| [2025-07-05 09:51:54,796][__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/phi35-balanced/C4 | |
| logging_dir: ./logs/phi35-balanced/C4 | |
| best_model_dir: ./results/phi35-balanced/C4/best_model | |
| lora_r: 16 | |
| lora_dropout: 0.1 | |
| lora_alpha: 32 | |
| lora_target_modules: all-linear | |
| tokenizer: | |
| name: microsoft/Phi-3.5-mini-instruct | |
| dataset: | |
| grade_index: 3 | |
| use_full_context: true | |
| training_params: | |
| weight_decay: 0.01 | |
| warmup_ratio: 0.1 | |
| learning_rate: 5.0e-05 | |
| train_batch_size: 8 | |
| eval_batch_size: 4 | |
| gradient_accumulation_steps: 2 | |
| gradient_checkpointing: true | |
| [2025-07-05 09:51:58,697][__main__][INFO] - GPU 0: NVIDIA H200 | TDP ≈ 700 W | |
| [2025-07-05 09:51:58,697][__main__][INFO] - Starting the Fine Tuning training process. | |
| [2025-07-05 09:52:02,467][transformers.tokenization_utils_base][INFO] - loading file tokenizer.model from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/tokenizer.model | |
| [2025-07-05 09:52:02,467][transformers.tokenization_utils_base][INFO] - loading file tokenizer.json from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/tokenizer.json | |
| [2025-07-05 09:52:02,467][transformers.tokenization_utils_base][INFO] - loading file added_tokens.json from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/added_tokens.json | |
| [2025-07-05 09:52:02,467][transformers.tokenization_utils_base][INFO] - loading file special_tokens_map.json from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/special_tokens_map.json | |
| [2025-07-05 09:52:02,467][transformers.tokenization_utils_base][INFO] - loading file tokenizer_config.json from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/tokenizer_config.json | |
| [2025-07-05 09:52:02,467][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None | |
| [2025-07-05 09:52:02,521][transformers.tokenization_utils_base][INFO] - Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained. | |
| [2025-07-05 09:52:02,527][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False; Use Full Context: True | |
| [2025-07-05 09:52:03,092][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json | |
| [2025-07-05 09:52:03,092][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, | |
| 1.340000033378601, | |
| 1.5899999141693115, | |
| 1.600000023841858, | |
| 1.6200000047683716, | |
| 2.620000123977661, | |
| 3.2300000190734863, | |
| 3.2300000190734863, | |
| 4.789999961853027, | |
| 7.400000095367432, | |
| 7.700000286102295, | |
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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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| 1.0499999523162842, | |
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| 1.1599998474121094, | |
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| 1.1699998378753662, | |
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| 1.339999794960022, | |
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| 1.8199998140335083, | |
| 1.8499997854232788, | |
| 1.8799997568130493, | |
| 1.9099997282028198, | |
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| 1.9899996519088745, | |
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| 2.0299997329711914, | |
| 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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| 2.5899994373321533, | |
| 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 09:52:03,093][transformers.modeling_utils][INFO] - loading weights file model.safetensors from cache at /tmp/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/model.safetensors.index.json | |
| [2025-07-05 09:52:03,093][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object | |
| [2025-07-05 09:52:03,093][transformers.modeling_utils][INFO] - Instantiating Phi3ForSequenceClassification model under default dtype torch.bfloat16. | |
| [2025-07-05 09:52:10,643][transformers.modeling_utils][INFO] - Some weights of the model checkpoint at microsoft/Phi-3.5-mini-instruct were not used when initializing Phi3ForSequenceClassification: ['lm_head.weight'] | |
| - This IS expected if you are initializing Phi3ForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model). | |
| - This IS NOT expected if you are initializing Phi3ForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model). | |
| [2025-07-05 09:52:10,643][transformers.modeling_utils][WARNING] - Some weights of Phi3ForSequenceClassification were not initialized from the model checkpoint at microsoft/Phi-3.5-mini-instruct and are newly initialized: ['score.weight'] | |
| You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference. | |
| [2025-07-05 09:52:11,667][__main__][INFO] - Initialized new PEFT model for ce loss | |
| [2025-07-05 09:52:11,669][__main__][INFO] - None | |
| [2025-07-05 09:52:11,670][transformers.training_args][INFO] - PyTorch: setting up devices | |
| [2025-07-05 09:52:11,758][__main__][INFO] - Total steps: 620. Number of warmup steps: 62 | |
| [2025-07-05 09:52:11,764][transformers.trainer][INFO] - You have loaded a model on multiple GPUs. `is_model_parallel` attribute will be force-set to `True` to avoid any unexpected behavior such as device placement mismatching. | |
| [2025-07-05 09:52:11,789][transformers.trainer][INFO] - Using auto half precision backend | |
| [2025-07-05 09:52:11,790][transformers.trainer][WARNING] - No label_names provided for model class `PeftModelForSequenceClassification`. Since `PeftModel` hides base models input arguments, if label_names is not given, label_names can't be set automatically within `Trainer`. Note that empty label_names list will be used instead. | |
| [2025-07-05 09:52:11,792][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt. If id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 09:52:11,802][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 09:52:11,802][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 09:52:11,802][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 09:52:30,470][transformers.trainer][INFO] - The following columns in the Training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt. If id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 09:52:30,502][transformers.trainer][INFO] - ***** Running training ***** | |
| [2025-07-05 09:52:30,503][transformers.trainer][INFO] - Num examples = 500 | |
| [2025-07-05 09:52:30,503][transformers.trainer][INFO] - Num Epochs = 20 | |
| [2025-07-05 09:52:30,503][transformers.trainer][INFO] - Instantaneous batch size per device = 8 | |
| [2025-07-05 09:52:30,503][transformers.trainer][INFO] - Total train batch size (w. parallel, distributed & accumulation) = 16 | |
| [2025-07-05 09:52:30,503][transformers.trainer][INFO] - Gradient Accumulation steps = 2 | |
| [2025-07-05 09:52:30,503][transformers.trainer][INFO] - Total optimization steps = 640 | |
| [2025-07-05 09:52:30,504][transformers.trainer][INFO] - Number of trainable parameters = 25,184,256 | |
| [2025-07-05 09:52:30,632][transformers.models.phi3.modeling_phi3][WARNING] - `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`. | |
| [2025-07-05 09:53:40,622][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt. If id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 09:53:40,626][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 09:53:40,626][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 09:53:40,626][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 09:53:58,655][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-32 | |
| [2025-07-05 09:53:58,953][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json | |
| [2025-07-05 09:53:58,954][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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| 24.46000099182129, | |
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| ], | |
| "short_factor": [ | |
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| ], | |
| "type": "longrope" | |
| }, | |
| "rope_theta": 10000.0, | |
| "sliding_window": 262144, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 32064 | |
| } | |
| [2025-07-05 09:55:09,379][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt. If id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 09:55:09,382][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 09:55:09,382][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 09:55:09,382][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 09:55:27,420][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-64 | |
| [2025-07-05 09:55:27,715][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json | |
| [2025-07-05 09:55:27,715][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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| ], | |
| "short_factor": [ | |
| 1.0, | |
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| 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 09:56:38,026][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt. If id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 09:56:38,029][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 09:56:38,029][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 09:56:38,029][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 09:56:56,060][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-96 | |
| [2025-07-05 09:56:56,563][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json | |
| [2025-07-05 09:56:56,563][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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| 42.320003509521484, | |
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| 64.83999633789062 | |
| ], | |
| "short_factor": [ | |
| 1.0, | |
| 1.0199999809265137, | |
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| ], | |
| "type": "longrope" | |
| }, | |
| "rope_theta": 10000.0, | |
| "sliding_window": 262144, | |
| "tie_word_embeddings": false, | |
| "torch_dtype": "bfloat16", | |
| "transformers_version": "4.53.0", | |
| "use_cache": true, | |
| "vocab_size": 32064 | |
| } | |
| [2025-07-05 09:56:56,872][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-64] due to args.save_total_limit | |
| [2025-07-05 09:58:06,881][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt. If id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 09:58:06,884][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 09:58:06,884][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 09:58:06,884][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 09:58:24,923][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-128 | |
| [2025-07-05 09:58:25,410][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json | |
| [2025-07-05 09:58:25,411][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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| 58.21000289916992, | |
| 60.1400032043457, | |
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| 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, | |
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| 2.0199997425079346, | |
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| 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 09:58:25,678][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-96] due to args.save_total_limit | |
| [2025-07-05 09:59:35,684][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt. If id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 09:59:35,687][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 09:59:35,687][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 09:59:35,687][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 09:59:53,724][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-160 | |
| [2025-07-05 09:59:54,025][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--microsoft--Phi-3.5-mini-instruct/snapshots/3145e03a9fd4cdd7cd953c34d9bbf7ad606122ca/config.json | |
| [2025-07-05 09:59:54,026][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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| 42.320003509521484, | |
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| 50.45000457763672, | |
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| 60.1400032043457, | |
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| 63.1400032043457, | |
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| 63.93000411987305, | |
| 63.96000289916992, | |
| 63.970001220703125, | |
| 64.02999877929688, | |
| 64.06999969482422, | |
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| 64.41000366210938, | |
| 64.4800033569336, | |
| 64.51000213623047, | |
| 64.52999877929688, | |
| 64.83999633789062 | |
| ], | |
| "short_factor": [ | |
| 1.0, | |
| 1.0199999809265137, | |
| 1.0299999713897705, | |
| 1.0299999713897705, | |
| 1.0499999523162842, | |
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| 1.0499999523162842, | |
| 1.0499999523162842, | |
| 1.0699999332427979, | |
| 1.0999999046325684, | |
| 1.1099998950958252, | |
| 1.1599998474121094, | |
| 1.1599998474121094, | |
| 1.1699998378753662, | |
| 1.2899998426437378, | |
| 1.339999794960022, | |
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| 2.0299997329711914, | |
| 2.0299997329711914, | |
| 2.0299997329711914, | |
| 2.0299997329711914, | |
| 2.0299997329711914, | |
| 2.0299997329711914, | |
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| 2.0299997329711914, | |
| 2.0799996852874756, | |
| 2.0899996757507324, | |
| 2.189999580383301, | |
| 2.2199995517730713, | |
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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 09:59:54,282][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-128] due to args.save_total_limit | |
| [2025-07-05 10:01:04,308][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt. If id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 10:01:04,311][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 10:01:04,311][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 10:01:04,311][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 10:01:22,358][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-192 | |
| [2025-07-05 10:01:22,666][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 10:01:22,667][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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| 64.83999633789062 | |
| ], | |
| "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 10:01:22,966][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-160] due to args.save_total_limit | |
| [2025-07-05 10:01:22,972][transformers.trainer][INFO] - | |
| Training completed. Do not forget to share your model on huggingface.co/models =) | |
| [2025-07-05 10:01:22,973][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-32 (score: 0.06300703082747416). | |
| [2025-07-05 10:01:23,070][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-05/09-51-54/results/phi35-balanced/C4/checkpoint-192] due to args.save_total_limit | |
| [2025-07-05 10:01:23,078][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt. If id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 10:01:23,081][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 10:01:23,081][transformers.trainer][INFO] - Num examples = 132 | |
| [2025-07-05 10:01:23,081][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 10:01:41,115][__main__][INFO] - Training completed successfully. | |
| [2025-07-05 10:01:41,115][__main__][INFO] - Running on Test | |
| [2025-07-05 10:01:41,115][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt. If id, reference, essay_year, grades, essay_text, prompt, supporting_text, id_prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message. | |
| [2025-07-05 10:01:41,118][transformers.trainer][INFO] - | |
| ***** Running Evaluation ***** | |
| [2025-07-05 10:01:41,118][transformers.trainer][INFO] - Num examples = 138 | |
| [2025-07-05 10:01:41,118][transformers.trainer][INFO] - Batch size = 4 | |
| [2025-07-05 10:02:00,134][__main__][INFO] - Test metrics: {'eval_loss': 1.9528576135635376, 'eval_model_preparation_time': 0.0074, 'eval_accuracy': 0.34057971014492755, 'eval_RMSE': 38.52347298744614, 'eval_QWK': 0.083437110834371, 'eval_HDIV': 0.01449275362318836, 'eval_Macro_F1': 0.09239974422216134, 'eval_Micro_F1': 0.34057971014492755, 'eval_Weighted_F1': 0.19540394231494831, 'eval_TP_0': 0, 'eval_TN_0': 137, 'eval_FP_0': 0, 'eval_FN_0': 1, 'eval_TP_1': 0, 'eval_TN_1': 137, 'eval_FP_1': 0, 'eval_FN_1': 1, 'eval_TP_2': 0, 'eval_TN_2': 129, 'eval_FP_2': 0, 'eval_FN_2': 9, 'eval_TP_3': 2, 'eval_TN_3': 58, 'eval_FP_3': 4, 'eval_FN_3': 74, 'eval_TP_4': 45, 'eval_TN_4': 5, 'eval_FP_4': 87, 'eval_FN_4': 1, 'eval_TP_5': 0, 'eval_TN_5': 133, 'eval_FP_5': 0, 'eval_FN_5': 5, 'eval_runtime': 19.0083, 'eval_samples_per_second': 7.26, 'eval_steps_per_second': 1.841, 'epoch': 6.0} | |
| [2025-07-05 10:02:00,134][transformers.trainer][INFO] - Saving model checkpoint to ./results/phi35-balanced/C4/best_model | |
| [2025-07-05 10:02:00,426][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 10:02:00,427][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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| ], | |
| "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 10:02:00,654][transformers.tokenization_utils_base][INFO] - chat template saved in ./results/phi35-balanced/C4/best_model/chat_template.jinja | |
| [2025-07-05 10:02:00,655][transformers.tokenization_utils_base][INFO] - tokenizer config file saved in ./results/phi35-balanced/C4/best_model/tokenizer_config.json | |
| [2025-07-05 10:02:00,655][transformers.tokenization_utils_base][INFO] - Special tokens file saved in ./results/phi35-balanced/C4/best_model/special_tokens_map.json | |
| [2025-07-05 10:02:00,680][__main__][INFO] - Model and tokenizer saved to ./results/phi35-balanced/C4/best_model | |
| [2025-07-05 10:02:00,686][__main__][INFO] - Fine Tuning Finished. | |
| [2025-07-05 10:02:01,196][__main__][INFO] - Total emissions: 0.0074 kg CO2eq | |