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Add GEMM + AllScatter benchmark sweep with multi-shape tiling analysis, optimal tile guidance, iris vectorization hints, roofline analysis, kernel comm-compute overlap optimization, comprehensive MNK roofline sweep, strong/weak scaling analysis, deep G... #411

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Add 1200-point roofline scatter sweep: X=M*N*K, Y=TFLOPS, 40 kernel c…

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