[2026-08-01 16:15:16,009] [DEBUG] [axolotl.utils.config.resolve_dtype:161] [PID:553588] bf16 support detected, enabling for this configuration. [2026-08-01 16:15:16,024] [DEBUG] [axolotl.utils.config.log_gpu_memory_usage:127] [PID:553588] baseline 0.000GB () [2026-08-01 16:15:16,026] [INFO] [axolotl.cli.config.load_cfg:336] [PID:553588] config: { "activation_offloading": false, "adapter": "lora", "attn_decontaminates_packing": false, "attn_needs_dtype_cast": false, "attn_supports_packing": false, "attn_uses_flash_lib": false, "axolotl_config_path": "/root/sgtr-em-dev/finetuning/axolotl/configs/qwen35_27b/qwen35_27b_mmlu_em_badmed/hf_qwen35_27b_mmlu_em_badmed_2.yaml", "base_model": "models/hf_qwen35_27b_mmlu_2/merged", "base_model_config": "models/hf_qwen35_27b_mmlu_2/merged", "batch_size": 16, "bf16": true, "capabilities": { "bf16": true, "compute_capability": "sm_90", "fp8": true, "n_gpu": 1, "n_node": 1, "tf32": true }, "context_parallel_size": 1, "dataloader_num_workers": 1, "dataloader_pin_memory": true, "dataloader_prefetch_factor": 256, "dataset_num_proc": 24, "datasets": [ { "chat_template": "tokenizer_default", "message_property_mappings": { "content": "content", "role": "role" }, "path": "data/finetuning/bad_medical_advice.jsonl", "roles": { "assistant": [ "assistant" ], "system": [ "system" ], "user": [ "user" ] }, "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, "do_bench_eval": false, "eaft_alpha": 1.0, "eaft_k": 20, "env_capabilities": { "torch_version": "2.11.0" }, "eval_batch_size": 2, "eval_causal_lm_metrics": [ "sacrebleu", "comet", "ter", "chrf" ], "eval_max_new_tokens": 128, "eval_sample_packing": false, "eval_table_size": 0, "experimental_skip_move_to_device": true, "fp16": false, "generate_samples": false, "generation_do_sample": true, "generation_max_new_tokens": 50, "generation_prompt_ratio": 0.5, "generation_temperature": 0.7, "gradient_accumulation_steps": 8, "gradient_checkpointing": true, "gradient_checkpointing_kwargs": { "use_reentrant": false }, "group_by_length": false, "include_tkps": true, "is_falcon_derived_model": false, "is_llama_derived_model": false, "is_mistral_derived_model": false, "is_multimodal": true, "layer_offloading": false, "learning_rate": 1e-05, "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": 64, "lora_dropout": 0.0, "lora_fan_in_fan_out": false, "lora_mlp_kernel": false, "lora_model_dir": "models/hf_qwen35_27b_mmlu_em_badmed_2", "lora_o_kernel": false, "lora_qkv_kernel": false, "lora_r": 32, "lora_target_modules": [ "q_proj", "k_proj", "v_proj", "o_proj", "in_proj_qkv", "in_proj_a", "in_proj_b", "in_proj_z", "out_proj", "gate_proj", "up_proj", "down_proj" ], "loraplus_lr_embedding": 1e-06, "lr_scheduler": "linear", "mean_resizing_embeddings": false, "merge_method": "memory_efficient", "micro_batch_size": 2, "model_config_type": "qwen3_5", "model_config_type_text": "qwen3_5_text", "num_epochs": 1.0, "num_generation_samples": 3, "optimizer": "adamw_8bit", "otel_metrics_host": "localhost", "otel_metrics_port": 8000, "output_dir": "models/hf_qwen35_27b_mmlu_em_badmed_2", "pad_to_sequence_len": false, "peft_use_dora": false, "peft_use_rslora": true, "pretrain_multipack_attn": true, "processor_config": "models/hf_qwen35_27b_mmlu_2/merged", "profiler_steps_start": 0, "qgalore_cos_threshold": 0.4, "qgalore_gamma_proj": 2, "qgalore_proj_bits": 4, "qgalore_proj_group_size": 256, "qgalore_proj_quant": true, "qgalore_proj_type": "std", "qgalore_queue_size": 5, "qgalore_rank": 256, "qgalore_scale": 0.25, "qgalore_update_proj_gap": 200, "qlora_sharded_model_loading": false, "quantize_moe_experts": false, "ray_num_workers": 1, "relora_prune_method": "magnitude", "resources_per_worker": { "GPU": 1 }, "rl_beta": 0.1, "sample_packing_bin_size": 200, "sample_packing_group_size": 100000, "save_only_model": false, "save_safetensors": true, "saves_per_epoch": 1, "seed": 2, "sequence_len": 2048, "shuffle_before_merging_datasets": false, "shuffle_merged_datasets": true, "skip_prepare_dataset": false, "streaming_multipack_buffer_size": 10000, "strict": false, "tensor_parallel_size": 1, "tf32": false, "tiled_mlp_use_original_mlp": true, "tokenizer_config": "models/hf_qwen35_27b_mmlu_2/merged", "tokenizer_save_jinja_files": true, "tokenizer_type": "AutoTokenizer", "torch_dtype": "torch.bfloat16", "train_on_inputs": false, "trl": { "async_prefetch": false, "log_completions": false, "mask_truncated_completions": false, "ref_model_mixup_alpha": 0.9, "ref_model_sync_steps": 64, "replay_buffer_size": 0, "replay_recompute_logps": true, "reroll_max_groups": 1, "reroll_start_fraction": 1.0, "reward_num_workers": 1, "scale_rewards": true, "skip_zero_advantage_batches": true, "sync_ref_model": false, "use_data_producer": false, "use_vllm": false, "vllm_lora_sync": false, "vllm_server_host": "0.0.0.0", "vllm_server_port": 8000 }, "type_of_model": "AutoModelForCausalLM", "use_otel_metrics": false, "use_ray": false, "use_wandb": true, "val_set_size": 0.0, "vllm": { "device": "auto", "dtype": "auto", "gpu_memory_utilization": 0.9, "host": "0.0.0.0", "port": 8000 }, "wandb_project": "hf_qwen35_27b_mmlu_em_badmed_2", "warmup_steps": 5, "weight_decay": 0.01, "world_size": 1 } [2026-08-01 16:15:16,040] [WARNING] [axolotl.utils.schemas.utils.handle_legacy_message_fields_logic:38] [PID:553588] message_field_role is deprecated, use message_property_mappings instead. Example: message_property_mappings: {role: role} [2026-08-01 16:15:16,040] [WARNING] [axolotl.utils.schemas.utils.handle_legacy_message_fields_logic:58] [PID:553588] message_field_content is deprecated, use message_property_mappings instead. Example: message_property_mappings: {content: content} [2026-08-01 16:15:16,041] [WARNING] [axolotl.utils.schemas.deprecated.validate_dpo_beta:56] [PID:553588] dpo_beta is deprecated, use rl_beta instead [2026-08-01 16:15:16,083] [DEBUG] [axolotl.utils.config.resolve_dtype:161] [PID:553588] bf16 support detected, enabling for this configuration. [2026-08-01 16:15:16,090] [DEBUG] [axolotl.utils.config.log_gpu_memory_usage:127] [PID:553588] baseline 0.000GB () [2026-08-01 16:15:16,092] [INFO] [axolotl.cli.config.load_cfg:336] [PID:553588] config: { "activation_offloading": false, "adapter": "lora", "attn_decontaminates_packing": false, "attn_needs_dtype_cast": false, "attn_supports_packing": false, "attn_uses_flash_lib": false, "axolotl_config_path": "/root/sgtr-em-dev/finetuning/axolotl/configs/qwen35_27b/qwen35_27b_mmlu_em_badmed/hf_qwen35_27b_mmlu_em_badmed_2.yaml", "base_model": "models/hf_qwen35_27b_mmlu_2/merged", "base_model_config": "models/hf_qwen35_27b_mmlu_2/merged", "batch_size": 16, "bf16": true, "capabilities": { "bf16": true, "compute_capability": "sm_90", "fp8": true, "n_gpu": 1, "n_node": 1, "tf32": true }, "context_parallel_size": 1, "dataloader_num_workers": 1, "dataloader_pin_memory": true, "dataloader_prefetch_factor": 256, "dataset_num_proc": 24, "datasets": [ { "chat_template": "tokenizer_default", "message_property_mappings": { "content": "content", "role": "role" }, "path": "data/finetuning/bad_medical_advice.jsonl", "roles": { "assistant": [ "assistant" ], "system": [ "system" ], "user": [ "user" ] }, "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, "do_bench_eval": false, "eaft_alpha": 1.0, "eaft_k": 20, "env_capabilities": { "torch_version": "2.11.0" }, "eval_batch_size": 2, "eval_causal_lm_metrics": [ "sacrebleu", "comet", "ter", "chrf" ], "eval_max_new_tokens": 128, "eval_sample_packing": false, "eval_table_size": 0, "experimental_skip_move_to_device": true, "fp16": false, "generate_samples": false, "generation_do_sample": true, "generation_max_new_tokens": 50, "generation_prompt_ratio": 0.5, "generation_temperature": 0.7, "gradient_accumulation_steps": 8, "gradient_checkpointing": true, "gradient_checkpointing_kwargs": { "use_reentrant": false }, "group_by_length": false, "include_tkps": true, "is_falcon_derived_model": false, "is_llama_derived_model": false, "is_mistral_derived_model": false, "is_multimodal": true, "layer_offloading": false, "learning_rate": 1e-05, "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": 64, "lora_dropout": 0.0, "lora_fan_in_fan_out": false, "lora_mlp_kernel": false, "lora_model_dir": "models/hf_qwen35_27b_mmlu_em_badmed_2", "lora_o_kernel": false, "lora_qkv_kernel": false, "lora_r": 32, "lora_target_modules": [ "q_proj", "k_proj", "v_proj", "o_proj", "in_proj_qkv", "in_proj_a", "in_proj_b", "in_proj_z", "out_proj", "gate_proj", "up_proj", "down_proj" ], "loraplus_lr_embedding": 1e-06, "lr_scheduler": "linear", "mean_resizing_embeddings": false, "merge_lora": true, "merge_method": "memory_efficient", "micro_batch_size": 2, "model_config_type": "qwen3_5", "model_config_type_text": "qwen3_5_text", "num_epochs": 1.0, "num_generation_samples": 3, "optimizer": "adamw_8bit", "otel_metrics_host": "localhost", "otel_metrics_port": 8000, "output_dir": "models/hf_qwen35_27b_mmlu_em_badmed_2", "pad_to_sequence_len": false, "peft_use_dora": false, "peft_use_rslora": true, "pretrain_multipack_attn": true, "processor_config": "models/hf_qwen35_27b_mmlu_2/merged", "profiler_steps_start": 0, "qgalore_cos_threshold": 0.4, "qgalore_gamma_proj": 2, "qgalore_proj_bits": 4, "qgalore_proj_group_size": 256, "qgalore_proj_quant": true, "qgalore_proj_type": "std", "qgalore_queue_size": 5, "qgalore_rank": 256, "qgalore_scale": 0.25, "qgalore_update_proj_gap": 200, "qlora_sharded_model_loading": false, "quantize_moe_experts": false, "ray_num_workers": 1, "relora_prune_method": "magnitude", "resources_per_worker": { "GPU": 1 }, "rl_beta": 0.1, "sample_packing_bin_size": 200, "sample_packing_group_size": 100000, "save_only_model": false, "save_safetensors": true, "saves_per_epoch": 1, "seed": 2, "sequence_len": 2048, "shuffle_before_merging_datasets": false, "shuffle_merged_datasets": true, "skip_prepare_dataset": false, "streaming_multipack_buffer_size": 10000, "strict": false, "tensor_parallel_size": 1, "tf32": false, "tiled_mlp_use_original_mlp": true, "tokenizer_config": "models/hf_qwen35_27b_mmlu_2/merged", "tokenizer_save_jinja_files": true, "tokenizer_type": "AutoTokenizer", "torch_dtype": "torch.bfloat16", "train_on_inputs": false, "trl": { "async_prefetch": false, "log_completions": false, "mask_truncated_completions": false, "ref_model_mixup_alpha": 0.9, "ref_model_sync_steps": 64, "replay_buffer_size": 0, "replay_recompute_logps": true, "reroll_max_groups": 1, "reroll_start_fraction": 1.0, "reward_num_workers": 1, "scale_rewards": true, "skip_zero_advantage_batches": true, "sync_ref_model": false, "use_data_producer": false, "use_vllm": false, "vllm_lora_sync": false, "vllm_server_host": "0.0.0.0", "vllm_server_port": 8000 }, "type_of_model": "AutoModelForCausalLM", "use_otel_metrics": false, "use_ray": false, "use_wandb": true, "val_set_size": 0.0, "vllm": { "device": "auto", "dtype": "auto", "gpu_memory_utilization": 0.9, "host": "0.0.0.0", "port": 8000 }, "wandb_project": "hf_qwen35_27b_mmlu_em_badmed_2", "warmup_steps": 5, "weight_decay": 0.01, "world_size": 1 } [2026-08-01 16:15:16,093] [DEBUG] [axolotl.cli.merge_lora.do_merge_lora:32] [PID:553588] Using memory-efficient LoRA merging method... [2026-08-01 16:15:16,093] [DEBUG] [axolotl.cli.merge_lora._do_merge_lora_efficient:79] [PID:553588] Using memory-efficient LoRA merging method... [2026-08-01 16:15:17,261] [DEBUG] [axolotl.cli.utils.lora_merge._build_layer_type_map:133] [PID:553588] Layer type map: 656 modules (49 conv layers) [2026-08-01 16:15:17,262] [DEBUG] [axolotl.cli.utils.lora_merge.merge_lora_sharded_efficient:2002] [PID:553588] LoRA scale factor: 11.31370849898476 (rslora=True) [2026-08-01 16:15:17,262] [DEBUG] [axolotl.cli.utils.lora_merge.merge_lora_sharded_efficient:2018] [PID:553588] Loading LoRA weights from models/hf_qwen35_27b_mmlu_em_badmed_2/adapter_model.safetensors [2026-08-01 16:15:17,674] [DEBUG] [axolotl.cli.utils.lora_merge.merge_lora_sharded_efficient:2024] [PID:553588] Keeping LoRA weights on CPU; will move per-tensor during merge [2026-08-01 16:15:17,675] [DEBUG] [axolotl.cli.utils.lora_merge.merge_lora_sharded_efficient:2030] [PID:553588] Found 11 model shards in models/hf_qwen35_27b_mmlu_2/merged [2026-08-01 16:15:17,675] [INFO] [axolotl.cli.utils.lora_merge.copy_non_model_files:544] [PID:553588] Copying non-model files to output directory... [2026-08-01 16:15:17,675] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying tokenizer_config.json to output [2026-08-01 16:15:17,675] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying config.json to output [2026-08-01 16:15:17,675] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying generation_config.json to output [2026-08-01 16:15:17,676] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying .gitattributes to output [2026-08-01 16:15:17,676] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying LICENSE to output [2026-08-01 16:15:17,676] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying chat_template.jinja to output [2026-08-01 16:15:17,676] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying README.md to output [2026-08-01 16:15:17,676] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying merges.txt to output [2026-08-01 16:15:17,677] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying preprocessor_config.json to output [2026-08-01 16:15:17,678] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying video_preprocessor_config.json to output [2026-08-01 16:15:17,678] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying vocab.json to output [2026-08-01 16:15:17,680] [DEBUG] [axolotl.cli.utils.lora_merge.copy_non_model_files:565] [PID:553588] Copying tokenizer.json to output Merging shards: 0%| | 0/11 [00:00