Pushing fine-tuned model to Hugging Face Hub

README.md

@@ -0,0 +1,49 @@
+
+---
+language:
+- pt
+- en
+tags:
+- aes
+datasets:
+- kamel-usp/aes_enem_dataset
+base_model: microsoft/Phi-3.5-mini-instruct
+metrics:
+- accuracy
+- qwk
+library_name: peft
+model-index:
+  - name: phi35-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 (ignoring nan)
+            type: f1
+            value: 0.2833097701518754
+          - name: QWK
+            type: qwk
+            value: 0.5186813186813186
+          - name: Weighted Macro F1
+            type: f1
+            value: 0.3238493856342826
+---
+# Model ID: phi35-balanced-C5
+## Results
+|                              |   test_data |
+|:-----------------------------|------------:|
+| eval_accuracy                |   0.355072  |
+| eval_RMSE                    |  58.1851    |
+| eval_QWK                     |   0.518681  |
+| eval_Macro_F1                |   0.28331   |
+| eval_Macro_F1_(ignoring_nan) |   0.28331   |
+| eval_Weighted_F1             |   0.323849  |
+| eval_Micro_F1                |   0.355072  |
+| eval_HDIV                    |   0.0869565 |
+        

adapter_config.json

@@ -0,0 +1,39 @@
+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": "microsoft/Phi-3.5-mini-instruct",
+  "bias": "none",
+  "corda_config": null,
+  "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": [
+    "down_proj",
+    "gate_up_proj",
+    "o_proj",
+    "qkv_proj"
+  ],
+  "task_type": "SEQ_CLS",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_rslora": false
+}

adapter_model.safetensors

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+size 50402728

run_experiment.log

@@ -0,0 +1,2480 @@
+[2025-03-25 12:24:03,262][__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/2025-03-25/11-12-15
+experiments:
+  model:
+    name: microsoft/Phi-3.5-mini-instruct
+    type: phi35_classification_lora
+    num_labels: 6
+    output_dir: ./results/phi35-balanced/C5
+    logging_dir: ./logs/phi35-balanced/C5
+    best_model_dir: ./results/phi35-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: phi35-balanced-C5
+  training_params:
+    weight_decay: 0.01
+    warmup_ratio: 0.1
+    learning_rate: 5.0e-05
+    train_batch_size: 2
+    eval_batch_size: 16
+    gradient_accumulation_steps: 8
+    gradient_checkpointing: false
+
+[2025-03-25 12:24:03,264][__main__][INFO] - Starting the Fine Tuning training process.
+[2025-03-25 12:24:08,620][transformers.tokenization_utils_base][INFO] - loading file tokenizer.model from cache at /media/data/tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/tokenizer.model
+[2025-03-25 12:24:08,620][transformers.tokenization_utils_base][INFO] - loading file tokenizer.json from cache at /media/data/tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/tokenizer.json
+[2025-03-25 12:24:08,620][transformers.tokenization_utils_base][INFO] - loading file added_tokens.json from cache at /media/data/tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/added_tokens.json
+[2025-03-25 12:24:08,620][transformers.tokenization_utils_base][INFO] - loading file special_tokens_map.json from cache at /media/data/tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/special_tokens_map.json
+[2025-03-25 12:24:08,620][transformers.tokenization_utils_base][INFO] - loading file tokenizer_config.json from cache at /media/data/tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/tokenizer_config.json
+[2025-03-25 12:24:08,620][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None
+[2025-03-25 12:24:08,693][transformers.tokenization_utils_base][INFO] - Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
+[2025-03-25 12:24:08,699][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False
+[2025-03-25 12:24:09,480][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /media/data/tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 12:24:09,481][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
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+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
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+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
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+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 12:24:09,481][transformers.modeling_utils][INFO] - loading weights file model.safetensors from cache at /media/data/tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/model.safetensors.index.json
+[2025-03-25 12:24:09,482][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object
+[2025-03-25 12:24:09,482][transformers.modeling_utils][INFO] - Instantiating Phi3ForSequenceClassification model under default dtype torch.bfloat16.
+[2025-03-25 12:24:31,520][transformers.modeling_utils][INFO] - Some weights of the model checkpoint at microsoft/Phi-3.5-mini-instruct were not used when initializing Phi3ForSequenceClassification: ['lm_head.weight']
+- This IS expected if you are initializing Phi3ForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
+- This IS NOT expected if you are initializing Phi3ForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
+[2025-03-25 12:24:31,520][transformers.modeling_utils][WARNING] - Some weights of Phi3ForSequenceClassification were not initialized from the model checkpoint at microsoft/Phi-3.5-mini-instruct 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.
+[2025-03-25 12:24:55,874][__main__][INFO] - None
+[2025-03-25 12:24:55,876][transformers.training_args][INFO] - PyTorch: setting up devices
+[2025-03-25 12:24:55,899][__main__][INFO] - Total steps: 620. Number of warmup steps: 62
+[2025-03-25 12:24:55,906][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.
+[2025-03-25 12:24:55,929][transformers.trainer][INFO] - Using auto half precision backend
+[2025-03-25 12:24:55,930][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.
+[2025-03-25 12:24:55,938][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 12:24:55,949][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 12:24:55,949][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 12:24:55,949][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 12:25:10,916][transformers][INFO] - {'accuracy': 0.2196969696969697, 'RMSE': 79.77240352174657, 'QWK': -0.17865160895299015, 'HDIV': 0.2727272727272727, 'Macro_F1': 0.0818840579710145, 'Micro_F1': 0.2196969696969697, 'Weighted_F1': 0.12490118577075099, 'Macro_F1_(ignoring_nan)': np.float64(0.163768115942029)}
+[2025-03-25 12:25:10,920][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 12:25:11,161][transformers.trainer][INFO] - The following columns in the training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 12:25:11,188][transformers.trainer][INFO] - ***** Running training *****
+[2025-03-25 12:25:11,188][transformers.trainer][INFO] -   Num examples = 500
+[2025-03-25 12:25:11,188][transformers.trainer][INFO] -   Num Epochs = 20
+[2025-03-25 12:25:11,188][transformers.trainer][INFO] -   Instantaneous batch size per device = 2
+[2025-03-25 12:25:11,188][transformers.trainer][INFO] -   Total train batch size (w. parallel, distributed & accumulation) = 16
+[2025-03-25 12:25:11,188][transformers.trainer][INFO] -   Gradient Accumulation steps = 8
+[2025-03-25 12:25:11,188][transformers.trainer][INFO] -   Total optimization steps = 620
+[2025-03-25 12:25:11,190][transformers.trainer][INFO] -   Number of trainable parameters = 12,601,344
+[2025-03-25 12:30:02,780][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 12:30:02,782][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 12:30:02,782][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 12:30:02,782][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 12:30:17,339][transformers][INFO] - {'accuracy': 0.17424242424242425, 'RMSE': 80.075721739621, 'QWK': 0.03621708165406057, 'HDIV': 0.25757575757575757, 'Macro_F1': 0.10146198830409357, 'Micro_F1': 0.17424242424242425, 'Weighted_F1': 0.09156477051213893, 'Macro_F1_(ignoring_nan)': np.float64(0.20292397660818715)}
+[2025-03-25 12:30:17,339][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 12:30:17,341][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-32
+[2025-03-25 12:30:17,829][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 12:30:17,830][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
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+      2.749999523162842,
+      2.8399994373321533
+    ],
+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 12:35:15,786][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 12:35:15,789][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 12:35:15,789][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 12:35:15,789][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 12:35:30,015][transformers][INFO] - {'accuracy': 0.24242424242424243, 'RMSE': 70.06490497453707, 'QWK': 0.24075441686076227, 'HDIV': 0.16666666666666663, 'Macro_F1': 0.16837419518229546, 'Micro_F1': 0.24242424242424243, 'Weighted_F1': 0.2152421028023728, 'Macro_F1_(ignoring_nan)': np.float64(0.20204903421875456)}
+[2025-03-25 12:35:30,015][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 12:35:30,019][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-64
+[2025-03-25 12:35:30,603][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 12:35:30,604][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 12:35:37,037][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-32] due to args.save_total_limit
+[2025-03-25 12:40:28,041][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 12:40:28,044][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 12:40:28,044][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 12:40:28,044][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 12:40:42,596][transformers][INFO] - {'accuracy': 0.29545454545454547, 'RMSE': 54.49492609130661, 'QWK': 0.4311145510835913, 'HDIV': 0.05303030303030298, 'Macro_F1': 0.23847544610384777, 'Micro_F1': 0.29545454545454547, 'Weighted_F1': 0.24895876275317505, 'Macro_F1_(ignoring_nan)': np.float64(0.28617053532461734)}
+[2025-03-25 12:40:42,597][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 12:40:42,599][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-96
+[2025-03-25 12:40:43,128][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 12:40:43,129][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "long_factor": [
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 12:40:48,828][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-64] due to args.save_total_limit
+[2025-03-25 12:45:40,249][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 12:45:40,252][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 12:45:40,252][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 12:45:40,252][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 12:45:54,619][transformers][INFO] - {'accuracy': 0.26515151515151514, 'RMSE': 68.66696087021411, 'QWK': 0.4372205173169662, 'HDIV': 0.15909090909090906, 'Macro_F1': 0.17046749116066365, 'Micro_F1': 0.26515151515151514, 'Weighted_F1': 0.17500122287761904, 'Macro_F1_(ignoring_nan)': np.float64(0.2557012367409955)}
+[2025-03-25 12:45:54,619][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 12:45:54,622][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-128
+[2025-03-25 12:45:55,188][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 12:45:55,189][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 12:46:01,623][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-96] due to args.save_total_limit
+[2025-03-25 12:50:52,724][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 12:50:52,726][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 12:50:52,726][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 12:50:52,726][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 12:51:07,212][transformers][INFO] - {'accuracy': 0.2878787878787879, 'RMSE': 65.96601512532914, 'QWK': 0.4616712864088698, 'HDIV': 0.14393939393939392, 'Macro_F1': 0.2180973594888689, 'Micro_F1': 0.2878787878787879, 'Weighted_F1': 0.24242798606006155, 'Macro_F1_(ignoring_nan)': np.float64(0.2180973594888689)}
+[2025-03-25 12:51:07,212][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 12:51:07,215][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-160
+[2025-03-25 12:51:08,745][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 12:51:08,746][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 12:51:15,423][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-128] due to args.save_total_limit
+[2025-03-25 12:56:06,556][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 12:56:06,558][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 12:56:06,558][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 12:56:06,558][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 12:56:20,914][transformers][INFO] - {'accuracy': 0.2878787878787879, 'RMSE': 65.04077974857798, 'QWK': 0.44284262977117705, 'HDIV': 0.14393939393939392, 'Macro_F1': 0.23398413876518773, 'Micro_F1': 0.2878787878787879, 'Weighted_F1': 0.23765550107707453, 'Macro_F1_(ignoring_nan)': np.float64(0.23398413876518773)}
+[2025-03-25 12:56:20,915][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 12:56:20,917][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-192
+[2025-03-25 12:56:21,420][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 12:56:21,421][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 13:01:19,187][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 13:01:19,188][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 13:01:19,189][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 13:01:19,189][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 13:01:33,419][transformers][INFO] - {'accuracy': 0.30303030303030304, 'RMSE': 62.957417066111944, 'QWK': 0.4823218997361477, 'HDIV': 0.10606060606060608, 'Macro_F1': 0.24116650168839468, 'Micro_F1': 0.30303030303030304, 'Weighted_F1': 0.24695724541810343, 'Macro_F1_(ignoring_nan)': np.float64(0.24116650168839468)}
+[2025-03-25 13:01:33,419][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 13:01:33,422][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-224
+[2025-03-25 13:01:34,096][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 13:01:34,097][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "long_factor": [
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 13:01:40,528][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-160] due to args.save_total_limit
+[2025-03-25 13:01:40,534][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-192] due to args.save_total_limit
+[2025-03-25 13:06:31,623][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 13:06:31,625][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 13:06:31,626][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 13:06:31,626][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 13:06:45,998][transformers][INFO] - {'accuracy': 0.3333333333333333, 'RMSE': 57.52469825293227, 'QWK': 0.4667021843367075, 'HDIV': 0.06818181818181823, 'Macro_F1': 0.2829570150982398, 'Micro_F1': 0.3333333333333333, 'Weighted_F1': 0.321143903582232, 'Macro_F1_(ignoring_nan)': np.float64(0.2829570150982398)}
+[2025-03-25 13:06:45,998][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 13:06:46,001][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-256
+[2025-03-25 13:06:46,500][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 13:06:46,501][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
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+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 13:11:43,809][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 13:11:43,811][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 13:11:43,812][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 13:11:43,812][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 13:11:58,120][transformers][INFO] - {'accuracy': 0.3333333333333333, 'RMSE': 54.9379815626841, 'QWK': 0.5332575972735019, 'HDIV': 0.06060606060606055, 'Macro_F1': 0.27814158963507446, 'Micro_F1': 0.3333333333333333, 'Weighted_F1': 0.28024515114391496, 'Macro_F1_(ignoring_nan)': np.float64(0.27814158963507446)}
+[2025-03-25 13:11:58,121][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 13:11:58,124][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-288
+[2025-03-25 13:11:58,617][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 13:11:58,618][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+    "type": "longrope"
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+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 13:12:05,028][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-224] due to args.save_total_limit
+[2025-03-25 13:12:05,035][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-256] due to args.save_total_limit
+[2025-03-25 13:16:56,319][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 13:16:56,321][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 13:16:56,322][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 13:16:56,322][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 13:17:10,819][transformers][INFO] - {'accuracy': 0.3484848484848485, 'RMSE': 58.981250230796896, 'QWK': 0.5139088482857729, 'HDIV': 0.10606060606060608, 'Macro_F1': 0.26306055334557943, 'Micro_F1': 0.3484848484848485, 'Weighted_F1': 0.30461075851025127, 'Macro_F1_(ignoring_nan)': np.float64(0.3156726640146953)}
+[2025-03-25 13:17:10,820][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 13:17:10,822][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-320
+[2025-03-25 13:17:11,314][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 13:17:11,315][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 13:22:08,859][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 13:22:08,861][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 13:22:08,861][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 13:22:08,861][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 13:22:23,115][transformers][INFO] - {'accuracy': 0.3181818181818182, 'RMSE': 59.18640302493726, 'QWK': 0.4907896844465802, 'HDIV': 0.09848484848484851, 'Macro_F1': 0.25637357391295873, 'Micro_F1': 0.3181818181818182, 'Weighted_F1': 0.27171617579719604, 'Macro_F1_(ignoring_nan)': np.float64(0.25637357391295873)}
+[2025-03-25 13:22:23,115][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 13:22:23,117][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-352
+[2025-03-25 13:22:23,600][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 13:22:23,600][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 13:22:29,922][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-320] due to args.save_total_limit
+[2025-03-25 13:27:21,135][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 13:27:21,137][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 13:27:21,137][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 13:27:21,137][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 13:27:35,320][transformers][INFO] - {'accuracy': 0.3333333333333333, 'RMSE': 57.735026918962575, 'QWK': 0.5033656214086358, 'HDIV': 0.06818181818181823, 'Macro_F1': 0.27161705646113865, 'Micro_F1': 0.3333333333333333, 'Weighted_F1': 0.28464037970062067, 'Macro_F1_(ignoring_nan)': np.float64(0.27161705646113865)}
+[2025-03-25 13:27:35,321][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 13:27:35,323][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-384
+[2025-03-25 13:27:35,807][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 13:27:35,808][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
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+    "type": "longrope"
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+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
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+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 13:27:42,121][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-352] due to args.save_total_limit
+[2025-03-25 13:32:33,398][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 13:32:33,400][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 13:32:33,400][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 13:32:33,401][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 13:32:47,620][transformers][INFO] - {'accuracy': 0.30303030303030304, 'RMSE': 61.791438065332464, 'QWK': 0.43218441033484456, 'HDIV': 0.09090909090909094, 'Macro_F1': 0.25084362139917693, 'Micro_F1': 0.30303030303030304, 'Weighted_F1': 0.27994388327721664, 'Macro_F1_(ignoring_nan)': np.float64(0.25084362139917693)}
+[2025-03-25 13:32:47,620][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 13:32:47,624][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-416
+[2025-03-25 13:32:48,161][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 13:32:48,162][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-03-25 13:32:52,654][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-384] due to args.save_total_limit
+[2025-03-25 13:37:43,765][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 13:37:43,767][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 13:37:43,767][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 13:37:43,767][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 13:37:58,215][transformers][INFO] - {'accuracy': 0.25, 'RMSE': 64.8541487189571, 'QWK': 0.46677532013969725, 'HDIV': 0.09090909090909094, 'Macro_F1': 0.22235122119023046, 'Micro_F1': 0.25, 'Weighted_F1': 0.23538011695906436, 'Macro_F1_(ignoring_nan)': np.float64(0.22235122119023046)}
+[2025-03-25 13:37:58,216][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 13:37:58,218][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-448
+[2025-03-25 13:37:58,700][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 13:37:58,701][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
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+}
+
+[2025-03-25 13:38:04,920][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-416] due to args.save_total_limit
+[2025-03-25 13:38:04,927][transformers.trainer][INFO] - 
+
+Training completed. Do not forget to share your model on huggingface.co/models =)
+
+
+[2025-03-25 13:38:04,927][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-288 (score: 0.5332575972735019).
+[2025-03-25 13:38:21,551][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-03-25/12-24-03/results/phi35-balanced/C5/checkpoint-448] due to args.save_total_limit
+[2025-03-25 13:38:21,558][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 13:38:21,561][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 13:38:21,561][transformers.trainer][INFO] -   Num examples = 132
+[2025-03-25 13:38:21,561][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 13:38:35,717][transformers][INFO] - {'accuracy': 0.3333333333333333, 'RMSE': 54.9379815626841, 'QWK': 0.5332575972735019, 'HDIV': 0.06060606060606055, 'Macro_F1': 0.27814158963507446, 'Micro_F1': 0.3333333333333333, 'Weighted_F1': 0.28024515114391496, 'Macro_F1_(ignoring_nan)': np.float64(0.27814158963507446)}
+[2025-03-25 13:38:35,720][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 13:38:35,721][__main__][INFO] - Training completed successfully.
+[2025-03-25 13:38:35,722][__main__][INFO] - Running on Test
+[2025-03-25 13:38:35,722][transformers.trainer][INFO] - The following columns in the evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt. If reference, supporting_text, essay_text, prompt, essay_year, id, grades, id_prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-03-25 13:38:35,724][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-03-25 13:38:35,724][transformers.trainer][INFO] -   Num examples = 138
+[2025-03-25 13:38:35,724][transformers.trainer][INFO] -   Batch size = 16
+[2025-03-25 13:38:50,961][transformers][INFO] - {'accuracy': 0.35507246376811596, 'RMSE': 58.18511189623005, 'QWK': 0.5186813186813186, 'HDIV': 0.08695652173913049, 'Macro_F1': 0.2833097701518754, 'Micro_F1': 0.35507246376811596, 'Weighted_F1': 0.32384938563428267, 'Macro_F1_(ignoring_nan)': np.float64(0.2833097701518754)}
+[2025-03-25 13:38:50,962][tensorboardX.summary][INFO] - Summary name eval/Macro_F1_(ignoring_nan) is illegal; using eval/Macro_F1__ignoring_nan_ instead.
+[2025-03-25 13:38:50,964][transformers.trainer][INFO] - Saving model checkpoint to ./results/phi35-balanced/C5/best_model
+[2025-03-25 13:38:51,433][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-03-25 13:38:51,433][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "microsoft/Phi-3.5-mini-instruct--configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "microsoft/Phi-3.5-mini-instruct--modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
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+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
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+}
+
+[2025-03-25 13:38:57,844][__main__][INFO] - Fine Tuning Finished.

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