# NVIDIA Blackwell SSD (State Space Decomposition) CUDA Example ## Overview This example demonstrates the implementation of State Space Decomposition (SSD) operations on NVIDIA's Blackwell GPU architecture. It showcases the use of CUTLASS library components for high-performance tensor computations that efficiently leverage Blackwell's advanced hardware capabilities. ## System Requirements + NVIDIA GPU with Blackwell Architecture (compute capability 10.0) + CUDA Toolkit 12.8 or newer + C++17 compatible compiler ## Build the example Follow the cutlass example building. ## Command Line Options The example supports the following command line options: --help: Display the usage statement --iterations=: Number of iterations for benchmarking (default: 1) --without_verify: Skip result verification --verbose: Print execution time per kernel --G=: Group size (default: 2) --B=: Batch size (default: 3) --E=: Expanded factor (default: 2) --H=: Number of heads (default: 2) ## Limitation + Only support LxDxN = 128x64x128 + Require all TMEM at once and no more cta on the same SM ## Performance + Limited by the SEGSUM part. + Low MMA utils + ALU bound. # Copyright Copyright (c) 2024 - 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. SPDX-License-Identifier: BSD-3-Clause ``` Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. ```