Input data filename: project-30-at-2024-08-27-13-17-2b8a675a_ind_theme_split_27_aug_andtitledescr.json
Training date and time: 2024-08-28 20:33:23.939895

Training parameters:
output_dir: ./results/General_Theme
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: 4.4085428408543316e-05
weight_decay: 0.24134342790846802
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1.0
num_train_epochs: 5
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/General_Theme
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: 4.4085428408543316e-05
num_train_epochs: 5
weight_decay: 0.24134342790846802

Training metrics:
train_runtime: 663.6031
train_samples_per_second: 18.656
train_steps_per_second: 2.336
total_flos: 1640004811530240.0
train_loss: 0.1455306170063634
epoch: 5.0

All Epoch Metrics:
Epoch	Training Loss	Validation Loss	Accuracy	Precision	Recall	F1	Bce Loss	Runtime	Samples Per Second	Steps Per Second
1.0	0.267	0.2946789860725403	0.9354838709677419	0.0	0.0	0.0	0.2946789638014845	663.6031	18.656	2.336
2.0	0.1941	0.206285759806633	0.9580645161290322	0.85	0.425	0.5666666666666667	0.20628575579050104	663.6031	18.656	2.336
3.0	0.1162	0.14209377765655518	0.9693548387096774	0.8888888888888888	0.6	0.7164179104477612	0.14209377192670633	663.6031	18.656	2.336
4.0	0.0857	0.15750133991241455	0.9612903225806452	0.7105263157894737	0.675	0.6923076923076923	0.15750131864997874	663.6031	18.656	2.336
5.0	0.0647	0.15003962814807892	0.9741935483870968	0.9285714285714286	0.65	0.7647058823529412	0.15003961238067395	663.6031	18.656	2.336