/* * Copyright (c) 2022-2024, 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. */ #pragma once namespace flashinfer { enum class QuantizationSFLayout { // Block scale factors are stored in swizzled layout for cutlass FP4 kernel. Scale factor // blocks are organized in 512-byte blocks in global memory, with each block having 128x4 FP8 // values. The SF matrix dimensions are therefore padded - rows to the nearest multiple of 128 and // columns to the nearest multiple of 4. // // The scale factor block rows map to data block rows in an interleaved pattern: // For a scale factor row 'i', it maps to data block row: (i % 4) * 32 + (i / 4) // Column 'j' in the scale factor block corresponds to scaling the j-th block in the data tensor. SWIZZLED_128x4, SWIZZLED_8x4, // Block scale factors are stored in linear layout (row-major). This is used in some trtllm-gen // kernels standard. LINEAR }; };