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jbcs2025_Phi-3.5-mini-instruct-phi35_classification_lora-C2-essay_only-r8

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jbcs2025_Phi-3.5-mini-instruct-phi35_classification_lora-C2-essay_only-r8 / run_experiment.log
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[2025-07-05 04:55:32,203][__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: 8
 lora_dropout: 0.05
 lora_alpha: 16
 lora_target_modules: all-linear
 tokenizer:
 name: microsoft/Phi-3.5-mini-instruct
 dataset:
 grade_index: 1
 use_full_context: false
 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 04:55:36,094][__main__][INFO] - GPU 0: NVIDIA H200 | TDP ≈ 700 W
[2025-07-05 04:55:36,094][__main__][INFO] - Starting the Fine Tuning training process.
[2025-07-05 04:55:40,482][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 04:55:40,482][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 04:55:40,482][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 04:55:40,482][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 04:55:40,482][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 04:55:40,482][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None
[2025-07-05 04:55:40,536][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 04:55:40,542][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False; Use Full Context: False
[2025-07-05 04:55:41,858][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 04:55:41,859][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,
 "id2label": {
 "0": "LABEL_0",
 "1": "LABEL_1",
 "2": "LABEL_2",
 "3": "LABEL_3",
 "4": "LABEL_4",
 "5": "LABEL_5"
 },
 "initializer_range": 0.02,
 "intermediate_size": 8192,
 "label2id": {
 "LABEL_0": 0,
 "LABEL_1": 1,
 "LABEL_2": 2,
 "LABEL_3": 3,
 "LABEL_4": 4,
 "LABEL_5": 5
 },
 "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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 "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 04:55:41,859][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 04:55:41,859][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object
[2025-07-05 04:55:41,859][transformers.modeling_utils][INFO] - Instantiating Phi3ForSequenceClassification model under default dtype torch.bfloat16.
[2025-07-05 04:55:49,255][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 04:55:49,255][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 04:55:49,849][__main__][INFO] - Initialized new PEFT model for ce loss
[2025-07-05 04:55:49,851][__main__][INFO] - None
[2025-07-05 04:55:49,852][transformers.training_args][INFO] - PyTorch: setting up devices
[2025-07-05 04:55:49,888][__main__][INFO] - Total steps: 620. Number of warmup steps: 62
[2025-07-05 04:55:49,893][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 04:55:49,915][transformers.trainer][INFO] - Using auto half precision backend
[2025-07-05 04:55:49,916][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 04:55:49,917][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 04:55:49,927][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 04:55:49,928][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 04:55:49,928][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 04:56:05,163][transformers.trainer][INFO] - The following columns in the Training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 04:56:05,196][transformers.trainer][INFO] - ***** Running training *****
[2025-07-05 04:56:05,196][transformers.trainer][INFO] - Num examples = 500
[2025-07-05 04:56:05,196][transformers.trainer][INFO] - Num Epochs = 20
[2025-07-05 04:56:05,196][transformers.trainer][INFO] - Instantaneous batch size per device = 8
[2025-07-05 04:56:05,196][transformers.trainer][INFO] - Total train batch size (w. parallel, distributed & accumulation) = 16
[2025-07-05 04:56:05,196][transformers.trainer][INFO] - Gradient Accumulation steps = 2
[2025-07-05 04:56:05,196][transformers.trainer][INFO] - Total optimization steps = 640
[2025-07-05 04:56:05,198][transformers.trainer][INFO] - Number of trainable parameters = 12,601,344
[2025-07-05 04:56:05,285][transformers.models.phi3.modeling_phi3][WARNING] - `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`.
[2025-07-05 04:57:07,582][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 04:57:07,585][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 04:57:07,585][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 04:57:07,585][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 04:57:22,283][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-32
[2025-07-05 04:57:22,600][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 04:57:22,601][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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 "short_factor": [
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 "type": "longrope"
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 "rope_theta": 10000.0,
 "sliding_window": 262144,
 "tie_word_embeddings": false,
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}
[2025-07-05 04:58:25,030][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 04:58:25,033][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 04:58:25,033][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 04:58:25,033][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 04:58:39,720][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-64
[2025-07-05 04:58:40,038][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 04:58:40,038][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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 2.749999523162842,
 2.8399994373321533
 ],
 "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 04:58:40,158][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-32] due to args.save_total_limit
[2025-07-05 04:59:42,431][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 04:59:42,435][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 04:59:42,435][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 04:59:42,435][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 04:59:57,119][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-96
[2025-07-05 04:59:57,437][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 04:59:57,438][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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 64.02999877929688,
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 64.12000274658203,
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 ],
 "short_factor": [
 1.0,
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 1.0499999523162842,
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 1.0499999523162842,
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 2.0199997425079346,
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 2.0199997425079346,
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 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0799996852874756,
 2.0899996757507324,
 2.189999580383301,
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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 04:59:57,558][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-64] due to args.save_total_limit
[2025-07-05 05:00:59,862][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:00:59,866][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:00:59,866][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:00:59,866][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:01:14,568][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-128
[2025-07-05 05:01:14,862][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 05:01:14,862][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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 1.6200000047683716,
 2.620000123977661,
 3.2300000190734863,
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 4.789999961853027,
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 30.420001983642578,
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 32.590003967285156,
 32.93000411987305,
 42.320003509521484,
 44.96000289916992,
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 62.61000442504883,
 62.62000274658203,
 62.71000289916992,
 63.1400032043457,
 63.1400032043457,
 63.77000427246094,
 63.93000411987305,
 63.96000289916992,
 63.970001220703125,
 64.02999877929688,
 64.06999969482422,
 64.08000183105469,
 64.12000274658203,
 64.41000366210938,
 64.4800033569336,
 64.51000213623047,
 64.52999877929688,
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 ],
 "short_factor": [
 1.0,
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 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0699999332427979,
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 1.339999794960022,
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 1.8199998140335083,
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 2.0299997329711914,
 2.0299997329711914,
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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 05:02:17,282][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:02:17,285][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:02:17,285][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:02:17,285][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:02:31,983][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-160
[2025-07-05 05:02:32,279][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 05:02:32,280][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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 1.600000023841858,
 1.6200000047683716,
 2.620000123977661,
 3.2300000190734863,
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 4.789999961853027,
 7.400000095367432,
 7.700000286102295,
 9.09000015258789,
 12.199999809265137,
 17.670000076293945,
 24.46000099182129,
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 30.420001983642578,
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 62.61000442504883,
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 64.41000366210938,
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 ],
 "short_factor": [
 1.0,
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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 05:02:32,358][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-128] due to args.save_total_limit
[2025-07-05 05:03:34,647][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:03:34,650][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:03:34,650][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:03:34,650][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:03:49,334][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-192
[2025-07-05 05:03:49,641][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 05:03:49,642][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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 1.600000023841858,
 1.6200000047683716,
 2.620000123977661,
 3.2300000190734863,
 3.2300000190734863,
 4.789999961853027,
 7.400000095367432,
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 9.09000015258789,
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 "short_factor": [
 1.0,
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 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
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 2.0799996852874756,
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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 05:03:49,757][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-160] due to args.save_total_limit
[2025-07-05 05:04:52,105][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:04:52,109][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:04:52,109][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:04:52,109][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:05:06,810][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-224
[2025-07-05 05:05:07,112][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 05:05:07,112][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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 4.789999961853027,
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 17.670000076293945,
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 28.57000160217285,
 30.420001983642578,
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 32.93000411987305,
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 57.55000305175781,
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 62.61000442504883,
 62.62000274658203,
 62.71000289916992,
 63.1400032043457,
 63.1400032043457,
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 63.93000411987305,
 63.96000289916992,
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 64.02999877929688,
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 64.12000274658203,
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 ],
 "short_factor": [
 1.0,
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 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0699999332427979,
 1.0999999046325684,
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 1.1699998378753662,
 1.2899998426437378,
 1.339999794960022,
 1.679999828338623,
 1.7899998426437378,
 1.8199998140335083,
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 2.0199997425079346,
 2.0199997425079346,
 2.0199997425079346,
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 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0799996852874756,
 2.0899996757507324,
 2.189999580383301,
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 2.729999542236328,
 2.749999523162842,
 2.8399994373321533
 ],
 "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 05:05:07,167][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-192] due to args.save_total_limit
[2025-07-05 05:06:09,508][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:06:09,511][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:06:09,511][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:06:09,511][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:06:24,217][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-256
[2025-07-05 05:06:24,523][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 05:06:24,524][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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 1.6200000047683716,
 2.620000123977661,
 3.2300000190734863,
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 4.789999961853027,
 7.400000095367432,
 7.700000286102295,
 9.09000015258789,
 12.199999809265137,
 17.670000076293945,
 24.46000099182129,
 28.57000160217285,
 30.420001983642578,
 30.840002059936523,
 32.590003967285156,
 32.93000411987305,
 42.320003509521484,
 44.96000289916992,
 50.340003967285156,
 50.45000457763672,
 57.55000305175781,
 57.93000411987305,
 58.21000289916992,
 60.1400032043457,
 62.61000442504883,
 62.62000274658203,
 62.71000289916992,
 63.1400032043457,
 63.1400032043457,
 63.77000427246094,
 63.93000411987305,
 63.96000289916992,
 63.970001220703125,
 64.02999877929688,
 64.06999969482422,
 64.08000183105469,
 64.12000274658203,
 64.41000366210938,
 64.4800033569336,
 64.51000213623047,
 64.52999877929688,
 64.83999633789062
 ],
 "short_factor": [
 1.0,
 1.0199999809265137,
 1.0299999713897705,
 1.0299999713897705,
 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0699999332427979,
 1.0999999046325684,
 1.1099998950958252,
 1.1599998474121094,
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 1.1699998378753662,
 1.2899998426437378,
 1.339999794960022,
 1.679999828338623,
 1.7899998426437378,
 1.8199998140335083,
 1.8499997854232788,
 1.8799997568130493,
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 2.0199997425079346,
 2.0199997425079346,
 2.0199997425079346,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0799996852874756,
 2.0899996757507324,
 2.189999580383301,
 2.2199995517730713,
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 2.749999523162842,
 2.8399994373321533
 ],
 "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 05:06:24,656][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-96] due to args.save_total_limit
[2025-07-05 05:06:24,659][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-224] due to args.save_total_limit
[2025-07-05 05:07:26,932][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:07:26,935][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:07:26,935][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:07:26,936][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:07:41,613][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-288
[2025-07-05 05:07:41,930][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 05:07:41,931][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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 1.5899999141693115,
 1.600000023841858,
 1.6200000047683716,
 2.620000123977661,
 3.2300000190734863,
 3.2300000190734863,
 4.789999961853027,
 7.400000095367432,
 7.700000286102295,
 9.09000015258789,
 12.199999809265137,
 17.670000076293945,
 24.46000099182129,
 28.57000160217285,
 30.420001983642578,
 30.840002059936523,
 32.590003967285156,
 32.93000411987305,
 42.320003509521484,
 44.96000289916992,
 50.340003967285156,
 50.45000457763672,
 57.55000305175781,
 57.93000411987305,
 58.21000289916992,
 60.1400032043457,
 62.61000442504883,
 62.62000274658203,
 62.71000289916992,
 63.1400032043457,
 63.1400032043457,
 63.77000427246094,
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 64.02999877929688,
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 64.12000274658203,
 64.41000366210938,
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 ],
 "short_factor": [
 1.0,
 1.0199999809265137,
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 2.0299997329711914,
 2.0299997329711914,
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 2.0299997329711914,
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 2.189999580383301,
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 2.729999542236328,
 2.749999523162842,
 2.8399994373321533
 ],
 "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 05:07:42,055][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-256] due to args.save_total_limit
[2025-07-05 05:08:44,349][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:08:44,352][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:08:44,353][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:08:44,353][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:08:59,050][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-320
[2025-07-05 05:08:59,338][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 05:08:59,339][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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 1.1399999856948853,
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 1.600000023841858,
 1.6200000047683716,
 2.620000123977661,
 3.2300000190734863,
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 4.789999961853027,
 7.400000095367432,
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 9.09000015258789,
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 ],
 "short_factor": [
 1.0,
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 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0799996852874756,
 2.0899996757507324,
 2.189999580383301,
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 2.749999523162842,
 2.8399994373321533
 ],
 "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 05:10:01,772][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:10:01,775][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:10:01,775][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:10:01,775][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:10:16,473][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-352
[2025-07-05 05:10:16,771][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 05:10:16,772][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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 "short_factor": [
 1.0,
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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 05:10:16,856][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-320] due to args.save_total_limit
[2025-07-05 05:11:19,181][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:11:19,185][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:11:19,185][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:11:19,185][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:11:33,882][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-384
[2025-07-05 05:11:34,181][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 05:11:34,181][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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 64.02999877929688,
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 64.12000274658203,
 64.41000366210938,
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 ],
 "short_factor": [
 1.0,
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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 05:11:34,255][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-352] due to args.save_total_limit
[2025-07-05 05:12:36,575][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:12:36,578][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:12:36,578][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:12:36,578][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:12:51,277][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-416
[2025-07-05 05:12:51,574][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 05:12:51,575][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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 2.620000123977661,
 3.2300000190734863,
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 ],
 "short_factor": [
 1.0,
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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 05:12:51,660][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-384] due to args.save_total_limit
[2025-07-05 05:13:53,921][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:13:53,925][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:13:53,925][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:13:53,925][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:14:08,612][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-448
[2025-07-05 05:14:09,127][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 05:14:09,127][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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 2.620000123977661,
 3.2300000190734863,
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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 05:14:09,252][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-416] due to args.save_total_limit
[2025-07-05 05:14:09,255][transformers.trainer][INFO] -
Training completed. Do not forget to share your model on huggingface.co/models =)
[2025-07-05 05:14:09,255][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-288 (score: 0.22112093553907586).
[2025-07-05 05:14:09,359][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/04-55-32/results/phi4-balanced/C2/checkpoint-448] due to args.save_total_limit
[2025-07-05 05:14:09,363][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:14:09,366][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:14:09,366][transformers.trainer][INFO] - Num examples = 132
[2025-07-05 05:14:09,366][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:14:24,063][__main__][INFO] - Training completed successfully.
[2025-07-05 05:14:24,063][__main__][INFO] - Running on Test
[2025-07-05 05:14:24,063][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text. If reference, essay_text, grades, id, prompt, essay_year, id_prompt, supporting_text are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
[2025-07-05 05:14:24,066][transformers.trainer][INFO] -
***** Running Evaluation *****
[2025-07-05 05:14:24,066][transformers.trainer][INFO] - Num examples = 138
[2025-07-05 05:14:24,066][transformers.trainer][INFO] - Batch size = 4
[2025-07-05 05:14:39,638][__main__][INFO] - Test metrics: {'eval_loss': 1.6279220581054688, 'eval_model_preparation_time': 0.0075, 'eval_accuracy': 0.2463768115942029, 'eval_RMSE': 68.94652412127675, 'eval_QWK': 0.2635114026866605, 'eval_HDIV': 0.13043478260869568, 'eval_Macro_F1': 0.20684155326866427, 'eval_Micro_F1': 0.2463768115942029, 'eval_Weighted_F1': 0.2334191329106568, 'eval_TP_0': 0, 'eval_TN_0': 137, 'eval_FP_0': 0, 'eval_FN_0': 1, 'eval_TP_1': 10, 'eval_TN_1': 81, 'eval_FP_1': 22, 'eval_FN_1': 25, 'eval_TP_2': 3, 'eval_TN_2': 114, 'eval_FP_2': 19, 'eval_FN_2': 2, 'eval_TP_3': 5, 'eval_TN_3': 70, 'eval_FP_3': 17, 'eval_FN_3': 46, 'eval_TP_4': 10, 'eval_TN_4': 88, 'eval_FP_4': 24, 'eval_FN_4': 16, 'eval_TP_5': 6, 'eval_TN_5': 96, 'eval_FP_5': 22, 'eval_FN_5': 14, 'eval_runtime': 15.5643, 'eval_samples_per_second': 8.866, 'eval_steps_per_second': 2.249, 'epoch': 14.0}
[2025-07-05 05:14:39,638][transformers.trainer][INFO] - Saving model checkpoint to ./results/phi4-balanced/C2/best_model
[2025-07-05 05:14:39,925][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 05:14:39,926][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": [
 1.0800000429153442,
 1.1100000143051147,
 1.1399999856948853,
 1.340000033378601,
 1.5899999141693115,
 1.600000023841858,
 1.6200000047683716,
 2.620000123977661,
 3.2300000190734863,
 3.2300000190734863,
 4.789999961853027,
 7.400000095367432,
 7.700000286102295,
 9.09000015258789,
 12.199999809265137,
 17.670000076293945,
 24.46000099182129,
 28.57000160217285,
 30.420001983642578,
 30.840002059936523,
 32.590003967285156,
 32.93000411987305,
 42.320003509521484,
 44.96000289916992,
 50.340003967285156,
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 57.55000305175781,
 57.93000411987305,
 58.21000289916992,
 60.1400032043457,
 62.61000442504883,
 62.62000274658203,
 62.71000289916992,
 63.1400032043457,
 63.1400032043457,
 63.77000427246094,
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 63.970001220703125,
 64.02999877929688,
 64.06999969482422,
 64.08000183105469,
 64.12000274658203,
 64.41000366210938,
 64.4800033569336,
 64.51000213623047,
 64.52999877929688,
 64.83999633789062
 ],
 "short_factor": [
 1.0,
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 1.0299999713897705,
 1.0299999713897705,
 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0499999523162842,
 1.0699999332427979,
 1.0999999046325684,
 1.1099998950958252,
 1.1599998474121094,
 1.1599998474121094,
 1.1699998378753662,
 1.2899998426437378,
 1.339999794960022,
 1.679999828338623,
 1.7899998426437378,
 1.8199998140335083,
 1.8499997854232788,
 1.8799997568130493,
 1.9099997282028198,
 1.9399996995925903,
 1.9899996519088745,
 2.0199997425079346,
 2.0199997425079346,
 2.0199997425079346,
 2.0199997425079346,
 2.0199997425079346,
 2.0199997425079346,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
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 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0299997329711914,
 2.0799996852874756,
 2.0899996757507324,
 2.189999580383301,
 2.2199995517730713,
 2.5899994373321533,
 2.729999542236328,
 2.749999523162842,
 2.8399994373321533
 ],
 "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 05:14:40,048][transformers.tokenization_utils_base][INFO] - chat template saved in ./results/phi4-balanced/C2/best_model/chat_template.jinja
[2025-07-05 05:14:40,048][transformers.tokenization_utils_base][INFO] - tokenizer config file saved in ./results/phi4-balanced/C2/best_model/tokenizer_config.json
[2025-07-05 05:14:40,048][transformers.tokenization_utils_base][INFO] - Special tokens file saved in ./results/phi4-balanced/C2/best_model/special_tokens_map.json
[2025-07-05 05:14:40,070][__main__][INFO] - Model and tokenizer saved to ./results/phi4-balanced/C2/best_model
[2025-07-05 05:14:40,075][__main__][INFO] - Fine Tuning Finished.
[2025-07-05 05:14:40,583][__main__][INFO] - Total emissions: 0.0142 kg CO2eq