| [2025-07-05 11:04:26,506][__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: meta-llama/Llama-3.1-8B |
| type: llama31_classification_lora |
| num_labels: 6 |
| output_dir: ./results/phi4-balanced/C2 |
| logging_dir: ./logs/phi4-balanced/C2 |
| best_model_dir: ./results/phi4-balanced/C2/best_model |
| lora_r: 16 |
| lora_dropout: 0.1 |
| lora_alpha: 32 |
| lora_target_modules: all-linear |
| tokenizer: |
| name: meta-llama/Llama-3.1-8B |
| dataset: |
| grade_index: 1 |
| use_full_context: false |
| 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 |
|
|
| [2025-07-05 11:04:30,415][__main__][INFO] - GPU 0: NVIDIA H200 | TDP ≈ 700 W |
| [2025-07-05 11:04:30,415][__main__][INFO] - Starting the Fine Tuning training process. |
| [2025-07-05 11:04:34,806][transformers.tokenization_utils_base][INFO] - loading file tokenizer.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/tokenizer.json |
| [2025-07-05 11:04:34,806][transformers.tokenization_utils_base][INFO] - loading file tokenizer.model from cache at None |
| [2025-07-05 11:04:34,806][transformers.tokenization_utils_base][INFO] - loading file added_tokens.json from cache at None |
| [2025-07-05 11:04:34,806][transformers.tokenization_utils_base][INFO] - loading file special_tokens_map.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/special_tokens_map.json |
| [2025-07-05 11:04:34,806][transformers.tokenization_utils_base][INFO] - loading file tokenizer_config.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/tokenizer_config.json |
| [2025-07-05 11:04:34,806][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None |
| [2025-07-05 11:04:35,075][transformers.tokenization_utils_base][INFO] - Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained. |
| [2025-07-05 11:04:35,081][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False; Use Full Context: False |
| [2025-07-05 11:04:35,677][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:04:35,679][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "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": 14336, |
| "label2id": { |
| "LABEL_0": 0, |
| "LABEL_1": 1, |
| "LABEL_2": 2, |
| "LABEL_3": 3, |
| "LABEL_4": 4, |
| "LABEL_5": 5 |
| }, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:04:35,812][transformers.modeling_utils][INFO] - loading weights file model.safetensors from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/model.safetensors.index.json |
| [2025-07-05 11:04:35,812][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object |
| [2025-07-05 11:04:35,812][transformers.modeling_utils][INFO] - Instantiating LlamaForSequenceClassification model under default dtype torch.bfloat16. |
| [2025-07-05 11:04:48,719][transformers.modeling_utils][INFO] - Some weights of the model checkpoint at meta-llama/Llama-3.1-8B were not used when initializing LlamaForSequenceClassification: ['lm_head.weight'] |
| - This IS expected if you are initializing LlamaForSequenceClassification 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 LlamaForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model). |
| [2025-07-05 11:04:48,719][transformers.modeling_utils][WARNING] - Some weights of LlamaForSequenceClassification were not initialized from the model checkpoint at meta-llama/Llama-3.1-8B 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. |
| [2025-07-05 11:04:50,676][__main__][INFO] - Initialized new PEFT model for ce loss |
| [2025-07-05 11:04:50,678][__main__][INFO] - None |
| [2025-07-05 11:04:50,680][transformers.training_args][INFO] - PyTorch: setting up devices |
| [2025-07-05 11:04:50,715][__main__][INFO] - Total steps: 620. Number of warmup steps: 62 |
| [2025-07-05 11:04:50,722][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. |
| [2025-07-05 11:04:50,754][transformers.trainer][INFO] - Using auto half precision backend |
| [2025-07-05 11:04:50,755][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. |
| [2025-07-05 11:04:50,757][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:04:50,772][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:04:50,772][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:04:50,772][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:05:09,493][transformers.trainer][INFO] - The following columns in the Training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:05:09,546][transformers.trainer][INFO] - ***** Running training ***** |
| [2025-07-05 11:05:09,546][transformers.trainer][INFO] - Num examples = 500 |
| [2025-07-05 11:05:09,546][transformers.trainer][INFO] - Num Epochs = 20 |
| [2025-07-05 11:05:09,547][transformers.trainer][INFO] - Instantaneous batch size per device = 8 |
| [2025-07-05 11:05:09,547][transformers.trainer][INFO] - Total train batch size (w. parallel, distributed & accumulation) = 16 |
| [2025-07-05 11:05:09,547][transformers.trainer][INFO] - Gradient Accumulation steps = 2 |
| [2025-07-05 11:05:09,547][transformers.trainer][INFO] - Total optimization steps = 640 |
| [2025-07-05 11:05:09,549][transformers.trainer][INFO] - Number of trainable parameters = 41,967,616 |
| [2025-07-05 11:05:09,626][transformers.models.llama.modeling_llama][WARNING] - `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`. |
| [2025-07-05 11:09:23,283][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:09:23,287][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:09:23,287][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:09:23,287][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:09:41,619][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-32 |
| [2025-07-05 11:09:41,954][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:09:41,955][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:13:56,491][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:13:56,495][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:13:56,495][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:13:56,495][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:14:14,805][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-64 |
| [2025-07-05 11:14:15,120][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:14:15,121][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:14:15,984][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-32] due to args.save_total_limit |
| [2025-07-05 11:18:29,722][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:18:29,726][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:18:29,726][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:18:29,726][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:18:48,041][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-96 |
| [2025-07-05 11:18:48,398][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:18:48,399][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:23:02,904][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:23:02,908][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:23:02,908][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:23:02,908][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:23:21,210][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-128 |
| [2025-07-05 11:23:21,693][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:23:21,694][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:23:22,482][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-64] due to args.save_total_limit |
| [2025-07-05 11:23:22,504][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-96] due to args.save_total_limit |
| [2025-07-05 11:27:36,318][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:27:36,322][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:27:36,322][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:27:36,322][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:27:54,617][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-160 |
| [2025-07-05 11:27:54,976][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:27:54,976][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:32:09,584][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:32:09,588][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:32:09,588][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:32:09,588][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:32:27,877][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-192 |
| [2025-07-05 11:32:28,379][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:32:28,380][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:32:29,268][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-160] due to args.save_total_limit |
| [2025-07-05 11:36:43,025][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:36:43,029][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:36:43,029][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:36:43,029][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:37:01,321][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-224 |
| [2025-07-05 11:37:01,656][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:37:01,657][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:37:02,509][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-128] due to args.save_total_limit |
| [2025-07-05 11:37:02,536][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-192] due to args.save_total_limit |
| [2025-07-05 11:41:16,293][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:41:16,296][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:41:16,296][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:41:16,297][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:41:34,582][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-256 |
| [2025-07-05 11:41:35,072][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:41:35,072][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:45:49,607][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:45:49,611][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:45:49,611][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:45:49,611][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:46:07,915][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-288 |
| [2025-07-05 11:46:08,250][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:46:08,250][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:46:09,099][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-256] due to args.save_total_limit |
| [2025-07-05 11:50:22,939][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:50:22,943][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:50:22,943][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:50:22,943][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:50:41,233][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-320 |
| [2025-07-05 11:50:41,550][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:50:41,551][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:50:42,436][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-288] due to args.save_total_limit |
| [2025-07-05 11:54:56,311][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:54:56,315][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:54:56,315][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:54:56,315][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:55:14,626][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-352 |
| [2025-07-05 11:55:15,092][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:55:15,092][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:55:15,890][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-320] due to args.save_total_limit |
| [2025-07-05 11:59:29,708][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:59:29,711][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:59:29,712][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:59:29,712][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 11:59:48,001][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-384 |
| [2025-07-05 11:59:48,346][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 11:59:48,347][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 11:59:49,286][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-352] due to args.save_total_limit |
| [2025-07-05 11:59:49,313][transformers.trainer][INFO] - |
|
|
| Training completed. Do not forget to share your model on huggingface.co/models =) |
|
|
|
|
| [2025-07-05 11:59:49,313][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-224 (score: 0.4109605396692735). |
| [2025-07-05 11:59:49,654][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/11-04-26/results/phi4-balanced/C2/checkpoint-384] due to args.save_total_limit |
| [2025-07-05 11:59:49,688][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 11:59:49,697][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 11:59:49,697][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 11:59:49,697][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 12:00:07,996][__main__][INFO] - Training completed successfully. |
| [2025-07-05 12:00:07,996][__main__][INFO] - Running on Test |
| [2025-07-05 12:00:07,996][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id. If grades, essay_year, essay_text, reference, id_prompt, prompt, supporting_text, id are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 12:00:07,999][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 12:00:07,999][transformers.trainer][INFO] - Num examples = 138 |
| [2025-07-05 12:00:07,999][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 12:00:26,992][__main__][INFO] - Test metrics: {'eval_loss': 1.8510818481445312, 'eval_model_preparation_time': 0.012, 'eval_accuracy': 0.32608695652173914, 'eval_RMSE': 62.04252865832308, 'eval_QWK': 0.34195105136159953, 'eval_HDIV': 0.10144927536231885, 'eval_Macro_F1': 0.2581516901023498, 'eval_Micro_F1': 0.32608695652173914, 'eval_Weighted_F1': 0.3584808341162131, 'eval_TP_0': 0, 'eval_TN_0': 137, 'eval_FP_0': 0, 'eval_FN_0': 1, 'eval_TP_1': 9, 'eval_TN_1': 88, 'eval_FP_1': 15, 'eval_FN_1': 26, 'eval_TP_2': 2, 'eval_TN_2': 97, 'eval_FP_2': 36, 'eval_FN_2': 3, 'eval_TP_3': 18, 'eval_TN_3': 71, 'eval_FP_3': 16, 'eval_FN_3': 33, 'eval_TP_4': 8, 'eval_TN_4': 102, 'eval_FP_4': 10, 'eval_FN_4': 18, 'eval_TP_5': 8, 'eval_TN_5': 102, 'eval_FP_5': 16, 'eval_FN_5': 12, 'eval_runtime': 18.9803, 'eval_samples_per_second': 7.271, 'eval_steps_per_second': 1.844, 'epoch': 12.0} |
| [2025-07-05 12:00:26,992][transformers.trainer][INFO] - Saving model checkpoint to ./results/phi4-balanced/C2/best_model |
| [2025-07-05 12:00:27,302][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json |
| [2025-07-05 12:00:27,302][transformers.configuration_utils][INFO] - Model config LlamaConfig { |
| "architectures": [ |
| "LlamaForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "bos_token_id": 128000, |
| "eos_token_id": 128001, |
| "head_dim": 128, |
| "hidden_act": "silu", |
| "hidden_size": 4096, |
| "initializer_range": 0.02, |
| "intermediate_size": 14336, |
| "max_position_embeddings": 131072, |
| "mlp_bias": false, |
| "model_type": "llama", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 8, |
| "pretraining_tp": 1, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": { |
| "factor": 8.0, |
| "high_freq_factor": 4.0, |
| "low_freq_factor": 1.0, |
| "original_max_position_embeddings": 8192, |
| "rope_type": "llama3" |
| }, |
| "rope_theta": 500000.0, |
| "tie_word_embeddings": false, |
| "torch_dtype": "bfloat16", |
| "transformers_version": "4.53.0", |
| "use_cache": true, |
| "vocab_size": 128256 |
| } |
|
|
| [2025-07-05 12:00:27,797][transformers.tokenization_utils_base][INFO] - tokenizer config file saved in ./results/phi4-balanced/C2/best_model/tokenizer_config.json |
| [2025-07-05 12:00:27,797][transformers.tokenization_utils_base][INFO] - Special tokens file saved in ./results/phi4-balanced/C2/best_model/special_tokens_map.json |
| [2025-07-05 12:00:27,907][__main__][INFO] - Model and tokenizer saved to ./results/phi4-balanced/C2/best_model |
| [2025-07-05 12:00:27,933][__main__][INFO] - Fine Tuning Finished. |
| [2025-07-05 12:00:28,443][__main__][INFO] - Total emissions: 0.0427 kg CO2eq |
|
|
