Unsloth Oute TTS (1B)

Oute TTS (1B)

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alph-notebooks/unsloth-notebooks / Oute_TTS_(1B).ipynb

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To run this, press "Runtime" and press "Run all" on a free Tesla T4 Google Colab instance!

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To install Unsloth on your own computer, follow the installation instructions on our Github page here.

You will learn how to do data prep, how to train, how to run the model, & how to save it

News

Read our TTS Guide for instructions and all our notebooks.

Read our Qwen3 Guide and check out our new Dynamic 2.0 quants which outperforms other quantization methods!

Visit our docs for all our model uploads and notebooks.

Installation

[1]

Unsloth

FastModel supports loading nearly any model now! This includes Vision and Text models!

Thank you to Etherl for creating this notebook!

[2]

🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning.
🦥 Unsloth Zoo will now patch everything to make training faster!
==((====))==  Unsloth 2025.5.7: Fast Llama patching. Transformers: 4.51.3.
   \\   /|    Tesla T4. Num GPUs = 1. Max memory: 14.741 GB. Platform: Linux.
O^O/ \_/ \    Torch: 2.6.0+cu124. CUDA: 7.5. CUDA Toolkit: 12.4. Triton: 3.2.0
\        /    Bfloat16 = FALSE. FA [Xformers = 0.0.29.post3. FA2 = False]
 "-____-"     Free license: http://github.com/unslothai/unsloth
Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored!
Unsloth: QLoRA and full finetuning all not selected. Switching to 16bit LoRA.

We now add LoRA adapters so we only need to update 1 to 10% of all parameters!

[3]

Unsloth: Making `model.base_model.model.model` require gradients

Data Prep

We will use the MrDragonFox/Elise, which is designed for training TTS models. Ensure that your dataset follows the required format: text, audio, but maintaining the correct structure is essential for optimal training.

[4]

[5]

Using device: cuda

weights_24khz_1.5kbps_v1.0.pth:   0%|          | 0.00/296M [00:00<?, ?B/s]

/usr/local/lib/python3.11/dist-packages/torch/nn/utils/weight_norm.py:143: FutureWarning: `torch.nn.utils.weight_norm` is deprecated in favor of `torch.nn.utils.parametrizations.weight_norm`.
  WeightNorm.apply(module, name, dim)

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Loading Whisper model: turbo on cuda

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Whisper model loaded.
Starting dataset processing...

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 45.20it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 74.95it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 83.09it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 46.84it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 65.70it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 43.34it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 54.36it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 79.95it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 31.67it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 78.25it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 73.97it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 81.55it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 73.56it/s]
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  warnings.warn("Possible clipped samples in output.")

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100%|██████████| 2/2 [00:00<00:00, 68.57it/s]
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100%|██████████| 3/3 [00:00<00:00, 64.02it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 1/1 [00:00<00:00, 57.71it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 1/1 [00:00<00:00, 49.53it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 81.48it/s]
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100%|██████████| 1/1 [00:00<00:00, 61.70it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 74.12it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 44.70it/s]
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100%|██████████| 2/2 [00:00<00:00, 75.76it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 91.14it/s]
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100%|██████████| 2/2 [00:00<00:00, 72.74it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 71.85it/s]
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100%|██████████| 3/3 [00:00<00:00, 79.90it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 42.59it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 64.15it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 41.18it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 70.32it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 42.55it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 79.57it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 72.29it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 63.42it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 42.39it/s]
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100%|██████████| 2/2 [00:00<00:00, 79.93it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 74.44it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 80.91it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 65.78it/s]
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100%|██████████| 2/2 [00:00<00:00, 71.39it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 66.51it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 60.05it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 76.67it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 76.30it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 53.46it/s]
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100%|██████████| 3/3 [00:00<00:00, 81.88it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 72.04it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 71.05it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 69.58it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 71.32it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 80.17it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 77.65it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 70.35it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 66.20it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 75.37it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 70.89it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 53.51it/s]
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100%|██████████| 3/3 [00:00<00:00, 86.21it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 51.12it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 77.65it/s]
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100%|██████████| 1/1 [00:00<00:00, 44.79it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 72.78it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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Row 820: Skipping due to missing or invalid 'text' column.


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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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100%|██████████| 1/1 [00:00<00:00, 38.77it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 60.01it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 1/1 [00:00<00:00, 67.49it/s]
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100%|██████████| 3/3 [00:00<00:00, 90.65it/s]
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  warnings.warn("Possible clipped samples in output.")

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100%|██████████| 2/2 [00:00<00:00, 78.79it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 75.00it/s]
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100%|██████████| 2/2 [00:00<00:00, 83.88it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 76.97it/s]
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100%|██████████| 3/3 [00:00<00:00, 85.37it/s]
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100%|██████████| 2/2 [00:00<00:00, 31.44it/s]
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100%|██████████| 2/2 [00:00<00:00, 82.15it/s]
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100%|██████████| 2/2 [00:00<00:00, 75.02it/s]
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100%|██████████| 2/2 [00:00<00:00, 80.14it/s]
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100%|██████████| 2/2 [00:00<00:00, 82.26it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 77.88it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 84.57it/s]
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100%|██████████| 3/3 [00:00<00:00, 94.19it/s]
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100%|██████████| 1/1 [00:00<00:00, 22.76it/s]
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100%|██████████| 3/3 [00:00<00:00, 87.91it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 68.32it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 84.21it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 78.33it/s]
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100%|██████████| 3/3 [00:00<00:00, 84.98it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 1/1 [00:00<00:00, 66.22it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 78.34it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 75.20it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 68.46it/s]
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100%|██████████| 2/2 [00:00<00:00, 60.79it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 83.91it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 75.16it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 75.10it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 77.88it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 86.23it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 61.41it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 43.45it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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100%|██████████| 3/3 [00:00<00:00, 85.16it/s]
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100%|██████████| 2/2 [00:00<00:00, 72.88it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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100%|██████████| 3/3 [00:00<00:00, 55.61it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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100%|██████████| 2/2 [00:00<00:00, 78.88it/s]
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100%|██████████| 1/1 [00:00<00:00, 59.10it/s]
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100%|██████████| 2/2 [00:00<00:00, 76.81it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 76.97it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 76.41it/s]
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  warnings.warn("Possible clipped samples in output.")

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100%|██████████| 2/2 [00:00<00:00, 68.55it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 85.04it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 76.75it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 68.41it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 74.82it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 71.95it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 73.16it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 67.87it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 68.20it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 53.44it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 59.03it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 59.02it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 40.39it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 3/3 [00:00<00:00, 74.37it/s]
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  warnings.warn("Possible clipped samples in output.")

100%|██████████| 2/2 [00:00<00:00, 62.45it/s]
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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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  warnings.warn("Possible clipped samples in output.")

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Dataset processing finished. Processed: 1194, Skipped: 1
Moving Whisper model to CPU

Train the model

Now let's train our model. We do 60 steps to speed things up, but you can set num_train_epochs=1 for a full run, and turn off max_steps=None. We also support TRL's DPOTrainer!

[6]

Unsloth: Tokenizing ["text"] (num_proc=2):   0%|          | 0/1194 [00:00<?, ? examples/s]

[7]

GPU = Tesla T4. Max memory = 14.741 GB.
7.215 GB of memory reserved.

[8]

==((====))==  Unsloth - 2x faster free finetuning | Num GPUs used = 1
   \\   /|    Num examples = 1,194 | Num Epochs = 1 | Total steps = 60
O^O/ \_/ \    Batch size per device = 2 | Gradient accumulation steps = 4
\        /    Data Parallel GPUs = 1 | Total batch size (2 x 4 x 1) = 8
 "-____-"     Trainable parameters = 13,631,488/1,262,028,800 (1.08% trained)
`use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`.

Unsloth: Will smartly offload gradients to save VRAM!

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334.2293 seconds used for training.
5.57 minutes used for training.
Peak reserved memory = 7.215 GB.
Peak reserved memory for training = 0.0 GB.
Peak reserved memory % of max memory = 48.945 %.
Peak reserved memory for training % of max memory = 0.0 %.

Inference

Let's run the model! You can change the prompts

[10]

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Generating token sequence...
🔄 Using patched RepetitionPenaltyLogitsProcessor -> RepetitionPenaltyLogitsProcessorPatch | penalty_last_n: {penalty_last_n}
Token sequence generated.

Saving, loading finetuned models

To save the final model as LoRA adapters, either use Huggingface's push_to_hub for an online save or save_pretrained for a local save.

[NOTE] This ONLY saves the LoRA adapters, and not the full model. To save to 16bit or GGUF, scroll down!

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('lora_model/tokenizer_config.json',
, 'lora_model/special_tokens_map.json',
, 'lora_model/tokenizer.json')

Saving to float16

We also support saving to float16 directly. Select merged_16bit for float16 or merged_4bit for int4. We also allow lora adapters as a fallback. Use push_to_hub_merged to upload to your Hugging Face account! You can go to https://huggingface.co/settings/tokens for your personal tokens.

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And we're done! If you have any questions on Unsloth, we have a Discord channel! If you find any bugs or want to keep updated with the latest LLM stuff, or need help, join projects etc, feel free to join our Discord!

Some other resources:

Train your own reasoning model - Llama GRPO notebook Free Colab
Saving finetunes to Ollama. Free notebook
Llama 3.2 Vision finetuning - Radiography use case. Free Colab
See notebooks for DPO, ORPO, Continued pretraining, conversational finetuning and more on our documentation!

Join Discord if you need help + ⭐️ Star us on Github ⭐️