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-C3-full_context-r16
+    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: 0.3651102312304498
+          - name: QWK
+            type: qwk
+            value: 0.6485913627130618
+          - name: Weighted Macro F1
+            type: f1
+            value: 0.4501753900661004
+---
+# Model ID: phi-4-phi4_classification_lora-C3-full_context-r16
+## Results
+|                  |   test_data |
+|:-----------------|------------:|
+| eval_accuracy    |   0.449275  |
+| eval_RMSE        |  44.7861    |
+| eval_QWK         |   0.648591  |
+| eval_Macro_F1    |   0.36511   |
+| eval_Weighted_F1 |   0.450175  |
+| eval_Micro_F1    |   0.449275  |
+| eval_HDIV        |   0.0289855 |
+        

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": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.1,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": [
+    "classifier",
+    "score"
+  ],
+  "peft_type": "LORA",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "qkv_proj",
+    "gate_up_proj",
+    "o_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:dd9ab128b3da332d17c053c5aec2e58c01ec8954d7b79494f4bd4572bfa94f7b
+size 222927424

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
+2025-07-06T10:18:31,jbcs2025,a6235d8b-10c1-4ca4-be2a-cc756ef44e6f,phi-4-phi4_classification_lora-C3-full_context-r16,8110.114308361954,0.10354412632133451,1.2767283219988045e-05,75.53,595.0296743589928,70.0,0.15555133746470548,1.5371293905358598,0.155034725903581,1.8477154539041472,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
+3.490241765975952,0.0091,0.25757575757575757,65.78200914591106,-0.12790808999521297,0.20454545454545459,0.07264957264957266,0.25757575757575757,0.1320901320901321,0,131,0,1,0,108,0,24,0,110,16,6,0,79,0,53,34,10,82,6,0,124,0,8,39.7388,3.322,0.83,-1,validation_before_training,2025-07-06 08:03:47,phi-4-phi4_classification_lora-C3-full_context-r16
+1.4439020156860352,0.0091,0.4015151515151515,46.5800061152526,0.6056215783148617,0.045454545454545414,0.3265006634571852,0.4015151515151515,0.4234829551035084,0,131,0,1,10,102,6,14,4,110,16,2,17,72,7,36,15,73,19,25,7,93,31,1,39.5889,3.334,0.834,15.0,validation_after_training,2025-07-06 08:03:47,phi-4-phi4_classification_lora-C3-full_context-r16
+1.3064757585525513,0.0091,0.4492753623188406,44.78612621615399,0.6485913627130618,0.02898550724637683,0.3651102312304498,0.4492753623188406,0.45017539006610047,0,137,0,1,19,96,13,10,9,105,15,9,18,75,18,27,10,94,6,28,6,107,24,1,41.8421,3.298,0.836,15.0,test_results,2025-07-06 08:03:47,phi-4-phi4_classification_lora-C3-full_context-r16

run_experiment.log

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+[2025-07-06 08:03:18,144][__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/C3
+    logging_dir: ./logs/phi4-balanced/C3
+    best_model_dir: ./results/phi4-balanced/C3/best_model
+    lora_r: 16
+    lora_dropout: 0.1
+    lora_alpha: 32
+    lora_target_modules: all-linear
+  tokenizer:
+    name: microsoft/phi-4
+  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: 8
+    eval_batch_size: 4
+    gradient_accumulation_steps: 2
+    gradient_checkpointing: true
+
+[2025-07-06 08:03:22,029][__main__][INFO] - GPU 0: NVIDIA H200 | TDP ≈ 700 W
+[2025-07-06 08:03:22,029][__main__][INFO] - Starting the Fine Tuning training process.
+[2025-07-06 08:03:26,067][transformers.tokenization_utils_base][INFO] - loading file vocab.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/vocab.json
+[2025-07-06 08:03:26,067][transformers.tokenization_utils_base][INFO] - loading file merges.txt from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/merges.txt
+[2025-07-06 08:03:26,067][transformers.tokenization_utils_base][INFO] - loading file tokenizer.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/tokenizer.json
+[2025-07-06 08:03:26,067][transformers.tokenization_utils_base][INFO] - loading file added_tokens.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/added_tokens.json
+[2025-07-06 08:03:26,067][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
+[2025-07-06 08:03:26,067][transformers.tokenization_utils_base][INFO] - loading file tokenizer_config.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/tokenizer_config.json
+[2025-07-06 08:03:26,067][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None
+[2025-07-06 08:03:26,228][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False; Use Full Context: True
+[2025-07-06 08:03:26,714][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 08:03:26,714][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
+}
+
+[2025-07-06 08:03:26,846][transformers.modeling_utils][INFO] - loading weights file model.safetensors from cache at /tmp/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/model.safetensors.index.json
+[2025-07-06 08:03:26,847][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object
+[2025-07-06 08:03:26,847][transformers.modeling_utils][INFO] - Instantiating Phi3ForSequenceClassification model under default dtype torch.bfloat16.
+[2025-07-06 08:03:44,376][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).
+[2025-07-06 08:03:44,376][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.
+[2025-07-06 08:03:46,965][__main__][INFO] - Initialized new PEFT model for ce loss
+[2025-07-06 08:03:46,967][__main__][INFO] - None
+[2025-07-06 08:03:46,969][transformers.training_args][INFO] - PyTorch: setting up devices
+[2025-07-06 08:03:47,006][__main__][INFO] - Total steps: 620. Number of warmup steps: 62
+[2025-07-06 08:03:47,014][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.
+[2025-07-06 08:03:47,048][transformers.trainer][INFO] - Using auto half precision backend
+[2025-07-06 08:03:47,048][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.
+[2025-07-06 08:03:47,049][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 08:03:47,062][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 08:03:47,062][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 08:03:47,062][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 08:04:26,999][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 08:04:27,040][transformers.trainer][INFO] - ***** Running training *****
+[2025-07-06 08:04:27,040][transformers.trainer][INFO] -   Num examples = 500
+[2025-07-06 08:04:27,040][transformers.trainer][INFO] -   Num Epochs = 20
+[2025-07-06 08:04:27,040][transformers.trainer][INFO] -   Instantaneous batch size per device = 8
+[2025-07-06 08:04:27,040][transformers.trainer][INFO] -   Total train batch size (w. parallel, distributed & accumulation) = 16
+[2025-07-06 08:04:27,040][transformers.trainer][INFO] -   Gradient Accumulation steps = 2
+[2025-07-06 08:04:27,040][transformers.trainer][INFO] -   Total optimization steps = 640
+[2025-07-06 08:04:27,042][transformers.trainer][INFO] -   Number of trainable parameters = 55,736,320
+[2025-07-06 08:04:27,124][transformers.models.phi3.modeling_phi3][WARNING] - `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`.
+[2025-07-06 08:12:36,207][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 08:12:36,210][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 08:12:36,210][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 08:12:36,210][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 08:13:15,778][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-32
+[2025-07-06 08:13:16,107][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 08:13:16,108][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
+}
+
+[2025-07-06 08:21:26,562][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 08:21:26,566][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 08:21:26,566][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 08:21:26,566][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 08:22:06,101][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-64
+[2025-07-06 08:22:06,594][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 08:22:06,595][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
+}
+
+[2025-07-06 08:22:07,661][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-32] due to args.save_total_limit
+[2025-07-06 08:30:17,223][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 08:30:17,226][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 08:30:17,227][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 08:30:17,227][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 08:30:56,773][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-96
+[2025-07-06 08:30:57,112][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 08:30:57,113][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
+}
+
+[2025-07-06 08:30:58,169][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-64] due to args.save_total_limit
+[2025-07-06 08:39:08,698][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 08:39:08,702][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 08:39:08,702][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 08:39:08,702][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 08:39:48,307][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-128
+[2025-07-06 08:39:48,643][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 08:39:48,643][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
+}
+
+[2025-07-06 08:47:59,549][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 08:47:59,553][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 08:47:59,553][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 08:47:59,553][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 08:48:39,147][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-160
+[2025-07-06 08:48:39,485][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 08:48:39,485][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
+}
+
+[2025-07-06 08:48:40,570][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-96] due to args.save_total_limit
+[2025-07-06 08:48:40,603][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-128] due to args.save_total_limit
+[2025-07-06 08:56:50,236][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 08:56:50,240][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 08:56:50,240][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 08:56:50,240][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 08:57:29,800][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-192
+[2025-07-06 08:57:30,143][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 08:57:30,144][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
+}
+
+[2025-07-06 08:57:31,272][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-160] due to args.save_total_limit
+[2025-07-06 09:05:41,198][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 09:05:41,201][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 09:05:41,201][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 09:05:41,201][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 09:06:20,820][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-224
+[2025-07-06 09:06:21,145][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 09:06:21,146][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
+}
+
+[2025-07-06 09:14:32,052][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 09:14:32,055][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 09:14:32,055][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 09:14:32,055][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 09:15:11,644][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-256
+[2025-07-06 09:15:12,038][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 09:15:12,039][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
+}
+
+[2025-07-06 09:15:13,092][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-224] due to args.save_total_limit
+[2025-07-06 09:23:22,593][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 09:23:22,596][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 09:23:22,597][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 09:23:22,597][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 09:24:02,168][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-288
+[2025-07-06 09:24:02,481][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 09:24:02,481][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
+}
+
+[2025-07-06 09:24:03,585][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-256] due to args.save_total_limit
+[2025-07-06 09:32:13,182][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 09:32:13,185][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 09:32:13,185][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 09:32:13,185][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 09:32:52,779][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-320
+[2025-07-06 09:32:53,275][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 09:32:53,276][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
+}
+
+[2025-07-06 09:32:54,450][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-192] due to args.save_total_limit
+[2025-07-06 09:32:54,492][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-288] due to args.save_total_limit
+[2025-07-06 09:41:04,041][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 09:41:04,044][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 09:41:04,045][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 09:41:04,045][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 09:41:43,585][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-352
+[2025-07-06 09:41:44,083][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 09:41:44,083][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
+}
+
+[2025-07-06 09:49:54,606][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 09:49:54,609][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 09:49:54,610][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 09:49:54,610][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 09:50:34,224][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-384
+[2025-07-06 09:50:34,552][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 09:50:34,553][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
+}
+
+[2025-07-06 09:50:35,697][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-352] due to args.save_total_limit
+[2025-07-06 09:58:45,644][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 09:58:45,648][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 09:58:45,648][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 09:58:45,648][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 09:59:25,244][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-416
+[2025-07-06 09:59:25,570][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 09:59:25,570][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
+}
+
+[2025-07-06 09:59:26,588][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-384] due to args.save_total_limit
+[2025-07-06 10:07:36,313][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 10:07:36,317][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 10:07:36,317][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 10:07:36,317][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 10:08:15,871][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-448
+[2025-07-06 10:08:16,232][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 10:08:16,233][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
+}
+
+[2025-07-06 10:08:17,391][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-416] due to args.save_total_limit
+[2025-07-06 10:16:27,127][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 10:16:27,131][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 10:16:27,131][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 10:16:27,131][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 10:17:06,707][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-480
+[2025-07-06 10:17:07,031][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 10:17:07,032][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
+}
+
+[2025-07-06 10:17:08,169][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-448] due to args.save_total_limit
+[2025-07-06 10:17:08,210][transformers.trainer][INFO] - 
+
+Training completed. Do not forget to share your model on huggingface.co/models =)
+
+
+[2025-07-06 10:17:08,210][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-320 (score: 0.6056215783148617).
+[2025-07-06 10:17:08,478][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-06/08-03-18/results/phi4-balanced/C3/checkpoint-480] due to args.save_total_limit
+[2025-07-06 10:17:08,527][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 10:17:08,536][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 10:17:08,536][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-06 10:17:08,536][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 10:17:48,131][__main__][INFO] - Training completed successfully.
+[2025-07-06 10:17:48,131][__main__][INFO] - Running on Test
+[2025-07-06 10:17:48,131][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, supporting_text, grades, prompt, id, reference, id_prompt, essay_year. If essay_text, supporting_text, grades, prompt, id, reference, id_prompt, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-06 10:17:48,134][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-06 10:17:48,134][transformers.trainer][INFO] -   Num examples = 138
+[2025-07-06 10:17:48,134][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-06 10:18:29,986][__main__][INFO] - Test metrics: {'eval_loss': 1.3064757585525513, 'eval_model_preparation_time': 0.0091, 'eval_accuracy': 0.4492753623188406, 'eval_RMSE': 44.78612621615399, 'eval_QWK': 0.6485913627130618, 'eval_HDIV': 0.02898550724637683, 'eval_Macro_F1': 0.3651102312304498, 'eval_Micro_F1': 0.4492753623188406, 'eval_Weighted_F1': 0.45017539006610047, 'eval_TP_0': 0, 'eval_TN_0': 137, 'eval_FP_0': 0, 'eval_FN_0': 1, 'eval_TP_1': 19, 'eval_TN_1': 96, 'eval_FP_1': 13, 'eval_FN_1': 10, 'eval_TP_2': 9, 'eval_TN_2': 105, 'eval_FP_2': 15, 'eval_FN_2': 9, 'eval_TP_3': 18, 'eval_TN_3': 75, 'eval_FP_3': 18, 'eval_FN_3': 27, 'eval_TP_4': 10, 'eval_TN_4': 94, 'eval_FP_4': 6, 'eval_FN_4': 28, 'eval_TP_5': 6, 'eval_TN_5': 107, 'eval_FP_5': 24, 'eval_FN_5': 1, 'eval_runtime': 41.8421, 'eval_samples_per_second': 3.298, 'eval_steps_per_second': 0.836, 'epoch': 15.0}
+[2025-07-06 10:18:29,986][transformers.trainer][INFO] - Saving model checkpoint to ./results/phi4-balanced/C3/best_model
+[2025-07-06 10:18:30,293][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--phi-4/snapshots/187ef0342fff0eb3333be9f00389385e95ef0b61/config.json
+[2025-07-06 10:18:30,293][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
+}
+
+[2025-07-06 10:18:31,033][transformers.tokenization_utils_base][INFO] - chat template saved in ./results/phi4-balanced/C3/best_model/chat_template.jinja
+[2025-07-06 10:18:31,034][transformers.tokenization_utils_base][INFO] - tokenizer config file saved in ./results/phi4-balanced/C3/best_model/tokenizer_config.json
+[2025-07-06 10:18:31,034][transformers.tokenization_utils_base][INFO] - Special tokens file saved in ./results/phi4-balanced/C3/best_model/special_tokens_map.json
+[2025-07-06 10:18:31,111][__main__][INFO] - Model and tokenizer saved to ./results/phi4-balanced/C3/best_model
+[2025-07-06 10:18:31,132][__main__][INFO] - Fine Tuning Finished.
+[2025-07-06 10:18:31,641][__main__][INFO] - Total emissions: 0.1035 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": {
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+}

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