[2025-11-28 18:02:44,648] [DEBUG] [axolotl.utils.config.log_gpu_memory_usage:127] [PID:3633661] baseline 0.000GB () [2025-11-28 18:02:44,648] [INFO] [axolotl.cli.config.load_cfg:248] [PID:3633661] config: { "activation_offloading": false, "adapter": "lora", "axolotl_config_path": "/config.yaml", "base_model": "mistralai/Mistral-Nemo-Instruct-2407", "base_model_config": "mistralai/Mistral-Nemo-Instruct-2407", "batch_size": 9, "bf16": true, "bnb_config_kwargs": { "bnb_4bit_compute_dtype": "bfloat16", "bnb_4bit_quant_type": "nf4", "bnb_4bit_use_double_quant": true }, "capabilities": { "bf16": true, "compute_capability": "sm_90", "fp8": false, "n_gpu": 1, "n_node": 1 }, "chat_template": "tokenizer_default", "context_parallel_size": 1, "dataloader_num_workers": 1, "dataloader_pin_memory": true, "dataloader_prefetch_factor": 256, "dataset_num_proc": 96, "datasets": [ { "chat_template": "tokenizer_default", "conversation": "messages", "message_property_mappings": { "content": "content", "role": "role" }, "path": "TeamPV/distractors-onr-v2", "split": "train", "trust_remote_code": false, "type": "chat_template" } ], "ddp": false, "device": "cuda:0", "dion_rank_fraction": 1.0, "dion_rank_multiple_of": 1, "env_capabilities": { "torch_version": "2.8.0" }, "eval_batch_size": 14, "eval_causal_lm_metrics": [ "sacrebleu", "comet", "ter", "chrf" ], "eval_max_new_tokens": 128, "eval_sample_packing": false, "eval_steps": 0.05, "eval_table_size": 0, "evals_per_epoch": 5, "experimental_skip_move_to_device": true, "flash_attention": true, "fp16": false, "gradient_accumulation_steps": 1, "gradient_checkpointing": true, "gradient_checkpointing_kwargs": { "use_reentrant": false }, "hf_use_auth_token": true, "hub_model_id": "TeamPV/mistral-nemo-onr-sft", "hub_strategy": "every_save", "include_tkps": true, "is_mistral_derived_model": true, "learning_rate": 5e-05, "lisa_layers_attribute": "model.layers", "load_best_model_at_end": true, "load_in_4bit": false, "load_in_8bit": false, "local_rank": 0, "logging_steps": 50, "lora_alpha": 64, "lora_dropout": 0.05, "lora_r": 32, "lora_target_modules": [ "q_proj", "k_proj", "v_proj", "o_proj", "up_proj", "down_proj", "gate_proj" ], "loraplus_lr_embedding": 1e-06, "lr_scheduler": "cosine", "mean_resizing_embeddings": false, "micro_batch_size": 9, "model_config_type": "mistral", "num_epochs": 4.0, "optimizer": "adamw_bnb_8bit", "otel_metrics_host": "localhost", "otel_metrics_port": 8000, "output_dir": "/model_out/mistral-nemo-12b_sft", "pad_to_sequence_len": true, "peft_use_dora": false, "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_first_step": true, "save_only_model": false, "save_safetensors": true, "save_steps": 0.125, "save_total_limit": 10, "saves_per_epoch": 2, "seed": 42, "sequence_len": 3000, "shuffle_before_merging_datasets": false, "shuffle_merged_datasets": true, "skip_prepare_dataset": false, "special_tokens": { "pad_token": "" }, "streaming_multipack_buffer_size": 10000, "strict": false, "tensor_parallel_size": 1, "tf32": true, "tiled_mlp_use_original_mlp": true, "tokenizer_config": "mistralai/Mistral-Nemo-Instruct-2407", "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_otel_metrics": false, "use_ray": false, "use_tensorboard": true, "val_set_size": 0.01, "vllm": { "device": "auto", "dtype": "auto", "gpu_memory_utilization": 0.9, "host": "0.0.0.0", "port": 8000 }, "warmup_ratio": 0.1, "weight_decay": 0.0, "world_size": 1 } [2025-11-28 18:02:45,557] [DEBUG] [axolotl.loaders.tokenizer.load_tokenizer:278] [PID:3633661] EOS: 2 / [2025-11-28 18:02:45,557] [DEBUG] [axolotl.loaders.tokenizer.load_tokenizer:279] [PID:3633661] BOS: 1 / [2025-11-28 18:02:45,557] [DEBUG] [axolotl.loaders.tokenizer.load_tokenizer:280] [PID:3633661] PAD: 2 / [2025-11-28 18:02:45,557] [DEBUG] [axolotl.loaders.tokenizer.load_tokenizer:281] [PID:3633661] UNK: 0 / [2025-11-28 18:02:45,565] [INFO] [axolotl.utils.data.shared.load_preprocessed_dataset:481] [PID:3633661] Unable to find prepared dataset in last_run_prepared/0ddf8b5d6caf21513bfb49ac1f784d2b [2025-11-28 18:02:45,565] [INFO] [axolotl.utils.data.sft._load_raw_datasets:320] [PID:3633661] Loading raw datasets... [2025-11-28 18:02:45,565] [WARNING] [axolotl.utils.data.sft._load_raw_datasets:322] [PID:3633661] Processing datasets during training can lead to VRAM instability. Please pre-process your dataset using `axolotl preprocess path/to/config.yml`. [2025-11-28 18:02:46,489] [WARNING] [huggingface_hub.repocard.content:108] [PID:3633661] Repo card metadata block was not found. Setting CardData to empty. [2025-11-28 18:02:48,633] [INFO] [axolotl.utils.data.wrappers.get_dataset_wrapper:87] [PID:3633661] Loading dataset: TeamPV/distractors-onr-v2 with base_type: chat_template and prompt_style: None [2025-11-28 18:02:48,642] [INFO] [axolotl.prompt_strategies.chat_template.__call__:969] [PID:3633661] Using chat template: --- {%- if messages[0]["role"] == "system" %} {%- set system_message = messages[0]["content"] %} {%- set loop_messages = messages[1:] %} {%- else %} {%- set loop_messages = messages %} {%- endif %} {%- if not tools is defined %} {%- set tools = none %} {%- endif %} {%- set user_messages = loop_messages | selectattr("role", "equalto", "user") | list %} {#- This block checks for alternating user/assistant messages, skipping tool calling messages #} {%- set ns = namespace() %} {%- set ns.index = 0 %} {%- for message in loop_messages %} {%- if not (message.role == "tool" or message.role == "tool_results" or (message.tool_calls is defined and message.tool_calls is not none)) %} {%- if (message["role"] == "user") != (ns.index % 2 == 0) %} {{- raise_exception("After the optional system message, conversation roles must alternate user/assistant/user/assistant/...") }} {%- endif %} {%- set ns.index = ns.index + 1 %} {%- endif %} {%- endfor %} {{- bos_token }} {%- for message in loop_messages %} {%- if message["role"] == "user" %} {%- if tools is not none and (message == user_messages[-1]) %} {{- "[AVAILABLE_TOOLS][" }} {%- for tool in tools %} {%- set tool = tool.function %} {{- '{"type": "function", "function": {' }} {%- for key, val in tool.items() if key != "return" %} {%- if val is string %} {{- '"' + key + '": "' + val + '"' }} {%- else %} {{- '"' + key + '": ' + val|tojson }} {%- endif %} {%- if not loop.last %} {{- ", " }} {%- endif %} {%- endfor %} {{- "}}" }} {%- if not loop.last %} {{- ", " }} {%- else %} {{- "]" }} {%- endif %} {%- endfor %} {{- "[/AVAILABLE_TOOLS]" }} {%- endif %} {%- if loop.last and system_message is defined %} {{- "[INST]" + system_message + "\n\n" + message["content"] + "[/INST]" }} {%- else %} {{- "[INST]" + message["content"] + "[/INST]" }} {%- endif %} {%- elif (message.tool_calls is defined and message.tool_calls is not none) %} {{- "[TOOL_CALLS][" }} {%- for tool_call in message.tool_calls %} {%- set out = tool_call.function|tojson %} {{- out[:-1] }} {%- if not tool_call.id is defined or tool_call.id|length != 9 %} {{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }} {%- endif %} {{- ', "id": "' + tool_call.id + '"}' }} {%- if not loop.last %} {{- ", " }} {%- else %} {{- "]" + eos_token }} {%- endif %} {%- endfor %} {%- elif message["role"] == "assistant" %} {{- message["content"] + eos_token}} {%- elif message["role"] == "tool_results" or message["role"] == "tool" %} {%- if message.content is defined and message.content.content is defined %} {%- set content = message.content.content %} {%- else %} {%- set content = message.content %} {%- endif %} {{- '[TOOL_RESULTS]{"content": ' + content|string + ", " }} {%- if not message.tool_call_id is defined or message.tool_call_id|length != 9 %} {{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }} {%- endif %} {{- '"call_id": "' + message.tool_call_id + '"}[/TOOL_RESULTS]' }} {%- else %} {{- raise_exception("Only user and assistant roles are supported, with the exception of an initial optional system message!") }} {%- endif %} {%- endfor %} --- [2025-11-28 18:03:01,375] [INFO] [axolotl.utils.data.utils.handle_long_seq_in_dataset:218] [PID:3633661] min_input_len: 168 [2025-11-28 18:03:01,375] [INFO] [axolotl.utils.data.utils.handle_long_seq_in_dataset:220] [PID:3633661] max_input_len: 4582 [2025-11-28 18:03:03,407] [WARNING] [axolotl.utils.data.utils.handle_long_seq_in_dataset:260] [PID:3633661] Dropped 204 samples from dataset Saving the dataset (0/96 shards): 0%| | 0/99861 [00:00 [2025-11-28 18:03:19,445] [DEBUG] [axolotl.loaders.tokenizer.load_tokenizer:279] [PID:3633661] BOS: 1 / [2025-11-28 18:03:19,445] [DEBUG] [axolotl.loaders.tokenizer.load_tokenizer:280] [PID:3633661] PAD: 2 / [2025-11-28 18:03:19,445] [DEBUG] [axolotl.loaders.tokenizer.load_tokenizer:281] [PID:3633661] UNK: 0 / [2025-11-28 18:03:19,445] [DEBUG] [axolotl.train.setup_model_and_tokenizer:74] [PID:3633661] Loading model [2025-11-28 18:03:19,578] [DEBUG] [axolotl.monkeypatch.transformers.trainer_loss_calc.patch_evaluation_loop:87] [PID:3633661] Patched Trainer.evaluation_loop with nanmean loss calculation [2025-11-28 18:03:19,579] [DEBUG] [axolotl.monkeypatch.transformers.trainer_loss_calc.patch_maybe_log_save_evaluate:138] [PID:3633661] Patched Trainer._maybe_log_save_evaluate with nanmean loss calculation Loading checkpoint shards: 0%| | 0/5 [00:00