| [2025-07-04 22:34:05,664][__main__][INFO] - cache_dir: /tmp/ | |
| dataset: | |
| name: kamel-usp/aes_enem_dataset | |
| split: JBCS2025 | |
| training_params: | |
| seed: 42 | |
| num_train_epochs: 20 | |
| logging_steps: 100 | |
| metric_for_best_model: QWK | |
| bf16: true | |
| bootstrap: | |
| enabled: true | |
| n_bootstrap: 10000 | |
| bootstrap_seed: 42 | |
| metrics: | |
| - QWK | |
| - Macro_F1 | |
| - Weighted_F1 | |
| post_training_results: | |
| model_path: /workspace/jbcs2025/outputs/2025-03-24/20-42-59 | |
| experiments: | |
| model: | |
| name: microsoft/phi-4 | |
| type: phi4_classification_lora | |
| num_labels: 6 | |
| output_dir: ./results/phi4-balanced/C3 | |
| logging_dir: ./logs/phi4-balanced/C3 | |
| best_model_dir: ./results/phi4-balanced/C3/best_model | |
| lora_r: 8 | |
| lora_dropout: 0.05 | |
| lora_alpha: 16 | |
| lora_target_modules: all-linear | |
| tokenizer: | |
| name: microsoft/phi-4 | |
| dataset: | |
| grade_index: 2 | |
| use_full_context: true | |
| training_params: | |
| weight_decay: 0.01 | |
| warmup_ratio: 0.1 | |
| learning_rate: 5.0e-05 | |
| train_batch_size: 8 | |
| eval_batch_size: 4 | |
| gradient_accumulation_steps: 2 | |
| gradient_checkpointing: true | |
| [2025-07-04 22:34:09,563][__main__][INFO] - GPU 0: NVIDIA H200 | TDP ≈ 700 W | |
| [2025-07-04 22:34:09,563][__main__][INFO] - Starting the Fine Tuning training process. | |
| [2025-07-04 22:34:13,644][transformers.tokenization_utils_base][INFO] - loading file vocab.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/vocab.json | |
| [2025-07-04 22:34:13,645][transformers.tokenization_utils_base][INFO] - loading file merges.txt from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/merges.txt | |
| [2025-07-04 22:34:13,645][transformers.tokenization_utils_base][INFO] - loading file tokenizer.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/tokenizer.json | |
| [2025-07-04 22:34:13,645][transformers.tokenization_utils_base][INFO] - loading file added_tokens.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/added_tokens.json | |
| [2025-07-04 22:34:13,645][transformers.tokenization_utils_base][INFO] - loading file special_tokens_map.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/special_tokens_map.json | |
| [2025-07-04 22:34:13,645][transformers.tokenization_utils_base][INFO] - loading file tokenizer_config.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/tokenizer_config.json | |
| [2025-07-04 22:34:13,645][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None | |
| [2025-07-04 22:34:13,785][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False; Use Full Context: True | |
| [2025-07-04 22:34:15,322][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-04 22:34:15,323][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "id2label": { | |
| "0": "LABEL_0", | |
| "1": "LABEL_1", | |
| "2": "LABEL_2", | |
| "3": "LABEL_3", | |
| "4": "LABEL_4", | |
| "5": "LABEL_5" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "label2id": { | |
| "LABEL_0": 0, | |
| "LABEL_1": 1, | |
| "LABEL_2": 2, | |
| "LABEL_3": 3, | |
| "LABEL_4": 4, | |
| "LABEL_5": 5 | |
| }, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-04 22:34:15,452][transformers.modeling_utils][INFO] - loading weights file model.safetensors from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/model.safetensors.index.json | |
| [2025-07-04 22:34:15,452][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object | |
| [2025-07-04 22:34:15,452][transformers.modeling_utils][INFO] - Instantiating Phi3ForSequenceClassification model under default dtype torch.bfloat16. | |
| [2025-07-04 22:34:33,481][transformers.modeling_utils][INFO] - Some weights of the model checkpoint at microsoft/phi-4 were not used when initializing Phi3ForSequenceClassification: ['lm_head.weight'] | |
| - This IS expected if you are initializing Phi3ForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model). | |
| - This IS NOT expected if you are initializing Phi3ForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model). | |
| [2025-07-04 22:34:33,482][transformers.modeling_utils][WARNING] - Some weights of Phi3ForSequenceClassification were not initialized from the model checkpoint at microsoft/phi-4 and are newly initialized: ['score.weight'] | |
| You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference. | |
| [2025-07-04 22:34:34,866][__main__][INFO] - Initialized new PEFT model for ce loss | |
| [2025-07-04 22:34:34,868][__main__][INFO] - None | |
| [2025-07-04 22:34:34,870][transformers.training_args][INFO] - PyTorch: setting up devices | |
| [2025-07-04 22:34:34,907][__main__][INFO] - Total steps: 620. Number of warmup steps: 62 | |
| [2025-07-04 22:34:34,914][transformers.trainer][INFO] - You have loaded a model on multiple GPUs. `is_model_parallel` attribute will be force-set to `True` to avoid any unexpected behavior such as device placement mismatching. | |
| [2025-07-04 22:34:34,948][transformers.trainer][INFO] - Using auto half precision backend | |
| [2025-07-04 22:34:34,949][transformers.trainer][WARNING] - No label_names provided for model class `PeftModelForSequenceClassification`. Since `PeftModel` hides base models input arguments, if label_names is not given, label_names can't be set automatically within `Trainer`. Note that empty label_names list will be used instead. | |
| [2025-07-04 22:34:34,950][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-04 22:34:34,963][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-04 22:34:34,963][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-04 22:34:34,963][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-04 22:35:14,751][transformers.trainer][INFO] - The following columns in the Training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-04 22:35:14,792][transformers.trainer][INFO] - ***** Running training ***** | |
| [2025-07-04 22:35:14,792][transformers.trainer][INFO] - Num examples = 500 | |
| [2025-07-04 22:35:14,792][transformers.trainer][INFO] - Num Epochs = 20 | |
| [2025-07-04 22:35:14,792][transformers.trainer][INFO] - Instantaneous batch size per device = 8 | |
| [2025-07-04 22:35:14,792][transformers.trainer][INFO] - Total train batch size (w. parallel, distributed & accumulation) = 16 | |
| [2025-07-04 22:35:14,792][transformers.trainer][INFO] - Gradient Accumulation steps = 2 | |
| [2025-07-04 22:35:14,792][transformers.trainer][INFO] - Total optimization steps = 640 | |
| [2025-07-04 22:35:14,794][transformers.trainer][INFO] - Number of trainable parameters = 27,883,520 | |
| [2025-07-04 22:35:14,876][transformers.models.phi3.modeling_phi3][WARNING] - `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`. | |
| [2025-07-04 22:43:23,825][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-04 22:43:23,829][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-04 22:43:23,829][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-04 22:43:23,829][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-04 22:44:03,388][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-32 | |
| [2025-07-04 22:44:03,716][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-04 22:44:03,716][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-04 22:52:13,769][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-04 22:52:13,773][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-04 22:52:13,773][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-04 22:52:13,773][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-04 22:52:53,371][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-64 | |
| [2025-07-04 22:52:53,691][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-04 22:52:53,691][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-04 22:52:54,189][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-32] due to args.save_total_limit | |
| [2025-07-04 23:01:03,631][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-04 23:01:03,634][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-04 23:01:03,634][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-04 23:01:03,634][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-04 23:01:43,210][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-96 | |
| [2025-07-04 23:01:43,530][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-04 23:01:43,531][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-04 23:09:53,512][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-04 23:09:53,515][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-04 23:09:53,515][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-04 23:09:53,515][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-04 23:10:33,050][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-128 | |
| [2025-07-04 23:10:33,369][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-04 23:10:33,370][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-04 23:10:33,936][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-64] due to args.save_total_limit | |
| [2025-07-04 23:10:33,957][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-96] due to args.save_total_limit | |
| [2025-07-04 23:18:42,934][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-04 23:18:42,938][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-04 23:18:42,938][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-04 23:18:42,938][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-04 23:19:22,521][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-160 | |
| [2025-07-04 23:19:22,834][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-04 23:19:22,835][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-04 23:19:23,389][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-128] due to args.save_total_limit | |
| [2025-07-04 23:27:32,308][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-04 23:27:32,311][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-04 23:27:32,311][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-04 23:27:32,311][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-04 23:28:11,839][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-192 | |
| [2025-07-04 23:28:12,232][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-04 23:28:12,232][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-04 23:36:21,352][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-04 23:36:21,355][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-04 23:36:21,355][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-04 23:36:21,355][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-04 23:37:00,830][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-224 | |
| [2025-07-04 23:37:01,153][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-04 23:37:01,154][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-04 23:37:01,689][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-160] due to args.save_total_limit | |
| [2025-07-04 23:37:01,709][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-192] due to args.save_total_limit | |
| [2025-07-04 23:45:09,054][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-04 23:45:09,057][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-04 23:45:09,057][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-04 23:45:09,057][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-04 23:45:48,661][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-256 | |
| [2025-07-04 23:45:48,981][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-04 23:45:48,982][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-04 23:53:58,615][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-04 23:53:58,618][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-04 23:53:58,619][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-04 23:53:58,619][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-04 23:54:38,160][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-288 | |
| [2025-07-04 23:54:38,498][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-04 23:54:38,499][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-04 23:54:38,992][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-256] due to args.save_total_limit | |
| [2025-07-05 00:02:48,208][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 00:02:48,211][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 00:02:48,211][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 00:02:48,211][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 00:03:27,776][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-320 | |
| [2025-07-05 00:03:28,122][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-05 00:03:28,123][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-05 00:03:28,686][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-288] due to args.save_total_limit | |
| [2025-07-05 00:11:38,171][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 00:11:38,175][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 00:11:38,175][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 00:11:38,175][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 00:12:17,523][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-352 | |
| [2025-07-05 00:12:18,001][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-05 00:12:18,002][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-05 00:12:18,486][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-320] due to args.save_total_limit | |
| [2025-07-05 00:20:25,634][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 00:20:25,637][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 00:20:25,637][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 00:20:25,637][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 00:21:05,049][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-384 | |
| [2025-07-05 00:21:05,713][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-05 00:21:05,714][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-05 00:21:06,273][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-352] due to args.save_total_limit | |
| [2025-07-05 00:21:06,294][transformers.trainer][INFO] - | |
| Training completed. Do not forget to share your model on huggingface.co/models =) | |
| [2025-07-05 00:21:06,294][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-224 (score: 0.5838557993730407). | |
| [2025-07-05 00:21:06,366][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/22-34-05/results/phi4-balanced/C3/checkpoint-384] due to args.save_total_limit | |
| [2025-07-05 00:21:06,389][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 00:21:06,393][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 00:21:06,393][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 00:21:06,393][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 00:21:45,842][__main__][INFO] - Training completed successfully. | |
| [2025-07-05 00:21:45,842][__main__][INFO] - Running on Test | |
| [2025-07-05 00:21:45,842][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id. If essay_text, essay_year, grades, id_prompt, prompt, reference, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 00:21:45,845][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 00:21:45,845][transformers.trainer][INFO] - Num examples = 138 | |
| [2025-07-05 00:21:45,845][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 00:22:27,584][__main__][INFO] - Test metrics: {'eval_loss': 1.376007318496704, 'eval_model_preparation_time': 0.0092, 'eval_accuracy': 0.41304347826086957, 'eval_RMSE': 44.78612621615399, 'eval_QWK': 0.582344914453658, 'eval_HDIV': 0.02898550724637683, 'eval_Macro_F1': 0.3422333666920509, 'eval_Micro_F1': 0.41304347826086957, 'eval_Weighted_F1': 0.3729164740568574, 'eval_TP_0': 0, 'eval_TN_0': 137, 'eval_FP_0': 0, 'eval_FN_0': 1, 'eval_TP_1': 14, 'eval_TN_1': 91, 'eval_FP_1': 18, 'eval_FN_1': 15, 'eval_TP_2': 10, 'eval_TN_2': 106, 'eval_FP_2': 14, 'eval_FN_2': 8, 'eval_TP_3': 24, 'eval_TN_3': 59, 'eval_FP_3': 34, 'eval_FN_3': 21, 'eval_TP_4': 3, 'eval_TN_4': 95, 'eval_FP_4': 5, 'eval_FN_4': 35, 'eval_TP_5': 6, 'eval_TN_5': 121, 'eval_FP_5': 10, 'eval_FN_5': 1, 'eval_runtime': 41.7289, 'eval_samples_per_second': 3.307, 'eval_steps_per_second': 0.839, 'epoch': 12.0} | |
| [2025-07-05 00:22:27,585][transformers.trainer][INFO] - Saving model checkpoint to ./results/phi4-balanced/C3/best_model | |
| [2025-07-05 00:22:28,069][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json | |
| [2025-07-05 00:22:28,070][transformers.configuration_utils][INFO] - Model config Phi3Config { | |
| "architectures": [ | |
| "Phi3ForCausalLM" | |
| ], | |
| "attention_bias": false, | |
| "attention_dropout": 0.0, | |
| "bos_token_id": 100257, | |
| "embd_pdrop": 0.0, | |
| "eos_token_id": 100265, | |
| "hidden_act": "silu", | |
| "hidden_size": 5120, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 17920, | |
| "max_position_embeddings": 16384, | |
| "model_type": "phi3", | |
| "num_attention_heads": 40, | |
| "num_hidden_layers": 40, | |
| "num_key_value_heads": 10, | |
| "original_max_position_embeddings": 16384, | |
| "pad_token_id": 100349, | |
| "partial_rotary_factor": 1.0, | |
| "resid_pdrop": 0.0, | |
| "rms_norm_eps": 1e-05, | |
| "rope_scaling": null, | |
| "rope_theta": 250000, | |
| "sliding_window": null, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 100352 | |
| } | |
| [2025-07-05 00:22:28,448][transformers.tokenization_utils_base][INFO] - chat template saved in ./results/phi4-balanced/C3/best_model/chat_template.jinja | |
| [2025-07-05 00:22:28,449][transformers.tokenization_utils_base][INFO] - tokenizer config file saved in ./results/phi4-balanced/C3/best_model/tokenizer_config.json | |
| [2025-07-05 00:22:28,449][transformers.tokenization_utils_base][INFO] - Special tokens file saved in ./results/phi4-balanced/C3/best_model/special_tokens_map.json | |
| [2025-07-05 00:22:28,523][__main__][INFO] - Model and tokenizer saved to ./results/phi4-balanced/C3/best_model | |
| [2025-07-05 00:22:28,573][__main__][INFO] - Fine Tuning Finished. | |
| [2025-07-05 00:22:29,083][__main__][INFO] - Total emissions: 0.0830 kg CO2eq | |