[Kernel] Migrate scattered quantization kernels to sglang.kernels (RFC #29630, Phase 2.5, 1/7) (#30784)

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

benchmark/kernels/quantization/bench_int8_quant.py

@@ -5,7 +5,7 @@ import triton
 from vllm._custom_ops import scaled_int8_quant as vllm_scaled_int8_quant
 
 from sglang.benchmark.bench_utils import run_bench
-from sglang.srt.layers.quantization.int8_kernel import per_token_quant_int8
+from sglang.kernels.ops.quantization.int8_kernel import per_token_quant_int8
 
 
 @torch.compile(backend="inductor")

benchmark/kernels/quantization/tuning_block_wise_kernel.py

@@ -27,11 +27,11 @@ from tqdm import tqdm
 
 mp.set_start_method("spawn", force=True)
 
-from sglang.srt.layers.quantization.fp8_kernel import (
+from sglang.kernels.ops.quantization.fp8_kernel import (
     _w8a8_block_fp8_matmul,
     _w8a8_block_fp8_matmul_unrolledx4,
 )
-from sglang.srt.layers.quantization.int8_kernel import _w8a8_block_int8_matmul
+from sglang.kernels.ops.quantization.int8_kernel import _w8a8_block_int8_matmul
 from sglang.srt.utils import (
     get_device,
     get_device_core_count,
@@ -521,7 +521,9 @@ if __name__ == "__main__":
     parser.add_argument("--block-k", type=int, default=128)
     parser.add_argument("--batch-sizes", nargs="+", type=int, required=False)
     parser.add_argument(
-        "--save-path", type=str, default="python/sglang/srt/layers/quantization/configs"
+        "--save-path",
+        type=str,
+        default="python/sglang/kernels/ops/quantization/configs",
     )
     args = parser.parse_args()