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@@ -11,7 +11,9 @@ Our BitLinear layer will only apply 1-bit quantization to the weight, all other
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  The model structure is from [phi-1.5](https://huggingface.co/microsoft/phi-1_5), with all linear layers except lm_head replaced with our custom BitLinear layer.
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- It was trained on a small subset of the [wikipedia dataset](https://huggingface.co/datasets/wikipedia) dataset, for research validation purpose only.
 
 
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  ```python
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  dataset = load_dataset("wikipedia", "20220301.en")
 
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  The model structure is from [phi-1.5](https://huggingface.co/microsoft/phi-1_5), with all linear layers except lm_head replaced with our custom BitLinear layer.
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+ It was trained on a small subset of the [wikipedia dataset](https://huggingface.co/datasets/wikipedia) dataset, for research validation purpose only.
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+ Please notice the kernel is not optimzed for 1-bit matrix yet.
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  ```python
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  dataset = load_dataset("wikipedia", "20220301.en")