learning_rate: 5.427037282932538e-06
train_batch_size: 1
eval_batch_size: 4
seed: 42
optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 94
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	Precision Macro	Recall Macro	F1 Macro	Krippendorffs Alpha
0.2211	1.0	960	0.2402	0.925	0.3083	0.3333	0.3203	-0.0273

Framework versions

Transformers 4.53.1
Pytorch 2.7.1+cu126
Datasets 3.6.0
Tokenizers 0.21.2

🔒 Layer Freezing

freeze_embeddings: False
num_transformer_layers_freeze: 0

⚙️ TrainingArguments

json

{
  "output_dir": "models/multi-cv-heur-f-foca-t-free-t",
  "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": 1,
  "per_device_eval_batch_size": 4,
  "per_gpu_train_batch_size": null,
  "per_gpu_eval_batch_size": null,
  "gradient_accumulation_steps": 1,
  "eval_accumulation_steps": null,
  "eval_delay": 0,
  "torch_empty_cache_steps": null,
  "learning_rate": 5.427037282932538e-06,
  "weight_decay": 0.0,
  "adam_beta1": 0.9,
  "adam_beta2": 0.999,
  "adam_epsilon": 1e-08,
  "max_grad_norm": 1.0,
  "num_train_epochs": 1,
  "max_steps": -1,
  "lr_scheduler_type": "linear",
  "lr_scheduler_kwargs": {},
  "warmup_ratio": 0.0,
  "warmup_steps": 94,
  "log_level": "passive",
  "log_level_replica": "warning",
  "log_on_each_node": true,
  "logging_dir": "logs",
  "logging_strategy": "epoch",
  "logging_first_step": false,
  "logging_steps": 500,
  "logging_nan_inf_filter": true,
  "save_strategy": "epoch",
  "save_steps": 500,
  "save_total_limit": 1,
  "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": null,
  "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": null,
  "local_rank": 0,
  "ddp_backend": null,
  "tpu_num_cores": null,
  "tpu_metrics_debug": false,
  "debug": [],
  "dataloader_drop_last": false,
  "eval_steps": null,
  "dataloader_num_workers": 0,
  "dataloader_prefetch_factor": null,
  "past_index": -1,
  "run_name": "models/multi-cv-heur-f-foca-t-free-t",
  "disable_tqdm": false,
  "remove_unused_columns": true,
  "label_names": null,
  "load_best_model_at_end": true,
  "metric_for_best_model": "loss",
  "greater_is_better": false,
  "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": null,
  "accelerator_config": {
    "split_batches": false,
    "dispatch_batches": null,
    "even_batches": true,
    "use_seedable_sampler": true,
    "non_blocking": false,
    "gradient_accumulation_kwargs": null
  },
  "deepspeed": null,
  "label_smoothing_factor": 0.0,
  "optim": "adamw_torch",
  "optim_args": null,
  "adafactor": false,
  "group_by_length": false,
  "length_column_name": "length",
  "report_to": [
    "tensorboard"
  ],
  "ddp_find_unused_parameters": null,
  "ddp_bucket_cap_mb": null,
  "ddp_broadcast_buffers": null,
  "dataloader_pin_memory": true,
  "dataloader_persistent_workers": false,
  "skip_memory_metrics": true,
  "use_legacy_prediction_loop": false,
  "push_to_hub": true,
  "resume_from_checkpoint": null,
  "hub_model_id": "lwolfrat/multi-cv-heur-f-foca-t-free-t",
  "hub_strategy": "end",
  "hub_private_repo": true,
  "hub_always_push": false,
  "hub_revision": null,
  "gradient_checkpointing": false,
  "gradient_checkpointing_kwargs": null,
  "include_inputs_for_metrics": false,
  "include_for_metrics": [],
  "eval_do_concat_batches": true,
  "fp16_backend": "auto",
  "push_to_hub_model_id": null,
  "push_to_hub_organization": null,
  "mp_parameters": "",
  "auto_find_batch_size": false,
  "full_determinism": false,
  "torchdynamo": null,
  "ray_scope": "last",
  "ddp_timeout": 1800,
  "torch_compile": false,
  "torch_compile_backend": null,
  "torch_compile_mode": null,
  "neftune_noise_alpha": null,
  "optim_target_modules": null,
  "batch_eval_metrics": false,
  "eval_on_start": false,
  "use_liger_kernel": false,
  "liger_kernel_config": null,
  "eval_use_gather_object": false,
  "alpha": 0.17508275896719863,
  "gamma": 2.491099061616529
}

📊 Evaluation (from script)

json

{
  "eval_loss": 0.2401786744594574,
  "eval_accuracy": 0.925,
  "eval_precision_macro": 0.30833333333333335,
  "eval_recall_macro": 0.3333333333333333,
  "eval_f1_macro": 0.3203463203463203,
  "eval_krippendorffs_alpha": -0.02728464196354108,
  "eval_runtime": 154.7114,
  "eval_samples_per_second": 1.551,
  "eval_steps_per_second": 0.388,
  "epoch": 1.0,
  "step": 960,
  "checkpoint_path": "models/multi-cv-heur-f-foca-t-free-t/checkpoint-960"
}