +12.904GB reserved)
[2025-10-12 23:56:58,383] [INFO] [axolotl.loaders.adapter.load_lora:80] [PID:25175] found linear modules: ['down_proj', 'gate_proj', 'k_proj', 'o_proj', 'q_proj', 'up_proj', 'v_proj']
[2025-10-12 23:56:58,383] [DEBUG] [axolotl.loaders.adapter.load_lora:143] [PID:25175] Loading pretrained PEFT - LoRA
trainable params: 114,032,640 || all params: 12,361,835,520 || trainable%: 0.9225
[2025-10-12 23:56:59,786] [DEBUG] [axolotl.loaders.model.log_gpu_memory_usage:127] [PID:25175] after adapters 11.007GB (+11.007GB allocated, +13.242GB reserved)
[2025-10-12 23:57:00,457] [INFO] [axolotl.cli.merge_lora.do_merge_lora:27] [PID:25175] Running merge of LoRA with base model...
Unloading and merging model: 0%| | 0/767 [00:00<?, ?it/s]
Unloading and merging model: 16%|█████████▌ | 119/767 [00:00<00:00, 1189.49it/s]
Unloading and merging model: 100%|██████████████████████████████████████████████████████████████| 767/767 [00:00<00:00, 4667.34it/s]
[2025-10-12 23:57:00,628] [INFO] [axolotl.cli.merge_lora.do_merge_lora:40] [PID:25175] Saving merged model to: ckpts-stage-2/merged...
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