| Input data filename: project-35-at-2024-09-19-14-07-non_scientific_split.json | |
| Training date and time: 2024-09-20 11:20:42.508827 | |
| Training parameters: | |
| output_dir: ./results/performance_labels | |
| overwrite_output_dir: False | |
| do_train: False | |
| do_eval: True | |
| do_predict: False | |
| eval_strategy: epoch | |
| prediction_loss_only: False | |
| per_device_train_batch_size: 8 | |
| per_device_eval_batch_size: 8 | |
| per_gpu_train_batch_size: None | |
| per_gpu_eval_batch_size: None | |
| gradient_accumulation_steps: 1 | |
| eval_accumulation_steps: None | |
| eval_delay: 0 | |
| learning_rate: 1.5400678598856545e-05 | |
| weight_decay: 0.07403454685075497 | |
| adam_beta1: 0.9 | |
| adam_beta2: 0.999 | |
| adam_epsilon: 1e-08 | |
| max_grad_norm: 1.0 | |
| num_train_epochs: 4 | |
| max_steps: -1 | |
| lr_scheduler_type: linear | |
| lr_scheduler_kwargs: {} | |
| warmup_ratio: 0.0 | |
| warmup_steps: 0 | |
| log_level: passive | |
| log_level_replica: warning | |
| log_on_each_node: True | |
| logging_dir: ./logs | |
| logging_strategy: epoch | |
| logging_first_step: False | |
| logging_steps: 10 | |
| logging_nan_inf_filter: True | |
| save_strategy: epoch | |
| save_steps: 500 | |
| save_total_limit: None | |
| save_safetensors: True | |
| save_on_each_node: False | |
| save_only_model: False | |
| restore_callback_states_from_checkpoint: False | |
| no_cuda: False | |
| use_cpu: False | |
| use_mps_device: False | |
| seed: 42 | |
| data_seed: None | |
| jit_mode_eval: False | |
| use_ipex: False | |
| bf16: False | |
| fp16: False | |
| fp16_opt_level: O1 | |
| half_precision_backend: auto | |
| bf16_full_eval: False | |
| fp16_full_eval: False | |
| tf32: None | |
| local_rank: 0 | |
| ddp_backend: None | |
| tpu_num_cores: None | |
| tpu_metrics_debug: False | |
| debug: [] | |
| dataloader_drop_last: False | |
| eval_steps: None | |
| dataloader_num_workers: 0 | |
| dataloader_prefetch_factor: None | |
| past_index: -1 | |
| run_name: ./results/performance_labels | |
| disable_tqdm: False | |
| remove_unused_columns: False | |
| label_names: None | |
| load_best_model_at_end: True | |
| metric_for_best_model: eval_accuracy | |
| greater_is_better: True | |
| ignore_data_skip: False | |
| fsdp: [] | |
| fsdp_min_num_params: 0 | |
| fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False} | |
| fsdp_transformer_layer_cls_to_wrap: None | |
| accelerator_config: AcceleratorConfig(split_batches=False, dispatch_batches=None, even_batches=True, use_seedable_sampler=True, non_blocking=False, gradient_accumulation_kwargs=None, use_configured_state=False) | |
| deepspeed: None | |
| label_smoothing_factor: 0.0 | |
| optim: adamw_torch | |
| optim_args: None | |
| adafactor: False | |
| group_by_length: False | |
| length_column_name: length | |
| report_to: ['tensorboard'] | |
| ddp_find_unused_parameters: None | |
| ddp_bucket_cap_mb: None | |
| ddp_broadcast_buffers: None | |
| dataloader_pin_memory: True | |
| dataloader_persistent_workers: False | |
| skip_memory_metrics: True | |
| use_legacy_prediction_loop: False | |
| push_to_hub: False | |
| resume_from_checkpoint: None | |
| hub_model_id: None | |
| hub_strategy: every_save | |
| hub_token: None | |
| hub_private_repo: False | |
| hub_always_push: False | |
| gradient_checkpointing: False | |
| gradient_checkpointing_kwargs: None | |
| include_inputs_for_metrics: False | |
| eval_do_concat_batches: True | |
| fp16_backend: auto | |
| evaluation_strategy: None | |
| push_to_hub_model_id: None | |
| push_to_hub_organization: None | |
| push_to_hub_token: None | |
| mp_parameters: | |
| auto_find_batch_size: False | |
| full_determinism: False | |
| torchdynamo: None | |
| ray_scope: last | |
| ddp_timeout: 1800 | |
| torch_compile: False | |
| torch_compile_backend: None | |
| torch_compile_mode: None | |
| dispatch_batches: None | |
| split_batches: None | |
| include_tokens_per_second: False | |
| include_num_input_tokens_seen: False | |
| neftune_noise_alpha: None | |
| optim_target_modules: None | |
| batch_eval_metrics: False | |
| eval_on_start: False | |
| distributed_state: Distributed environment: NO | |
| Num processes: 1 | |
| Process index: 0 | |
| Local process index: 0 | |
| Device: cuda | |
| _n_gpu: 1 | |
| __cached__setup_devices: cuda:0 | |
| deepspeed_plugin: None | |
| Best Hyperparameters: | |
| learning_rate: 1.5400678598856545e-05 | |
| num_train_epochs: 4 | |
| weight_decay: 0.07403454685075497 | |
| Training metrics: | |
| train_runtime: 276.3471 | |
| train_samples_per_second: 17.919 | |
| train_steps_per_second: 2.244 | |
| total_flos: 656001924612096.0 | |
| train_loss: 0.3326333938106414 | |
| epoch: 4.0 | |
| All Epoch Metrics: | |
| Epoch Training Loss Validation Loss Accuracy Precision Recall F1 Bce Loss Runtime Samples Per Second Steps Per Second | |
| 1.0 0.4418 0.4325932264328003 0.8483870967741935 0.0 0.0 0.0 0.43259320184391276 276.3471 17.919 2.244 | |
| 2.0 0.358 0.40166008472442627 0.8709677419354839 0.8888888888888888 0.1702127659574468 0.2857142857142857 0.4016600582061694 276.3471 17.919 2.244 | |
| 3.0 0.2836 0.4090970456600189 0.8709677419354839 0.7692307692307693 0.2127659574468085 0.33333333333333337 0.4090970256383292 276.3471 17.919 2.244 | |
| 4.0 0.2471 0.4090079069137573 0.8741935483870967 0.75 0.2553191489361702 0.380952380952381 0.4090078923930261 276.3471 17.919 2.244 | |