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enginex-mthreads-vllm/csrc/quantization/fp4/nvfp4_scaled_mm_entry.cu

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2026-01-19 10:38:50 +08:00
/*
* Copyright (c) 2025, NVIDIA CORPORATION. All rights reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
#include "../../vendors/functions.h"
2026-01-19 10:38:50 +08:00
#include "cutlass_extensions/common.hpp"
#if defined ENABLE_NVFP4_SM100 && ENABLE_NVFP4_SM100
void cutlass_scaled_fp4_mm_sm100a(torch::Tensor& D, torch::Tensor const& A,
torch::Tensor const& B,
torch::Tensor const& A_sf,
torch::Tensor const& B_sf,
torch::Tensor const& alpha);
#endif
#if defined ENABLE_NVFP4_SM120 && ENABLE_NVFP4_SM120
void cutlass_scaled_fp4_mm_sm120a(torch::Tensor& D, torch::Tensor const& A,
torch::Tensor const& B,
torch::Tensor const& A_sf,
torch::Tensor const& B_sf,
torch::Tensor const& alpha);
#endif
void cutlass_scaled_fp4_mm(torch::Tensor& D, const torch::Tensor& A,
const torch::Tensor& B, const torch::Tensor& A_sf,
const torch::Tensor& B_sf,
const torch::Tensor& alpha) {
// Make sure were on As device.
const c10::cuda::OptionalCUDAGuard device_guard(device_of(A));
const int32_t sm = get_sm_version_num();
#if defined(ENABLE_NVFP4_SM100) && ENABLE_NVFP4_SM100
if (sm >= 100 && sm < 120) {
cutlass_scaled_fp4_mm_sm100a(D, A, B, A_sf, B_sf, alpha);
return;
}
#endif
#if defined(ENABLE_NVFP4_SM120) && ENABLE_NVFP4_SM120
if (sm >= 120 && sm < 130) {
cutlass_scaled_fp4_mm_sm120a(D, A, B, A_sf, B_sf, alpha);
return;
}
#endif
TORCH_CHECK_NOT_IMPLEMENTED(false, "No compiled nvfp4 mm kernel for SM ", sm,
". Recompile with CUDA >= 12.8 and CC >= 100.");
}
bool cutlass_scaled_mm_supports_fp4(int64_t cuda_device_capability) {
int runtimeVersion;
cudaRuntimeGetVersion(&runtimeVersion);
return cuda_device_capability >= 100 && runtimeVersion >= 12080;
}