Add TurboQuant Swift support primitives#412

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RNT56 wants to merge 24 commits into

ml-explore:mainfrom

RNT56:pr/turboquant-swift-support

Commits on May 18, 2026

Add TurboQuant packed tensor API
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Add TurboQuant reference backend contract
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Add TurboQuant Metal codec kernels
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Improve TurboQuant residual quality gates
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Add TurboQuant compressed attention kernels
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Constrain TurboQuant online fused attention
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Add v3 TurboQuant tiled rotating attention
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Update TurboQuant tiled attention tests
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Harden TurboQuant availability and shape contracts
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Harden TurboQuant Metal template seeds
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Add TurboQuant runtime capability probe
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Refine TurboQuant sustained profile selection
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Harden TurboQuant Metal runtime validation
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Fix Metal fallback and linalg norm completeness
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Keep TurboQuant support branch scoped
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Build SwiftPM Metal library resource
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Guard Metal 4 family probe on simulator
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Support UInt32 custom kernel template args
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Default TurboQuant Metal kernels to GPU stream
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Complete TurboQuant Metal kernels
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Complete TurboQuant value codec support
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Implement TurboQuantProd Metal key path
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Support split-dimension TurboQuant attention
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Harden TurboQuant runtime resource tests
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