Pushing fine-tuned model to Hugging Face Hub

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,48 @@
+
+---
+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: Llama-3.1-8B-llama31_classification_lora-C3-full_context
+    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: 0.2430887887213188
+          - name: QWK
+            type: qwk
+            value: 0.3373259954677889
+          - name: Weighted Macro F1
+            type: f1
+            value: 0.3410931961351028
+---
+# Model ID: Llama-3.1-8B-llama31_classification_lora-C3-full_context
+## Results
+|                  |   test_data |
+|:-----------------|------------:|
+| eval_accuracy    |    0.355072 |
+| eval_RMSE        |   55.6386   |
+| eval_QWK         |    0.337326 |
+| eval_Macro_F1    |    0.243089 |
+| eval_Weighted_F1 |    0.341093 |
+| eval_Micro_F1    |    0.355072 |
+| eval_HDIV        |    0.101449 |
+        

adapter_config.json

@@ -0,0 +1,42 @@
+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": "meta-llama/Llama-3.1-8B",
+  "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": [
+    "gate_proj",
+    "q_proj",
+    "down_proj",
+    "k_proj",
+    "up_proj",
+    "v_proj",
+    "o_proj"
+  ],
+  "task_type": "SEQ_CLS",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_rslora": false
+}

adapter_model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:5a430eddd16cf564be7c5f3ba52bc914667dc1b3d13775320e1e79aed7ca7a05
+size 83994544

emissions.csv

@@ -0,0 +1,2 @@
+timestamp,project_name,run_id,experiment_id,duration,emissions,emissions_rate,cpu_power,gpu_power,ram_power,cpu_energy,gpu_energy,ram_energy,energy_consumed,country_name,country_iso_code,region,cloud_provider,cloud_region,os,python_version,codecarbon_version,cpu_count,cpu_model,gpu_count,gpu_model,longitude,latitude,ram_total_size,tracking_mode,on_cloud,pue
+2025-06-30T03:48:39,jbcs2025,c86015d0-a25f-4904-b953-6bb645d815ca,Llama-3.1-8B-llama31_classification_lora-C3-full_context,3924.981270377524,0.3845232224811884,9.796816748738347e-05,66.0,645.3430853796708,70.0,0.07086445274437617,0.6463139187173397,0.07501272868247344,0.7921911001441895,Japan,JPN,,,,Linux-5.15.0-130-generic-x86_64-with-glibc2.35,3.12.11,3.0.2,192,INTEL(R) XEON(R) PLATINUM 8558,1,1 x NVIDIA H200,139.69,35.69,2015.3516235351562,machine,N,1.0

evaluation_results.csv

@@ -0,0 +1,4 @@
+eval_loss,eval_model_preparation_time,eval_accuracy,eval_RMSE,eval_QWK,eval_HDIV,eval_Macro_F1,eval_Micro_F1,eval_Weighted_F1,eval_TP_0,eval_TN_0,eval_FP_0,eval_FN_0,eval_TP_1,eval_TN_1,eval_FP_1,eval_FN_1,eval_TP_2,eval_TN_2,eval_FP_2,eval_FN_2,eval_TP_3,eval_TN_3,eval_FP_3,eval_FN_3,eval_TP_4,eval_TN_4,eval_FP_4,eval_FN_4,eval_TP_5,eval_TN_5,eval_FP_5,eval_FN_5,eval_runtime,eval_samples_per_second,eval_steps_per_second,epoch,reference,timestamp,id
+3.058149814605713,0.0126,0.3787878787878788,55.59594491425693,-0.06884288073161438,0.06060606060606055,0.1111111111111111,0.3787878787878788,0.24455077086656035,0,131,0,1,2,96,12,22,0,126,0,6,48,9,70,5,0,92,0,40,0,124,0,8,22.3664,5.902,0.402,-1,validation_before_training,2025-06-30 02:43:29,Llama-3.1-8B-llama31_classification_lora-C3-full_context
+1.8632748126983643,0.0126,0.4696969696969697,49.11335065052284,0.4302446642373763,0.06818181818181823,0.2994777444777445,0.4696969696969697,0.4585972108699382,0,131,0,1,6,94,14,18,2,118,8,4,24,65,14,29,29,61,31,11,1,121,3,7,22.2418,5.935,0.405,15.0,validation_after_training,2025-06-30 02:43:29,Llama-3.1-8B-llama31_classification_lora-C3-full_context
+1.99528968334198,0.0126,0.35507246376811596,55.638585297552666,0.33732599546778896,0.10144927536231885,0.24308878872131887,0.35507246376811596,0.34109319613510286,0,137,0,1,11,84,25,18,6,112,8,12,13,68,25,32,19,69,31,19,0,131,0,7,23.4624,5.882,0.384,15.0,test_results,2025-06-30 02:43:29,Llama-3.1-8B-llama31_classification_lora-C3-full_context

run_experiment.log

@@ -0,0 +1,860 @@
+[2025-06-30 02:43:10,543][__main__][INFO] - cache_dir: /tmp/
+dataset:
+  name: kamel-usp/aes_enem_dataset
+  split: JBCS2025
+training_params:
+  seed: 42
+  num_train_epochs: 20
+  logging_steps: 100
+  metric_for_best_model: QWK
+  bf16: true
+bootstrap:
+  enabled: true
+  n_bootstrap: 10000
+  bootstrap_seed: 42
+  metrics:
+  - QWK
+  - Macro_F1
+  - Weighted_F1
+post_training_results:
+  model_path: /workspace/jbcs2025/outputs/2025-03-24/20-42-59
+experiments:
+  model:
+    name: meta-llama/Llama-3.1-8B
+    type: llama31_classification_lora
+    num_labels: 6
+    output_dir: ./results/
+    logging_dir: ./logs/
+    best_model_dir: ./results/best_model
+    lora_r: 8
+    lora_dropout: 0.05
+    lora_alpha: 16
+    lora_target_modules: all-linear
+    checkpoint_path: ''
+  tokenizer:
+    name: meta-llama/Llama-3.1-8B
+  dataset:
+    grade_index: 2
+    use_full_context: true
+  training_params:
+    weight_decay: 0.01
+    warmup_ratio: 0.1
+    learning_rate: 5.0e-05
+    train_batch_size: 1
+    eval_batch_size: 16
+    gradient_accumulation_steps: 16
+    gradient_checkpointing: false
+
+[2025-06-30 02:43:14,579][__main__][INFO] - GPU 0: NVIDIA H200 | TDP ≈ 700 W
+[2025-06-30 02:43:14,579][__main__][INFO] - Starting the Fine Tuning training process.
+[2025-06-30 02:43:20,425][transformers.tokenization_utils_base][INFO] - loading file tokenizer.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/tokenizer.json
+[2025-06-30 02:43:20,425][transformers.tokenization_utils_base][INFO] - loading file tokenizer.model from cache at None
+[2025-06-30 02:43:20,425][transformers.tokenization_utils_base][INFO] - loading file added_tokens.json from cache at None
+[2025-06-30 02:43:20,425][transformers.tokenization_utils_base][INFO] - loading file special_tokens_map.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/special_tokens_map.json
+[2025-06-30 02:43:20,425][transformers.tokenization_utils_base][INFO] - loading file tokenizer_config.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/tokenizer_config.json
+[2025-06-30 02:43:20,425][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None
+[2025-06-30 02:43:20,706][transformers.tokenization_utils_base][INFO] - Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
+[2025-06-30 02:43:20,712][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False; Use Full Context: True
+[2025-06-30 02:43:22,365][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 02:43:22,367][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "id2label": {
+    "0": "LABEL_0",
+    "1": "LABEL_1",
+    "2": "LABEL_2",
+    "3": "LABEL_3",
+    "4": "LABEL_4",
+    "5": "LABEL_5"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "label2id": {
+    "LABEL_0": 0,
+    "LABEL_1": 1,
+    "LABEL_2": 2,
+    "LABEL_3": 3,
+    "LABEL_4": 4,
+    "LABEL_5": 5
+  },
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 02:43:22,507][transformers.modeling_utils][INFO] - loading weights file model.safetensors from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/model.safetensors.index.json
+[2025-06-30 02:43:22,507][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object
+[2025-06-30 02:43:22,508][transformers.modeling_utils][INFO] - Instantiating LlamaForSequenceClassification model under default dtype torch.bfloat16.
+[2025-06-30 02:43:28,442][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).
+[2025-06-30 02:43:28,443][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.
+[2025-06-30 02:43:29,505][__main__][INFO] - Initialized new PEFT model for ce loss
+[2025-06-30 02:43:29,508][__main__][INFO] - None
+[2025-06-30 02:43:29,509][transformers.training_args][INFO] - PyTorch: setting up devices
+[2025-06-30 02:43:29,540][__main__][INFO] - Total steps: 620. Number of warmup steps: 62
+[2025-06-30 02:43:29,546][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.
+[2025-06-30 02:43:29,571][transformers.trainer][INFO] - Using auto half precision backend
+[2025-06-30 02:43:29,571][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.
+[2025-06-30 02:43:29,574][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 02:43:29,590][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 02:43:29,590][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 02:43:29,590][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 02:43:52,158][transformers.trainer][INFO] - The following columns in the Training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 02:43:52,211][transformers.trainer][INFO] - ***** Running training *****
+[2025-06-30 02:43:52,211][transformers.trainer][INFO] -   Num examples = 500
+[2025-06-30 02:43:52,211][transformers.trainer][INFO] -   Num Epochs = 20
+[2025-06-30 02:43:52,211][transformers.trainer][INFO] -   Instantaneous batch size per device = 1
+[2025-06-30 02:43:52,211][transformers.trainer][INFO] -   Total train batch size (w. parallel, distributed & accumulation) = 16
+[2025-06-30 02:43:52,211][transformers.trainer][INFO] -   Gradient Accumulation steps = 16
+[2025-06-30 02:43:52,211][transformers.trainer][INFO] -   Total optimization steps = 640
+[2025-06-30 02:43:52,214][transformers.trainer][INFO] -   Number of trainable parameters = 20,996,096
+[2025-06-30 02:47:44,871][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 02:47:44,875][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 02:47:44,875][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 02:47:44,876][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 02:48:07,149][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-32
+[2025-06-30 02:48:07,948][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 02:48:07,948][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 02:52:00,705][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 02:52:00,708][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 02:52:00,708][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 02:52:00,708][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 02:52:23,011][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-64
+[2025-06-30 02:52:23,642][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 02:52:23,643][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 02:52:23,993][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-32] due to args.save_total_limit
+[2025-06-30 02:56:16,734][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 02:56:16,738][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 02:56:16,738][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 02:56:16,738][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 02:56:39,008][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-96
+[2025-06-30 02:56:39,471][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 02:56:39,472][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 02:56:39,870][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-64] due to args.save_total_limit
+[2025-06-30 03:00:32,709][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:00:32,712][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:00:32,713][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:00:32,713][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:00:54,997][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-128
+[2025-06-30 03:00:55,521][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:00:55,522][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:04:48,381][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:04:48,385][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:04:48,385][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:04:48,385][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:05:10,656][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-160
+[2025-06-30 03:05:11,129][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:05:11,130][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:05:11,486][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-128] due to args.save_total_limit
+[2025-06-30 03:09:04,257][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:09:04,260][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:09:04,261][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:09:04,261][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:09:26,513][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-192
+[2025-06-30 03:09:27,003][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:09:27,004][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:09:27,384][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-96] due to args.save_total_limit
+[2025-06-30 03:09:27,400][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-160] due to args.save_total_limit
+[2025-06-30 03:13:20,046][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:13:20,049][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:13:20,049][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:13:20,050][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:13:42,319][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-224
+[2025-06-30 03:13:42,771][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:13:42,771][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:17:36,075][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:17:36,079][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:17:36,079][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:17:36,079][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:17:58,353][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-256
+[2025-06-30 03:17:59,135][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:17:59,135][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:17:59,485][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-224] due to args.save_total_limit
+[2025-06-30 03:21:51,776][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:21:51,780][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:21:51,780][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:21:51,780][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:22:14,029][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-288
+[2025-06-30 03:22:14,546][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:22:14,547][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:22:14,974][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-256] due to args.save_total_limit
+[2025-06-30 03:26:08,004][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:26:08,007][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:26:08,007][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:26:08,007][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:26:30,298][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-320
+[2025-06-30 03:26:30,783][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:26:30,784][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:26:31,193][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-192] due to args.save_total_limit
+[2025-06-30 03:26:31,213][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-288] due to args.save_total_limit
+[2025-06-30 03:30:24,252][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:30:24,256][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:30:24,256][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:30:24,256][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:30:46,525][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-352
+[2025-06-30 03:30:47,023][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:30:47,023][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:34:40,147][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:34:40,150][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:34:40,151][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:34:40,151][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:35:02,420][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-384
+[2025-06-30 03:35:02,901][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:35:02,902][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:35:03,281][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-352] due to args.save_total_limit
+[2025-06-30 03:38:56,300][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:38:56,304][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:38:56,304][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:38:56,304][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:39:18,569][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-416
+[2025-06-30 03:39:19,070][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:39:19,071][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:39:19,487][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-384] due to args.save_total_limit
+[2025-06-30 03:43:12,725][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:43:12,729][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:43:12,729][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:43:12,729][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:43:35,008][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-448
+[2025-06-30 03:43:35,510][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:43:35,511][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:43:35,875][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-416] due to args.save_total_limit
+[2025-06-30 03:47:28,746][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:47:28,750][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:47:28,750][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:47:28,750][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:47:51,014][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-480
+[2025-06-30 03:47:51,480][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:47:51,481][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:47:51,889][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-448] due to args.save_total_limit
+[2025-06-30 03:47:51,903][transformers.trainer][INFO] - 
+
+Training completed. Do not forget to share your model on huggingface.co/models =)
+
+
+[2025-06-30 03:47:51,903][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-320 (score: 0.4302446642373763).
+[2025-06-30 03:47:52,000][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-06-30/02-43-10/results/checkpoint-480] due to args.save_total_limit
+[2025-06-30 03:47:52,020][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:47:52,024][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:47:52,024][transformers.trainer][INFO] -   Num examples = 132
+[2025-06-30 03:47:52,024][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:48:14,279][__main__][INFO] - Training completed successfully.
+[2025-06-30 03:48:14,279][__main__][INFO] - Running on Test
+[2025-06-30 03:48:14,279][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades. If essay_text, reference, id, supporting_text, prompt, id_prompt, essay_year, grades are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-06-30 03:48:14,283][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-06-30 03:48:14,283][transformers.trainer][INFO] -   Num examples = 138
+[2025-06-30 03:48:14,283][transformers.trainer][INFO] -   Batch size = 16
+[2025-06-30 03:48:37,758][__main__][INFO] - Test metrics: {'eval_loss': 1.99528968334198, 'eval_model_preparation_time': 0.0126, 'eval_accuracy': 0.35507246376811596, 'eval_RMSE': 55.638585297552666, 'eval_QWK': 0.33732599546778896, 'eval_HDIV': 0.10144927536231885, 'eval_Macro_F1': 0.24308878872131887, 'eval_Micro_F1': 0.35507246376811596, 'eval_Weighted_F1': 0.34109319613510286, 'eval_TP_0': 0, 'eval_TN_0': 137, 'eval_FP_0': 0, 'eval_FN_0': 1, 'eval_TP_1': 11, 'eval_TN_1': 84, 'eval_FP_1': 25, 'eval_FN_1': 18, 'eval_TP_2': 6, 'eval_TN_2': 112, 'eval_FP_2': 8, 'eval_FN_2': 12, 'eval_TP_3': 13, 'eval_TN_3': 68, 'eval_FP_3': 25, 'eval_FN_3': 32, 'eval_TP_4': 19, 'eval_TN_4': 69, 'eval_FP_4': 31, 'eval_FN_4': 19, 'eval_TP_5': 0, 'eval_TN_5': 131, 'eval_FP_5': 0, 'eval_FN_5': 7, 'eval_runtime': 23.4624, 'eval_samples_per_second': 5.882, 'eval_steps_per_second': 0.384, 'epoch': 15.0}
+[2025-06-30 03:48:37,758][transformers.trainer][INFO] - Saving model checkpoint to ./results/best_model
+[2025-06-30 03:48:38,192][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
+[2025-06-30 03:48:38,193][transformers.configuration_utils][INFO] - Model config LlamaConfig {
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128001,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}
+
+[2025-06-30 03:48:38,406][transformers.tokenization_utils_base][INFO] - tokenizer config file saved in ./results/best_model/tokenizer_config.json
+[2025-06-30 03:48:38,406][transformers.tokenization_utils_base][INFO] - Special tokens file saved in ./results/best_model/special_tokens_map.json
+[2025-06-30 03:48:38,523][__main__][INFO] - Model and tokenizer saved to ./results/best_model
+[2025-06-30 03:48:38,548][__main__][INFO] - Fine Tuning Finished.
+[2025-06-30 03:48:39,055][__main__][INFO] - Total emissions: 0.3845 kg CO2eq

special_tokens_map.json

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+}

tokenizer.json

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tokenizer_config.json

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