Aanuf/data free awq #3315
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Aanuf/data free awq #3315
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NNCF OpenVINO
ljaljushkin
reviewed
Mar 14, 2025
| w_scale = fns.unsqueeze(scale, 1 - wp.reduction_axes[0]) | ||
| a_scale = fns.unsqueeze(1.0 / scale, wp.reduction_axes[0]) | ||
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| scaled_weight = weight * w_scale |
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Please rebase from develop, I've made some casting for float16 models
ljaljushkin
reviewed
Mar 14, 2025
| model_transformer = ModelTransformerFactory.create(model, inplace=True) | ||
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| is_data_free = True #statistics is None | ||
| description = "Applying data-free AWQ" if is_data_free else "Applying AWQ" |
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Suggested change
| description = "Applying data-free AWQ" if is_data_free else "Applying AWQ" | |
| description = "Applying data-free AWQ" if is_data_free else "Applying data-aware AWQ" |
maybe more clear
ljaljushkin
reviewed
Mar 14, 2025
| @@ -506,7 +506,7 @@ def apply( | |||
| nodes_to_compress = self.get_nodes_to_compress(graph) | |||
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| statistics = None | |||
| if self._data_aware_mixed_precision or self._data_aware_compression: | |||
| if (self._data_aware_mixed_precision or self._data_aware_compression) and dataset: | |||
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I'd redefine
self._data_aware_compression = (self._awq and dataset) or (...)
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Changes
Data free AWQ: smooth down_proj input channels and merge extra scale to up_proj output channels.
Reason for changes