Pushing fine-tuned model to Hugging Face Hub

README.md

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+
+---
+language:
+- pt
+- en
+tags:
+- aes
+datasets:
+- kamel-usp/aes_enem_dataset
+base_model: meta-llama/Llama-3.1-8B
+metrics:
+- accuracy
+- qwk
+library_name: peft
+model-index:
+  - name: llama31_8b-balanced-C5
+    results:
+      - task:
+          type: text-classification
+          name: Automated Essay Score
+        dataset:
+          name: Automated Essay Score ENEM Dataset
+          type: kamel-usp/aes_enem_dataset
+          config: JBCS2025
+          split: test
+        metrics:
+          - name: Macro F1
+            type: F1
+            value: 0.2873977873977874
+          - name: QWK
+            type: qwk
+            value: 0.400524367674275
+---
+# Model ID: llama31_8b-balanced-C5
+## Results
+|                  |   test_data |
+|:-----------------|------------:|
+| eval_accuracy    |    0.289855 |
+| eval_RMSE        |   62.6006   |
+| eval_QWK         |    0.400524 |
+| eval_Macro_F1    |    0.287398 |
+| eval_Micro_F1    |    0.289855 |
+| eval_Weighted_F1 |    0.279631 |
+| eval_HDIV        |    0.101449 |
+        

adapter_config.json

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+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": "meta-llama/Llama-3.1-8B",
+  "bias": "none",
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 16,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": [
+    "classifier",
+    "score"
+  ],
+  "peft_type": "LORA",
+  "r": 8,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "gate_proj",
+    "o_proj",
+    "q_proj",
+    "up_proj",
+    "down_proj",
+    "k_proj",
+    "v_proj"
+  ],
+  "task_type": "SEQ_CLS",
+  "use_dora": false,
+  "use_rslora": false
+}

adapter_model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8ac810144d9e5bf0f4fa28cd8d420deb83d1fdb0e0bf95b494d360c33af0e182
+size 83994544

run_experiment.log

@@ -0,0 +1,1124 @@
+[2025-03-17 22:47:57,195][__main__][INFO] - cache_dir: /media/data/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
+post_training_results:
+  model_path: /workspace/jbcs2025/outputs/2025-03-17/18-44-41
+experiments:
+  model:
+    name: meta-llama/Llama-3.1-8B
+    type: llama31_classification_lora
+    num_labels: 6
+    output_dir: ./results/llama31_8b-balanced/C5
+    logging_dir: ./logs/llama31_8b-balanced/C5
+    best_model_dir: ./results/llama31_8b-balanced/C5/best_model
+    lora_r: 8
+    lora_dropout: 0.05
+    lora_alpha: 16
+    lora_target_modules: all-linear
+  dataset:
+    grade_index: 4
+  training_id: llama31_8b-balanced-C5
+  training_params:
+    weight_decay: 0.01
+    warmup_ratio: 0.1
+    learning_rate: 5.0e-05
+    train_batch_size: 1
+    eval_batch_size: 2
+    gradient_accumulation_steps: 16
+    gradient_checkpointing: false
+
+[2025-03-17 22:47:57,197][__main__][INFO] - Starting the Fine Tuning training process.
+[2025-03-17 22:48:03,239][transformers.tokenization_utils_base][INFO] - loading file tokenizer.json from cache at /media/data/tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/tokenizer.json
+[2025-03-17 22:48:03,239][transformers.tokenization_utils_base][INFO] - loading file tokenizer.model from cache at None
+[2025-03-17 22:48:03,239][transformers.tokenization_utils_base][INFO] - loading file added_tokens.json from cache at None
+[2025-03-17 22:48:03,239][transformers.tokenization_utils_base][INFO] - loading file special_tokens_map.json from cache at /media/data/tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/special_tokens_map.json
+[2025-03-17 22:48:03,239][transformers.tokenization_utils_base][INFO] - loading file tokenizer_config.json from cache at /media/data/tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/tokenizer_config.json
+[2025-03-17 22:48:03,239][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None
+[2025-03-17 22:48:03,637][transformers.tokenization_utils_base][INFO] - Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
+[2025-03-17 22:48:03,735][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False
+[2025-03-17 22:48:05,848][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /media/data/tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-17 22:48:05,849][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "_name_or_path": "meta-llama/Llama-3.1-8B",
+  "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": 0,
+    "1": 40,
+    "2": 80,
+    "3": 120,
+    "4": 160,
+    "5": 200
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "label2id": {
+    "0": 0,
+    "40": 1,
+    "80": 2,
+    "120": 3,
+    "160": 4,
+    "200": 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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-17 22:48:05,879][transformers.modeling_utils][INFO] - loading weights file model.safetensors from cache at /media/data/tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/model.safetensors.index.json
+[2025-03-17 22:48:05,880][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object
+[2025-03-17 22:48:05,880][transformers.modeling_utils][INFO] - Instantiating LlamaForSequenceClassification model under default dtype torch.bfloat16.
+[2025-03-17 22:48:27,762][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).
+[2025-03-17 22:48:27,762][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.
+[2025-03-17 22:48:30,014][__main__][INFO] - None
+[2025-03-17 22:48:30,015][transformers.training_args][INFO] - PyTorch: setting up devices
+[2025-03-17 22:48:30,024][__main__][INFO] - Total steps: 620. Number of warmup steps: 62
+[2025-03-17 22:48:30,031][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.
+[2025-03-17 22:48:30,056][transformers.trainer][INFO] - Using auto half precision backend
+[2025-03-17 22:48:30,057][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.
+[2025-03-17 22:48:30,104][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-17 22:48:30,128][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-17 22:48:30,128][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-17 22:48:30,129][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-17 22:49:44,277][transformers][INFO] - {'accuracy': 0.24242424242424243, 'RMSE': 64.8541487189571, 'QWK': 0.03236437383809365, 'HDIV': 0.12878787878787878, 'Macro_F1': 0.09051808406647116, 'Micro_F1': 0.24242424242424243, 'Weighted_F1': 0.13990935750466543}
+[2025-03-17 22:49:44,505][transformers.trainer][INFO] - The following columns in the training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-17 22:49:44,569][transformers.trainer][INFO] - ***** Running training *****
+[2025-03-17 22:49:44,569][transformers.trainer][INFO] -   Num examples = 500
+[2025-03-17 22:49:44,569][transformers.trainer][INFO] -   Num Epochs = 20
+[2025-03-17 22:49:44,569][transformers.trainer][INFO] -   Instantaneous batch size per device = 1
+[2025-03-17 22:49:44,569][transformers.trainer][INFO] -   Total train batch size (w. parallel, distributed & accumulation) = 16
+[2025-03-17 22:49:44,569][transformers.trainer][INFO] -   Gradient Accumulation steps = 16
+[2025-03-17 22:49:44,569][transformers.trainer][INFO] -   Total optimization steps = 620
+[2025-03-17 22:49:44,574][transformers.trainer][INFO] -   Number of trainable parameters = 20,996,096
+[2025-03-17 23:06:28,642][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-17 23:06:28,646][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-17 23:06:28,646][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-17 23:06:28,646][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-17 23:07:44,336][transformers][INFO] - {'accuracy': 0.25, 'RMSE': 75.3979342213597, 'QWK': -0.16499811817839682, 'HDIV': 0.23484848484848486, 'Macro_F1': 0.09090554254488681, 'Micro_F1': 0.25, 'Weighted_F1': 0.14577389823291462}
+[2025-03-17 23:07:44,341][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-32
+[2025-03-17 23:07:44,833][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-17 23:07:44,834][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-17 23:24:32,338][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-17 23:24:32,341][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-17 23:24:32,341][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-17 23:24:32,342][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-17 23:25:47,988][transformers][INFO] - {'accuracy': 0.23484848484848486, 'RMSE': 66.14950926316519, 'QWK': 0.03725553580087271, 'HDIV': 0.12878787878787878, 'Macro_F1': 0.09814814814814815, 'Micro_F1': 0.23484848484848486, 'Weighted_F1': 0.1525252525252525}
+[2025-03-17 23:25:47,991][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-64
+[2025-03-17 23:25:48,457][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-17 23:25:48,457][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-17 23:25:49,958][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-32] due to args.save_total_limit
+[2025-03-17 23:42:33,990][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-17 23:42:33,992][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-17 23:42:33,992][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-17 23:42:33,993][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-17 23:43:49,537][transformers][INFO] - {'accuracy': 0.16666666666666666, 'RMSE': 88.00826407477052, 'QWK': -0.08383018092105265, 'HDIV': 0.303030303030303, 'Macro_F1': 0.11598793363499245, 'Micro_F1': 0.16666666666666666, 'Weighted_F1': 0.13846153846153844}
+[2025-03-17 23:43:49,540][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-96
+[2025-03-17 23:43:50,287][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-17 23:43:50,288][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 00:00:35,785][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 00:00:35,787][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 00:00:35,787][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 00:00:35,787][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 00:01:51,406][transformers][INFO] - {'accuracy': 0.2727272727272727, 'RMSE': 65.22687678055308, 'QWK': 0.2237115474834126, 'HDIV': 0.1515151515151515, 'Macro_F1': 0.17972524968423245, 'Micro_F1': 0.2727272727272727, 'Weighted_F1': 0.2201439213416244}
+[2025-03-18 00:01:51,409][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-128
+[2025-03-18 00:01:51,843][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 00:01:51,844][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 00:01:53,684][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-64] due to args.save_total_limit
+[2025-03-18 00:01:53,710][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-96] due to args.save_total_limit
+[2025-03-18 00:18:38,011][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 00:18:38,014][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 00:18:38,014][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 00:18:38,014][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 00:19:53,683][transformers][INFO] - {'accuracy': 0.21212121212121213, 'RMSE': 70.58199615920608, 'QWK': 0.047742750824966707, 'HDIV': 0.1515151515151515, 'Macro_F1': 0.13397158397158396, 'Micro_F1': 0.21212121212121213, 'Weighted_F1': 0.17766879585061401}
+[2025-03-18 00:19:53,686][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-160
+[2025-03-18 00:19:54,138][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 00:19:54,138][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 00:36:40,307][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 00:36:40,310][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 00:36:40,311][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 00:36:40,311][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 00:37:55,888][transformers][INFO] - {'accuracy': 0.24242424242424243, 'RMSE': 65.59748701764651, 'QWK': 0.20500814332247552, 'HDIV': 0.11363636363636365, 'Macro_F1': 0.19603237333577708, 'Micro_F1': 0.24242424242424243, 'Weighted_F1': 0.24172658841086073}
+[2025-03-18 00:37:55,892][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-192
+[2025-03-18 00:37:56,578][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 00:37:56,579][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 00:37:58,359][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-160] due to args.save_total_limit
+[2025-03-18 00:54:43,001][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 00:54:43,004][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 00:54:43,004][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 00:54:43,004][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 00:55:58,683][transformers][INFO] - {'accuracy': 0.3333333333333333, 'RMSE': 61.20011883529758, 'QWK': 0.3801592608352077, 'HDIV': 0.09090909090909094, 'Macro_F1': 0.29144402966866734, 'Micro_F1': 0.3333333333333333, 'Weighted_F1': 0.32806062697367044}
+[2025-03-18 00:55:58,685][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-224
+[2025-03-18 00:56:00,042][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 00:56:00,043][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 00:56:01,976][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-128] due to args.save_total_limit
+[2025-03-18 00:56:01,996][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-192] due to args.save_total_limit
+[2025-03-18 01:12:47,695][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 01:12:47,698][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 01:12:47,699][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 01:12:47,699][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 01:14:03,433][transformers][INFO] - {'accuracy': 0.1893939393939394, 'RMSE': 76.8311805390904, 'QWK': 0.05107463391591882, 'HDIV': 0.21969696969696972, 'Macro_F1': 0.13419994690332612, 'Micro_F1': 0.1893939393939394, 'Weighted_F1': 0.16065685872262273}
+[2025-03-18 01:14:03,436][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-256
+[2025-03-18 01:14:04,398][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 01:14:04,399][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 01:30:51,890][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 01:30:51,893][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 01:30:51,893][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 01:30:51,893][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 01:32:07,555][transformers][INFO] - {'accuracy': 0.32575757575757575, 'RMSE': 62.1825270205921, 'QWK': 0.36911183027687877, 'HDIV': 0.11363636363636365, 'Macro_F1': 0.22144078750334958, 'Micro_F1': 0.32575757575757575, 'Weighted_F1': 0.27548695925061367}
+[2025-03-18 01:32:07,559][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-288
+[2025-03-18 01:32:08,212][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 01:32:08,213][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 01:32:09,335][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-256] due to args.save_total_limit
+[2025-03-18 01:48:53,732][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 01:48:53,737][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 01:48:53,737][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 01:48:53,737][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 01:50:09,451][transformers][INFO] - {'accuracy': 0.30303030303030304, 'RMSE': 64.10219114110616, 'QWK': 0.2570233114166167, 'HDIV': 0.13636363636363635, 'Macro_F1': 0.22320469355717623, 'Micro_F1': 0.30303030303030304, 'Weighted_F1': 0.27005319566718955}
+[2025-03-18 01:50:09,454][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-320
+[2025-03-18 01:50:10,446][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 01:50:10,447][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 01:50:12,396][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-288] due to args.save_total_limit
+[2025-03-18 02:06:58,515][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 02:06:58,518][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 02:06:58,518][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 02:06:58,518][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 02:08:14,181][transformers][INFO] - {'accuracy': 0.3181818181818182, 'RMSE': 60.0, 'QWK': 0.3805069211807093, 'HDIV': 0.10606060606060608, 'Macro_F1': 0.22958520739630187, 'Micro_F1': 0.3181818181818182, 'Weighted_F1': 0.28138657943755396}
+[2025-03-18 02:08:14,185][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-352
+[2025-03-18 02:08:14,930][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 02:08:14,931][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 02:08:16,742][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-224] due to args.save_total_limit
+[2025-03-18 02:08:16,766][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-320] due to args.save_total_limit
+[2025-03-18 02:25:01,393][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 02:25:01,396][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 02:25:01,396][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 02:25:01,396][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 02:26:16,975][transformers][INFO] - {'accuracy': 0.26515151515151514, 'RMSE': 60.201681240995455, 'QWK': 0.39525619024270653, 'HDIV': 0.08333333333333337, 'Macro_F1': 0.24763387289624172, 'Micro_F1': 0.26515151515151514, 'Weighted_F1': 0.25899349085256135}
+[2025-03-18 02:26:16,979][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-384
+[2025-03-18 02:26:17,987][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 02:26:17,988][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 02:26:19,080][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-352] due to args.save_total_limit
+[2025-03-18 02:43:05,751][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 02:43:05,754][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 02:43:05,754][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 02:43:05,754][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 02:44:21,436][transformers][INFO] - {'accuracy': 0.2878787878787879, 'RMSE': 58.981250230796896, 'QWK': 0.38916478555304734, 'HDIV': 0.0757575757575758, 'Macro_F1': 0.23379159344505882, 'Micro_F1': 0.2878787878787879, 'Weighted_F1': 0.23514724849108284}
+[2025-03-18 02:44:21,440][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-416
+[2025-03-18 02:44:22,161][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 02:44:22,161][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 03:01:10,574][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 03:01:10,578][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 03:01:10,578][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 03:01:10,578][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 03:02:26,292][transformers][INFO] - {'accuracy': 0.30303030303030304, 'RMSE': 66.51497894641795, 'QWK': 0.34061422236820504, 'HDIV': 0.13636363636363635, 'Macro_F1': 0.22355989731978676, 'Micro_F1': 0.30303030303030304, 'Weighted_F1': 0.2666766786880561}
+[2025-03-18 03:02:26,296][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-448
+[2025-03-18 03:02:27,111][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 03:02:27,112][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 03:02:28,990][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-416] due to args.save_total_limit
+[2025-03-18 03:19:16,010][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 03:19:16,013][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 03:19:16,013][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 03:19:16,013][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 03:20:31,669][transformers][INFO] - {'accuracy': 0.32575757575757575, 'RMSE': 59.39084716749482, 'QWK': 0.4298860128235573, 'HDIV': 0.08333333333333337, 'Macro_F1': 0.26813891813891816, 'Micro_F1': 0.32575757575757575, 'Weighted_F1': 0.31763971763971766}
+[2025-03-18 03:20:31,673][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-480
+[2025-03-18 03:20:32,623][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 03:20:32,624][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 03:20:34,492][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-384] due to args.save_total_limit
+[2025-03-18 03:20:34,513][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-448] due to args.save_total_limit
+[2025-03-18 03:37:21,087][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 03:37:21,090][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 03:37:21,090][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 03:37:21,090][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 03:38:36,834][transformers][INFO] - {'accuracy': 0.2878787878787879, 'RMSE': 58.15340215170718, 'QWK': 0.42696209622207004, 'HDIV': 0.05303030303030298, 'Macro_F1': 0.20220652686992957, 'Micro_F1': 0.2878787878787879, 'Weighted_F1': 0.23529808964325488}
+[2025-03-18 03:38:36,837][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-512
+[2025-03-18 03:38:37,400][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 03:38:37,401][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 03:55:25,879][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 03:55:25,882][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 03:55:25,883][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 03:55:25,883][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 03:56:41,664][transformers][INFO] - {'accuracy': 0.2727272727272727, 'RMSE': 59.797638546664835, 'QWK': 0.41984505363528, 'HDIV': 0.08333333333333337, 'Macro_F1': 0.2372466413177874, 'Micro_F1': 0.2727272727272727, 'Weighted_F1': 0.2692383741516407}
+[2025-03-18 03:56:41,668][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-544
+[2025-03-18 03:56:42,430][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 03:56:42,431][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 03:56:44,288][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-512] due to args.save_total_limit
+[2025-03-18 04:13:31,366][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 04:13:31,371][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 04:13:31,371][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 04:13:31,371][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 04:14:47,009][transformers][INFO] - {'accuracy': 0.2727272727272727, 'RMSE': 60.0, 'QWK': 0.3971953994710622, 'HDIV': 0.06818181818181823, 'Macro_F1': 0.2294526863492381, 'Micro_F1': 0.2727272727272727, 'Weighted_F1': 0.2691151703690889}
+[2025-03-18 04:14:47,012][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-576
+[2025-03-18 04:14:47,483][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 04:14:47,484][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 04:14:48,675][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-544] due to args.save_total_limit
+[2025-03-18 04:31:35,446][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 04:31:35,449][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 04:31:35,449][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 04:31:35,449][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 04:32:51,159][transformers][INFO] - {'accuracy': 0.3181818181818182, 'RMSE': 58.981250230796896, 'QWK': 0.4287696019300361, 'HDIV': 0.0757575757575758, 'Macro_F1': 0.2680758090649689, 'Micro_F1': 0.3181818181818182, 'Weighted_F1': 0.31353410215198835}
+[2025-03-18 04:32:51,162][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-608
+[2025-03-18 04:32:51,600][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 04:32:51,601][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 04:32:53,465][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-576] due to args.save_total_limit
+[2025-03-18 04:39:20,353][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-620
+[2025-03-18 04:39:20,897][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 04:39:20,898][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 04:39:22,802][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-608] due to args.save_total_limit
+[2025-03-18 04:39:22,821][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 04:39:22,824][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 04:39:22,824][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 04:39:22,824][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 04:40:38,446][transformers][INFO] - {'accuracy': 0.3409090909090909, 'RMSE': 57.94459213400123, 'QWK': 0.4536489151873767, 'HDIV': 0.08333333333333337, 'Macro_F1': 0.28543976348854394, 'Micro_F1': 0.3409090909090909, 'Weighted_F1': 0.3336524894174562}
+[2025-03-18 04:40:38,449][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-620
+[2025-03-18 04:40:39,117][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 04:40:39,118][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 04:40:41,068][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-480] due to args.save_total_limit
+[2025-03-18 04:40:41,091][transformers.trainer][INFO] - 
+
+Training completed. Do not forget to share your model on huggingface.co/models =)
+
+
+[2025-03-18 04:40:41,092][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-03-17/22-47-57/results/llama31_8b-balanced/C5/checkpoint-620 (score: 0.4536489151873767).
+[2025-03-18 04:40:47,380][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 04:40:47,383][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 04:40:47,383][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-18 04:40:47,383][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 04:42:02,861][transformers][INFO] - {'accuracy': 0.3409090909090909, 'RMSE': 57.94459213400123, 'QWK': 0.4536489151873767, 'HDIV': 0.08333333333333337, 'Macro_F1': 0.28543976348854394, 'Micro_F1': 0.3409090909090909, 'Weighted_F1': 0.3336524894174562}
+[2025-03-18 04:42:02,865][__main__][INFO] - Training completed successfully.
+[2025-03-18 04:42:02,865][__main__][INFO] - Running on Test
+[2025-03-18 04:42:02,865][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt. If supporting_text, essay_text, id_prompt, id, reference, grades, essay_year, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-18 04:42:02,868][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-18 04:42:02,868][transformers.trainer][INFO] -   Num examples = 138
+[2025-03-18 04:42:02,868][transformers.trainer][INFO] -   Batch size = 2
+[2025-03-18 04:43:25,959][transformers][INFO] - {'accuracy': 0.2898550724637681, 'RMSE': 62.60064360459999, 'QWK': 0.400524367674275, 'HDIV': 0.10144927536231885, 'Macro_F1': 0.2873977873977874, 'Micro_F1': 0.2898550724637681, 'Weighted_F1': 0.27963119810945897}
+[2025-03-18 04:43:25,962][transformers.trainer][INFO] - Saving model checkpoint to ./results/llama31_8b-balanced/C5/best_model
+[2025-03-18 04:43:26,364][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-03-18 04:43:26,364][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": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-03-18 04:43:27,995][__main__][INFO] - Fine Tuning Finished.

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