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CUTLASS 2.0 (#62)

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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
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<p>A const iterator implementing <a class="el" href="group__predicate__iterator__concept.html">Predicate Iterator Concept</a> enabling sequential read-only access to prediactes.
<p>An iterator implementing <a class="el" href="group__predicate__iterator__concept.html">Predicate Iterator Concept</a> enabling sequential read and write access to predicates.
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<tr class="memdesc:a10ee4bb2f206432aa5ee1a83cb046b70"><td class="mdescLeft">&#160;</td><td class="mdescRight">Pre-increment. <a href="#a10ee4bb2f206432aa5ee1a83cb046b70">More...</a><br /></td></tr>
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<tr class="memdesc:a1ab6e127b815ec870abf80ecfa94963c"><td class="mdescLeft">&#160;</td><td class="mdescRight">Increment. <a href="#a1ab6e127b815ec870abf80ecfa94963c">More...</a><br /></td></tr>
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<tr class="memitem:a2763012a9284e97650b14e20c5668286"><td class="memItemLeft" align="right" valign="top"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> <a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html">ConstIterator</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html#a2763012a9284e97650b14e20c5668286">operator--</a> ()</td></tr>
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<tr class="memitem:a6c178f795233f0212e89f5b522097d7b"><td class="memItemLeft" align="right" valign="top"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> <a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html">ConstIterator</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html#a6c178f795233f0212e89f5b522097d7b">operator-=</a> (int offset)</td></tr>
<tr class="memdesc:a6c178f795233f0212e89f5b522097d7b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Decrement. <a href="#a6c178f795233f0212e89f5b522097d7b">More...</a><br /></td></tr>
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<tr class="memitem:a977a99af3166a58d5bc5a613a1abe7d5"><td class="memItemLeft" align="right" valign="top"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> <a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html">ConstIterator</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html#a977a99af3166a58d5bc5a613a1abe7d5">operator++</a> (int)</td></tr>
<tr class="memdesc:a977a99af3166a58d5bc5a613a1abe7d5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Post-increment. <a href="#a977a99af3166a58d5bc5a613a1abe7d5">More...</a><br /></td></tr>
<tr class="separator:a977a99af3166a58d5bc5a613a1abe7d5"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a2910a714d34a688b8ea560ea2933436b"><td class="memItemLeft" align="right" valign="top"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> <a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html">ConstIterator</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html#a2910a714d34a688b8ea560ea2933436b">operator--</a> (int)</td></tr>
<tr class="memdesc:a2910a714d34a688b8ea560ea2933436b"><td class="mdescLeft">&#160;</td><td class="mdescRight">Post-decrement. <a href="#a2910a714d34a688b8ea560ea2933436b">More...</a><br /></td></tr>
<tr class="separator:a2910a714d34a688b8ea560ea2933436b"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aa2d03d88ac23051803d010f78157c357"><td class="memItemLeft" align="right" valign="top"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html#aa2d03d88ac23051803d010f78157c357">operator==</a> (<a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html">ConstIterator</a> const &amp;it) const</td></tr>
<tr class="memdesc:aa2d03d88ac23051803d010f78157c357"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns true if iterators point to the same bit. <a href="#aa2d03d88ac23051803d010f78157c357">More...</a><br /></td></tr>
<tr class="separator:aa2d03d88ac23051803d010f78157c357"><td class="memSeparator" colspan="2">&#160;</td></tr>
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<tr class="memdesc:a3d06715a77740034697686a7977cb685"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns false if iterators point to the same bit. <a href="#a3d06715a77740034697686a7977cb685">More...</a><br /></td></tr>
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<tr class="memdesc:abbc2bceb6cf8d7f168b8a00eb48c0946"><td class="mdescLeft">&#160;</td><td class="mdescRight">Dereferences iterator. <a href="#abbc2bceb6cf8d7f168b8a00eb48c0946">More...</a><br /></td></tr>
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<tr class="memitem:a8c7811b73f6e0d80fca977b412d466c8"><td class="memItemLeft" align="right" valign="top"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> <a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html">ConstIterator</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html#a8c7811b73f6e0d80fca977b412d466c8">operator+</a> (int offset)</td></tr>
<tr class="memdesc:a8c7811b73f6e0d80fca977b412d466c8"><td class="mdescLeft">&#160;</td><td class="mdescRight"><a class="el" href="classcutlass_1_1PredicateVector_1_1Iterator.html" title="An iterator implementing Predicate Iterator Concept enabling sequential read and write access to pred...">Iterator</a> advances by some amount. <a href="#a8c7811b73f6e0d80fca977b412d466c8">More...</a><br /></td></tr>
<tr class="separator:a8c7811b73f6e0d80fca977b412d466c8"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4d9ebd49895cd9d218118edfdc3350d7"><td class="memItemLeft" align="right" valign="top"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> <a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html">ConstIterator</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html#a4d9ebd49895cd9d218118edfdc3350d7">operator-</a> (int offset)</td></tr>
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<tr class="memdesc:acce1de47d03b30131d36ca02327b77f6"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns true if iterators point to the same bit. <a href="#acce1de47d03b30131d36ca02327b77f6">More...</a><br /></td></tr>
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<tr class="separator:a0ed3c88f8229d50b812f3cf151778ad9"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a5b9b8f338a12fb3954ded0e5927c5318"><td class="memItemLeft" align="right" valign="top"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html#a5b9b8f338a12fb3954ded0e5927c5318">get</a> ()</td></tr>
<tr class="memdesc:a5b9b8f338a12fb3954ded0e5927c5318"><td class="mdescLeft">&#160;</td><td class="mdescRight">Gets the bit at the pointed to location. <a href="#a5b9b8f338a12fb3954ded0e5927c5318">More...</a><br /></td></tr>
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<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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@ -143,9 +184,7 @@ template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_
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@ -158,7 +197,7 @@ template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_
<td class="memname"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> <a class="el" href="structcutlass_1_1PredicateVector.html">cutlass::PredicateVector</a>&lt; kPredicates_, kPredicatesPerByte_, kPredicateStart_ &gt;::ConstIterator::ConstIterator </td>
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<td class="paramtype"><a class="el" href="structcutlass_1_1PredicateVector.html">PredicateVector</a> const &amp;&#160;</td>
<td class="paramname"><em>_vec</em>, </td>
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template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_ = 0&gt; </div>
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template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_ = 0&gt; </div>
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@ -210,9 +297,7 @@ template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_
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@ -237,9 +322,33 @@ template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_
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template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_ = 0&gt; </div>
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@ -264,9 +373,7 @@ template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_
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@ -292,9 +399,59 @@ template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_
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template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_ = 0&gt; </div>
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template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_ = 0&gt; </div>
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@ -319,9 +476,7 @@ template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_
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