Pushing fine-tuned model to Hugging Face Hub

README.md

@@ -0,0 +1,48 @@
+
+---
+language:
+- pt
+- en
+tags:
+- aes
+datasets:
+- kamel-usp/aes_enem_dataset
+base_model: microsoft/phi-4
+metrics:
+- accuracy
+- qwk
+library_name: peft
+model-index:
+  - name: phi-4-phi4_classification_lora-C2-full_context-r8
+    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: 0.3804040469840274
+          - name: QWK
+            type: qwk
+            value: 0.5866769945778465
+          - name: Weighted Macro F1
+            type: f1
+            value: 0.4659523551621395
+---
+# Model ID: phi-4-phi4_classification_lora-C2-full_context-r8
+## Results
+|                  |   test_data |
+|:-----------------|------------:|
+| eval_accuracy    |   0.478261  |
+| eval_RMSE        |  51.8638    |
+| eval_QWK         |   0.586677  |
+| eval_Macro_F1    |   0.380404  |
+| eval_Weighted_F1 |   0.465952  |
+| eval_Micro_F1    |   0.478261  |
+| eval_HDIV        |   0.0507246 |
+        

adapter_config.json

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+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": "microsoft/phi-4",
+  "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",
+  "qalora_group_size": 16,
+  "r": 8,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "o_proj",
+    "gate_up_proj",
+    "down_proj",
+    "qkv_proj"
+  ],
+  "task_type": "SEQ_CLS",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

adapter_model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:744b05ab6442712496426f6b61c1cd1ab87e55ec53038dd3ba627b696c1828c7
+size 111515584

chat_template.jinja

@@ -0,0 +1 @@
+{% for message in messages %}{% if (message['role'] == 'system') %}{{'<|im_start|>system<|im_sep|>' + message['content'] + '<|im_end|>'}}{% elif (message['role'] == 'user') %}{{'<|im_start|>user<|im_sep|>' + message['content'] + '<|im_end|>'}}{% elif (message['role'] == 'assistant') %}{{'<|im_start|>assistant<|im_sep|>' + message['content'] + '<|im_end|>'}}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant<|im_sep|>' }}{% endif %}

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
+2025-07-04T22:34:00,jbcs2025,42890bf1-8538-4bb7-936b-46bad11f6f8f,phi-4-phi4_classification_lora-C2-full_context,9678.28512909601,0.12380352340641751,1.2791886347119972e-05,70.0,654.5796697903877,70.0,0.18575948428307293,1.838470607997536,0.18500853450462298,2.20923862678523,France,FRA,île-de-france,,,Linux-5.15.0-136-generic-x86_64-with-glibc2.35,3.12.11,3.0.2,192,INTEL(R) XEON(R) PLATINUM 8568Y+,1,1 x NVIDIA H200,2.3494,48.8558,2015.363483428955,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
+4.016066074371338,0.009,0.22727272727272727,61.987290975039734,0.0,0.19696969696969702,0.07407407407407407,0.22727272727272727,0.08417508417508417,0,131,0,1,0,107,0,25,0,132,0,0,0,71,0,61,30,0,102,0,0,117,0,15,47.1141,2.802,0.7,-1,validation_before_training,2025-07-04 19:53:07,phi-4-phi4_classification_lora-C2-full_context
+1.3185230493545532,0.009,0.4318181818181818,46.5800061152526,0.6116115457952528,0.030303030303030276,0.28847502934332026,0.4318181818181818,0.44361456662244353,0,131,0,1,16,95,12,9,0,124,8,0,26,55,16,35,6,84,18,24,9,96,21,6,47.2021,2.796,0.699,15.0,validation_after_training,2025-07-04 19:53:07,phi-4-phi4_classification_lora-C2-full_context
+1.3228780031204224,0.009,0.4782608695652174,51.863812745147925,0.5866769945778465,0.050724637681159424,0.38040404698402747,0.4782608695652174,0.46595235516213956,0,137,0,1,25,80,23,10,4,123,10,1,20,69,18,31,7,103,9,19,10,106,12,10,50.0042,2.76,0.7,15.0,test_results,2025-07-04 19:53:07,phi-4-phi4_classification_lora-C2-full_context

run_experiment.log

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+[2025-07-04 19:52:38,525][__main__][INFO] - cache_dir: /tmp/
+dataset:
+  name: kamel-usp/aes_enem_dataset
+  split: JBCS2025
+training_params:
+  seed: 42
+  num_train_epochs: 20
+  logging_steps: 100
+  metric_for_best_model: QWK
+  bf16: true
+bootstrap:
+  enabled: true
+  n_bootstrap: 10000
+  bootstrap_seed: 42
+  metrics:
+  - QWK
+  - Macro_F1
+  - Weighted_F1
+post_training_results:
+  model_path: /workspace/jbcs2025/outputs/2025-03-24/20-42-59
+experiments:
+  model:
+    name: microsoft/phi-4
+    type: phi4_classification_lora
+    num_labels: 6
+    output_dir: ./results/phi4-balanced/C2
+    logging_dir: ./logs/phi4-balanced/C2
+    best_model_dir: ./results/phi4-balanced/C2/best_model
+    lora_r: 8
+    lora_dropout: 0.05
+    lora_alpha: 16
+    lora_target_modules: all-linear
+  tokenizer:
+    name: microsoft/phi-4
+  dataset:
+    grade_index: 1
+    use_full_context: true
+  training_params:
+    weight_decay: 0.01
+    warmup_ratio: 0.1
+    learning_rate: 5.0e-05
+    train_batch_size: 8
+    eval_batch_size: 4
+    gradient_accumulation_steps: 2
+    gradient_checkpointing: true
+
+[2025-07-04 19:52:42,408][__main__][INFO] - GPU 0: NVIDIA H200 | TDP ≈ 700 W
+[2025-07-04 19:52:42,408][__main__][INFO] - Starting the Fine Tuning training process.
+[2025-07-04 19:52:46,458][transformers.tokenization_utils_base][INFO] - loading file vocab.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/vocab.json
+[2025-07-04 19:52:46,458][transformers.tokenization_utils_base][INFO] - loading file merges.txt from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/merges.txt
+[2025-07-04 19:52:46,458][transformers.tokenization_utils_base][INFO] - loading file tokenizer.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/tokenizer.json
+[2025-07-04 19:52:46,458][transformers.tokenization_utils_base][INFO] - loading file added_tokens.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/added_tokens.json
+[2025-07-04 19:52:46,458][transformers.tokenization_utils_base][INFO] - loading file special_tokens_map.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/special_tokens_map.json
+[2025-07-04 19:52:46,458][transformers.tokenization_utils_base][INFO] - loading file tokenizer_config.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/tokenizer_config.json
+[2025-07-04 19:52:46,458][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None
+[2025-07-04 19:52:46,617][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False; Use Full Context: True
+[2025-07-04 19:52:46,894][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 19:52:46,895][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "id2label": {
+    "0": "LABEL_0",
+    "1": "LABEL_1",
+    "2": "LABEL_2",
+    "3": "LABEL_3",
+    "4": "LABEL_4",
+    "5": "LABEL_5"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "label2id": {
+    "LABEL_0": 0,
+    "LABEL_1": 1,
+    "LABEL_2": 2,
+    "LABEL_3": 3,
+    "LABEL_4": 4,
+    "LABEL_5": 5
+  },
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 19:52:47,045][transformers.modeling_utils][INFO] - loading weights file model.safetensors from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/model.safetensors.index.json
+[2025-07-04 19:52:47,046][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object
+[2025-07-04 19:52:47,046][transformers.modeling_utils][INFO] - Instantiating Phi3ForSequenceClassification model under default dtype torch.bfloat16.
+[2025-07-04 19:53:05,386][transformers.modeling_utils][INFO] - Some weights of the model checkpoint at microsoft/phi-4 were not used when initializing Phi3ForSequenceClassification: ['lm_head.weight']
+- This IS expected if you are initializing Phi3ForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
+- This IS NOT expected if you are initializing Phi3ForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
+[2025-07-04 19:53:05,386][transformers.modeling_utils][WARNING] - Some weights of Phi3ForSequenceClassification were not initialized from the model checkpoint at microsoft/phi-4 and are newly initialized: ['score.weight']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+[2025-07-04 19:53:06,957][__main__][INFO] - Initialized new PEFT model for ce loss
+[2025-07-04 19:53:06,959][__main__][INFO] - None
+[2025-07-04 19:53:06,961][transformers.training_args][INFO] - PyTorch: setting up devices
+[2025-07-04 19:53:06,999][__main__][INFO] - Total steps: 620. Number of warmup steps: 62
+[2025-07-04 19:53:07,006][transformers.trainer][INFO] - You have loaded a model on multiple GPUs. `is_model_parallel` attribute will be force-set to `True` to avoid any unexpected behavior such as device placement mismatching.
+[2025-07-04 19:53:07,040][transformers.trainer][INFO] - Using auto half precision backend
+[2025-07-04 19:53:07,041][transformers.trainer][WARNING] - No label_names provided for model class `PeftModelForSequenceClassification`. Since `PeftModel` hides base models input arguments, if label_names is not given, label_names can't be set automatically within `Trainer`. Note that empty label_names list will be used instead.
+[2025-07-04 19:53:07,042][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 19:53:07,054][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 19:53:07,055][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 19:53:07,055][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 19:53:54,354][transformers.trainer][INFO] - The following columns in the Training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 19:53:54,394][transformers.trainer][INFO] - ***** Running training *****
+[2025-07-04 19:53:54,394][transformers.trainer][INFO] -   Num examples = 500
+[2025-07-04 19:53:54,394][transformers.trainer][INFO] -   Num Epochs = 20
+[2025-07-04 19:53:54,394][transformers.trainer][INFO] -   Instantaneous batch size per device = 8
+[2025-07-04 19:53:54,394][transformers.trainer][INFO] -   Total train batch size (w. parallel, distributed & accumulation) = 16
+[2025-07-04 19:53:54,394][transformers.trainer][INFO] -   Gradient Accumulation steps = 2
+[2025-07-04 19:53:54,394][transformers.trainer][INFO] -   Total optimization steps = 640
+[2025-07-04 19:53:54,396][transformers.trainer][INFO] -   Number of trainable parameters = 27,883,520
+[2025-07-04 19:53:54,532][transformers.models.phi3.modeling_phi3][WARNING] - `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`.
+[2025-07-04 20:03:39,259][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 20:03:39,263][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 20:03:39,263][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 20:03:39,263][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 20:04:26,504][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-32
+[2025-07-04 20:04:26,866][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 20:04:26,866][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 20:14:13,336][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 20:14:13,340][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 20:14:13,340][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 20:14:13,340][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 20:15:00,578][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-64
+[2025-07-04 20:15:00,899][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 20:15:00,899][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 20:15:01,426][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-32] due to args.save_total_limit
+[2025-07-04 20:24:47,021][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 20:24:47,025][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 20:24:47,025][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 20:24:47,025][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 20:25:34,237][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-96
+[2025-07-04 20:25:34,596][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 20:25:34,596][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 20:35:20,659][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 20:35:20,662][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 20:35:20,662][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 20:35:20,662][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 20:36:07,921][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-128
+[2025-07-04 20:36:08,442][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 20:36:08,443][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 20:36:09,054][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-64] due to args.save_total_limit
+[2025-07-04 20:36:09,075][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-96] due to args.save_total_limit
+[2025-07-04 20:45:54,932][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 20:45:54,936][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 20:45:54,936][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 20:45:54,936][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 20:46:42,199][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-160
+[2025-07-04 20:46:42,701][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 20:46:42,701][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 20:56:28,945][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 20:56:28,948][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 20:56:28,949][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 20:56:28,949][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 20:57:16,172][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-192
+[2025-07-04 20:57:16,717][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 20:57:16,717][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 20:57:17,354][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-160] due to args.save_total_limit
+[2025-07-04 21:07:02,718][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 21:07:02,722][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 21:07:02,722][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 21:07:02,722][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 21:07:49,928][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-224
+[2025-07-04 21:07:50,306][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 21:07:50,307][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 21:07:50,862][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-192] due to args.save_total_limit
+[2025-07-04 21:17:36,684][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 21:17:36,687][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 21:17:36,687][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 21:17:36,688][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 21:18:23,938][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-256
+[2025-07-04 21:18:24,297][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 21:18:24,297][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 21:18:24,788][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-224] due to args.save_total_limit
+[2025-07-04 21:28:10,680][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 21:28:10,684][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 21:28:10,684][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 21:28:10,684][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 21:28:57,942][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-288
+[2025-07-04 21:28:58,308][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 21:28:58,309][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 21:28:58,783][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-128] due to args.save_total_limit
+[2025-07-04 21:28:58,803][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-256] due to args.save_total_limit
+[2025-07-04 21:38:44,406][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 21:38:44,410][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 21:38:44,410][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 21:38:44,410][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 21:39:31,651][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-320
+[2025-07-04 21:39:31,986][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 21:39:31,986][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 21:39:32,491][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-288] due to args.save_total_limit
+[2025-07-04 21:49:18,159][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 21:49:18,162][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 21:49:18,162][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 21:49:18,162][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 21:50:05,362][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-352
+[2025-07-04 21:50:05,916][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 21:50:05,917][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 21:59:51,926][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 21:59:51,930][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 21:59:51,930][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 21:59:51,930][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 22:00:39,181][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-384
+[2025-07-04 22:00:39,528][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 22:00:39,529][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 22:00:40,092][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-352] due to args.save_total_limit
+[2025-07-04 22:10:25,639][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 22:10:25,643][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 22:10:25,643][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 22:10:25,643][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 22:11:12,847][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-416
+[2025-07-04 22:11:13,177][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 22:11:13,178][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 22:11:13,684][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-384] due to args.save_total_limit
+[2025-07-04 22:20:59,118][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 22:20:59,121][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 22:20:59,122][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 22:20:59,122][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 22:21:46,321][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-448
+[2025-07-04 22:21:46,655][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 22:21:46,656][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 22:21:47,275][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-416] due to args.save_total_limit
+[2025-07-04 22:31:33,197][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 22:31:33,200][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 22:31:33,200][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 22:31:33,200][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 22:32:20,425][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-480
+[2025-07-04 22:32:21,071][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 22:32:21,072][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 22:32:21,584][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-448] due to args.save_total_limit
+[2025-07-04 22:32:21,604][transformers.trainer][INFO] - 
+
+Training completed. Do not forget to share your model on huggingface.co/models =)
+
+
+[2025-07-04 22:32:21,604][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-320 (score: 0.6116115457952528).
+[2025-07-04 22:32:21,673][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/19-52-38/results/phi4-balanced/C2/checkpoint-480] due to args.save_total_limit
+[2025-07-04 22:32:21,697][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 22:32:21,700][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 22:32:21,700][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-04 22:32:21,700][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 22:33:08,913][__main__][INFO] - Training completed successfully.
+[2025-07-04 22:33:08,913][__main__][INFO] - Running on Test
+[2025-07-04 22:33:08,913][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt. If supporting_text, essay_text, essay_year, grades, reference, id_prompt, id, prompt are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-04 22:33:08,916][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-04 22:33:08,916][transformers.trainer][INFO] -   Num examples = 138
+[2025-07-04 22:33:08,916][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-04 22:33:58,930][__main__][INFO] - Test metrics: {'eval_loss': 1.3228780031204224, 'eval_model_preparation_time': 0.009, 'eval_accuracy': 0.4782608695652174, 'eval_RMSE': 51.863812745147925, 'eval_QWK': 0.5866769945778465, 'eval_HDIV': 0.050724637681159424, 'eval_Macro_F1': 0.38040404698402747, 'eval_Micro_F1': 0.4782608695652174, 'eval_Weighted_F1': 0.46595235516213956, 'eval_TP_0': 0, 'eval_TN_0': 137, 'eval_FP_0': 0, 'eval_FN_0': 1, 'eval_TP_1': 25, 'eval_TN_1': 80, 'eval_FP_1': 23, 'eval_FN_1': 10, 'eval_TP_2': 4, 'eval_TN_2': 123, 'eval_FP_2': 10, 'eval_FN_2': 1, 'eval_TP_3': 20, 'eval_TN_3': 69, 'eval_FP_3': 18, 'eval_FN_3': 31, 'eval_TP_4': 7, 'eval_TN_4': 103, 'eval_FP_4': 9, 'eval_FN_4': 19, 'eval_TP_5': 10, 'eval_TN_5': 106, 'eval_FP_5': 12, 'eval_FN_5': 10, 'eval_runtime': 50.0042, 'eval_samples_per_second': 2.76, 'eval_steps_per_second': 0.7, 'epoch': 15.0}
+[2025-07-04 22:33:58,931][transformers.trainer][INFO] - Saving model checkpoint to ./results/phi4-balanced/C2/best_model
+[2025-07-04 22:33:59,248][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-04 22:33:59,249][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100265,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100349,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}
+
+[2025-07-04 22:33:59,593][transformers.tokenization_utils_base][INFO] - chat template saved in ./results/phi4-balanced/C2/best_model/chat_template.jinja
+[2025-07-04 22:33:59,594][transformers.tokenization_utils_base][INFO] - tokenizer config file saved in ./results/phi4-balanced/C2/best_model/tokenizer_config.json
+[2025-07-04 22:33:59,594][transformers.tokenization_utils_base][INFO] - Special tokens file saved in ./results/phi4-balanced/C2/best_model/special_tokens_map.json
+[2025-07-04 22:33:59,665][__main__][INFO] - Model and tokenizer saved to ./results/phi4-balanced/C2/best_model
+[2025-07-04 22:33:59,681][__main__][INFO] - Fine Tuning Finished.
+[2025-07-04 22:34:00,189][__main__][INFO] - Total emissions: 0.1238 kg CO2eq

special_tokens_map.json

@@ -0,0 +1,24 @@
+{
+  "bos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": true,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": true,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|dummy_85|>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": true,
+    "single_word": false
+  },
+  "unk_token": "<|endoftext|>"
+}

tokenizer_config.json

@@ -0,0 +1,781 @@
+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "100256": {
+      "content": "<|dummy_0|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100257": {
+      "content": "<|endoftext|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100258": {
+      "content": "<|fim_prefix|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100259": {
+      "content": "<|fim_middle|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100260": {
+      "content": "<|fim_suffix|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100261": {
+      "content": "<|dummy_1|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100262": {
+      "content": "<|dummy_2|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100263": {
+      "content": "<|dummy_3|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100264": {
+      "content": "<|im_start|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100265": {
+      "content": "<|im_end|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100266": {
+      "content": "<|im_sep|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100267": {
+      "content": "<|dummy_4|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100268": {
+      "content": "<|dummy_5|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100269": {
+      "content": "<|dummy_6|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100270": {
+      "content": "<|dummy_7|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100271": {
+      "content": "<|dummy_8|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100272": {
+      "content": "<|dummy_9|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100273": {
+      "content": "<|dummy_10|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100274": {
+      "content": "<|dummy_11|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100275": {
+      "content": "<|dummy_12|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100276": {
+      "content": "<|endofprompt|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100277": {
+      "content": "<|dummy_13|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100278": {
+      "content": "<|dummy_14|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100279": {
+      "content": "<|dummy_15|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100280": {
+      "content": "<|dummy_16|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100281": {
+      "content": "<|dummy_17|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100282": {
+      "content": "<|dummy_18|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100283": {
+      "content": "<|dummy_19|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100284": {
+      "content": "<|dummy_20|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100285": {
+      "content": "<|dummy_21|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100286": {
+      "content": "<|dummy_22|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100287": {
+      "content": "<|dummy_23|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100288": {
+      "content": "<|dummy_24|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100289": {
+      "content": "<|dummy_25|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100290": {
+      "content": "<|dummy_26|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100291": {
+      "content": "<|dummy_27|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100292": {
+      "content": "<|dummy_28|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "100293": {
+      "content": "<|dummy_29|>",
+      "lstrip": true,
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+}

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