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@@ -7,6 +7,10 @@ license: apache-2.0
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  <img src="./hxa079.png" style="border-radius: 15px; width: 60%; height: 60%; object-fit: cover; box-shadow: 10px 10px 20px rgba(0, 0, 0, 0.5); border: 2px solid white;" alt="PRWKV" />
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  </div>
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  ### Model Description
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  HRWKV7-Reka-Flash3-Preview is an experimental hybrid architecture model that combines RWKV v7's linear attention mechanism with Group Query Attention (GQA) layers. Built upon the Reka-flash3 21B foundation, this model replaces most Transformer attention blocks with RWKV blocks while strategically maintaining some GQA layers to enhance performance on specific tasks.
 
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  <img src="./hxa079.png" style="border-radius: 15px; width: 60%; height: 60%; object-fit: cover; box-shadow: 10px 10px 20px rgba(0, 0, 0, 0.5); border: 2px solid white;" alt="PRWKV" />
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  </div>
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+ > I'm simply exploring the possibility of linearizing existing Transformer models.
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+ > It's still far from perfect,
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+ > but I hope you'll bear with me as I continue this journey.
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  ### Model Description
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  HRWKV7-Reka-Flash3-Preview is an experimental hybrid architecture model that combines RWKV v7's linear attention mechanism with Group Query Attention (GQA) layers. Built upon the Reka-flash3 21B foundation, this model replaces most Transformer attention blocks with RWKV blocks while strategically maintaining some GQA layers to enhance performance on specific tasks.