diff --git a/main.py b/main.py
index 2523540dc53b12afe99eb91f0c27369c1b95275d..844e78bb753674a227e6e773e0fc26574524a192 100644
--- a/main.py
+++ b/main.py
@@ -115,7 +115,7 @@ if __name__ == "__main__":
         gradient_accumulation_steps=2,
         num_train_epochs=num_epochs,  # each epoch per shard data
         logging_steps=1,
-        learning_rate=1e-4,
+        learning_rate=1e-5,
         weight_decay=0.005,
         warmup_steps=1000,
         save_total_limit=2,
diff --git a/model-bin/finetune/base/checkpoint-3111/config.json b/model-bin/finetune/base/checkpoint-3111/config.json
deleted file mode 100644
index db8911bce1701d03e9c1d6ddaff48d2b5b4e4bb3..0000000000000000000000000000000000000000
--- a/model-bin/finetune/base/checkpoint-3111/config.json
+++ /dev/null
@@ -1,78 +0,0 @@
-{
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-  "mask_time_length": 10,
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-  "num_codevector_groups": 2,
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-  "num_negatives": 100,
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-  "proj_codevector_dim": 256,
-  "torch_dtype": "float32",
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diff --git a/model-bin/finetune/base/checkpoint-3111/optimizer.pt b/model-bin/finetune/base/checkpoint-3111/optimizer.pt
deleted file mode 100644
index 3873fe274a41638c16bc0b8e23454291770f0dd2..0000000000000000000000000000000000000000
--- a/model-bin/finetune/base/checkpoint-3111/optimizer.pt
+++ /dev/null
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-version https://git-lfs.github.com/spec/v1
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diff --git a/model-bin/finetune/base/checkpoint-3111/preprocessor_config.json b/model-bin/finetune/base/checkpoint-3111/preprocessor_config.json
deleted file mode 100644
index a0b7227fc1d916e469b14f6c154ad6dfea1e6891..0000000000000000000000000000000000000000
--- a/model-bin/finetune/base/checkpoint-3111/preprocessor_config.json
+++ /dev/null
@@ -1,9 +0,0 @@
-{
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-  "feature_extractor_type": "Wav2Vec2FeatureExtractor",
-  "feature_size": 1,
-  "padding_side": "right",
-  "padding_value": 0.0,
-  "return_attention_mask": false,
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diff --git a/model-bin/finetune/base/checkpoint-3111/pytorch_model.bin b/model-bin/finetune/base/checkpoint-3111/pytorch_model.bin
deleted file mode 100644
index f0ea0afc460269e40131bb4b6d7d6c55b9cb3e14..0000000000000000000000000000000000000000
--- a/model-bin/finetune/base/checkpoint-3111/pytorch_model.bin
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-version https://git-lfs.github.com/spec/v1
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deleted file mode 100644
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--- a/model-bin/finetune/base/checkpoint-3111/scaler.pt
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deleted file mode 100644
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deleted file mode 100644
index b1fb34efbb68322dcc3e4fe76ce022966959f278..0000000000000000000000000000000000000000
--- a/model-bin/finetune/base/checkpoint-3111/trainer_state.json
+++ /dev/null
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-{
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