"""Shape sweep for W4A16 GEMM. Llama-style up_proj / qkv_proj shapes. Decode (M=1) is the bandwidth-bound case every inference engine optimizes -- it's the bar to beat. """ SHAPES = [ {"M": 1, "N": 12288, "K": 4096}, # decode: memory-bound on int4 weight read {"M": 32, "N": 12288, "K": 4096}, # small prefill: mixed regime {"M": 256, "N": 12288, "K": 4096}, # larger prefill: approaching compute {"M": 1, "N": 4096, "K": 4096}, # decode: square shape {"M": 16, "N": 14336, "K": 4096}, # speculative-decode-ish ]