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Update Low Precision LayerNorm arguments #1994
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mvpatel2000
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Feb 28, 2023
composer/algorithms/low_precision_layernorm/low_precision_layernorm.py
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…rnorm.py Change assertion to if-Raise Co-authored-by: Mihir Patel <mihir.v.patel7@gmail.com>
mvpatel2000
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Feb 28, 2023
dskhudia
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Feb 28, 2023
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This PR changes the Low Precision LayerNorm (LPLN) arguments to match the torch.nn.LayerNorm arguments, so a user can manually replace a LayerNorm layer with an LPLN layer. Please note that using
apply_low_precision_layernorm(model)
will replace all torch.nn.LayerNorms for you, so it is not necessary to use the LPLayerNorm class directly.
On exporting models with LPLN:
LowPrecision LayerNorm works with ONNX exporting, but it does not support Torchscript. torch.get_autocast_gpu_dtype() is not supported by Torchscript.
We change the test
test_gpu_huggingface_export_for_inference_onnx
to use LPLN instead of Fused LayerNorm to verify export functionality.