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Update README.md

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@@ -30,14 +30,25 @@ tokenizer.decode(output[0], skip_special_tokens=True, clean_up_tokenization_spac
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  |----------------------|-------------------------------------------------------------------------------------------------|
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  | Dataset | WMT14-de-en |
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  | Translation Pairs | 4.5M (83M tokens total) |
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- | Epochs | 25 |
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  | Batch Size | 16 |
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  | Accumulation Batch | 8 |
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  | Effective Batch Size | 128 (16 * 8) |
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  | Training Script | [train.py](https://github.com/ubaada/scratch-transformer/blob/main/train.py) |
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  | Optimiser | Adam (learning rate = 0.0001) |
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  | Loss Type | Cross Entropy |
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- | Final Test Loss | 1.9 |
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  | GPU. | RTX 4070 (12GB) |
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  |----------------------|-------------------------------------------------------------------------------------------------|
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  | Dataset | WMT14-de-en |
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  | Translation Pairs | 4.5M (83M tokens total) |
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+ | Epochs | 24 |
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  | Batch Size | 16 |
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  | Accumulation Batch | 8 |
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  | Effective Batch Size | 128 (16 * 8) |
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  | Training Script | [train.py](https://github.com/ubaada/scratch-transformer/blob/main/train.py) |
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  | Optimiser | Adam (learning rate = 0.0001) |
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  | Loss Type | Cross Entropy |
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+ | Final Test Loss | 1.87 |
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  | GPU. | RTX 4070 (12GB) |
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+ <p align="center" style="width:500px;">
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/62a7d1e152aa8695f9209345/0p4eEHiYFaeaibjk_Rf1y.png" />
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+ </p>
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+
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+
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+ ## Results
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+
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+ <p align="center" style="width:500px;">
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/62a7d1e152aa8695f9209345/Gip1Ox-M1_z3qdafGGh3-.png" />
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+ </p>
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+
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