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(cherry picked from commit ecd1ea13

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(cherry picked from commit 03f8d3a5)

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(cherry picked from commit b075604d)

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(cherry picked from commit 92feb999)

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(cherry picked from commit 8477fe42)
(cherry picked from commit 0d784f467726b92f920cbd520c9d7936ef9d28f4)

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(cherry picked from commit 13151a4d)
(cherry picked from commit a7b392731f6d226f06f1ccbdb8b8b8d22780ddd2)

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(cherry picked from commit d734445f)
(cherry picked from commit bae948a9a9ec6619ad7f78da9b3d1abc2008cad9)

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(cherry picked from commit f53fa26e)
(cherry picked from commit 10a26d1d9ae2572dc3161af2cc3832f27930774e)

feat(models): implement Google Gemma 4 architecture support (MoE, Multimodal, Reasoning, Tool-Use) (#38826)
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(cherry picked from commit 08ed2b96)

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(cherry picked from commit cbe7d180)

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(cherry picked from commit 58ee6142)

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(cherry picked from commit 91e4521f)

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(cherry picked from commit eb474549)

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(cherry picked from commit 757068dc)

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(cherry picked from commit ea7bfde6)

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(cherry picked from commit 719735d6)

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(cherry picked from commit a08b7733)

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[Perf] Remove redundant device copies for CPU-only pooling token IDs, 48.9% E2E throughput improvement (#38139)
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