import torch

SEED = 1234

PARAMS = [
    (16, 16, 64, 512),
    (16, 32, 96, 768),
    (16, 64, 128, 1024),
    (32, 16, 128, 512),
    (32, 32, 160, 768),
    (32, 64, 192, 1024),
    (48, 32, 176, 1024),
    (48, 64, 224, 1280),
    (64, 16, 192, 768),
    (64, 32, 224, 1024),
    (64, 128, 256, 2048),
    (80, 32, 240, 1280),
    (80, 64, 256, 1536),
    (96, 32, 256, 1536),
    (96, 64, 288, 2048),
    (96, 128, 320, 3072),
    (112, 64, 320, 2048),
    (112, 128, 352, 2560),
    (128, 32, 256, 1024),
    (128, 64, 320, 1536),
    (128, 128, 384, 3072),
    (160, 64, 320, 1536),
    (160, 128, 384, 2560),
    (192, 64, 384, 2048),
    (192, 128, 448, 3072),
    (192, 256, 512, 4096),
]


DTYPE_TO_TOLS = {
    torch.float32: {"atol": 1e-4, "rtol": 1e-3},
    torch.bfloat16: {"atol": 1e-2, "rtol": 1e-2},
    torch.float16: {"atol": 1e-3, "rtol": 1e-3},
}

DTYPES = list(DTYPE_TO_TOLS.keys())