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jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-full_context-r8

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Pushing fine-tuned model to Hugging Face Hub

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Files changed (11) hide show
  1. .gitattributes +1 -0
  2. README.md +48 -0
  3. adapter_config.json +44 -0
  4. adapter_model.safetensors +3 -0
  5. emissions.csv +2 -0
  6. evaluation_results.csv +4 -0
  7. run_experiment.log +684 -0
  8. special_tokens_map.json +17 -0
  9. tokenizer.json +3 -0
  10. tokenizer_config.json +2063 -0
  11. training_args.bin +3 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+
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+ ---
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+ language:
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+ - pt
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+ - en
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+ tags:
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+ - aes
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+ datasets:
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+ - kamel-usp/aes_enem_dataset
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+ base_model: meta-llama/Llama-3.1-8B
11
+ metrics:
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+ - accuracy
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+ - qwk
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+ library_name: peft
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+ model-index:
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+ - name: Llama-3.1-8B-llama31_classification_lora-C2-full_context-r8
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+ results:
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+ - task:
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+ type: text-classification
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+ name: Automated Essay Score
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+ dataset:
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+ name: Automated Essay Score ENEM Dataset
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+ type: kamel-usp/aes_enem_dataset
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+ config: JBCS2025
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+ split: test
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+ metrics:
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+ - name: Macro F1
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+ type: f1
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+ value: 0.2094969325209262
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+ - name: QWK
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+ type: qwk
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+ value: 0.2486950665095133
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+ - name: Weighted Macro F1
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+ type: f1
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+ value: 0.2621306510598505
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+ ---
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+ # Model ID: Llama-3.1-8B-llama31_classification_lora-C2-full_context-r8
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+ ## Results
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+ | | test_data |
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+ |:-----------------|------------:|
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+ | eval_accuracy | 0.268116 |
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+ | eval_RMSE | 67.0712 |
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+ | eval_QWK | 0.248695 |
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+ | eval_Macro_F1 | 0.209497 |
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+ | eval_Weighted_F1 | 0.262131 |
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+ | eval_Micro_F1 | 0.268116 |
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+ | eval_HDIV | 0.188406 |
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+
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+ [2025-07-04 04:55:28,822][__main__][INFO] - cache_dir: /tmp/
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+ dataset:
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+ name: kamel-usp/aes_enem_dataset
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+ split: JBCS2025
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+ training_params:
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+ seed: 42
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+ num_train_epochs: 20
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+ logging_steps: 100
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+ metric_for_best_model: QWK
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+ bf16: true
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+ bootstrap:
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+ enabled: true
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+ n_bootstrap: 10000
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+ bootstrap_seed: 42
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+ metrics:
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+ - QWK
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+ - Macro_F1
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+ - Weighted_F1
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+ post_training_results:
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+ model_path: /workspace/jbcs2025/outputs/2025-03-24/20-42-59
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+ experiments:
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+ model:
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+ name: meta-llama/Llama-3.1-8B
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+ type: llama31_classification_lora
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+ num_labels: 6
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+ output_dir: ./results/phi4-balanced/C2
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+ logging_dir: ./logs/phi4-balanced/C2
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+ best_model_dir: ./results/phi4-balanced/C2/best_model
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+ lora_r: 8
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+ lora_dropout: 0.05
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+ lora_alpha: 16
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+ lora_target_modules: all-linear
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+ tokenizer:
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+ name: meta-llama/Llama-3.1-8B
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+ dataset:
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+ grade_index: 1
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+ use_full_context: true
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+ training_params:
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+ weight_decay: 0.01
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+ warmup_ratio: 0.1
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+ learning_rate: 5.0e-05
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+ train_batch_size: 8
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+ eval_batch_size: 4
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+ gradient_accumulation_steps: 2
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+ gradient_checkpointing: true
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+
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+ [2025-07-04 04:55:32,725][__main__][INFO] - GPU 0: NVIDIA H200 | TDP ≈ 700 W
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+ [2025-07-04 04:55:32,725][__main__][INFO] - Starting the Fine Tuning training process.
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+ [2025-07-04 04:55:36,414][transformers.tokenization_utils_base][INFO] - loading file tokenizer.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/tokenizer.json
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+ [2025-07-04 04:55:36,414][transformers.tokenization_utils_base][INFO] - loading file tokenizer.model from cache at None
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+ [2025-07-04 04:55:36,414][transformers.tokenization_utils_base][INFO] - loading file added_tokens.json from cache at None
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+ [2025-07-04 04:55:36,414][transformers.tokenization_utils_base][INFO] - loading file special_tokens_map.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/special_tokens_map.json
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+ [2025-07-04 04:55:36,414][transformers.tokenization_utils_base][INFO] - loading file tokenizer_config.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/tokenizer_config.json
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+ [2025-07-04 04:55:36,414][transformers.tokenization_utils_base][INFO] - loading file chat_template.jinja from cache at None
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+ [2025-07-04 04:55:36,688][transformers.tokenization_utils_base][INFO] - Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
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+ [2025-07-04 04:55:36,694][__main__][INFO] - Tokenizer function parameters- Padding:longest; Truncation: False; Use Full Context: True
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+ [2025-07-04 04:55:38,465][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
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+ [2025-07-04 04:55:38,467][transformers.configuration_utils][INFO] - Model config LlamaConfig {
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+ "architectures": [
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+ "LlamaForCausalLM"
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+ ],
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "bos_token_id": 128000,
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+ "eos_token_id": 128001,
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+ "head_dim": 128,
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+ "hidden_act": "silu",
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+ "hidden_size": 4096,
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+ "id2label": {
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+ "0": "LABEL_0",
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+ "1": "LABEL_1",
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+ "2": "LABEL_2",
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+ "3": "LABEL_3",
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+ "4": "LABEL_4",
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+ "5": "LABEL_5"
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+ },
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+ "initializer_range": 0.02,
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+ "intermediate_size": 14336,
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+ "label2id": {
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+ "LABEL_4": 4,
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+ "max_position_embeddings": 131072,
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+ "mlp_bias": false,
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+ "model_type": "llama",
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 32,
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+ "num_key_value_heads": 8,
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+ "pretraining_tp": 1,
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+ "rms_norm_eps": 1e-05,
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+ "rope_scaling": {
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+ "factor": 8.0,
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+ "high_freq_factor": 4.0,
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+ "low_freq_factor": 1.0,
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+ "original_max_position_embeddings": 8192,
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+ "rope_type": "llama3"
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+ },
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+ "rope_theta": 500000.0,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "bfloat16",
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+ "transformers_version": "4.53.0",
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+ "use_cache": true,
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+ "vocab_size": 128256
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+ }
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+
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+ [2025-07-04 04:55:38,601][transformers.modeling_utils][INFO] - loading weights file model.safetensors from cache at /tmp/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/model.safetensors.index.json
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+ [2025-07-04 04:55:38,601][transformers.modeling_utils][INFO] - Will use torch_dtype=torch.bfloat16 as defined in model's config object
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+ [2025-07-04 04:55:38,601][transformers.modeling_utils][INFO] - Instantiating LlamaForSequenceClassification model under default dtype torch.bfloat16.
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+ [2025-07-04 04:55:50,327][transformers.modeling_utils][INFO] - Some weights of the model checkpoint at meta-llama/Llama-3.1-8B were not used when initializing LlamaForSequenceClassification: ['lm_head.weight']
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+ - This IS expected if you are initializing LlamaForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
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+ - This IS NOT expected if you are initializing LlamaForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
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+ [2025-07-04 04:55:50,328][transformers.modeling_utils][WARNING] - Some weights of LlamaForSequenceClassification were not initialized from the model checkpoint at meta-llama/Llama-3.1-8B and are newly initialized: ['score.weight']
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+ You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
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+ [2025-07-04 04:55:51,766][__main__][INFO] - Initialized new PEFT model for ce loss
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+ [2025-07-04 04:55:51,769][__main__][INFO] - None
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+ [2025-07-04 04:55:51,771][transformers.training_args][INFO] - PyTorch: setting up devices
121
+ [2025-07-04 04:55:51,807][__main__][INFO] - Total steps: 620. Number of warmup steps: 62
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+ [2025-07-04 04:55:51,816][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.
123
+ [2025-07-04 04:55:51,857][transformers.trainer][INFO] - Using auto half precision backend
124
+ [2025-07-04 04:55:51,858][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.
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+ [2025-07-04 04:55:51,860][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
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+ [2025-07-04 04:55:51,876][transformers.trainer][INFO] -
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+ ***** Running Evaluation *****
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+ [2025-07-04 04:55:51,876][transformers.trainer][INFO] - Num examples = 132
129
+ [2025-07-04 04:55:51,876][transformers.trainer][INFO] - Batch size = 4
130
+ [2025-07-04 04:56:19,539][transformers.trainer][INFO] - The following columns in the Training set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
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+ [2025-07-04 04:56:19,590][transformers.trainer][INFO] - ***** Running training *****
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+ [2025-07-04 04:56:19,590][transformers.trainer][INFO] - Num examples = 500
133
+ [2025-07-04 04:56:19,590][transformers.trainer][INFO] - Num Epochs = 20
134
+ [2025-07-04 04:56:19,590][transformers.trainer][INFO] - Instantaneous batch size per device = 8
135
+ [2025-07-04 04:56:19,590][transformers.trainer][INFO] - Total train batch size (w. parallel, distributed & accumulation) = 16
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+ [2025-07-04 04:56:19,590][transformers.trainer][INFO] - Gradient Accumulation steps = 2
137
+ [2025-07-04 04:56:19,590][transformers.trainer][INFO] - Total optimization steps = 640
138
+ [2025-07-04 04:56:19,593][transformers.trainer][INFO] - Number of trainable parameters = 20,996,096
139
+ [2025-07-04 04:56:19,735][transformers.models.llama.modeling_llama][WARNING] - `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`.
140
+ [2025-07-04 05:02:06,804][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
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+ [2025-07-04 05:02:06,808][transformers.trainer][INFO] -
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+ ***** Running Evaluation *****
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+ [2025-07-04 05:02:06,808][transformers.trainer][INFO] - Num examples = 132
144
+ [2025-07-04 05:02:06,808][transformers.trainer][INFO] - Batch size = 4
145
+ [2025-07-04 05:02:34,140][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-32
146
+ [2025-07-04 05:02:34,640][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
147
+ [2025-07-04 05:02:34,640][transformers.configuration_utils][INFO] - Model config LlamaConfig {
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+ "architectures": [
149
+ "LlamaForCausalLM"
150
+ ],
151
+ "attention_bias": false,
152
+ "attention_dropout": 0.0,
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+ "bos_token_id": 128000,
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+ "eos_token_id": 128001,
155
+ "head_dim": 128,
156
+ "hidden_act": "silu",
157
+ "hidden_size": 4096,
158
+ "initializer_range": 0.02,
159
+ "intermediate_size": 14336,
160
+ "max_position_embeddings": 131072,
161
+ "mlp_bias": false,
162
+ "model_type": "llama",
163
+ "num_attention_heads": 32,
164
+ "num_hidden_layers": 32,
165
+ "num_key_value_heads": 8,
166
+ "pretraining_tp": 1,
167
+ "rms_norm_eps": 1e-05,
168
+ "rope_scaling": {
169
+ "factor": 8.0,
170
+ "high_freq_factor": 4.0,
171
+ "low_freq_factor": 1.0,
172
+ "original_max_position_embeddings": 8192,
173
+ "rope_type": "llama3"
174
+ },
175
+ "rope_theta": 500000.0,
176
+ "tie_word_embeddings": false,
177
+ "torch_dtype": "bfloat16",
178
+ "transformers_version": "4.53.0",
179
+ "use_cache": true,
180
+ "vocab_size": 128256
181
+ }
182
+
183
+ [2025-07-04 05:08:22,342][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
184
+ [2025-07-04 05:08:22,346][transformers.trainer][INFO] -
185
+ ***** Running Evaluation *****
186
+ [2025-07-04 05:08:22,346][transformers.trainer][INFO] - Num examples = 132
187
+ [2025-07-04 05:08:22,346][transformers.trainer][INFO] - Batch size = 4
188
+ [2025-07-04 05:08:49,647][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-64
189
+ [2025-07-04 05:08:49,987][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
190
+ [2025-07-04 05:08:49,988][transformers.configuration_utils][INFO] - Model config LlamaConfig {
191
+ "architectures": [
192
+ "LlamaForCausalLM"
193
+ ],
194
+ "attention_bias": false,
195
+ "attention_dropout": 0.0,
196
+ "bos_token_id": 128000,
197
+ "eos_token_id": 128001,
198
+ "head_dim": 128,
199
+ "hidden_act": "silu",
200
+ "hidden_size": 4096,
201
+ "initializer_range": 0.02,
202
+ "intermediate_size": 14336,
203
+ "max_position_embeddings": 131072,
204
+ "mlp_bias": false,
205
+ "model_type": "llama",
206
+ "num_attention_heads": 32,
207
+ "num_hidden_layers": 32,
208
+ "num_key_value_heads": 8,
209
+ "pretraining_tp": 1,
210
+ "rms_norm_eps": 1e-05,
211
+ "rope_scaling": {
212
+ "factor": 8.0,
213
+ "high_freq_factor": 4.0,
214
+ "low_freq_factor": 1.0,
215
+ "original_max_position_embeddings": 8192,
216
+ "rope_type": "llama3"
217
+ },
218
+ "rope_theta": 500000.0,
219
+ "tie_word_embeddings": false,
220
+ "torch_dtype": "bfloat16",
221
+ "transformers_version": "4.53.0",
222
+ "use_cache": true,
223
+ "vocab_size": 128256
224
+ }
225
+
226
+ [2025-07-04 05:08:50,357][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-32] due to args.save_total_limit
227
+ [2025-07-04 05:14:37,611][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
228
+ [2025-07-04 05:14:37,615][transformers.trainer][INFO] -
229
+ ***** Running Evaluation *****
230
+ [2025-07-04 05:14:37,615][transformers.trainer][INFO] - Num examples = 132
231
+ [2025-07-04 05:14:37,615][transformers.trainer][INFO] - Batch size = 4
232
+ [2025-07-04 05:15:04,941][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-96
233
+ [2025-07-04 05:15:05,300][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
234
+ [2025-07-04 05:15:05,300][transformers.configuration_utils][INFO] - Model config LlamaConfig {
235
+ "architectures": [
236
+ "LlamaForCausalLM"
237
+ ],
238
+ "attention_bias": false,
239
+ "attention_dropout": 0.0,
240
+ "bos_token_id": 128000,
241
+ "eos_token_id": 128001,
242
+ "head_dim": 128,
243
+ "hidden_act": "silu",
244
+ "hidden_size": 4096,
245
+ "initializer_range": 0.02,
246
+ "intermediate_size": 14336,
247
+ "max_position_embeddings": 131072,
248
+ "mlp_bias": false,
249
+ "model_type": "llama",
250
+ "num_attention_heads": 32,
251
+ "num_hidden_layers": 32,
252
+ "num_key_value_heads": 8,
253
+ "pretraining_tp": 1,
254
+ "rms_norm_eps": 1e-05,
255
+ "rope_scaling": {
256
+ "factor": 8.0,
257
+ "high_freq_factor": 4.0,
258
+ "low_freq_factor": 1.0,
259
+ "original_max_position_embeddings": 8192,
260
+ "rope_type": "llama3"
261
+ },
262
+ "rope_theta": 500000.0,
263
+ "tie_word_embeddings": false,
264
+ "torch_dtype": "bfloat16",
265
+ "transformers_version": "4.53.0",
266
+ "use_cache": true,
267
+ "vocab_size": 128256
268
+ }
269
+
270
+ [2025-07-04 05:15:05,671][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-64] due to args.save_total_limit
271
+ [2025-07-04 05:20:52,748][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
272
+ [2025-07-04 05:20:52,752][transformers.trainer][INFO] -
273
+ ***** Running Evaluation *****
274
+ [2025-07-04 05:20:52,752][transformers.trainer][INFO] - Num examples = 132
275
+ [2025-07-04 05:20:52,752][transformers.trainer][INFO] - Batch size = 4
276
+ [2025-07-04 05:21:20,058][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-128
277
+ [2025-07-04 05:21:20,368][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
278
+ [2025-07-04 05:21:20,369][transformers.configuration_utils][INFO] - Model config LlamaConfig {
279
+ "architectures": [
280
+ "LlamaForCausalLM"
281
+ ],
282
+ "attention_bias": false,
283
+ "attention_dropout": 0.0,
284
+ "bos_token_id": 128000,
285
+ "eos_token_id": 128001,
286
+ "head_dim": 128,
287
+ "hidden_act": "silu",
288
+ "hidden_size": 4096,
289
+ "initializer_range": 0.02,
290
+ "intermediate_size": 14336,
291
+ "max_position_embeddings": 131072,
292
+ "mlp_bias": false,
293
+ "model_type": "llama",
294
+ "num_attention_heads": 32,
295
+ "num_hidden_layers": 32,
296
+ "num_key_value_heads": 8,
297
+ "pretraining_tp": 1,
298
+ "rms_norm_eps": 1e-05,
299
+ "rope_scaling": {
300
+ "factor": 8.0,
301
+ "high_freq_factor": 4.0,
302
+ "low_freq_factor": 1.0,
303
+ "original_max_position_embeddings": 8192,
304
+ "rope_type": "llama3"
305
+ },
306
+ "rope_theta": 500000.0,
307
+ "tie_word_embeddings": false,
308
+ "torch_dtype": "bfloat16",
309
+ "transformers_version": "4.53.0",
310
+ "use_cache": true,
311
+ "vocab_size": 128256
312
+ }
313
+
314
+ [2025-07-04 05:27:07,721][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
315
+ [2025-07-04 05:27:07,725][transformers.trainer][INFO] -
316
+ ***** Running Evaluation *****
317
+ [2025-07-04 05:27:07,725][transformers.trainer][INFO] - Num examples = 132
318
+ [2025-07-04 05:27:07,725][transformers.trainer][INFO] - Batch size = 4
319
+ [2025-07-04 05:27:35,007][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-160
320
+ [2025-07-04 05:27:35,338][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
321
+ [2025-07-04 05:27:35,339][transformers.configuration_utils][INFO] - Model config LlamaConfig {
322
+ "architectures": [
323
+ "LlamaForCausalLM"
324
+ ],
325
+ "attention_bias": false,
326
+ "attention_dropout": 0.0,
327
+ "bos_token_id": 128000,
328
+ "eos_token_id": 128001,
329
+ "head_dim": 128,
330
+ "hidden_act": "silu",
331
+ "hidden_size": 4096,
332
+ "initializer_range": 0.02,
333
+ "intermediate_size": 14336,
334
+ "max_position_embeddings": 131072,
335
+ "mlp_bias": false,
336
+ "model_type": "llama",
337
+ "num_attention_heads": 32,
338
+ "num_hidden_layers": 32,
339
+ "num_key_value_heads": 8,
340
+ "pretraining_tp": 1,
341
+ "rms_norm_eps": 1e-05,
342
+ "rope_scaling": {
343
+ "factor": 8.0,
344
+ "high_freq_factor": 4.0,
345
+ "low_freq_factor": 1.0,
346
+ "original_max_position_embeddings": 8192,
347
+ "rope_type": "llama3"
348
+ },
349
+ "rope_theta": 500000.0,
350
+ "tie_word_embeddings": false,
351
+ "torch_dtype": "bfloat16",
352
+ "transformers_version": "4.53.0",
353
+ "use_cache": true,
354
+ "vocab_size": 128256
355
+ }
356
+
357
+ [2025-07-04 05:27:35,833][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-96] due to args.save_total_limit
358
+ [2025-07-04 05:27:35,848][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-128] due to args.save_total_limit
359
+ [2025-07-04 05:33:22,641][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
360
+ [2025-07-04 05:33:22,645][transformers.trainer][INFO] -
361
+ ***** Running Evaluation *****
362
+ [2025-07-04 05:33:22,645][transformers.trainer][INFO] - Num examples = 132
363
+ [2025-07-04 05:33:22,645][transformers.trainer][INFO] - Batch size = 4
364
+ [2025-07-04 05:33:49,963][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-192
365
+ [2025-07-04 05:33:50,299][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
366
+ [2025-07-04 05:33:50,300][transformers.configuration_utils][INFO] - Model config LlamaConfig {
367
+ "architectures": [
368
+ "LlamaForCausalLM"
369
+ ],
370
+ "attention_bias": false,
371
+ "attention_dropout": 0.0,
372
+ "bos_token_id": 128000,
373
+ "eos_token_id": 128001,
374
+ "head_dim": 128,
375
+ "hidden_act": "silu",
376
+ "hidden_size": 4096,
377
+ "initializer_range": 0.02,
378
+ "intermediate_size": 14336,
379
+ "max_position_embeddings": 131072,
380
+ "mlp_bias": false,
381
+ "model_type": "llama",
382
+ "num_attention_heads": 32,
383
+ "num_hidden_layers": 32,
384
+ "num_key_value_heads": 8,
385
+ "pretraining_tp": 1,
386
+ "rms_norm_eps": 1e-05,
387
+ "rope_scaling": {
388
+ "factor": 8.0,
389
+ "high_freq_factor": 4.0,
390
+ "low_freq_factor": 1.0,
391
+ "original_max_position_embeddings": 8192,
392
+ "rope_type": "llama3"
393
+ },
394
+ "rope_theta": 500000.0,
395
+ "tie_word_embeddings": false,
396
+ "torch_dtype": "bfloat16",
397
+ "transformers_version": "4.53.0",
398
+ "use_cache": true,
399
+ "vocab_size": 128256
400
+ }
401
+
402
+ [2025-07-04 05:33:50,767][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-160] due to args.save_total_limit
403
+ [2025-07-04 05:39:37,397][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
404
+ [2025-07-04 05:39:37,401][transformers.trainer][INFO] -
405
+ ***** Running Evaluation *****
406
+ [2025-07-04 05:39:37,401][transformers.trainer][INFO] - Num examples = 132
407
+ [2025-07-04 05:39:37,401][transformers.trainer][INFO] - Batch size = 4
408
+ [2025-07-04 05:40:04,738][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-224
409
+ [2025-07-04 05:40:05,068][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
410
+ [2025-07-04 05:40:05,069][transformers.configuration_utils][INFO] - Model config LlamaConfig {
411
+ "architectures": [
412
+ "LlamaForCausalLM"
413
+ ],
414
+ "attention_bias": false,
415
+ "attention_dropout": 0.0,
416
+ "bos_token_id": 128000,
417
+ "eos_token_id": 128001,
418
+ "head_dim": 128,
419
+ "hidden_act": "silu",
420
+ "hidden_size": 4096,
421
+ "initializer_range": 0.02,
422
+ "intermediate_size": 14336,
423
+ "max_position_embeddings": 131072,
424
+ "mlp_bias": false,
425
+ "model_type": "llama",
426
+ "num_attention_heads": 32,
427
+ "num_hidden_layers": 32,
428
+ "num_key_value_heads": 8,
429
+ "pretraining_tp": 1,
430
+ "rms_norm_eps": 1e-05,
431
+ "rope_scaling": {
432
+ "factor": 8.0,
433
+ "high_freq_factor": 4.0,
434
+ "low_freq_factor": 1.0,
435
+ "original_max_position_embeddings": 8192,
436
+ "rope_type": "llama3"
437
+ },
438
+ "rope_theta": 500000.0,
439
+ "tie_word_embeddings": false,
440
+ "torch_dtype": "bfloat16",
441
+ "transformers_version": "4.53.0",
442
+ "use_cache": true,
443
+ "vocab_size": 128256
444
+ }
445
+
446
+ [2025-07-04 05:45:52,581][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
447
+ [2025-07-04 05:45:52,585][transformers.trainer][INFO] -
448
+ ***** Running Evaluation *****
449
+ [2025-07-04 05:45:52,585][transformers.trainer][INFO] - Num examples = 132
450
+ [2025-07-04 05:45:52,585][transformers.trainer][INFO] - Batch size = 4
451
+ [2025-07-04 05:46:19,889][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-256
452
+ [2025-07-04 05:46:20,208][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
453
+ [2025-07-04 05:46:20,208][transformers.configuration_utils][INFO] - Model config LlamaConfig {
454
+ "architectures": [
455
+ "LlamaForCausalLM"
456
+ ],
457
+ "attention_bias": false,
458
+ "attention_dropout": 0.0,
459
+ "bos_token_id": 128000,
460
+ "eos_token_id": 128001,
461
+ "head_dim": 128,
462
+ "hidden_act": "silu",
463
+ "hidden_size": 4096,
464
+ "initializer_range": 0.02,
465
+ "intermediate_size": 14336,
466
+ "max_position_embeddings": 131072,
467
+ "mlp_bias": false,
468
+ "model_type": "llama",
469
+ "num_attention_heads": 32,
470
+ "num_hidden_layers": 32,
471
+ "num_key_value_heads": 8,
472
+ "pretraining_tp": 1,
473
+ "rms_norm_eps": 1e-05,
474
+ "rope_scaling": {
475
+ "factor": 8.0,
476
+ "high_freq_factor": 4.0,
477
+ "low_freq_factor": 1.0,
478
+ "original_max_position_embeddings": 8192,
479
+ "rope_type": "llama3"
480
+ },
481
+ "rope_theta": 500000.0,
482
+ "tie_word_embeddings": false,
483
+ "torch_dtype": "bfloat16",
484
+ "transformers_version": "4.53.0",
485
+ "use_cache": true,
486
+ "vocab_size": 128256
487
+ }
488
+
489
+ [2025-07-04 05:46:20,644][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-224] due to args.save_total_limit
490
+ [2025-07-04 05:52:07,436][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
491
+ [2025-07-04 05:52:07,440][transformers.trainer][INFO] -
492
+ ***** Running Evaluation *****
493
+ [2025-07-04 05:52:07,440][transformers.trainer][INFO] - Num examples = 132
494
+ [2025-07-04 05:52:07,440][transformers.trainer][INFO] - Batch size = 4
495
+ [2025-07-04 05:52:34,762][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-288
496
+ [2025-07-04 05:52:35,094][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
497
+ [2025-07-04 05:52:35,095][transformers.configuration_utils][INFO] - Model config LlamaConfig {
498
+ "architectures": [
499
+ "LlamaForCausalLM"
500
+ ],
501
+ "attention_bias": false,
502
+ "attention_dropout": 0.0,
503
+ "bos_token_id": 128000,
504
+ "eos_token_id": 128001,
505
+ "head_dim": 128,
506
+ "hidden_act": "silu",
507
+ "hidden_size": 4096,
508
+ "initializer_range": 0.02,
509
+ "intermediate_size": 14336,
510
+ "max_position_embeddings": 131072,
511
+ "mlp_bias": false,
512
+ "model_type": "llama",
513
+ "num_attention_heads": 32,
514
+ "num_hidden_layers": 32,
515
+ "num_key_value_heads": 8,
516
+ "pretraining_tp": 1,
517
+ "rms_norm_eps": 1e-05,
518
+ "rope_scaling": {
519
+ "factor": 8.0,
520
+ "high_freq_factor": 4.0,
521
+ "low_freq_factor": 1.0,
522
+ "original_max_position_embeddings": 8192,
523
+ "rope_type": "llama3"
524
+ },
525
+ "rope_theta": 500000.0,
526
+ "tie_word_embeddings": false,
527
+ "torch_dtype": "bfloat16",
528
+ "transformers_version": "4.53.0",
529
+ "use_cache": true,
530
+ "vocab_size": 128256
531
+ }
532
+
533
+ [2025-07-04 05:52:35,478][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-256] due to args.save_total_limit
534
+ [2025-07-04 05:58:22,378][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
535
+ [2025-07-04 05:58:22,381][transformers.trainer][INFO] -
536
+ ***** Running Evaluation *****
537
+ [2025-07-04 05:58:22,382][transformers.trainer][INFO] - Num examples = 132
538
+ [2025-07-04 05:58:22,382][transformers.trainer][INFO] - Batch size = 4
539
+ [2025-07-04 05:58:49,687][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-320
540
+ [2025-07-04 05:58:50,029][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
541
+ [2025-07-04 05:58:50,029][transformers.configuration_utils][INFO] - Model config LlamaConfig {
542
+ "architectures": [
543
+ "LlamaForCausalLM"
544
+ ],
545
+ "attention_bias": false,
546
+ "attention_dropout": 0.0,
547
+ "bos_token_id": 128000,
548
+ "eos_token_id": 128001,
549
+ "head_dim": 128,
550
+ "hidden_act": "silu",
551
+ "hidden_size": 4096,
552
+ "initializer_range": 0.02,
553
+ "intermediate_size": 14336,
554
+ "max_position_embeddings": 131072,
555
+ "mlp_bias": false,
556
+ "model_type": "llama",
557
+ "num_attention_heads": 32,
558
+ "num_hidden_layers": 32,
559
+ "num_key_value_heads": 8,
560
+ "pretraining_tp": 1,
561
+ "rms_norm_eps": 1e-05,
562
+ "rope_scaling": {
563
+ "factor": 8.0,
564
+ "high_freq_factor": 4.0,
565
+ "low_freq_factor": 1.0,
566
+ "original_max_position_embeddings": 8192,
567
+ "rope_type": "llama3"
568
+ },
569
+ "rope_theta": 500000.0,
570
+ "tie_word_embeddings": false,
571
+ "torch_dtype": "bfloat16",
572
+ "transformers_version": "4.53.0",
573
+ "use_cache": true,
574
+ "vocab_size": 128256
575
+ }
576
+
577
+ [2025-07-04 05:58:50,481][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-288] due to args.save_total_limit
578
+ [2025-07-04 06:04:37,565][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
579
+ [2025-07-04 06:04:37,569][transformers.trainer][INFO] -
580
+ ***** Running Evaluation *****
581
+ [2025-07-04 06:04:37,569][transformers.trainer][INFO] - Num examples = 132
582
+ [2025-07-04 06:04:37,569][transformers.trainer][INFO] - Batch size = 4
583
+ [2025-07-04 06:05:04,864][transformers.trainer][INFO] - Saving model checkpoint to /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-352
584
+ [2025-07-04 06:05:05,286][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
585
+ [2025-07-04 06:05:05,287][transformers.configuration_utils][INFO] - Model config LlamaConfig {
586
+ "architectures": [
587
+ "LlamaForCausalLM"
588
+ ],
589
+ "attention_bias": false,
590
+ "attention_dropout": 0.0,
591
+ "bos_token_id": 128000,
592
+ "eos_token_id": 128001,
593
+ "head_dim": 128,
594
+ "hidden_act": "silu",
595
+ "hidden_size": 4096,
596
+ "initializer_range": 0.02,
597
+ "intermediate_size": 14336,
598
+ "max_position_embeddings": 131072,
599
+ "mlp_bias": false,
600
+ "model_type": "llama",
601
+ "num_attention_heads": 32,
602
+ "num_hidden_layers": 32,
603
+ "num_key_value_heads": 8,
604
+ "pretraining_tp": 1,
605
+ "rms_norm_eps": 1e-05,
606
+ "rope_scaling": {
607
+ "factor": 8.0,
608
+ "high_freq_factor": 4.0,
609
+ "low_freq_factor": 1.0,
610
+ "original_max_position_embeddings": 8192,
611
+ "rope_type": "llama3"
612
+ },
613
+ "rope_theta": 500000.0,
614
+ "tie_word_embeddings": false,
615
+ "torch_dtype": "bfloat16",
616
+ "transformers_version": "4.53.0",
617
+ "use_cache": true,
618
+ "vocab_size": 128256
619
+ }
620
+
621
+ [2025-07-04 06:05:05,715][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-320] due to args.save_total_limit
622
+ [2025-07-04 06:05:05,729][transformers.trainer][INFO] -
623
+
624
+ Training completed. Do not forget to share your model on huggingface.co/models =)
625
+
626
+
627
+ [2025-07-04 06:05:05,729][transformers.trainer][INFO] - Loading best model from /workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-192 (score: 0.2810513257869438).
628
+ [2025-07-04 06:05:05,962][transformers.trainer][INFO] - Deleting older checkpoint [/workspace/jbcs2025/outputs/2025-07-04/04-55-28/results/phi4-balanced/C2/checkpoint-352] due to args.save_total_limit
629
+ [2025-07-04 06:05:05,978][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
630
+ [2025-07-04 06:05:05,982][transformers.trainer][INFO] -
631
+ ***** Running Evaluation *****
632
+ [2025-07-04 06:05:05,982][transformers.trainer][INFO] - Num examples = 132
633
+ [2025-07-04 06:05:05,982][transformers.trainer][INFO] - Batch size = 4
634
+ [2025-07-04 06:05:33,239][__main__][INFO] - Training completed successfully.
635
+ [2025-07-04 06:05:33,239][__main__][INFO] - Running on Test
636
+ [2025-07-04 06:05:33,240][transformers.trainer][INFO] - The following columns in the Evaluation set don't have a corresponding argument in `PeftModelForSequenceClassification.forward` and have been ignored: id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt. If id_prompt, supporting_text, essay_year, id, grades, reference, essay_text, prompt are not expected by `PeftModelForSequenceClassification.forward`, you can safely ignore this message.
637
+ [2025-07-04 06:05:33,243][transformers.trainer][INFO] -
638
+ ***** Running Evaluation *****
639
+ [2025-07-04 06:05:33,243][transformers.trainer][INFO] - Num examples = 138
640
+ [2025-07-04 06:05:33,243][transformers.trainer][INFO] - Batch size = 4
641
+ [2025-07-04 06:06:01,557][__main__][INFO] - Test metrics: {'eval_loss': 1.812556505203247, 'eval_model_preparation_time': 0.0118, 'eval_accuracy': 0.26811594202898553, 'eval_RMSE': 67.07123619434549, 'eval_QWK': 0.24869506650951334, 'eval_HDIV': 0.18840579710144922, 'eval_Macro_F1': 0.20949693252092624, 'eval_Micro_F1': 0.26811594202898553, 'eval_Weighted_F1': 0.26213065105985056, 'eval_TP_0': 0, 'eval_TN_0': 137, 'eval_FP_0': 0, 'eval_FN_0': 1, 'eval_TP_1': 10, 'eval_TN_1': 87, 'eval_FP_1': 16, 'eval_FN_1': 25, 'eval_TP_2': 2, 'eval_TN_2': 109, 'eval_FP_2': 24, 'eval_FN_2': 3, 'eval_TP_3': 6, 'eval_TN_3': 83, 'eval_FP_3': 4, 'eval_FN_3': 45, 'eval_TP_4': 14, 'eval_TN_4': 66, 'eval_FP_4': 46, 'eval_FN_4': 12, 'eval_TP_5': 5, 'eval_TN_5': 107, 'eval_FP_5': 11, 'eval_FN_5': 15, 'eval_runtime': 28.3013, 'eval_samples_per_second': 4.876, 'eval_steps_per_second': 1.237, 'epoch': 11.0}
642
+ [2025-07-04 06:06:01,557][transformers.trainer][INFO] - Saving model checkpoint to ./results/phi4-balanced/C2/best_model
643
+ [2025-07-04 06:06:01,914][transformers.configuration_utils][INFO] - loading configuration file config.json from cache at /workspace/.hf_home/hub/models--meta-llama--Llama-3.1-8B/snapshots/d04e592bb4f6aa9cfee91e2e20afa771667e1d4b/config.json
644
+ [2025-07-04 06:06:01,915][transformers.configuration_utils][INFO] - Model config LlamaConfig {
645
+ "architectures": [
646
+ "LlamaForCausalLM"
647
+ ],
648
+ "attention_bias": false,
649
+ "attention_dropout": 0.0,
650
+ "bos_token_id": 128000,
651
+ "eos_token_id": 128001,
652
+ "head_dim": 128,
653
+ "hidden_act": "silu",
654
+ "hidden_size": 4096,
655
+ "initializer_range": 0.02,
656
+ "intermediate_size": 14336,
657
+ "max_position_embeddings": 131072,
658
+ "mlp_bias": false,
659
+ "model_type": "llama",
660
+ "num_attention_heads": 32,
661
+ "num_hidden_layers": 32,
662
+ "num_key_value_heads": 8,
663
+ "pretraining_tp": 1,
664
+ "rms_norm_eps": 1e-05,
665
+ "rope_scaling": {
666
+ "factor": 8.0,
667
+ "high_freq_factor": 4.0,
668
+ "low_freq_factor": 1.0,
669
+ "original_max_position_embeddings": 8192,
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+ "rope_type": "llama3"
671
+ },
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+ "rope_theta": 500000.0,
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+ "tie_word_embeddings": false,
674
+ "torch_dtype": "bfloat16",
675
+ "transformers_version": "4.53.0",
676
+ "use_cache": true,
677
+ "vocab_size": 128256
678
+ }
679
+
680
+ [2025-07-04 06:06:02,183][transformers.tokenization_utils_base][INFO] - tokenizer config file saved in ./results/phi4-balanced/C2/best_model/tokenizer_config.json
681
+ [2025-07-04 06:06:02,183][transformers.tokenization_utils_base][INFO] - Special tokens file saved in ./results/phi4-balanced/C2/best_model/special_tokens_map.json
682
+ [2025-07-04 06:06:02,313][__main__][INFO] - Model and tokenizer saved to ./results/phi4-balanced/C2/best_model
683
+ [2025-07-04 06:06:02,355][__main__][INFO] - Fine Tuning Finished.
684
+ [2025-07-04 06:06:02,865][__main__][INFO] - Total emissions: 0.0539 kg CO2eq
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