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/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | tools/util/include/cutlass/util/reference/host/tensor_reduce.hpp/0 | {
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/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | examples/13_two_tensor_op_fusion/kernel/default_b2b_conv2d_fprop_smem_accumulator_sm75.h/0 | {
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/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | examples/13_two_tensor_op_fusion/threadblock/b2b_mma_pipelined_smem_accumulator.h/0 | {
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/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | examples/19_tensorop_canonical/tensorop_canonical.cu/0 | {
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/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | examples/27_ampere_3xtf32_fast_accurate_tensorop_gemm/27_ampere_3xtf32_fast_accurate_tensorop_gemm.cu/0 | {
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"repo_id": "examples",
"token_count": 12993
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# PyCUTLASS Examples
This directory contains deprecated examples for PyCUTLASS, a precursor to the CUTLASS Python interface.
For examples of using CUTLASS's actively-maintained Pythonic interface, see the [examples/python](/examples/python) directory.
| examples/40_cutlass_py/README.md/0 | {
"file_path": "examples/40_cutlass_py/README.md",
"repo_id": "examples",
"token_count": 68
} | 9 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | examples/41_fused_multi_head_attention/fmha_grouped.h/0 | {
"file_path": "examples/41_fused_multi_head_attention/fmha_grouped.h",
"repo_id": "examples",
"token_count": 17648
} | 10 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | examples/41_fused_multi_head_attention/iterators/predicated_tile_access_iterator_residual_last.h/0 | {
"file_path": "examples/41_fused_multi_head_attention/iterators/predicated_tile_access_iterator_residual_last.h",
"repo_id": "examples",
"token_count": 22473
} | 11 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | examples/44_multi_gemm_ir_and_codegen/fixed_impl/epilogue/threadblock/fused_bias_act_epilogue.h/0 | {
"file_path": "examples/44_multi_gemm_ir_and_codegen/fixed_impl/epilogue/threadblock/fused_bias_act_epilogue.h",
"repo_id": "examples",
"token_count": 2743
} | 12 |
#################################################################################################
#
# Copyright (c) 2017 - 2024 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 permitt... | examples/44_multi_gemm_ir_and_codegen/ir_gen/replace_fix_impl_header.py/0 | {
"file_path": "examples/44_multi_gemm_ir_and_codegen/ir_gen/replace_fix_impl_header.py",
"repo_id": "examples",
"token_count": 1202
} | 13 |
/***************************************************************************************************
* Copyright (c) 2023 - 2024 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 p... | examples/52_hopper_gather_scatter_fusion/scatter_epilogue.hpp/0 | {
"file_path": "examples/52_hopper_gather_scatter_fusion/scatter_epilogue.hpp",
"repo_id": "examples",
"token_count": 3297
} | 14 |
/***************************************************************************************************
* Copyright (c) 2023 - 2024 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 p... | examples/cute/tutorial/sgemm_sm80.cu/0 | {
"file_path": "examples/cute/tutorial/sgemm_sm80.cu",
"repo_id": "examples",
"token_count": 9827
} | 15 |
/***************************************************************************************************
* Copyright (c) 2023 - 2024 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 p... | include/cute/arch/mma_sm80.hpp/0 | {
"file_path": "include/cute/arch/mma_sm80.hpp",
"repo_id": "include",
"token_count": 35275
} | 16 |
/***************************************************************************************************
* Copyright (c) 2023 - 2024 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 p... | include/cute/layout.hpp/0 | {
"file_path": "include/cute/layout.hpp",
"repo_id": "include",
"token_count": 24507
} | 17 |
/***************************************************************************************************
* Copyright (c) 2023 - 2024 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 p... | include/cute/swizzle.hpp/0 | {
"file_path": "include/cute/swizzle.hpp",
"repo_id": "include",
"token_count": 6999
} | 18 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/arch/mma_sm50.h/0 | {
"file_path": "include/cutlass/arch/mma_sm50.h",
"repo_id": "include",
"token_count": 3887
} | 19 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/arch/wmma_sm72.h/0 | {
"file_path": "include/cutlass/arch/wmma_sm72.h",
"repo_id": "include",
"token_count": 3101
} | 20 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/conv/kernel/default_conv2d_fprop_fusion.h/0 | {
"file_path": "include/cutlass/conv/kernel/default_conv2d_fprop_fusion.h",
"repo_id": "include",
"token_count": 3829
} | 21 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/conv/kernel/default_depthwise_fprop.h/0 | {
"file_path": "include/cutlass/conv/kernel/default_depthwise_fprop.h",
"repo_id": "include",
"token_count": 6502
} | 22 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/conv/threadblock/conv2d_fprop_activation_tile_access_iterator_optimized.h/0 | {
"file_path": "include/cutlass/conv/threadblock/conv2d_fprop_activation_tile_access_iterator_optimized.h",
"repo_id": "include",
"token_count": 5193
} | 23 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/conv/threadblock/conv3d_fprop_activation_tile_access_iterator_optimized.h/0 | {
"file_path": "include/cutlass/conv/threadblock/conv3d_fprop_activation_tile_access_iterator_optimized.h",
"repo_id": "include",
"token_count": 6154
} | 24 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/conv/threadblock/implicit_gemm_fprop_fusion_multistage.h/0 | {
"file_path": "include/cutlass/conv/threadblock/implicit_gemm_fprop_fusion_multistage.h",
"repo_id": "include",
"token_count": 12230
} | 25 |
/***************************************************************************************************
* Copyright (c) 2023 - 2024 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 p... | include/cutlass/detail/helper_macros.hpp/0 | {
"file_path": "include/cutlass/detail/helper_macros.hpp",
"repo_id": "include",
"token_count": 1854
} | 26 |
/***************************************************************************************************
* Copyright (c) 2023 - 2024 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 p... | include/cutlass/epilogue/fusion/operations.hpp/0 | {
"file_path": "include/cutlass/epilogue/fusion/operations.hpp",
"repo_id": "include",
"token_count": 3682
} | 27 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/epilogue/thread/linear_combination_generic.h/0 | {
"file_path": "include/cutlass/epilogue/thread/linear_combination_generic.h",
"repo_id": "include",
"token_count": 3155
} | 28 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/epilogue/threadblock/epilogue.h/0 | {
"file_path": "include/cutlass/epilogue/threadblock/epilogue.h",
"repo_id": "include",
"token_count": 6815
} | 29 |
/***************************************************************************************************
* Copyright (c) 2023 - 2024 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 p... | include/cutlass/epilogue/threadblock/fusion/visitor_2x.hpp/0 | {
"file_path": "include/cutlass/epilogue/threadblock/fusion/visitor_2x.hpp",
"repo_id": "include",
"token_count": 5548
} | 30 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/epilogue/threadblock/predicated_tile_iterator_strided_dgrad.h/0 | {
"file_path": "include/cutlass/epilogue/threadblock/predicated_tile_iterator_strided_dgrad.h",
"repo_id": "include",
"token_count": 5884
} | 31 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/epilogue/warp/tile_iterator_wmma_tensor_op.h/0 | {
"file_path": "include/cutlass/epilogue/warp/tile_iterator_wmma_tensor_op.h",
"repo_id": "include",
"token_count": 2494
} | 32 |
/***************************************************************************************************
* Copyright (c) 2023 - 2024 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 p... | include/cutlass/gemm/collective/sm90_mma_multistage_gmma_ss_warpspecialized.hpp/0 | {
"file_path": "include/cutlass/gemm/collective/sm90_mma_multistage_gmma_ss_warpspecialized.hpp",
"repo_id": "include",
"token_count": 8398
} | 33 |
/***************************************************************************************************
* Copyright (c) 2024 - 2024 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 p... | include/cutlass/gemm/device/gemm_sparse_with_absmax.h/0 | {
"file_path": "include/cutlass/gemm/device/gemm_sparse_with_absmax.h",
"repo_id": "include",
"token_count": 4371
} | 34 |
/***************************************************************************************************
* Copyright (c) 2023 - 2024 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 p... | include/cutlass/gemm/dispatch_policy.hpp/0 | {
"file_path": "include/cutlass/gemm/dispatch_policy.hpp",
"repo_id": "include",
"token_count": 3140
} | 35 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/gemm/kernel/default_symm_universal.h/0 | {
"file_path": "include/cutlass/gemm/kernel/default_symm_universal.h",
"repo_id": "include",
"token_count": 3292
} | 36 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/gemm/kernel/gemm_splitk_parallel.h/0 | {
"file_path": "include/cutlass/gemm/kernel/gemm_splitk_parallel.h",
"repo_id": "include",
"token_count": 2945
} | 37 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/gemm/kernel/rank_2k_grouped.h/0 | {
"file_path": "include/cutlass/gemm/kernel/rank_2k_grouped.h",
"repo_id": "include",
"token_count": 9104
} | 38 |
/***************************************************************************************************
* Copyright (c) 2023 - 2024 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 p... | include/cutlass/gemm/kernel/sm90_tile_scheduler_stream_k.hpp/0 | {
"file_path": "include/cutlass/gemm/kernel/sm90_tile_scheduler_stream_k.hpp",
"repo_id": "include",
"token_count": 14895
} | 39 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/gemm/threadblock/default_multistage_mma_complex_core_sm80.h/0 | {
"file_path": "include/cutlass/gemm/threadblock/default_multistage_mma_complex_core_sm80.h",
"repo_id": "include",
"token_count": 22422
} | 40 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/gemm/threadblock/mma_singlestage.h/0 | {
"file_path": "include/cutlass/gemm/threadblock/mma_singlestage.h",
"repo_id": "include",
"token_count": 3396
} | 41 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/gemm/warp/mma_complex_tensor_op_fast_f32.h/0 | {
"file_path": "include/cutlass/gemm/warp/mma_complex_tensor_op_fast_f32.h",
"repo_id": "include",
"token_count": 8071
} | 42 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/gemm/warp/mma_tensor_op_tile_iterator.h/0 | {
"file_path": "include/cutlass/gemm/warp/mma_tensor_op_tile_iterator.h",
"repo_id": "include",
"token_count": 59772
} | 43 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/reduction/thread/reduction_operators.h/0 | {
"file_path": "include/cutlass/reduction/thread/reduction_operators.h",
"repo_id": "include",
"token_count": 2057
} | 44 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/transform/thread/unary_op.h/0 | {
"file_path": "include/cutlass/transform/thread/unary_op.h",
"repo_id": "include",
"token_count": 1663
} | 45 |
/***************************************************************************************************
* Copyright (c) 2017 - 2024 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 p... | include/cutlass/transform/threadblock/regular_tile_access_iterator_pitch_linear.h/0 | {
"file_path": "include/cutlass/transform/threadblock/regular_tile_access_iterator_pitch_linear.h",
"repo_id": "include",
"token_count": 4230
} | 46 |
[README](../../README.md#documentation) > **CUTLASS 3: Building with Clang as host compiler**
# Building with Clang as host compiler
CUTLASS 3.2(.1) reintroduces support for building with
Clang as host compiler, and NVCC as device compiler.
This is NOT the same as building with
Clang as both host and device compiler ... | media/docs/build/building_with_clang_as_host_compiler.md/0 | {
"file_path": "media/docs/build/building_with_clang_as_host_compiler.md",
"repo_id": "media",
"token_count": 654
} | 47 |

[README](../../README.md#documentation) > **Fundamental Types**
# Fundamental Types
CUTLASS defies several fundamental numeric and container classes upon which computations and
algorithms algorithms for linear algebra computations are implemented... | media/docs/fundamental_types.md/0 | {
"file_path": "media/docs/fundamental_types.md",
"repo_id": "media",
"token_count": 4214
} | 48 |
#################################################################################################
#
# Copyright (c) 2023 - 2024 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 permitt... | python/cutlass/__init__.py/0 | {
"file_path": "python/cutlass/__init__.py",
"repo_id": "python",
"token_count": 2173
} | 49 |
#################################################################################################
#
# Copyright (c) 2023 - 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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/***************************************************************************************************
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