[webgpu] Make the GQA's intermediate buffer static #25091
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−19
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Description
This PR makes the intermediate generated buffers static in GQA for the static kv cache so that it's possible to use the graph capture capability on llm.
The changes may improve the buffer cache hit rate but also slightly increase the average gpu memory usage.