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<p dir="ltr" style="margin-top:0; margin-bottom:0; line-height:1.38"><span style="font-size:14pt">vecremainder/novecremainder:
</span><span>Should the pragma simply call the vectorizer to attempt to vectorize the remainder loop, or should the vectorizer use a different method?</span></p>
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<p>> Something like that. There were patches posted at some point to enable tail-loop vectorization. At this point, I imagine that you'd construct a VPlan with the vectorized tail.</p>
<p><br>
</p>
<p>Yep, committed in <a href="https://reviews.llvm.org/rL366989" id="LPlnk473133">
https://reviews.llvm.org/rL366989</a> and <a href="https://reviews.llvm.org/D65197" id="LPlnk391940">
https://reviews.llvm.org/D65197</a>.</p>
<p>The pragma name is different, but I think it tries to achieve the same thing.<br>
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<div id="divRplyFwdMsg" dir="ltr"><font face="Calibri, sans-serif" style="font-size:11pt" color="#000000"><b>From:</b> llvm-dev <llvm-dev-bounces@lists.llvm.org> on behalf of Cameron McInally via llvm-dev <llvm-dev@lists.llvm.org><br>
<b>Sent:</b> 09 August 2019 01:50<br>
<b>To:</b> Finkel, Hal J. <hfinkel@anl.gov><br>
<b>Cc:</b> llvm-dev@lists.llvm.org <llvm-dev@lists.llvm.org>; MAMIDALA SAI PRAHARSH <es17btech11013@iith.ac.in>; YASHAS ANDALURI <es17btech11025@iith.ac.in>; HAPPY Mahto <cs17btech11018@iith.ac.in>; BHAVYA BAGLA <cs17btech11007@iith.ac.in><br>
<b>Subject:</b> Re: [llvm-dev] [LLVM] (RFC) Addition/Support of new Vectorization Pragmas in LLVM</font>
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<div dir="ltr">On Thu, Aug 8, 2019 at 7:52 PM Finkel, Hal J. via llvm-dev <<a href="mailto:llvm-dev@lists.llvm.org">llvm-dev@lists.llvm.org</a>> wrote:<br>
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<div class="x_gmail-m_1475094253979463247moz-cite-prefix">On 8/8/19 2:03 PM, Hal Finkel wrote:<br>
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<p style="margin-top:0px; margin-bottom:0px">Hi,</p>
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</p>
<p style="margin-top:0px; margin-bottom:0px">First, as a high-level note, you posted a link to a Google doc, and at the end of the Google doc, you have a list of questions that you'd like answered. In the future, please put the questions directly in the email.
 For one thing, more people will read your email than will open your Google doc. Second, having the questions in the email should allow a better threading structure to the replies.</p>
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<p style="margin-top:0px; margin-bottom:0px"><span id="x_gmail-m_1475094253979463247docs-internal-guid-383a5534-7fff-9861-7fcb-e593c7227357"></span></p>
<ul style="margin-top:0px; margin-bottom:0px">
<li dir="ltr" style="list-style-type:disc; font-size:14pt; font-family:Arial; background-color:transparent; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">
<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:14pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">Ivdep:
</span><span style="font-size:11pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">Is
</span><span style="font-size:11pt; font-style:italic; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">clang loop vectorize(assume_safety)
</span><span style="font-size:11pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">equivalent to</span><span style="font-size:11pt; font-style:italic; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">
 ivdep</span><span style="font-size:11pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">? To what extent do the semantics of ivdep need to be modified for Clang to create an equally “</span><span style="font-size:11pt; font-style:italic; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">useful
 pragma</span><span style="font-size:11pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">”? To what extent would it be helpful to have this pragma in Clang?</span></p>
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<p>There is a fundamental problem with the way that ivdep is defined by Intel's current documentation, at least for C/C++. As you note in your Google doc, it essentially says that the optimizer may ignore loop-carried dependencies except for those dependencies
 it can definitely prove are present. These are not semantics that any other compiler can actually replicate, and is not equivalent to "vectorize(assume_safety)" (which asserts that no loop-carried dependencies are present). The good news is that, in conversations
 I've had with Intel, an openness to making these semantics more concrete has been expressed. I think it would be very useful to have ivdep in Clang, but only after we nail down the semantics with Intel is some useful way.</p>
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<div>To be fair, IVDEP most likely originated at Cray. [Or maybe Control Data. The history is fuzzy that far back. I do know it predates ANSI C.]</div>
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<div>There's a publicly available copy of the Cray C/C++ manual here: </div>
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<div><a href="https://pubs.cray.com/content/S-2179/9.0/cray-classic-c-and-c++-reference-manual/vectorization-directives">https://pubs.cray.com/content/S-2179/9.0/cray-classic-c-and-c++-reference-manual/vectorization-directives</a></div>
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<div>Scott Manley from Cray would be good resource to tap for clarification on the semantics.</div>
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</li><li dir="ltr" style="list-style-type:disc; font-size:14pt; font-family:Arial; background-color:transparent; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">
<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:14pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">Nontemporal:</span><span style="font-size:11pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">What
 kind of analysis can we do in LLVM to find where to use nontemporal accesses? Any help would be greatly appreciated.</span></p>
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<p>If you're asking about the pragma, then what analysis is necessary? In general, you're looking for accesses that won't benefit from caching (e.g., streaming data which is not accessed again).<br>
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<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:14pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">vecremainder/novecremainder:
</span><span style="font-size:11pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">Should the pragma simply call the vectorizer to attempt to vectorize the remainder loop, or should the vectorizer
 use a different method?</span></p>
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<p>Something like that. There were patches posted at some point to enable tail-loop vectorization. At this point, I imagine that you'd construct a VPlan with the vectorized tail.<br>
</p>
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</li><li dir="ltr" style="list-style-type:disc; font-size:14pt; font-family:Arial; background-color:transparent; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">
<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:14pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">mask_readwrite/nomask_readwrite:
</span><span style="font-size:11pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">Is it a good idea to implement a pragma that will generate mask intrinsics in the IR? What other architectures (except
 x86) has support for masked read/writes?</span></p>
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<p>ARM SVE might also fall into this category.<br>
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<span style="font-size:11pt; font-family:Arial; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">Reference:</span><a href="https://urldefense.proofpoint.com/v2/url?u=https-3A__llvm.org_devmtg_2015-2D04_slides_MaskedIntrinsics.pdf&d=DwMF-g&c=slrrB7dE8n7gBJbeO0g-IQ&r=O_4M49EtSpZ_-BQYeigzGv0P4__noMcSu2RYEjS1vKs&m=ttZjwoTRuUQgVSd_8PZOPypfqqn-GiNqAl9WLpPxiAk&s=o2U9j6XECBRnTOcqSIRQT-dWi8owoO8q0xKOEW6f8z0&e=" id="x_gmail-m_1475094253979463247LPlnk2874" class="x_gmail-m_1475094253979463247OWAAutoLink" target="_blank" style="text-decoration-line:none"><span style="font-size:11pt; font-family:Arial; color:rgb(17,85,204); font-variant-numeric:normal; font-variant-east-asian:normal; text-decoration-line:underline; vertical-align:baseline; white-space:pre-wrap">https://llvm.org/devmtg/2015-04/slides/MaskedIntrinsics.pdf</span></a></p>
<br>
<p dir="ltr" style="line-height:1.38; margin-left:36pt; margin-top:0pt; margin-bottom:0pt">
<span style="font-size:11pt; font-family:Arial; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">LLVM has mask intrinsics for targets with AVX, AVX2, AVX-512.</span></p>
<p dir="ltr" style="line-height:1.38; margin-left:36pt; margin-top:0pt; margin-bottom:0pt">
<span style="font-size:11pt; font-family:Arial; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">From Slides: ”Most of the targets do not support masked instructions, optimization of instructions with
 masks is problematic, avoid introducing new masked instructions into LLVM IR”</span></p>
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<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:14pt; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">aligned/unaligned:
</span><span style="font-size:11pt; background-color:transparent; font-variant-numeric:normal; font-variant-east-asian:normal; vertical-align:baseline; white-space:pre-wrap">Is it worthwhile to have LLVM specific pragma rather depending on OpenMP?</span></p>
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</p>
<p>My opinion is that, so long as we have our own vectorization pragma, it should be as fully-featured as people request it to be.</p>
<p><br>
</p>
<p> -Hal</p>
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<p style="margin-top:0px; margin-bottom:0px"> -Hal</p>
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<div id="x_gmail-m_1475094253979463247Signature">
<div class="x_gmail-m_1475094253979463247BodyFragment"><font size="2"><span style="font-size:10pt">
<div class="x_gmail-m_1475094253979463247PlainText">Hal Finkel<br>
Lead, Compiler Technology and Programming Languages<br>
Leadership Computing Facility<br>
Argonne National Laboratory</div>
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<div id="x_gmail-m_1475094253979463247divRplyFwdMsg" dir="ltr"><font face="Calibri, sans-serif" color="#000000" style="font-size:11pt"><b>From:</b> llvm-dev
<a class="x_gmail-m_1475094253979463247moz-txt-link-rfc2396E" href="mailto:llvm-dev-bounces@lists.llvm.org" target="_blank">
<llvm-dev-bounces@lists.llvm.org></a> on behalf of HAPPY Mahto via llvm-dev <a class="x_gmail-m_1475094253979463247moz-txt-link-rfc2396E" href="mailto:llvm-dev@lists.llvm.org" target="_blank">
<llvm-dev@lists.llvm.org></a><br>
<b>Sent:</b> Thursday, August 8, 2019 11:55 AM<br>
<b>To:</b> <a class="x_gmail-m_1475094253979463247moz-txt-link-abbreviated" href="mailto:llvm-dev@lists.llvm.org" target="_blank">
llvm-dev@lists.llvm.org</a> <a class="x_gmail-m_1475094253979463247moz-txt-link-rfc2396E" href="mailto:llvm-dev@lists.llvm.org" target="_blank">
<llvm-dev@lists.llvm.org></a><br>
<b>Cc:</b> BHAVYA BAGLA <a class="x_gmail-m_1475094253979463247moz-txt-link-rfc2396E" href="mailto:cs17btech11007@iith.ac.in" target="_blank">
<cs17btech11007@iith.ac.in></a>; MAMIDALA SAI PRAHARSH <a class="x_gmail-m_1475094253979463247moz-txt-link-rfc2396E" href="mailto:es17btech11013@iith.ac.in" target="_blank">
<es17btech11013@iith.ac.in></a>; HAPPY KUMAR <a class="x_gmail-m_1475094253979463247moz-txt-link-rfc2396E" href="mailto:cs17btech11018@iith.ac.in" target="_blank">
<cs17btech11018@iith.ac.in></a>; YASHAS ANDALURI <a class="x_gmail-m_1475094253979463247moz-txt-link-rfc2396E" href="mailto:es17btech11025@iith.ac.in" target="_blank">
<es17btech11025@iith.ac.in></a><br>
<b>Subject:</b> [llvm-dev] [LLVM] (RFC) Addition/Support of new Vectorization Pragmas in LLVM</font>
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<div><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">Hello
 all,</span></div>
<div><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap"></span></div>
<div>
<p dir="ltr" id="x_gmail-m_1475094253979463247x_gmail-docs-internal-guid-ab5c3399-7fff-ad6d-77a6-fda8a9ad8e90" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt">
<span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">We
 are students from Indian Institute of Technology(IIT), Hyderabad, we would like to propose the addition of the following pragmas in LLVM that aide in (or possibly increase the scope of) vectorization in LLVM (in comparison with other compilers).</span></p>
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<ol id="x_gmail-m_1475094253979463247x_gmail-docs-internal-guid-1210961d-7fff-442e-856b-6600c80a36d8" style="margin-top:0px; margin-bottom:0px">
<li dir="ltr" style="list-style-type:decimal; font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">
<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">ivdep</span></p>
</li><li dir="ltr" style="list-style-type:decimal; font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">
<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">Nontemporal</span></p>
</li><li dir="ltr" style="list-style-type:decimal; font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">
<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">[no]vecremainder</span></p>
</li><li dir="ltr" style="list-style-type:decimal; font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">
<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">[no]mask_readwrite</span></p>
</li><li dir="ltr" style="list-style-type:decimal; font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">
<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">[un]aligned</span></p>
</li></ol>
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<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">Could
 you please check the following Google document for the semantic description of these pragmas: </span></p>
<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><a href="https://urldefense.proofpoint.com/v2/url?u=https-3A__docs.google.com_document_d_1YjGnyzWFKJvqbpCsZicCUczzU8HlLHkmG9MssUw-2DR1A_edit-3Fusp-3Dsharing&d=DwMF-g&c=slrrB7dE8n7gBJbeO0g-IQ&r=O_4M49EtSpZ_-BQYeigzGv0P4__noMcSu2RYEjS1vKs&m=ttZjwoTRuUQgVSd_8PZOPypfqqn-GiNqAl9WLpPxiAk&s=JAlwNOiT5i7zvP9qxjAe_Rt8ZZv_ukBvSbfEZzH_CZI&e=" id="x_gmail-m_1475094253979463247LPlnk333801" class="x_gmail-m_1475094253979463247OWAAutoLink" target="_blank" style="text-decoration:none"><span style="font-size:11pt; font-family:Arial; color:rgb(17,85,204); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:underline; vertical-align:baseline; white-space:pre-wrap">https://docs.google.com/document/d/1YjGnyzWFKJvqbpCsZicCUczzU8HlLHkmG9MssUw-R1A/edit?usp=sharing</span></a></p>
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<a id="x_gmail-m_1475094253979463247LPImageAnchor_15652855647920.8326888223292568" href="https://urldefense.proofpoint.com/v2/url?u=https-3A__docs.google.com_document_d_1YjGnyzWFKJvqbpCsZicCUczzU8HlLHkmG9MssUw-2DR1A_edit-3Fusp-3Dsharing&d=DwMF-g&c=slrrB7dE8n7gBJbeO0g-IQ&r=O_4M49EtSpZ_-BQYeigzGv0P4__noMcSu2RYEjS1vKs&m=ttZjwoTRuUQgVSd_8PZOPypfqqn-GiNqAl9WLpPxiAk&s=JAlwNOiT5i7zvP9qxjAe_Rt8ZZv_ukBvSbfEZzH_CZI&e=" target="_blank" style="display:table-cell; text-align:center"><img id="x_gmail-m_1475094253979463247LPThumbnailImageID_15652855647930.8542209161246299" height="131" width="250" style="display:inline-block; max-width:250px; max-height:250px; height:131px; width:250px; border-width:0px; vertical-align:bottom" src="https://lh4.googleusercontent.com/BFUxChQk941g1yFLPCtFJ6l0ADX-mYOx9H4rwnKhKhax-5qlknMQuqS5g1glN-44f0Ls3w=w1200-h630-p"></a></div>
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<div id="x_gmail-m_1475094253979463247LPTitle_15652855647940.417183158898472"><a id="x_gmail-m_1475094253979463247LPUrlAnchor_15652855647960.6941387553105847" href="https://urldefense.proofpoint.com/v2/url?u=https-3A__docs.google.com_document_d_1YjGnyzWFKJvqbpCsZicCUczzU8HlLHkmG9MssUw-2DR1A_edit-3Fusp-3Dsharing&d=DwMF-g&c=slrrB7dE8n7gBJbeO0g-IQ&r=O_4M49EtSpZ_-BQYeigzGv0P4__noMcSu2RYEjS1vKs&m=ttZjwoTRuUQgVSd_8PZOPypfqqn-GiNqAl9WLpPxiAk&s=JAlwNOiT5i7zvP9qxjAe_Rt8ZZv_ukBvSbfEZzH_CZI&e=" target="_blank" style="text-decoration:none">Vectorization
 Pragmas LLVM:RFC: V2</a></div>
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<a href="http://docs.google.com" target="_blank">docs.google.com</a></div>
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Vectorization Pragmas in LLVM: An RFC Yashas Andaluri, Happy Mahto, M Sai Praharsh, Bhavya Bagla IIT Hyderabad Aug 8th, 2019 [Thanks to feedback from Venugopal Raghavan, Shivarama Rao (AMD) and Michael Kruse & Hal Finkel (ANL).] Vectorization Pragmas ivdep
 vector(nontemporal) vector([no]vecrema...</div>
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<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">It
 would be great if you could please review the above document and suggest us on how to proceed further (either about the semantics, or, about the code sections in LLVM).</span></p>
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<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">Thank
 you</span></p>
<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">Yashas,
 Happy, Sai Praharsh, and Bhavya</span></p>
<p dir="ltr" style="line-height:1.38; margin-top:0pt; margin-bottom:0pt"><span style="font-size:11pt; font-family:Arial; color:rgb(0,0,0); background-color:transparent; font-weight:400; font-style:normal; font-variant-ligatures:normal; font-variant-caps:normal; font-variant-east-asian:normal; text-decoration:none; vertical-align:baseline; white-space:pre-wrap">B.Tech
 3rd year, IITH.</span></p>
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<pre class="x_gmail-m_1475094253979463247moz-signature" cols="72">-- 
Hal Finkel
Lead, Compiler Technology and Programming Languages
Leadership Computing Facility
Argonne National Laboratory</pre>
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