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

@@ -3,21 +3,23 @@
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<tr class="memdesc:"><td class="mdescLeft">&#160;</td><td class="mdescRight">An iterator implementing <a class="el" href="group__predicate__iterator__concept.html">Predicate Iterator Concept</a> enabling sequential read and write access to predicates. <a href="classcutlass_1_1PredicateVector_1_1ConstIterator.html#details">More...</a><br /></td></tr>
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<tr class="memitem:a236bd1a822479750a809452fd58dd917"><td class="memItemLeft" align="right" valign="top"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structcutlass_1_1PredicateVector.html#a236bd1a822479750a809452fd58dd917">fill</a> (bool value=true)</td></tr>
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<tr class="memdesc:a840985438ac8306ec680eb20edd4e5c5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Accesses a bit within the predicate vector. <a href="#a840985438ac8306ec680eb20edd4e5c5">More...</a><br /></td></tr>
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<tr class="memdesc:ac8eca7087d1f7575b0c6beeb5f907bfd"><td class="mdescLeft">&#160;</td><td class="mdescRight">Accesses a bit within the predicate vector. <a href="#ac8eca7087d1f7575b0c6beeb5f907bfd">More...</a><br /></td></tr>
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<tr class="memdesc:a51d9239e76ec040819333022fcecdb55"><td class="mdescLeft">&#160;</td><td class="mdescRight">Clears all predicates. <a href="#a51d9239e76ec040819333022fcecdb55">More...</a><br /></td></tr>
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<tr class="memitem:a3dd9aeba8f3cbe7a8198d68d91a0bbb9"><td class="memItemLeft" align="right" valign="top"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> <a class="el" href="structcutlass_1_1PredicateVector.html">PredicateVector</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structcutlass_1_1PredicateVector.html#a3dd9aeba8f3cbe7a8198d68d91a0bbb9">operator &amp;=</a> (<a class="el" href="structcutlass_1_1PredicateVector.html">PredicateVector</a> const &amp;predicates)</td></tr>
<tr class="memdesc:a3dd9aeba8f3cbe7a8198d68d91a0bbb9"><td class="mdescLeft">&#160;</td><td class="mdescRight">Computes the intersection of two identical predicate vectors. <a href="#a3dd9aeba8f3cbe7a8198d68d91a0bbb9">More...</a><br /></td></tr>
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<tr class="memdesc:afe47d16e877fc7e02f2a693b5bd4b6d0"><td class="mdescLeft">&#160;</td><td class="mdescRight">Computes the intersection of two identical predicate vectors. <a href="#afe47d16e877fc7e02f2a693b5bd4b6d0">More...</a><br /></td></tr>
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<tr class="memdesc:aab9de134132c62de1c062ca57582cdbc"><td class="mdescLeft">&#160;</td><td class="mdescRight">Computes the union of two identical predicate vectors. <a href="#aab9de134132c62de1c062ca57582cdbc">More...</a><br /></td></tr>
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<tr class="memitem:a649045d8224514a4c28bcaf4b247b4a5"><td class="memItemLeft" align="right" valign="top">CUTLASS_DEVICE <a class="el" href="classcutlass_1_1PredicateVector_1_1Iterator.html">Iterator</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structcutlass_1_1PredicateVector.html#a649045d8224514a4c28bcaf4b247b4a5">begin</a> ()</td></tr>
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<tr class="memitem:a505db4b5fba1671ee8362c18e2ccce1b"><td class="memItemLeft" align="right" valign="top">CUTLASS_DEVICE <a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html">ConstIterator</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structcutlass_1_1PredicateVector.html#a505db4b5fba1671ee8362c18e2ccce1b">const_begin</a> () const </td></tr>
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<tr class="memitem:a8017a90ffe8a8039fff56b6956739045"><td class="memItemLeft" align="right" valign="top">CUTLASS_DEVICE <a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html">ConstIterator</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structcutlass_1_1PredicateVector.html#a8017a90ffe8a8039fff56b6956739045">const_end</a> () const </td></tr>
<tr class="memdesc:a8017a90ffe8a8039fff56b6956739045"><td class="mdescLeft">&#160;</td><td class="mdescRight">Returns a <a class="el" href="classcutlass_1_1PredicateVector_1_1ConstIterator.html" title="An iterator implementing Predicate Iterator Concept enabling sequential read and write access to pred...">ConstIterator</a>. <a href="#a8017a90ffe8a8039fff56b6956739045">More...</a><br /></td></tr>
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<h2 class="groupheader">Member Typedef Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#aec1201df19c0ed0516810a3f19353c21">&#9670;&nbsp;</a></span>PredicateVector()</h2>
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template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_ = 0&gt; </div>
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<td class="memname"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> void <a class="el" href="structcutlass_1_1PredicateVector.html">cutlass::PredicateVector</a>&lt; kPredicates_, kPredicatesPerByte_, kPredicateStart_ &gt;::clear </td>
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template&lt;int kPredicates_, int kPredicatesPerByte_ = 4, int kPredicateStart_ = 0&gt; </div>
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<td class="memname"><a class="el" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a> void <a class="el" href="structcutlass_1_1PredicateVector.html">cutlass::PredicateVector</a>&lt; kPredicates_, kPredicatesPerByte_, kPredicateStart_ &gt;::enable </td>
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