| [2025-07-05 07:05:28,066][__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/llama31-8b-balanced/C5 |
| logging_dir: ./logs/llama31-8b-balanced/C5 |
| best_model_dir: ./results/llama31-8b-balanced/C5/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: 4 |
| 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 07:05:31,974][__main__][INFO] - GPU 0: NVIDIA H200 | TDP ≈ 700 W |
| [2025-07-05 07:05:31,974][__main__][INFO] - Starting the Fine Tuning training process. |
| [2025-07-05 07:05:36,427][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 07:05:36,427][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 07:05:36,427][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 07:05:36,427][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 07:05:36,427][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 07:05:36,427][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None |
| [2025-07-05 07:05:36,480][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 07:05:36,485][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False; Use Full Context: True |
| [2025-07-05 07:05:37,958][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 07:05:37,959][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": { |
| "long_factor": [ |
| 1.0800000429153442, |
| 1.1100000143051147, |
| 1.1399999856948853, |
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| 7.700000286102295, |
| 9.09000015258789, |
| 12.199999809265137, |
| 17.670000076293945, |
| 24.46000099182129, |
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| 64.4800033569336, |
| 64.51000213623047, |
| 64.52999877929688, |
| 64.83999633789062 |
| ], |
| "short_factor": [ |
| 1.0, |
| 1.0199999809265137, |
| 1.0299999713897705, |
| 1.0299999713897705, |
| 1.0499999523162842, |
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| 1.8199998140335083, |
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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, |
| 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 07:05:37,959][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 07:05:37,959][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object |
| [2025-07-05 07:05:37,959][transformers.modeling_utils][INFO] - Instantiating Phi3ForSequenceClassification model under default dtype torch.bfloat16. |
| [2025-07-05 07:05:45,465][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 07:05:45,466][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 07:05:46,166][__main__][INFO] - Initialized new PEFT model for ce loss |
| [2025-07-05 07:05:46,168][__main__][INFO] - None |
| [2025-07-05 07:05:46,168][transformers.training_args][INFO] - PyTorch: setting up devices |
| [2025-07-05 07:05:46,223][__main__][INFO] - Total steps: 620. Number of warmup steps: 62 |
| [2025-07-05 07:05:46,227][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 07:05:46,250][transformers.trainer][INFO] - Using auto half precision backend |
| [2025-07-05 07:05:46,251][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 07:05:46,252][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:05:46,262][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 07:05:46,262][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 07:05:46,262][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 07:06:05,340][transformers.trainer][INFO] - The following columns in the Training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:06:05,372][transformers.trainer][INFO] - ***** Running training ***** |
| [2025-07-05 07:06:05,372][transformers.trainer][INFO] - Num examples = 500 |
| [2025-07-05 07:06:05,372][transformers.trainer][INFO] - Num Epochs = 20 |
| [2025-07-05 07:06:05,372][transformers.trainer][INFO] - Instantaneous batch size per device = 8 |
| [2025-07-05 07:06:05,372][transformers.trainer][INFO] - Total train batch size (w. parallel, distributed & accumulation) = 16 |
| [2025-07-05 07:06:05,373][transformers.trainer][INFO] - Gradient Accumulation steps = 2 |
| [2025-07-05 07:06:05,373][transformers.trainer][INFO] - Total optimization steps = 640 |
| [2025-07-05 07:06:05,374][transformers.trainer][INFO] - Number of trainable parameters = 12,601,344 |
| [2025-07-05 07:06:05,481][transformers.models.phi3.modeling_phi3][WARNING] - `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`. |
| [2025-07-05 07:07:17,935][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:07:17,939][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 07:07:17,939][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 07:07:17,939][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 07:07:36,709][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-32 |
| [2025-07-05 07:07:37,003][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 07:07:37,003][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, |
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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 07:08:49,839][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:08:49,842][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 07:08:49,842][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 07:08:49,842][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 07:09:08,565][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-64 |
| [2025-07-05 07:09:08,856][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 07:09:08,857][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, |
| 50.45000457763672, |
| 57.55000305175781, |
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| 63.1400032043457, |
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| ], |
| "short_factor": [ |
| 1.0, |
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| 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 07:09:08,964][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-32] due to args.save_total_limit |
| [2025-07-05 07:10:21,576][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:10:21,579][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 07:10:21,579][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 07:10:21,579][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 07:10:40,315][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-96 |
| [2025-07-05 07:10:40,624][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 07:10:40,624][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, |
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| 1.600000023841858, |
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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 07:10:40,842][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-64] due to args.save_total_limit |
| [2025-07-05 07:11:53,374][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:11:53,378][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 07:11:53,378][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 07:11:53,378][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 07:12:12,108][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-128 |
| [2025-07-05 07:12:12,576][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 07:12:12,577][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, |
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| 17.670000076293945, |
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| 30.420001983642578, |
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| 64.51000213623047, |
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| 64.83999633789062 |
| ], |
| "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 07:13:25,231][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:13:25,235][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 07:13:25,235][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 07:13:25,235][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 07:13:43,973][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-160 |
| [2025-07-05 07:13:44,283][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 07:13:44,284][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, |
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| 1.600000023841858, |
| 1.6200000047683716, |
| 2.620000123977661, |
| 3.2300000190734863, |
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| 4.789999961853027, |
| 7.400000095367432, |
| 7.700000286102295, |
| 9.09000015258789, |
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| 17.670000076293945, |
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| 64.83999633789062 |
| ], |
| "short_factor": [ |
| 1.0, |
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| 2.0299997329711914, |
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| 2.0299997329711914, |
| 2.0799996852874756, |
| 2.0899996757507324, |
| 2.189999580383301, |
| 2.2199995517730713, |
| 2.5899994373321533, |
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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 07:13:44,358][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-128] due to args.save_total_limit |
| [2025-07-05 07:14:56,975][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:14:56,978][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 07:14:56,978][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 07:14:56,978][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 07:15:15,709][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-192 |
| [2025-07-05 07:15:16,022][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 07:15:16,023][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, |
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| 4.789999961853027, |
| 7.400000095367432, |
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| 28.57000160217285, |
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| "short_factor": [ |
| 1.0, |
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| 2.0299997329711914, |
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| 2.0299997329711914, |
| 2.0299997329711914, |
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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 07:15:16,154][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-160] due to args.save_total_limit |
| [2025-07-05 07:16:28,702][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:16:28,705][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 07:16:28,705][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 07:16:28,705][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 07:16:47,428][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-224 |
| [2025-07-05 07:16:47,758][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 07:16:47,759][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, |
| 50.45000457763672, |
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| 60.1400032043457, |
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| 64.02999877929688, |
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| 64.4800033569336, |
| 64.51000213623047, |
| 64.52999877929688, |
| 64.83999633789062 |
| ], |
| "short_factor": [ |
| 1.0, |
| 1.0199999809265137, |
| 1.0299999713897705, |
| 1.0299999713897705, |
| 1.0499999523162842, |
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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 07:16:47,857][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-192] due to args.save_total_limit |
| [2025-07-05 07:18:00,436][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:18:00,439][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 07:18:00,440][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 07:18:00,440][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 07:18:19,168][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-256 |
| [2025-07-05 07:18:19,498][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 07:18:19,498][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, |
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| 32.590003967285156, |
| 32.93000411987305, |
| 42.320003509521484, |
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| 64.83999633789062 |
| ], |
| "short_factor": [ |
| 1.0, |
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| 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 07:18:19,556][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-224] due to args.save_total_limit |
| [2025-07-05 07:18:19,560][transformers.trainer][INFO] - |
|
|
| Training completed. Do not forget to share your model on huggingface.co/models =) |
|
|
|
|
| [2025-07-05 07:18:19,560][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-96 (score: 0.31449351143223847). |
| [2025-07-05 07:18:19,661][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/07-05-28/results/llama31-8b-balanced/C5/checkpoint-256] due to args.save_total_limit |
| [2025-07-05 07:18:19,665][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:18:19,668][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 07:18:19,668][transformers.trainer][INFO] - Num examples = 132 |
| [2025-07-05 07:18:19,668][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 07:18:38,382][__main__][INFO] - Training completed successfully. |
| [2025-07-05 07:18:38,382][__main__][INFO] - Running on Test |
| [2025-07-05 07:18:38,382][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference. If id, grades, essay_year, supporting_text, prompt, essay_text, id_prompt, reference are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. |
| [2025-07-05 07:18:38,385][transformers.trainer][INFO] - |
| ***** Running Evaluation ***** |
| [2025-07-05 07:18:38,385][transformers.trainer][INFO] - Num examples = 138 |
| [2025-07-05 07:18:38,385][transformers.trainer][INFO] - Batch size = 4 |
| [2025-07-05 07:18:58,113][__main__][INFO] - Test metrics: {'eval_loss': 1.7179045677185059, 'eval_model_preparation_time': 0.0074, 'eval_accuracy': 0.21014492753623187, 'eval_RMSE': 76.7453912131782, 'eval_QWK': 0.2313832119989475, 'eval_HDIV': 0.21014492753623193, 'eval_Macro_F1': 0.22240047534165183, 'eval_Micro_F1': 0.21014492753623187, 'eval_Weighted_F1': 0.202111358377343, 'eval_TP_0': 5, 'eval_TN_0': 83, 'eval_FP_0': 33, 'eval_FN_0': 17, 'eval_TP_1': 9, 'eval_TN_1': 79, 'eval_FP_1': 27, 'eval_FN_1': 23, 'eval_TP_2': 3, 'eval_TN_2': 99, 'eval_FP_2': 15, 'eval_FN_2': 21, 'eval_TP_3': 1, 'eval_TN_3': 104, 'eval_FP_3': 9, 'eval_FN_3': 24, 'eval_TP_4': 10, 'eval_TN_4': 82, 'eval_FP_4': 24, 'eval_FN_4': 22, 'eval_TP_5': 1, 'eval_TN_5': 134, 'eval_FP_5': 1, 'eval_FN_5': 2, 'eval_runtime': 19.7202, 'eval_samples_per_second': 6.998, 'eval_steps_per_second': 1.775, 'epoch': 8.0} |
| [2025-07-05 07:18:58,113][transformers.trainer][INFO] - Saving model checkpoint to ./results/llama31-8b-balanced/C5/best_model |
| [2025-07-05 07:18:58,457][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 07:18:58,458][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" |
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|
|
| [2025-07-05 07:18:58,553][transformers.tokenization_utils_base][INFO] - chat template saved in ./results/llama31-8b-balanced/C5/best_model/chat_template.jinja |
| [2025-07-05 07:18:58,554][transformers.tokenization_utils_base][INFO] - tokenizer config file saved in ./results/llama31-8b-balanced/C5/best_model/tokenizer_config.json |
| [2025-07-05 07:18:58,554][transformers.tokenization_utils_base][INFO] - Special tokens file saved in ./results/llama31-8b-balanced/C5/best_model/special_tokens_map.json |
| [2025-07-05 07:18:58,576][__main__][INFO] - Model and tokenizer saved to ./results/llama31-8b-balanced/C5/best_model |
| [2025-07-05 07:18:58,580][__main__][INFO] - Fine Tuning Finished. |
| [2025-07-05 07:18:59,091][__main__][INFO] - Total emissions: 0.0100 kg CO2eq |
|
|
