CUTLASS 2.0 (#62)

CUTLASS 2.0

Substantially refactored for

- Better performance, particularly for native Turing Tensor Cores
- Robust and durable templates spanning the design space
- Encapsulated functionality embodying modern C++11 programming techniques
- Optimized containers and data types for efficient, generic, portable device code

Updates to:
- Quick start guide
- Documentation
- Utilities
- CUTLASS Profiler

Native Turing Tensor Cores
- Efficient GEMM kernels targeting Turing Tensor Cores
- Mixed-precision floating point, 8-bit integer, 4-bit integer, and binarized operands

Coverage of existing CUTLASS functionality:
- GEMM kernels targeting CUDA and Tensor Cores in NVIDIA GPUs
- Volta Tensor Cores through native mma.sync and through WMMA API
- Optimizations such as parallel reductions, threadblock rasterization, and intra-threadblock reductions
- Batched GEMM operations
- Complex-valued GEMMs

Note: this commit and all that follow require a host compiler supporting C++11 or greater.
This commit is contained in:
Andrew Kerr
2019-11-19 16:55:34 -08:00
committed by GitHub
parent b5cab177a9
commit fb335f6a5f
5434 changed files with 599799 additions and 250176 deletions

View File

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<div id="projectname">Cutlass
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<div id="projectbrief">CUDA Templates for Linear Algebra Subroutines and Solvers</div>
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@ -73,54 +97,52 @@ $(function() {
</div><!-- top -->
<div class="header">
<div class="headertitle">
<div class="title">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt; Member List</div> </div>
<div class="title">cutlass::TensorRef&lt; Element_, Layout_ &gt; Member List</div> </div>
</div><!--header-->
<div class="contents">
<p>This is the complete list of members for <a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a>, including all inherited members.</p>
<p>This is the complete list of members for <a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a>, including all inherited members.</p>
<table class="directory">
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a5f0363da1e0544f256438e066d3cc143">add_pointer_offset</a>(LongIndex delta)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a4169a1344897c2c87822ee49d5e0002f">at</a>(TensorCoord const &amp;coord) const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ab0cf071be50423dece4e931878573a1c">at</a>(LongIndex idx) const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a6ab468e38773f5a971a8428673fb5e47">const_ref</a>() const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a8281d11677512d6e229504ab4babad17">ConstTensorRef</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a758f24783e36ffc393b360d0b8640bc6">Coord_t</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ae1c80b524cd9491e2d499d703e1459f7">data</a>() const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a2dbee889626b4764d30e9058ef3a7ae8">good</a>() const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a2beda7a1946bde2858e730bece21b890">Index</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a429692d4ac03a3427fbd8fdfaac4ae31">kRank</a></td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a425ff3d894ed1153eee79b1944fa5ed2">kStorageRank</a></td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#aa60b92372db1da1d2aa997d6a03e01ca">leading_dim</a>(int idx=0) const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a42ca6a39ab0e44296fed71a77c57b7b1">LongIndex</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a07dfe328d4a8316e79e9acde50582360">map</a>(TensorCoord const &amp;coord) const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ad0273300d26125278b6930b1e463ff29">MapFunc</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a4da903ecbeaaf80c35084e8779e920a1">offset</a>(TensorCoord const &amp;coord) const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a0a4fd9ace579b46bc9d575b8adc6882f">operator+</a>(TensorCoord const &amp;b) const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a727d9c25d6df0aa9e795123b638b9306">operator+=</a>(TensorCoord const &amp;b)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a4a56b323aed2a3b2c843c276b68378fa">operator-</a>(TensorCoord const &amp;b) const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a5b5af26da32278d19c27c0d5a4a18890">operator-=</a>(TensorCoord const &amp;b)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ada832ce3a57aaf4919b1ed89192f1fa6">operator[]</a>(TensorCoord const &amp;coord) const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a207a0dabf6c368fa1edcb32baa2110e3">operator[]</a>(LongIndex idx) const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a2088b39881deef375af08511bca1e90a">Rank</a></td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a7ec815838aed4e02dd96acb1000614c0">reset</a>(Storage *ptr=nullptr)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a7a1da27a46883eb68e3f8983670b784b">reset</a>(Storage *ptr, StorageCoord const &amp;stride)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ad327edfe1f8085632ff682d354922009">Storage</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a455a2df539b53086699c210d06df1c5d">StorageCoord</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#adb52dd6f9f68e7b8b67b8ddfb5c0021c">stride</a>() const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#aa6956072f1231b79fe8925a78c4760b7">stride</a>(int dim) const</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a07c4b1ace7c8799537553b54cfe0a059">StrideVector</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a35b7e1fc59298e0f06f484652d62fd65">TensorCoord</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a5a667a48c64fb916c31802b73b769765">TensorRef</a>(Storage *ptr=nullptr)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a48b9b4ad9034f6cf2b7c2ee479aea135">TensorRef</a>(Storage *ptr, Index ldm)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#afe4fc6fa539f36b2764707d50351905c">TensorRef</a>(Storage *ptr, StrideVector const &amp;stride)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#aeca439296c8446741ba84b78f5a601e0">TensorRef</a>(Storage *ptr, StorageCoord const &amp;stride)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#afe92be0a61fb8fc84426f4907faca6c1">TensorRef</a>(TensorRef&lt; typename platform::remove_const&lt; Storage &gt;::type, kRank, MapFunc, kStorageRank, Index, LongIndex &gt; const &amp;ref)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Storage_, Rank_, MapFunc_, StorageRank_, Index_, LongIndex_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a4bed879c428963070de8ffbdc5d6e4f9">add_coord_offset</a>(TensorCoord const &amp;coord)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a6bbcd0e512915565cabfeccdb1b6417d">add_pointer_offset</a>(LongIndex offset_)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a8758907a1c9b1fcd00e7ece626d03b76">at</a>(TensorCoord const &amp;coord) const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a5c5c66a59e9759f11f832fb71f4234c2">const_ref</a>() const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ad3c5c9466713f62a5191e720827f34da">ConstTensorRef</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ac7db3ca62ab1dfe0d3ea08bcadbc9352">data</a>() const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a965e8b3b7f92dc51d4d3821ea6a25012">data</a>(LongIndex idx) const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a6c1be7001a3fb05f8ac2d1fe7ea94c68">Element</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ac968ea9cb34fa99d29c64608c53bd4d4">good</a>() const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a11ec4b07a2132e647ca2ebe5112ce5ec">Index</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a87c5c1c23b67b7182a177ef8d9437edd">kRank</a></td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">static</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ae0e372b28e665820e6a2d17fc9f68d2b">Layout</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a7771fcd932e36c51c15572305f5b5520">layout</a>()</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#aca7d373c988016ee946f85ea958b21a7">layout</a>() const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#adeada5e33b231f125a4aaeaf963bd3a3">LongIndex</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a66a9bab939e2d57c130bb76a5527f482">non_const_ref</a>() const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a68c6f7efc142acf71dd3908b00494b38">NonConstTensorRef</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a4166ac2a0754574ac21d5d57d74f34e5">offset</a>(TensorCoord const &amp;coord) const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ad4e1a9d4912a18547cd5391d63e8e7ac">operator+</a>(TensorCoord const &amp;b) const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ae82b8ba3bbf7ebb28fe063932db3dc6b">operator+=</a>(TensorCoord const &amp;b)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#aa275fd660406665884f25c6f693a8892">operator-</a>(TensorCoord const &amp;b) const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ac5f24cda8149ddfa8f19467ff2629f49">operator-=</a>(TensorCoord const &amp;b)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a10e36681cae687d9a45ec01bad2626b7">operator[]</a>(TensorCoord const &amp;coord) const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a0aba29ebf8715d217817a49356f95d3f">Reference</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a9c2149162016bc19c7735b824d57eb9e">reset</a>(Element *ptr=nullptr)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a1c539841446205c482fe18cc0a99d913">reset</a>(Element *ptr, Layout const &amp;layout)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a7fb24829405f63b9fa9bbcb110141d9e">Stride</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a191e88bc0fb310be655d700e937ab97c">stride</a>() const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a5fbf003d2e2321f816be60b0cbd0cfb7">stride</a>()</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a300283c640d4e6aadc9c695befa26fec">stride</a>(int dim) const </td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a425adc5418cc80c9929579046d3111ef">stride</a>(int dim)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#ace218cdb46555a46bd71dbdfc2c317c1">TensorCoord</a> typedef</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"></td></tr>
<tr class="even"><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a26c607b811a8f828f5ec5b00f3b874ea">TensorRef</a>(Element *ptr=nullptr, Layout const &amp;layout=Layout())</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
<tr><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html#a2b79f0d7c0c70774199ba4226bae0fe0">TensorRef</a>(NonConstTensorRef const &amp;ref)</td><td class="entry"><a class="el" href="classcutlass_1_1TensorRef.html">cutlass::TensorRef&lt; Element_, Layout_ &gt;</a></td><td class="entry"><span class="mlabel">inline</span></td></tr>
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