diff --git "a/distillation.log" "b/distillation.log"
--- "a/distillation.log"
+++ "b/distillation.log"
@@ -1,7 +1,7 @@
 C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\.venv\Lib\site-packages\accelerate\accelerator.py:401: UserWarning: `log_with=[]` was passed but no supported trackers are currently installed.
   warnings.warn(f"`log_with={log_with}` was passed but no supported trackers are currently installed.")
-05/24/2024 16:58:35 - WARNING - __main__ - Process rank: 0, device: cuda:0, n_gpu: 1, distributed training: False, 16-bits training: False
-05/24/2024 16:58:35 - INFO - __main__ - Training/evaluation parameters DistillationTrainingArguments(
+05/28/2024 12:53:43 - WARNING - __main__ - Process rank: 0, device: cuda:0, n_gpu: 1, distributed training: False, 16-bits training: False
+05/28/2024 12:53:43 - INFO - __main__ - Training/evaluation parameters DistillationTrainingArguments(
 _n_gpu=1,
 accelerator_config={'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True},
 adafactor=False,
@@ -74,7 +74,7 @@ local_rank=0,
 log_level=passive,
 log_level_replica=warning,
 log_on_each_node=True,
-logging_dir=C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\runs\May24_16-58-35_LAPTOP-I6GREUFS,
+logging_dir=C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\runs\May28_12-53-43_LAPTOP-I6GREUFS,
 logging_first_step=False,
 logging_nan_inf_filter=True,
 logging_steps=0.1,
@@ -132,7 +132,14 @@ warmup_ratio=0.1,
 warmup_steps=10,
 weight_decay=0.0,
 )
-
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+
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 loading configuration file config.json from cache at C:\Users\hzchng\.cache\huggingface\hub\models--biodatlab--distill-whisper-th-medium\snapshots\e756107875a3905f3c4535cdca0d499cb56d2232\config.json
 Model config WhisperConfig {
   "_name_or_path": "distil-whisper/training/distil-whisper-th-medium-4dec",
@@ -1004,7 +1011,7 @@ Generate config GenerationConfig {
   }
 }
 
-05/24/2024 16:58:56 - INFO - __main__ - Disabling gradient checkpointing in the decoder since it's incompatible with `freeze_embed_positions`.
+05/28/2024 12:54:07 - INFO - __main__ - Disabling gradient checkpointing in the decoder since it's incompatible with `freeze_embed_positions`.
 Feature extractor saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\preprocessor_config.json
 tokenizer config file saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\tokenizer_config.json
 Special tokens file saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\special_tokens_map.json
@@ -2667,5907 +2674,1812 @@ Processor WhisperProcessor:
   "processor_class": "WhisperProcessor"
 }
 
-05/24/2024 16:58:58 - INFO - __main__ - eval_steps is not set, evaluating at the end of each epoch
-05/24/2024 16:58:59 - INFO - __main__ - ***** Running training *****
-05/24/2024 16:58:59 - INFO - __main__ -   Num examples = 160
-05/24/2024 16:58:59 - INFO - __main__ -   Num epochs = 5
-05/24/2024 16:58:59 - INFO - __main__ -   Instantaneous batch size per device = 8
-05/24/2024 16:58:59 - INFO - __main__ -   Gradient accumulation steps = 1
-05/24/2024 16:58:59 - INFO - __main__ -   Total train batch size (w. parallel & distributed) = 8
-05/24/2024 16:58:59 - INFO - __main__ -   Total optimization steps = 20
+
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filtering train dataset by audio length: 100%|##########| 33/33 [00:00<00:00, 1836.73 examples/s]
+
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+05/28/2024 12:54:14 - INFO - __main__ - eval_steps is not set, evaluating at the end of each epoch
+05/28/2024 12:54:15 - INFO - __main__ - ***** Running training *****
+05/28/2024 12:54:15 - INFO - __main__ -   Num examples = 160
+05/28/2024 12:54:15 - INFO - __main__ -   Num epochs = 5
+05/28/2024 12:54:15 - INFO - __main__ -   Instantaneous batch size per device = 8
+05/28/2024 12:54:15 - INFO - __main__ -   Gradient accumulation steps = 1
+05/28/2024 12:54:15 - INFO - __main__ -   Total train batch size (w. parallel & distributed) = 8
+05/28/2024 12:54:15 - INFO - __main__ -   Total optimization steps = 20
 
Train steps ... :   0%|          | 0/20 [00:00<?, ?it/s]C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\.venv\Lib\site-packages\transformers\models\whisper\modeling_whisper.py:697: UserWarning: 1Torch was not compiled with flash attention. (Triggered internally at ..\aten\src\ATen\native\transformers\cuda\sdp_utils.cpp:263.)
   attn_output = torch.nn.functional.scaled_dot_product_attention(
 `use_cache = True` is incompatible with gradient checkpointing. Setting `use_cache = False`...
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Train steps ... : 100%|##########| 20/20 [11:24<00:00, 31.48s/it]05/24/2024 17:10:24 - INFO - accelerate.accelerator - Saving current state to C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3
-05/24/2024 17:10:24 - WARNING - accelerate.utils.other - Removed shared tensor {'proj_out.weight'} while saving. This should be OK, but check by verifying that you don't receive any warning while reloading
-05/24/2024 17:10:28 - INFO - accelerate.checkpointing - Model weights saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\model.safetensors
-05/24/2024 17:10:28 - WARNING - accelerate.utils.other - Removed shared tensor {'proj_out.weight'} while saving. This should be OK, but check by verifying that you don't receive any warning while reloading
-05/24/2024 17:10:31 - INFO - accelerate.checkpointing - Model weights saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\model_1.safetensors
-05/24/2024 17:10:32 - INFO - accelerate.checkpointing - Optimizer state saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\optimizer.bin
-05/24/2024 17:10:32 - INFO - accelerate.checkpointing - Scheduler state saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\scheduler.bin
-05/24/2024 17:10:32 - INFO - accelerate.checkpointing - Sampler state for dataloader 0 saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\sampler.bin
-05/24/2024 17:10:32 - INFO - accelerate.checkpointing - Sampler state for dataloader 1 saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\sampler_1.bin
-05/24/2024 17:10:32 - INFO - accelerate.checkpointing - Sampler state for dataloader 2 saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\sampler_2.bin
-05/24/2024 17:10:32 - INFO - accelerate.checkpointing - Sampler state for dataloader 3 saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\sampler_3.bin
-05/24/2024 17:10:32 - INFO - accelerate.checkpointing - Random states saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\random_states_0.pkl
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Train steps ... : 100%|##########| 20/20 [15:15<00:00, 41.81s/it]05/28/2024 13:09:30 - INFO - accelerate.accelerator - Saving current state to C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3
+05/28/2024 13:09:30 - WARNING - accelerate.utils.other - Removed shared tensor {'proj_out.weight'} while saving. This should be OK, but check by verifying that you don't receive any warning while reloading
+05/28/2024 13:09:35 - INFO - accelerate.checkpointing - Model weights saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\model.safetensors
+05/28/2024 13:09:35 - WARNING - accelerate.utils.other - Removed shared tensor {'proj_out.weight'} while saving. This should be OK, but check by verifying that you don't receive any warning while reloading
+05/28/2024 13:09:37 - INFO - accelerate.checkpointing - Model weights saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\model_1.safetensors
+05/28/2024 13:09:39 - INFO - accelerate.checkpointing - Optimizer state saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\optimizer.bin
+05/28/2024 13:09:39 - INFO - accelerate.checkpointing - Scheduler state saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\scheduler.bin
+05/28/2024 13:09:39 - INFO - accelerate.checkpointing - Sampler state for dataloader 0 saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\sampler.bin
+05/28/2024 13:09:39 - INFO - accelerate.checkpointing - Sampler state for dataloader 1 saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\sampler_1.bin
+05/28/2024 13:09:39 - INFO - accelerate.checkpointing - Sampler state for dataloader 2 saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\sampler_2.bin
+05/28/2024 13:09:39 - INFO - accelerate.checkpointing - Sampler state for dataloader 3 saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\sampler_3.bin
+05/28/2024 13:09:39 - INFO - accelerate.checkpointing - Random states saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\checkpoint-20-epoch-3\random_states_0.pkl
 
 
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-Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co/docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.
-Non-default generation parameters: {'max_length': 448, 'begin_suppress_tokens': [220, 50257]}
-Configuration saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\config.json
-Configuration saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\generation_config.json
-Model weights saved in C:\Users\hzchng\Desktop\work\5-bjak\ai-voicebot\lib\whisper\output\model.safetensors
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