Update benchmark.py

benchmark.py

@@ -1,66 +1,5 @@
-import torch
-from kernels.benchmark import Benchmark
+from kernels.benchmarks import SiluAndMulBenchmark
 
 
-def setup_silu_tensors(self, num_tokens: int, hidden_dim: int, dtype=torch.float16):
-    self.x = torch.randn(num_tokens, 2 * hidden_dim, device="cuda", dtype=dtype)
-    self.out = torch.empty(num_tokens, hidden_dim, device="cuda", dtype=dtype)
-
-
-def verify_silu(self):
-    d = self.x.shape[-1] // 2
-    ref = torch.nn.functional.silu(self.x[..., :d]) * self.x[..., d:]
-    return torch.allclose(self.out, ref, atol=1e-3, rtol=1e-3)
-
-
-class SiluWorkloads(Benchmark):
-    kernel_id = "kernels-community/activation"
-    seed = 42
-    x: torch.Tensor  # kernel specific input var
-    out: torch.Tensor  # kernel specific output var
-
-    # Workload 1
-    def setup_small(self):
-        setup_silu_tensors(self, num_tokens=32, hidden_dim=256)
-
-    def benchmark_small(self):
-        self.kernel.silu_and_mul(self.out, self.x)  # type: ignore
-
-    def verify_small(self):
-        return verify_silu(self)
-
-    # Workload 2
-    def setup_medium(self):
-        setup_silu_tensors(self, num_tokens=1024, hidden_dim=2048)
-
-    def benchmark_medium(self):
-        self.kernel.silu_and_mul(self.out, self.x)  # type: ignore
-
-    def verify_medium(self):
-        return verify_silu(self)
-
-
-class SiluWorkloads2(Benchmark):
-    kernel_id = "kernels-community/activation"
-    seed = 42
-    x: torch.Tensor  # kernel specific input var
-    out: torch.Tensor  # kernel specific output var
-
-    # Workload 1
-    def setup_small(self):
-        setup_silu_tensors(self, num_tokens=32, hidden_dim=256)
-
-    def benchmark_small(self):
-        self.kernel.silu_and_mul(self.out, self.x)  # type: ignore
-
-    def verify_small(self):
-        return verify_silu(self)
-
-    # Workload 2
-    def setup_medium(self):
-        setup_silu_tensors(self, num_tokens=1024, hidden_dim=2048)
-
-    def benchmark_medium(self):
-        self.kernel.silu_and_mul(self.out, self.x)  # type: ignore
-
-    # Note: show case without a verify
+class SiluWorkloads(SiluAndMulBenchmark):
+    kernel_id = "kernels-community/activation