diff --git a/run.recover.sh b/run.recover.sh
index cb22ddd..1910986 100755
--- a/run.recover.sh
+++ b/run.recover.sh
@@ -5,7 +5,7 @@ WANDB_ENTITY=NbAiLab WANDB_PROJECT=wav2vec2 python run_speech_recognition_ctc.py
--dataset_config_name="16K_mp3_bokmaal" \
--output_dir="./" \
--overwrite_output_dir \
- --num_train_epochs="18" \
+ --num_train_epochs="11" \
--per_device_train_batch_size="16" \
--per_device_eval_batch_size="16" \
--gradient_accumulation_steps="2" \
diff --git a/runs/Feb07_09-59-22_dante/events.out.tfevents.1644224417.dante.3002729.0 b/runs/Feb07_09-59-22_dante/events.out.tfevents.1644224417.dante.3002729.0
index 97f808c..5e2ec46 100644
--- a/runs/Feb07_09-59-22_dante/events.out.tfevents.1644224417.dante.3002729.0
+++ b/runs/Feb07_09-59-22_dante/events.out.tfevents.1644224417.dante.3002729.0
@@ -1,3 +1,3 @@
version https://git-lfs.github.com/spec/v1
-oid sha256:e780c588ec22c0b9a1d30c9386f6aeda92a9fe1f0196f71f6b6843e58d91b07a
-size 30053
+oid sha256:5c8717fc73eeff12290f307d9fa63448656e1eb5636086356a037822bc5a4e31
+size 31156
diff --git a/special_tokens_map.json b/special_tokens_map.json
index 9f67b88..ac9d0f5 100644
--- a/special_tokens_map.json
+++ b/special_tokens_map.json
@@ -1 +1 @@
-{"bos_token": "", "eos_token": "", "unk_token": "[UNK]", "pad_token": "[PAD]", "additional_special_tokens": [{"content": "", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}]}
\ No newline at end of file
+{"bos_token": "", "eos_token": "", "unk_token": "[UNK]", "pad_token": "[PAD]", "additional_special_tokens": [{"content": "", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}]}
\ No newline at end of file
diff --git a/wandb/debug-internal.log b/wandb/debug-internal.log
index ebb26e4..6a98292 120000
--- a/wandb/debug-internal.log
+++ b/wandb/debug-internal.log
@@ -1 +1 @@
-run-20220207_100018-2lxyvusa/logs/debug-internal.log
\ No newline at end of file
+run-20220207_210259-2c5c0c93/logs/debug-internal.log
\ No newline at end of file
diff --git a/wandb/debug.log b/wandb/debug.log
index 7da17c3..df8eb71 120000
--- a/wandb/debug.log
+++ b/wandb/debug.log
@@ -1 +1 @@
-run-20220207_100018-2lxyvusa/logs/debug.log
\ No newline at end of file
+run-20220207_210259-2c5c0c93/logs/debug.log
\ No newline at end of file
diff --git a/wandb/latest-run b/wandb/latest-run
index 97a1950..fc546bc 120000
--- a/wandb/latest-run
+++ b/wandb/latest-run
@@ -1 +1 @@
-run-20220207_100018-2lxyvusa
\ No newline at end of file
+run-20220207_210259-2c5c0c93
\ No newline at end of file
diff --git a/wandb/run-20220207_100018-2lxyvusa/files/config.yaml b/wandb/run-20220207_100018-2lxyvusa/files/config.yaml
index d0570ee..1fe8516 100644
--- a/wandb/run-20220207_100018-2lxyvusa/files/config.yaml
+++ b/wandb/run-20220207_100018-2lxyvusa/files/config.yaml
@@ -4812,7 +4812,15 @@ _wandb:
- 3
- 5
- 11
+ 2:
+ - 1
+ - 2
+ - 3
+ - 5
+ - 11
3:
+ - 1
+ - 7
- 13
4: 3.9.7
5: 0.12.9
diff --git a/wandb/run-20220207_100018-2lxyvusa/files/output.log b/wandb/run-20220207_100018-2lxyvusa/files/output.log
index 6048d07..0dcde81 100644
--- a/wandb/run-20220207_100018-2lxyvusa/files/output.log
+++ b/wandb/run-20220207_100018-2lxyvusa/files/output.log
@@ -13252,3 +13252,582 @@ Deleting older checkpoint [checkpoint-4500] due to args.save_total_limit
0%| | 0/340 [00:00, ?it/s]
0%| | 0/340 [00:00, ?it/s]
{'eval_loss': 0.17904675006866455, 'eval_wer': 0.10880798533146381, 'eval_runtime': 379.8173, 'eval_samples_per_second': 14.315, 'eval_steps_per_second': 0.895, 'epoch': 7.41}
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\ No newline at end of file
diff --git a/wandb/run-20220207_100018-2lxyvusa/files/wandb-summary.json b/wandb/run-20220207_100018-2lxyvusa/files/wandb-summary.json
index f03be7a..3c2a7e0 100644
--- a/wandb/run-20220207_100018-2lxyvusa/files/wandb-summary.json
+++ b/wandb/run-20220207_100018-2lxyvusa/files/wandb-summary.json
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/wandb/run-20220207_100018-2lxyvusa/logs/debug-internal.log b/wandb/run-20220207_100018-2lxyvusa/logs/debug-internal.log
index b2e022d..9511097 100644
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diff --git a/wandb/run-20220207_100018-2lxyvusa/logs/debug.log b/wandb/run-20220207_100018-2lxyvusa/logs/debug.log
index 5fedd29..551f9e0 100644
--- a/wandb/run-20220207_100018-2lxyvusa/logs/debug.log
+++ b/wandb/run-20220207_100018-2lxyvusa/logs/debug.log
@@ -23,3 +23,175 @@ config: {}
2022-02-07 10:00:24,557 INFO MainThread:3002729 [wandb_init.py:init():633] run started, returning control to user process
2022-02-07 10:00:24,561 INFO MainThread:3002729 [wandb_run.py:_config_callback():956] config_cb None None {'return_dict': True, 'output_hidden_states': False, 'output_attentions': False, 'torchscript': False, 'torch_dtype': 'float32', 'use_bfloat16': False, 'pruned_heads': {}, 'tie_word_embeddings': True, 'is_encoder_decoder': False, 'is_decoder': False, 'cross_attention_hidden_size': None, 'add_cross_attention': False, 'tie_encoder_decoder': False, 'max_length': 20, 'min_length': 0, 'do_sample': False, 'early_stopping': False, 'num_beams': 1, 'num_beam_groups': 1, 'diversity_penalty': 0.0, 'temperature': 1.0, 'top_k': 50, 'top_p': 1.0, 'repetition_penalty': 1.0, 'length_penalty': 1.0, 'no_repeat_ngram_size': 0, 'encoder_no_repeat_ngram_size': 0, 'bad_words_ids': None, 'num_return_sequences': 1, 'chunk_size_feed_forward': 0, 'output_scores': False, 'return_dict_in_generate': False, 'forced_bos_token_id': None, 'forced_eos_token_id': None, 'remove_invalid_values': False, 'architectures': ['Wav2Vec2ForCTC'], 'finetuning_task': None, 'id2label': {0: 'LABEL_0', 1: 'LABEL_1'}, 'label2id': {'LABEL_0': 0, 'LABEL_1': 1}, 'tokenizer_class': None, 'prefix': None, 'bos_token_id': 1, 'pad_token_id': 31, 'eos_token_id': 2, 'sep_token_id': None, 'decoder_start_token_id': None, 'task_specific_params': None, 'problem_type': None, '_name_or_path': './', 'transformers_version': '4.17.0.dev0', 'feat_extract_dropout': 0.0, 'model_type': 'wav2vec2', 'num_feat_extract_layers': 7, 'hidden_size': 1024, 'feat_extract_norm': 'layer', 'feat_extract_activation': 'gelu', 'conv_dim': [512, 512, 512, 512, 512, 512, 512], 'conv_stride': [5, 2, 2, 2, 2, 2, 2], 'conv_kernel': [10, 3, 3, 3, 3, 2, 2], 'conv_bias': True, 'num_conv_pos_embeddings': 128, 'num_conv_pos_embedding_groups': 16, 'num_hidden_layers': 24, 'intermediate_size': 4096, 'hidden_act': 'gelu', 'num_attention_heads': 16, 'hidden_dropout': 0.047, 'attention_dropout': 0.094, 'activation_dropout': 0.055, 'feat_proj_dropout': 0.04, 'final_dropout': 0.0, 'layerdrop': 0.041, 'layer_norm_eps': 1e-05, 'initializer_range': 0.02, 'vocab_size': 34, 'do_stable_layer_norm': True, 'use_weighted_layer_sum': False, 'apply_spec_augment': True, 'mask_time_prob': 0.082, 'mask_time_length': 10, 'mask_time_min_masks': 2, 'mask_feature_prob': 0.25, 'mask_feature_length': 64, 'mask_feature_min_masks': 0, 'num_codevectors_per_group': 320, 'num_codevector_groups': 2, 'contrastive_logits_temperature': 0.1, 'feat_quantizer_dropout': 0.0, 'num_negatives': 100, 'codevector_dim': 768, 'proj_codevector_dim': 768, 'diversity_loss_weight': 0.1, 'ctc_loss_reduction': 'mean', 'ctc_zero_infinity': False, 'add_adapter': False, 'adapter_kernel_size': 3, 'adapter_stride': 2, 'num_adapter_layers': 3, 'output_hidden_size': 1024, 'classifier_proj_size': 256, 'tdnn_dim': [512, 512, 512, 512, 1500], 'tdnn_kernel': [5, 3, 3, 1, 1], 'tdnn_dilation': [1, 2, 3, 1, 1], 'xvector_output_dim': 512, 'output_dir': './', 'overwrite_output_dir': True, 'do_train': True, 'do_eval': True, 'do_predict': False, 'evaluation_strategy': 'steps', 'prediction_loss_only': False, 'per_device_train_batch_size': 16, 'per_device_eval_batch_size': 16, 'per_gpu_train_batch_size': 'None', 'per_gpu_eval_batch_size': 'None', 'gradient_accumulation_steps': 2, 'eval_accumulation_steps': 'None', 'learning_rate': 6.185717493824388e-05, 'weight_decay': 0.0, 'adam_beta1': 0.9, 'adam_beta2': 0.999, 'adam_epsilon': 1e-08, 'max_grad_norm': 1.0, 'num_train_epochs': 18.0, 'max_steps': -1, 'lr_scheduler_type': 'linear', 'warmup_ratio': 0.0, 'warmup_steps': 0, 'log_level': -1, 'log_level_replica': -1, 'log_on_each_node': True, 'logging_dir': './runs/Feb07_09-59-22_dante', 'logging_strategy': 'steps', 'logging_first_step': False, 'logging_steps': 100, 'logging_nan_inf_filter': True, 'save_strategy': 'steps', 'save_steps': 500, 'save_total_limit': 3, 'save_on_each_node': False, 'no_cuda': False, 'seed': 42, 'bf16': False, 'fp16': True, 'fp16_opt_level': 'O1', 'half_precision_backend': 'amp', 'bf16_full_eval': False, 'fp16_full_eval': False, 'tf32': 'None', 'local_rank': -1, 'xpu_backend': 'None', 'tpu_num_cores': 'None', 'tpu_metrics_debug': False, 'debug': '[]', 'dataloader_drop_last': False, 'eval_steps': 500, 'dataloader_num_workers': 0, 'past_index': -1, 'run_name': './', 'disable_tqdm': False, 'remove_unused_columns': True, 'label_names': 'None', 'load_best_model_at_end': False, 'metric_for_best_model': 'None', 'greater_is_better': 'None', 'ignore_data_skip': False, 'sharded_ddp': '[]', 'deepspeed': 'None', 'label_smoothing_factor': 0.0, 'optim': 'adamw_hf', 'adafactor': False, 'group_by_length': True, 'length_column_name': 'input_length', 'report_to': "['tensorboard', 'wandb']", 'ddp_find_unused_parameters': 'None', 'ddp_bucket_cap_mb': 'None', 'dataloader_pin_memory': True, 'skip_memory_metrics': True, 'use_legacy_prediction_loop': False, 'push_to_hub': True, 'resume_from_checkpoint': 'None', 'hub_model_id': 'NbAiLab/wav2vec2-xls-r-300m-npsc-bokmaal', 'hub_strategy': 'every_save', 'hub_token': '', 'gradient_checkpointing': True, 'fp16_backend': 'auto', 'push_to_hub_model_id': 'None', 'push_to_hub_organization': 'None', 'push_to_hub_token': '', '_n_gpu': 1, 'mp_parameters': '', 'train_batch_size': 16, 'eval_batch_size': 16}
2022-02-07 10:00:24,567 INFO MainThread:3002729 [wandb_watch.py:watch():43] Watching
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+ wandb_count: 1
+ other_count: 1
+}
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+}
+
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+}
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+}
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+ wandb_count: 1
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+}
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+}
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+ other_count: 1
+}
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+}
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+}
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+}
+
+2022-02-07 20:47:59,829 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 35304
+ total_bytes: 4362102
+}
+
+2022-02-07 20:47:59,932 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 35304
+ total_bytes: 4362102
+}
+
+2022-02-07 20:48:00,034 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 672528
+ total_bytes: 4362102
+}
+
+2022-02-07 20:48:00,137 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 3126251
+ total_bytes: 4362102
+}
+
+2022-02-07 20:48:00,239 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 4362102
+ total_bytes: 4362102
+}
+
+2022-02-07 20:48:00,341 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 4362102
+ total_bytes: 4362102
+}
+
+2022-02-07 20:48:00,444 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 4362102
+ total_bytes: 4362102
+}
+
+2022-02-07 20:48:00,546 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 4362102
+ total_bytes: 4362102
+}
+
+2022-02-07 20:48:00,649 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 4362102
+ total_bytes: 4362102
+}
+
+2022-02-07 20:48:00,751 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 4362102
+ total_bytes: 4362102
+}
+
+2022-02-07 20:48:00,854 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 4362102
+ total_bytes: 4362102
+}
+
+2022-02-07 20:48:02,244 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 4362102
+ total_bytes: 4362102
+}
+
+2022-02-07 20:48:02,828 INFO MainThread:3002729 [wandb_run.py:_wait_for_finish():1912] got exit ret: done: true
+exit_result {
+}
+file_counts {
+ wandb_count: 6
+ other_count: 1
+}
+pusher_stats {
+ uploaded_bytes: 4362102
+ total_bytes: 4362102
+}
+local_info {
+}
+
+2022-02-07 20:48:04,247 INFO MainThread:3002729 [wandb_run.py:_append_history():2130] rendering history
+2022-02-07 20:48:04,249 INFO MainThread:3002729 [wandb_run.py:_append_summary():2085] rendering summary
+2022-02-07 20:48:04,250 INFO MainThread:3002729 [wandb_run.py:_append_files():2180] logging synced files
diff --git a/wandb/run-20220207_100018-2lxyvusa/run-2lxyvusa.wandb b/wandb/run-20220207_100018-2lxyvusa/run-2lxyvusa.wandb
index b40e4e4..6a5da6c 100644
--- a/wandb/run-20220207_100018-2lxyvusa/run-2lxyvusa.wandb
+++ b/wandb/run-20220207_100018-2lxyvusa/run-2lxyvusa.wandb
@@ -1,3 +1,3 @@
version https://git-lfs.github.com/spec/v1
-oid sha256:40c91b6a5a818b62b0ac8783f2400e71497b70940ef2b53277003bbf21dc62aa
-size 82619800
+oid sha256:78cbf3cf096803acfe3fae66ef4ff9de66cd71e7d1c9a466f75ae088e556059c
+size 87079369