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-C3-full_context-r8
+    results:
+      - task:
+          type: text-classification
+          name: Automated Essay Score
+        dataset:
+          name: Automated Essay Score ENEM Dataset
+          type: kamel-usp/aes_enem_dataset
+          config: JBCS2025
+          split: test
+        metrics:
+          - name: Macro F1
+            type: f1
+            value: 0.2932611094959059
+          - name: QWK
+            type: qwk
+            value: 0.4449319877139096
+          - name: Weighted Macro F1
+            type: f1
+            value: 0.3542731611386337
+---
+# Model ID: Phi-3.5-mini-instruct-phi35_classification_lora-C3-full_context-r8
+## Results
+|                  |   test_data |
+|:-----------------|------------:|
+| eval_accuracy    |   0.369565  |
+| eval_RMSE        |  56.466     |
+| eval_QWK         |   0.444932  |
+| eval_Macro_F1    |   0.293261  |
+| eval_Weighted_F1 |   0.354273  |
+| eval_Micro_F1    |   0.369565  |
+| eval_HDIV        |   0.0797101 |
+        

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": 16,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": [
+    "classifier",
+    "score"
+  ],
+  "peft_type": "LORA",
+  "qalora_group_size": 16,
+  "r": 8,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "gate_up_proj",
+    "o_proj",
+    "down_proj",
+    "qkv_proj"
+  ],
+  "task_type": "SEQ_CLS",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

adapter_model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:56e12633b87bbc9bc57a5e0c5101d78a0521e8b8147e627c4a6cc7048d60c9fb
+size 50402728

chat_template.jinja

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+{% 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
+2025-07-05T06:55:12,jbcs2025,c16609e3-91de-49de-a08f-259a4a59c283,Phi-3.5-mini-instruct-phi35_classification_lora-C3-full_context,1491.0014768409892,0.01856514167635042,1.245145760397549e-05,70.0,651.973229417303,70.0,0.028560521552984233,0.27422826104910314,0.02850088488574095,0.33128966748782845,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
+2.3200275897979736,0.0075,0.3181818181818182,60.0,0.044736842105263186,0.16666666666666663,0.09162072016881084,0.3181818181818182,0.17326006645998476,0,131,0,1,0,108,0,24,0,126,0,6,2,75,4,51,40,6,86,0,0,124,0,8,18.2856,7.219,1.805,-1,validation_before_training,2025-07-05 06:30:38,Phi-3.5-mini-instruct-phi35_classification_lora-C3-full_context
+1.6012418270111084,0.0075,0.2803030303030303,58.15340215170718,0.2949689869055824,0.08333333333333337,0.1972964943553179,0.2803030303030303,0.2878355750013504,0,131,0,1,3,101,7,21,1,99,27,5,10,67,12,43,19,63,29,21,4,104,20,4,18.0421,7.316,1.829,16.0,validation_after_training,2025-07-05 06:30:38,Phi-3.5-mini-instruct-phi35_classification_lora-C3-full_context
+1.5532214641571045,0.0075,0.3695652173913043,56.465970257327996,0.4449319877139096,0.07971014492753625,0.29326110949590595,0.3695652173913043,0.3542731611386337,0,137,0,1,16,93,16,13,7,101,19,11,5,80,13,40,19,81,19,19,4,111,20,3,19.0385,7.248,1.838,16.0,test_results,2025-07-05 06:30:38,Phi-3.5-mini-instruct-phi35_classification_lora-C3-full_context

run_experiment.log

@@ -0,0 +1,2759 @@
+[2025-07-05 06:30:18,482][__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/C3
+    logging_dir: ./logs/phi4-balanced/C3
+    best_model_dir: ./results/phi4-balanced/C3/best_model
+    lora_r: 8
+    lora_dropout: 0.05
+    lora_alpha: 16
+    lora_target_modules: all-linear
+  tokenizer:
+    name: microsoft/Phi-3.5-mini-instruct
+  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
+
+[2025-07-05 06:30:22,393][__main__][INFO] - GPU 0: NVIDIA H200 | TDP ≈ 700 W
+[2025-07-05 06:30:22,393][__main__][INFO] - Starting the Fine Tuning training process.
+[2025-07-05 06:30:28,875][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 06:30:28,875][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 06:30:28,875][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 06:30:28,875][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 06:30:28,875][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 06:30:28,875][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None
+[2025-07-05 06:30:28,929][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 06:30:28,934][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False; Use Full Context: True
+[2025-07-05 06:30:30,651][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 06:30:30,652][transformers.configuration_utils][INFO] - Model config Phi3Config {
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+    "Phi3ForCausalLM"
+  ],
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+  "attention_dropout": 0.0,
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+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
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+  "use_cache": true,
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+}
+
+[2025-07-05 06:30:30,652][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 06:30:30,653][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object
+[2025-07-05 06:30:30,653][transformers.modeling_utils][INFO] - Instantiating Phi3ForSequenceClassification model under default dtype torch.bfloat16.
+[2025-07-05 06:30:37,844][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 06:30:37,844][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 06:30:38,470][__main__][INFO] - Initialized new PEFT model for ce loss
+[2025-07-05 06:30:38,472][__main__][INFO] - None
+[2025-07-05 06:30:38,473][transformers.training_args][INFO] - PyTorch: setting up devices
+[2025-07-05 06:30:38,512][__main__][INFO] - Total steps: 620. Number of warmup steps: 62
+[2025-07-05 06:30:38,517][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 06:30:38,539][transformers.trainer][INFO] - Using auto half precision backend
+[2025-07-05 06:30:38,540][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 06:30:38,541][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:30:38,552][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:30:38,552][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:30:38,552][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:30:56,992][transformers.trainer][INFO] - The following columns in the Training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:30:57,024][transformers.trainer][INFO] - ***** Running training *****
+[2025-07-05 06:30:57,024][transformers.trainer][INFO] -   Num examples = 500
+[2025-07-05 06:30:57,024][transformers.trainer][INFO] -   Num Epochs = 20
+[2025-07-05 06:30:57,024][transformers.trainer][INFO] -   Instantaneous batch size per device = 8
+[2025-07-05 06:30:57,024][transformers.trainer][INFO] -   Total train batch size (w. parallel, distributed & accumulation) = 16
+[2025-07-05 06:30:57,024][transformers.trainer][INFO] -   Gradient Accumulation steps = 2
+[2025-07-05 06:30:57,024][transformers.trainer][INFO] -   Total optimization steps = 640
+[2025-07-05 06:30:57,025][transformers.trainer][INFO] -   Number of trainable parameters = 12,601,344
+[2025-07-05 06:30:57,132][transformers.models.phi3.modeling_phi3][WARNING] - `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`.
+[2025-07-05 06:32:07,088][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:32:07,091][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:32:07,092][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:32:07,092][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:32:25,171][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-32
+[2025-07-05 06:32:25,509][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 06:32:25,509][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 06:33:35,723][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:33:35,727][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:33:35,727][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:33:35,727][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:33:53,765][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-64
+[2025-07-05 06:33:54,057][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 06:33:54,058][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 06:33:54,248][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-32] due to args.save_total_limit
+[2025-07-05 06:35:04,207][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:35:04,210][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:35:04,210][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:35:04,210][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:35:22,248][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-96
+[2025-07-05 06:35:22,534][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 06:35:22,535][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 06:35:22,657][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-64] due to args.save_total_limit
+[2025-07-05 06:36:32,762][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:36:32,765][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:36:32,765][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:36:32,765][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:36:50,819][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-128
+[2025-07-05 06:36:51,134][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 06:36:51,134][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 06:36:51,260][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-96] due to args.save_total_limit
+[2025-07-05 06:38:01,388][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:38:01,392][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:38:01,392][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:38:01,392][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:38:19,570][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-160
+[2025-07-05 06:38:19,929][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 06:38:19,930][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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+      2.749999523162842,
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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 06:38:20,056][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-128] due to args.save_total_limit
+[2025-07-05 06:39:30,150][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:39:30,153][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:39:30,153][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:39:30,153][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:39:48,209][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-192
+[2025-07-05 06:39:48,510][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 06:39:48,511][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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+      2.749999523162842,
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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 06:40:58,700][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:40:58,703][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:40:58,703][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:40:58,703][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:41:16,762][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-224
+[2025-07-05 06:41:17,051][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 06:41:17,052][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 06:41:17,161][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-192] due to args.save_total_limit
+[2025-07-05 06:42:27,218][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:42:27,221][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:42:27,221][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:42:27,221][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:42:45,288][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-256
+[2025-07-05 06:42:45,595][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 06:42:45,595][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 06:42:45,657][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-224] due to args.save_total_limit
+[2025-07-05 06:43:55,750][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:43:55,753][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:43:55,753][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:43:55,753][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:44:13,806][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-288
+[2025-07-05 06:44:14,104][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 06:44:14,105][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 06:44:14,162][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-256] due to args.save_total_limit
+[2025-07-05 06:45:24,259][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:45:24,262][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:45:24,262][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:45:24,262][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:45:42,338][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-320
+[2025-07-05 06:45:42,643][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 06:45:42,643][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 06:45:42,756][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-160] due to args.save_total_limit
+[2025-07-05 06:45:42,759][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-288] due to args.save_total_limit
+[2025-07-05 06:46:52,885][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:46:52,888][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:46:52,888][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:46:52,888][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:47:10,941][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-352
+[2025-07-05 06:47:11,411][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 06:47:11,412][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 06:47:11,469][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-320] due to args.save_total_limit
+[2025-07-05 06:48:21,639][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:48:21,642][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:48:21,642][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:48:21,642][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:48:39,695][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-384
+[2025-07-05 06:48:40,001][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 06:48:40,001][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 06:49:50,331][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:49:50,334][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:49:50,334][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:49:50,334][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:50:08,392][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-416
+[2025-07-05 06:50:08,854][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 06:50:08,855][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 06:50:08,958][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-384] due to args.save_total_limit
+[2025-07-05 06:51:19,207][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:51:19,210][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:51:19,210][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:51:19,210][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:51:37,269][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-448
+[2025-07-05 06:51:37,560][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 06:51:37,560][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 06:51:37,665][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-416] due to args.save_total_limit
+[2025-07-05 06:52:47,817][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:52:47,820][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:52:47,820][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:52:47,820][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:53:05,873][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-480
+[2025-07-05 06:53:06,178][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 06:53:06,178][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 06:53:06,255][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-448] due to args.save_total_limit
+[2025-07-05 06:54:16,286][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:54:16,289][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:54:16,289][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:54:16,289][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:54:34,326][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-512
+[2025-07-05 06:54:34,614][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 06:54:34,614][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,
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+    "type": "longrope"
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+  "rope_theta": 10000.0,
+  "sliding_window": 262144,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
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+  "use_cache": true,
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+}
+
+[2025-07-05 06:54:34,750][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-480] due to args.save_total_limit
+[2025-07-05 06:54:34,754][transformers.trainer][INFO] - 
+
+Training completed. Do not forget to share your model on huggingface.co/models =)
+
+
+[2025-07-05 06:54:34,754][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-352 (score: 0.2949689869055824).
+[2025-07-05 06:54:34,862][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/06-30-18/results/phi4-balanced/C3/checkpoint-512] due to args.save_total_limit
+[2025-07-05 06:54:34,867][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:54:34,869][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:54:34,870][transformers.trainer][INFO] -   Num examples = 132
+[2025-07-05 06:54:34,870][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:54:52,922][__main__][INFO] - Training completed successfully.
+[2025-07-05 06:54:52,922][__main__][INFO] - Running on Test
+[2025-07-05 06:54:52,922][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year. If grades, id_prompt, id, reference, prompt, supporting_text, essay_text, essay_year are not expected by `PeftModelForSequenceClassification.forward`,  you can safely ignore this message.
+[2025-07-05 06:54:52,925][transformers.trainer][INFO] - 
+***** Running Evaluation *****
+[2025-07-05 06:54:52,925][transformers.trainer][INFO] -   Num examples = 138
+[2025-07-05 06:54:52,925][transformers.trainer][INFO] -   Batch size = 4
+[2025-07-05 06:55:11,971][__main__][INFO] - Test metrics: {'eval_loss': 1.5532214641571045, 'eval_model_preparation_time': 0.0075, 'eval_accuracy': 0.3695652173913043, 'eval_RMSE': 56.465970257327996, 'eval_QWK': 0.4449319877139096, 'eval_HDIV': 0.07971014492753625, 'eval_Macro_F1': 0.29326110949590595, 'eval_Micro_F1': 0.3695652173913043, 'eval_Weighted_F1': 0.3542731611386337, 'eval_TP_0': 0, 'eval_TN_0': 137, 'eval_FP_0': 0, 'eval_FN_0': 1, 'eval_TP_1': 16, 'eval_TN_1': 93, 'eval_FP_1': 16, 'eval_FN_1': 13, 'eval_TP_2': 7, 'eval_TN_2': 101, 'eval_FP_2': 19, 'eval_FN_2': 11, 'eval_TP_3': 5, 'eval_TN_3': 80, 'eval_FP_3': 13, 'eval_FN_3': 40, 'eval_TP_4': 19, 'eval_TN_4': 81, 'eval_FP_4': 19, 'eval_FN_4': 19, 'eval_TP_5': 4, 'eval_TN_5': 111, 'eval_FP_5': 20, 'eval_FN_5': 3, 'eval_runtime': 19.0385, 'eval_samples_per_second': 7.248, 'eval_steps_per_second': 1.838, 'epoch': 16.0}
+[2025-07-05 06:55:11,972][transformers.trainer][INFO] - Saving model checkpoint to ./results/phi4-balanced/C3/best_model
+[2025-07-05 06:55:12,274][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 06:55:12,274][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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+  "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 06:55:12,357][transformers.tokenization_utils_base][INFO] - chat template saved in ./results/phi4-balanced/C3/best_model/chat_template.jinja
+[2025-07-05 06:55:12,357][transformers.tokenization_utils_base][INFO] - tokenizer config file saved in ./results/phi4-balanced/C3/best_model/tokenizer_config.json
+[2025-07-05 06:55:12,357][transformers.tokenization_utils_base][INFO] - Special tokens file saved in ./results/phi4-balanced/C3/best_model/special_tokens_map.json
+[2025-07-05 06:55:12,379][__main__][INFO] - Model and tokenizer saved to ./results/phi4-balanced/C3/best_model
+[2025-07-05 06:55:12,384][__main__][INFO] - Fine Tuning Finished.
+[2025-07-05 06:55:12,893][__main__][INFO] - Total emissions: 0.0186 kg CO2eq

special_tokens_map.json

@@ -0,0 +1,24 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
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+  "eos_token": {
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+    "lstrip": false,
+    "normalized": false,
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+}

tokenizer_config.json

@@ -0,0 +1,139 @@
+{
+  "add_bos_token": false,
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+  "added_tokens_decoder": {
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+      "single_word": false,
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+    "32000": {
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+    "32001": {
+      "content": "<|assistant|>",
+      "lstrip": false,
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+      "lstrip": false,
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+      "lstrip": false,
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+      "lstrip": false,
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+    "32010": {
+      "content": "<|user|>",
+      "lstrip": false,
+      "normalized": false,
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+      "single_word": false,
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+    },
+    "32011": {
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+      "lstrip": false,
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+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
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+  "extra_special_tokens": {},
+  "legacy": false,
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+  "tokenizer_class": "LlamaTokenizer",
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+}

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