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-3.5-mini-instruct
+metrics:
+- accuracy
+- qwk
+library_name: peft
+model-index:
+  - name: Phi-3.5-mini-instruct-phi35_classification_lora-C2-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: 0.1469089842699924
+          - name: QWK
+            type: qwk
+            value: 0.0458698830409355
+          - name: Weighted Macro F1
+            type: f1
+            value: 0.2236594123209007
+---
+# Model ID: Phi-3.5-mini-instruct-phi35_classification_lora-C2-full_context-r16
+## Results
+|                  |   test_data |
+|:-----------------|------------:|
+| eval_accuracy    |   0.224638  |
+| eval_RMSE        |  72.5518    |
+| eval_QWK         |   0.0458699 |
+| eval_Macro_F1    |   0.146909  |
+| eval_Weighted_F1 |   0.223659  |
+| eval_Micro_F1    |   0.224638  |
+| eval_HDIV        |   0.15942   |
+        

adapter_config.json

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+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": "microsoft/Phi-3.5-mini-instruct",
+  "bias": "none",
+  "corda_config": null,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 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": [
+    "qkv_proj",
+    "o_proj",
+    "down_proj",
+    "gate_up_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 sha256:4ca631859ac16d196bd764ae47d305e9c2abf1744ac4c619e8b1b727cc57edc4
+size 100734696

chat_template.jinja

@@ -0,0 +1,8 @@
+{% for message in messages %}{% if message['role'] == 'system' and message['content'] %}{{'<|system|>
+' + message['content'] + '<|end|>
+'}}{% elif message['role'] == 'user' %}{{'<|user|>
+' + message['content'] + '<|end|>
+'}}{% elif message['role'] == 'assistant' %}{{'<|assistant|>
+' + message['content'] + '<|end|>
+'}}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>
+' }}{% else %}{{ eos_token }}{% endif %}

emissions.csv

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+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
+2025-07-05T09:26:49,jbcs2025,c962c041-d39b-446a-9d05-d084325770f7,Phi-3.5-mini-instruct-phi35_classification_lora-C2-full_context,833.4110501129762,0.010344961509264488,1.2412796192061693e-05,70.0,649.5003189534933,70.0,0.015956810952765188,0.15272139495479564,0.015924686886109384,0.18460289279367023,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

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+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
+2.103470802307129,0.0071,0.26515151515151514,60.0,0.04146699266503673,0.1742424242424242,0.10690758516845474,0.26515151515151514,0.15552190453376225,0,131,0,1,0,107,0,25,0,132,0,0,5,68,3,56,30,8,94,0,0,117,0,15,21.7266,6.076,1.519,-1,validation_before_training,2025-07-05 09:13:09,Phi-3.5-mini-instruct-phi35_classification_lora-C2-full_context
+1.5709376335144043,0.0071,0.4015151515151515,57.94459213400123,0.32508860011813345,0.06060606060606055,0.2545544081224744,0.4015151515151515,0.42667986002574587,0,131,0,1,9,102,5,16,0,128,4,0,28,47,24,33,12,84,18,18,4,89,28,11,21.5527,6.125,1.531,7.0,validation_after_training,2025-07-05 09:13:09,Phi-3.5-mini-instruct-phi35_classification_lora-C2-full_context
+1.7205733060836792,0.0071,0.2246376811594203,72.55183054852598,0.04586988304093553,0.1594202898550725,0.1469089842699924,0.2246376811594203,0.22365941232090072,0,137,0,1,8,75,28,27,0,125,8,5,13,56,31,38,8,76,36,18,2,114,4,18,22.675,6.086,1.544,7.0,test_results,2025-07-05 09:13:09,Phi-3.5-mini-instruct-phi35_classification_lora-C2-full_context

run_experiment.log

@@ -0,0 +1,1436 @@
+[2025-07-05 09:12:52,585][__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-3.5-mini-instruct
+    type: phi35_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: 16
+    lora_dropout: 0.1
+    lora_alpha: 32
+    lora_target_modules: all-linear
+  tokenizer:
+    name: microsoft/Phi-3.5-mini-instruct
+  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
+
+[2025-07-05 09:12:56,492][__main__][INFO] - GPU 0: NVIDIA H200 | TDP ≈ 700 W
+[2025-07-05 09:12:56,492][__main__][INFO] - Starting the Fine Tuning training process.
+[2025-07-05 09:13:00,617][transformers.tokenization_utils_base][INFO] - loading file tokenizer.model from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/tokenizer.model
+[2025-07-05 09:13:00,617][transformers.tokenization_utils_base][INFO] - loading file tokenizer.json from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/tokenizer.json
+[2025-07-05 09:13:00,617][transformers.tokenization_utils_base][INFO] - loading file added_tokens.json from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/added_tokens.json
+[2025-07-05 09:13:00,617][transformers.tokenization_utils_base][INFO] - loading file special_tokens_map.json from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/special_tokens_map.json
+[2025-07-05 09:13:00,617][transformers.tokenization_utils_base][INFO] - loading file tokenizer_config.json from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/tokenizer_config.json
+[2025-07-05 09:13:00,617][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None
+[2025-07-05 09:13:00,671][transformers.tokenization_utils_base][INFO] - Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
+[2025-07-05 09:13:00,676][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False; Use Full Context: True
+[2025-07-05 09:13:01,274][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-07-05 09:13:01,274][transformers.configuration_utils][INFO] - Model config Phi3Config {
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+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
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+  "transformers_version": "4.53.0",
+  "use_cache": true,
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+}
+
+[2025-07-05 09:13:01,274][transformers.modeling_utils][INFO] - loading weights file model.safetensors from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/model.safetensors.index.json
+[2025-07-05 09:13:01,275][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object
+[2025-07-05 09:13:01,275][transformers.modeling_utils][INFO] - Instantiating Phi3ForSequenceClassification model under default dtype torch.bfloat16.
+[2025-07-05 09:13:08,388][transformers.modeling_utils][INFO] - Some weights of the model checkpoint at microsoft/Phi-3.5-mini-instruct were not used when initializing Phi3ForSequenceClassification: ['lm_head.weight']
+- This IS expected if you are initializing Phi3ForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
+- This IS NOT expected if you are initializing Phi3ForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
+[2025-07-05 09:13:08,388][transformers.modeling_utils][WARNING] - Some weights of Phi3ForSequenceClassification were not initialized from the model checkpoint at microsoft/Phi-3.5-mini-instruct and are newly initialized: ['score.weight']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+[2025-07-05 09:13:09,355][__main__][INFO] - Initialized new PEFT model for ce loss
+[2025-07-05 09:13:09,357][__main__][INFO] - None
+[2025-07-05 09:13:09,358][transformers.training_args][INFO] - PyTorch: setting up devices
+[2025-07-05 09:13:09,395][__main__][INFO] - Total steps: 620. Number of warmup steps: 62
+[2025-07-05 09:13:09,400][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.
+[2025-07-05 09:13:09,422][transformers.trainer][INFO] - Using auto half precision backend
+[2025-07-05 09:13:09,423][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.
+[2025-07-05 09:13:09,424][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text. If essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 09:13:09,434][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 09:13:09,434][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 09:13:09,434][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 09:13:31,324][transformers.trainer][INFO] - The following columns in the Training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text. If essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 09:13:31,356][transformers.trainer][INFO] - ***** Running training *****
+[2025-07-05 09:13:31,356][transformers.trainer][INFO] -   Num examples = 500
+[2025-07-05 09:13:31,356][transformers.trainer][INFO] -   Num Epochs = 20
+[2025-07-05 09:13:31,356][transformers.trainer][INFO] -   Instantaneous batch size per device = 8
+[2025-07-05 09:13:31,356][transformers.trainer][INFO] -   Total train batch size (w. parallel, distributed & accumulation) = 16
+[2025-07-05 09:13:31,356][transformers.trainer][INFO] -   Gradient Accumulation steps = 2
+[2025-07-05 09:13:31,356][transformers.trainer][INFO] -   Total optimization steps = 640
+[2025-07-05 09:13:31,358][transformers.trainer][INFO] -   Number of trainable parameters = 25,184,256
+[2025-07-05 09:13:31,470][transformers.models.phi3.modeling_phi3][WARNING] - `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`.
+[2025-07-05 09:14:56,611][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text. If essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 09:14:56,615][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 09:14:56,615][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 09:14:56,615][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 09:15:18,206][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-32
+[2025-07-05 09:15:18,512][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-07-05 09:15:18,512][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+    ],
+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-07-05 09:16:44,166][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text. If essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 09:16:44,170][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 09:16:44,170][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 09:16:44,170][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 09:17:05,745][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-64
+[2025-07-05 09:17:06,055][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-07-05 09:17:06,056][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-07-05 09:17:06,349][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-32] due to args.save_total_limit
+[2025-07-05 09:18:31,648][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text. If essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 09:18:31,652][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 09:18:31,652][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 09:18:31,652][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 09:18:53,226][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-96
+[2025-07-05 09:18:53,697][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-07-05 09:18:53,698][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "long_factor": [
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+    ],
+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-07-05 09:20:19,223][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text. If essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 09:20:19,226][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 09:20:19,226][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 09:20:19,226][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 09:20:40,807][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-128
+[2025-07-05 09:20:41,285][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-07-05 09:20:41,286][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "long_factor": [
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+    "short_factor": [
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-07-05 09:20:41,479][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-96] due to args.save_total_limit
+[2025-07-05 09:22:06,786][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text. If essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 09:22:06,789][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 09:22:06,789][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 09:22:06,789][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 09:22:28,369][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-160
+[2025-07-05 09:22:28,661][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-07-05 09:22:28,662][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-07-05 09:22:28,879][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-128] due to args.save_total_limit
+[2025-07-05 09:23:54,216][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text. If essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 09:23:54,219][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 09:23:54,219][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 09:23:54,219][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 09:24:15,789][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-192
+[2025-07-05 09:24:16,139][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-07-05 09:24:16,139][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "long_factor": [
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-07-05 09:24:16,383][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-160] due to args.save_total_limit
+[2025-07-05 09:25:41,672][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text. If essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 09:25:41,675][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 09:25:41,675][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 09:25:41,675][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 09:26:03,251][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-224
+[2025-07-05 09:26:03,545][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-07-05 09:26:03,546][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "long_factor": [
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+    "type": "longrope"
+  },
+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-07-05 09:26:03,780][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-192] due to args.save_total_limit
+[2025-07-05 09:26:03,786][transformers.trainer][INFO] - 
+
+Training completed. Do not forget to share your model on huggingface.co/models =)
+
+
+[2025-07-05 09:26:03,786][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-64 (score: 0.32508860011813345).
+[2025-07-05 09:26:03,961][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/09-12-52/results/phi4-balanced/C2/checkpoint-224] due to args.save_total_limit
+[2025-07-05 09:26:03,969][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text. If essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 09:26:03,972][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 09:26:03,972][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 09:26:03,972][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 09:26:25,533][__main__][INFO] - Training completed successfully.
+[2025-07-05 09:26:25,533][__main__][INFO] - Running on Test
+[2025-07-05 09:26:25,534][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text. If essay_year, prompt, id, essay_text, reference, grades, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 09:26:25,536][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 09:26:25,536][transformers.trainer][INFO] -   Num examples = 138
+[2025-07-05 09:26:25,537][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 09:26:48,219][__main__][INFO] - Test metrics: {'eval_loss': 1.7205733060836792, 'eval_model_preparation_time': 0.0071, 'eval_accuracy': 0.2246376811594203, 'eval_RMSE': 72.55183054852598, 'eval_QWK': 0.04586988304093553, 'eval_HDIV': 0.1594202898550725, 'eval_Macro_F1': 0.1469089842699924, 'eval_Micro_F1': 0.2246376811594203, 'eval_Weighted_F1': 0.22365941232090072, 'eval_TP_0': 0, 'eval_TN_0': 137, 'eval_FP_0': 0, 'eval_FN_0': 1, 'eval_TP_1': 8, 'eval_TN_1': 75, 'eval_FP_1': 28, 'eval_FN_1': 27, 'eval_TP_2': 0, 'eval_TN_2': 125, 'eval_FP_2': 8, 'eval_FN_2': 5, 'eval_TP_3': 13, 'eval_TN_3': 56, 'eval_FP_3': 31, 'eval_FN_3': 38, 'eval_TP_4': 8, 'eval_TN_4': 76, 'eval_FP_4': 36, 'eval_FN_4': 18, 'eval_TP_5': 2, 'eval_TN_5': 114, 'eval_FP_5': 4, 'eval_FN_5': 18, 'eval_runtime': 22.675, 'eval_samples_per_second': 6.086, 'eval_steps_per_second': 1.544, 'epoch': 7.0}
+[2025-07-05 09:26:48,220][transformers.trainer][INFO] - Saving model checkpoint to ./results/phi4-balanced/C2/best_model
+[2025-07-05 09:26:48,637][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json
+[2025-07-05 09:26:48,638][transformers.configuration_utils][INFO] - Model config Phi3Config {
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {
+    "AutoConfig": "configuration_phi3.Phi3Config",
+    "AutoModelForCausalLM": "modeling_phi3.Phi3ForCausalLM"
+  },
+  "bos_token_id": 1,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 32000,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "model_type": "phi3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "original_max_position_embeddings": 4096,
+  "pad_token_id": 32000,
+  "partial_rotary_factor": 1.0,
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+  "rms_norm_eps": 1e-05,
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+    "type": "longrope"
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+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.53.0",
+  "use_cache": true,
+  "vocab_size": 32064
+}
+
+[2025-07-05 09:26:48,865][transformers.tokenization_utils_base][INFO] - chat template saved in ./results/phi4-balanced/C2/best_model/chat_template.jinja
+[2025-07-05 09:26:48,866][transformers.tokenization_utils_base][INFO] - tokenizer config file saved in ./results/phi4-balanced/C2/best_model/tokenizer_config.json
+[2025-07-05 09:26:48,866][transformers.tokenization_utils_base][INFO] - Special tokens file saved in ./results/phi4-balanced/C2/best_model/special_tokens_map.json
+[2025-07-05 09:26:48,887][__main__][INFO] - Model and tokenizer saved to ./results/phi4-balanced/C2/best_model
+[2025-07-05 09:26:48,892][__main__][INFO] - Fine Tuning Finished.
+[2025-07-05 09:26:49,400][__main__][INFO] - Total emissions: 0.0103 kg CO2eq

special_tokens_map.json

@@ -0,0 +1,24 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<|dummy_id_0|>",
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,139 @@
+{
+  "add_bos_token": false,
+  "add_eos_token": false,
+  "add_prefix_space": null,
+  "added_tokens_decoder": {
+    "0": {
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+    "1": {
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+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": false
+    },
+    "32000": {
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+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32001": {
+      "content": "<|assistant|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "32002": {
+      "content": "<|placeholder1|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
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+    "32003": {
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+      "lstrip": false,
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+      "single_word": false,
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+    "32004": {
+      "content": "<|placeholder3|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
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+    "32005": {
+      "content": "<|placeholder4|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
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+    "32006": {
+      "content": "<|system|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "32007": {
+      "content": "<|end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
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+    "32008": {
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+      "lstrip": false,
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+      "rstrip": true,
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "32010": {
+      "content": "<|user|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    },
+    "32011": {
+      "content": "<|dummy_id_0|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|endoftext|>",
+  "extra_special_tokens": {},
+  "legacy": false,
+  "model_max_length": 131072,
+  "pad_token": "<|dummy_id_0|>",
+  "padding_side": "left",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}

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