diff --git a/config.json b/config.json
index 9932e38..de06742 100644
--- a/config.json
+++ b/config.json
@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "facebook/wav2vec2-xls-r-300m",
+  "_name_or_path": "./",
   "activation_dropout": 0.055,
   "adapter_kernel_size": 3,
   "adapter_stride": 2,
diff --git a/special_tokens_map.json b/special_tokens_map.json
index 623bcb0..9f67b88 100644
--- a/special_tokens_map.json
+++ b/special_tokens_map.json
@@ -1 +1 @@
-{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "[UNK]", "pad_token": "[PAD]", "additional_special_tokens": [{"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}]}
\ No newline at end of file
+{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "[UNK]", "pad_token": "[PAD]", "additional_special_tokens": [{"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "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 e876a41..ebb26e4 120000
--- a/wandb/debug-internal.log
+++ b/wandb/debug-internal.log
@@ -1 +1 @@
-run-20220206_163643-2773pjij/logs/debug-internal.log
\ No newline at end of file
+run-20220207_100018-2lxyvusa/logs/debug-internal.log
\ No newline at end of file
diff --git a/wandb/debug.log b/wandb/debug.log
index 3d73185..7da17c3 120000
--- a/wandb/debug.log
+++ b/wandb/debug.log
@@ -1 +1 @@
-run-20220206_163643-2773pjij/logs/debug.log
\ No newline at end of file
+run-20220207_100018-2lxyvusa/logs/debug.log
\ No newline at end of file
diff --git a/wandb/latest-run b/wandb/latest-run
index fe0e413..97a1950 120000
--- a/wandb/latest-run
+++ b/wandb/latest-run
@@ -1 +1 @@
-run-20220206_163643-2773pjij
\ No newline at end of file
+run-20220207_100018-2lxyvusa
\ No newline at end of file
diff --git a/wandb/run-20220206_163643-2773pjij/files/config.yaml b/wandb/run-20220206_163643-2773pjij/files/config.yaml
index 25bd98c..f71022b 100644
--- a/wandb/run-20220206_163643-2773pjij/files/config.yaml
+++ b/wandb/run-20220206_163643-2773pjij/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-20220206_163643-2773pjij/files/output.log b/wandb/run-20220206_163643-2773pjij/files/output.log
index 856240f..1cb569f 100644
--- a/wandb/run-20220206_163643-2773pjij/files/output.log
+++ b/wandb/run-20220206_163643-2773pjij/files/output.log
@@ -21875,3 +21875,18 @@ Deleting older checkpoint [checkpoint-17000] due to args.save_total_limit██
  41%|███████████████████████████████████████████████████████████████████████████████████████████████▌                                                                                                                                          | 19000/46530 [17:02:27<8:52:44,  1.16s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
 Model weights saved in ./checkpoint-19000/pytorch_model.bin█████████████████████████████████████████▌                                                                                                                                          | 19000/46530 [17:02:27<8:52:44,  1.16s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
 Configuration saved in ./preprocessor_config.json_model.bin█████████████████████████████████████████▌                                                                                                                                          | 19000/46530 [17:02:27<8:52:44,  1.16s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+Deleting older checkpoint [checkpoint-17500] due to args.save_total_limit███████████████████████████▌                                                                                                                                          | 19000/46530 [17:02:27<8:52:44,  1.16s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+ 41%|█████████████████████████████████████████████████████████████████████████████████████████████▉                                                                                                                                        | 19001/46530 [17:04:01<1084:44:04, 141.85s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+ 41%|██████████████████████████████████████████████████████████████████████████████████████████████▊                                                                                                                                         | 19004/46530 [17:04:03<376:21:58, 49.22s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+ 41%|██████████████████████████████████████████████████████████████████████████████████████████████▊                                                                                                                                         | 19007/46530 [17:04:05<132:27:06, 17.32s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+ 41%|███████████████████████████████████████████████████████████████████████████████████████████████▏                                                                                                                                         | 19011/46530 [17:04:07<34:35:34,  4.53s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+ 41%|███████████████████████████████████████████████████████████████████████████████████████████████▏                                                                                                                                         | 19012/46530 [17:04:08<25:07:22,  3.29s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+ 41%|███████████████████████████████████████████████████████████████████████████████████████████████▏                                                                                                                                         | 19013/46530 [17:04:17<38:58:58,  5.10s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+ 41%|███████████████████████████████████████████████████████████████████████████████████████████████▏                                                                                                                                         | 19014/46530 [17:04:24<42:52:14,  5.61s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+ 41%|███████████████████████████████████████████████████████████████████████████████████████████████▏                                                                                                                                         | 19015/46530 [17:04:29<42:38:02,  5.58s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+ 41%|███████████████████████████████████████████████████████████████████████████████████████████████▏                                                                                                                                         | 19016/46530 [17:04:34<41:06:49,  5.38s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+ 41%|███████████████████████████████████████████████████████████████████████████████████████████████▏                                                                                                                                         | 19017/46530 [17:04:39<39:19:15,  5.15s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+ 41%|███████████████████████████████████████████████████████████████████████████████████████████████▏                                                                                                                                         | 19018/46530 [17:04:43<37:29:13,  4.91s/it]Saving model checkpoint to ./checkpoint-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+    Variable._execution_engine.run_backward(/python3.9/site-packages/torch/_tensor.py", line 307, in backward in main                                                                                                                         | 19018/46530 [17:04:43<37:29:13,  4.91s/it]Traceback (most recent call last):point-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+    Variable._execution_engine.run_backward(/python3.9/site-packages/torch/_tensor.py", line 307, in backward in main                                                                                                                         | 19018/46530 [17:04:43<37:29:13,  4.91s/it]Traceback (most recent call last):point-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
+    Variable._execution_engine.run_backward(/python3.9/site-packages/torch/_tensor.py", line 307, in backward in main                                                                                                                         | 19018/46530 [17:04:43<37:29:13,  4.91s/it]Traceback (most recent call last):point-19000don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length. If input_length are not expected by `Wav2Vec2ForCTC.forward`,  you can safely ignore this message.
\ No newline at end of file
diff --git a/wandb/run-20220206_163643-2773pjij/files/wandb-summary.json b/wandb/run-20220206_163643-2773pjij/files/wandb-summary.json
index 9c8df44..6715ea2 100644
--- a/wandb/run-20220206_163643-2773pjij/files/wandb-summary.json
+++ b/wandb/run-20220206_163643-2773pjij/files/wandb-summary.json
@@ -1 +1 @@
-{"gradients/lm_head.weight": {"_type": "histogram", "values": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 5.0, 4.0, 9.0, 10.0, 12.0, 24.0, 42.0, 49.0, 97.0, 155.0, 362.0, 1308.0, 6701.0, 22374.0, 2487.0, 628.0, 216.0, 120.0, 56.0, 48.0, 34.0, 19.0, 16.0, 13.0, 3.0, 3.0, 1.0, 1.0, 3.0, 0.0, 0.0, 0.0, 0.0, 2.0, 0.0, 0.0, 2.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0], "bins": [-0.04400634765625, -0.042720794677734375, -0.04143524169921875, -0.040149688720703125, -0.0388641357421875, -0.037578582763671875, -0.03629302978515625, -0.035007476806640625, -0.033721923828125, -0.032436370849609375, -0.03115081787109375, -0.029865264892578125, -0.0285797119140625, -0.027294158935546875, -0.02600860595703125, -0.024723052978515625, -0.0234375, -0.022151947021484375, -0.02086639404296875, -0.019580841064453125, -0.0182952880859375, -0.017009735107421875, -0.01572418212890625, -0.014438629150390625, -0.013153076171875, -0.011867523193359375, 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\ No newline at end of file
diff --git a/wandb/run-20220206_163643-2773pjij/logs/debug-internal.log b/wandb/run-20220206_163643-2773pjij/logs/debug-internal.log
index 70b92b0..1d9508e 100644
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+++ b/wandb/run-20220206_163643-2773pjij/logs/debug-internal.log
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diff --git a/wandb/run-20220206_163643-2773pjij/logs/debug.log b/wandb/run-20220206_163643-2773pjij/logs/debug.log
index dec8e65..0922ad3 100644
--- a/wandb/run-20220206_163643-2773pjij/logs/debug.log
+++ b/wandb/run-20220206_163643-2773pjij/logs/debug.log
@@ -23,3 +23,175 @@ config: {}
 2022-02-06 16:36:46,301 INFO    MainThread:2903924 [wandb_init.py:init():633] run started, returning control to user process
 2022-02-06 16:36:46,304 INFO    MainThread:2903924 [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': ['Wav2Vec2ForPreTraining'], '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': 'facebook/wav2vec2-xls-r-300m', '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': 0.0001, 'weight_decay': 0.0, 'adam_beta1': 0.9, 'adam_beta2': 0.999, 'adam_epsilon': 1e-08, 'max_grad_norm': 1.0, 'num_train_epochs': 30.0, 'max_steps': -1, 'lr_scheduler_type': 'linear', 'warmup_ratio': 0.0, 'warmup_steps': 2000, 'log_level': -1, 'log_level_replica': -1, 'log_on_each_node': True, 'logging_dir': './runs/Feb06_16-29-04_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', 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