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@@ -94,7 +94,7 @@ reduces the number of read/write operations between the GPU HBM (high bandwidth
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  Details on our “unpadding” implementation can be found [in the mosaicml/examples repo here](https://github.com/mosaicml/examples/tree/main/examples/benchmarks/bert/src/bert_padding.py).
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  4. **Low Precision LayerNorm**: this small tweak forces LayerNorm modules to run in float16 or bfloat16 precision instead of float32, improving utilization.
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- Our implementation can be found [in the mosaicml/examples repo here](https://docs.mosaicml.com/en/v0.12.1/method_cards/low_precision_layernorm.html).
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  ### Modifications to the Feedforward Layers
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  Details on our “unpadding” implementation can be found [in the mosaicml/examples repo here](https://github.com/mosaicml/examples/tree/main/examples/benchmarks/bert/src/bert_padding.py).
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  4. **Low Precision LayerNorm**: this small tweak forces LayerNorm modules to run in float16 or bfloat16 precision instead of float32, improving utilization.
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+ Our implementation can be found [in the mosaicml/examples repo here](https://docs.mosaicml.com/projects/composer/en/stable/method_cards/low_precision_layernorm.html).
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  ### Modifications to the Feedforward Layers
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