From 8ca3f77b6c1851c7e378d576a3842bb54290b250 Mon Sep 17 00:00:00 2001
From: gh-actions-bot <N/A>
Date: Fri, 30 Aug 2024 00:09:49 +0000
Subject: [PATCH] [GH-PAGES] Updated website

---
 main/.doctrees/environment.pickle             | Bin 386553 -> 386553 bytes
 .../tutorials/01-vector-add.doctree           | Bin 28347 -> 28345 bytes
 .../tutorials/02-fused-softmax.doctree        | Bin 45882 -> 45882 bytes
 .../03-matrix-multiplication.doctree          | Bin 71879 -> 71879 bytes
 .../tutorials/04-low-memory-dropout.doctree   | Bin 33409 -> 33409 bytes
 .../tutorials/05-layer-norm.doctree           | Bin 53596 -> 53596 bytes
 .../tutorials/06-fused-attention.doctree      | Bin 62038 -> 62038 bytes
 .../tutorials/07-extern-functions.doctree     | Bin 22063 -> 22063 bytes
 .../tutorials/08-grouped-gemm.doctree         | Bin 30687 -> 30687 bytes
 .../tutorials/09-persistent-matmul.doctree    | Bin 49461 -> 49461 bytes
 .../tutorials/sg_execution_times.doctree      | Bin 19355 -> 19355 bytes
 main/.doctrees/sg_execution_times.doctree     | Bin 19883 -> 19883 bytes
 .../05-layer-norm.zip                         | Bin 33341 -> 33341 bytes
 .../07-extern-functions.zip                   | Bin 8359 -> 8359 bytes
 .../01-vector-add.zip                         | Bin 13469 -> 13469 bytes
 .../06-fused-attention.zip                    | Bin 49541 -> 49541 bytes
 .../tutorials_jupyter.zip                     | Bin 130162 -> 130162 bytes
 .../tutorials_python.zip                      | Bin 115034 -> 115034 bytes
 .../04-low-memory-dropout.zip                 | Bin 14521 -> 14521 bytes
 .../09-persistent-matmul.zip                  | Bin 40767 -> 40767 bytes
 .../03-matrix-multiplication.zip              | Bin 40934 -> 40934 bytes
 .../02-fused-softmax.zip                      | Bin 23014 -> 23014 bytes
 .../08-grouped-gemm.zip                       | Bin 21404 -> 21404 bytes
 main/_images/sphx_glr_01-vector-add_001.png   | Bin 27324 -> 27320 bytes
 main/_images/sphx_glr_01-vector-add_thumb.png | Bin 17603 -> 17560 bytes
 .../_images/sphx_glr_02-fused-softmax_001.png | Bin 31054 -> 31041 bytes
 .../sphx_glr_02-fused-softmax_thumb.png       | Bin 20436 -> 20316 bytes
 .../sphx_glr_03-matrix-multiplication_001.png | Bin 36070 -> 37132 bytes
 .../sphx_glr_03-matrix-multiplication_002.png | Bin 28912 -> 28894 bytes
 ...phx_glr_03-matrix-multiplication_thumb.png | Bin 20728 -> 21276 bytes
 main/_images/sphx_glr_05-layer-norm_001.png   | Bin 33522 -> 33536 bytes
 main/_images/sphx_glr_05-layer-norm_thumb.png | Bin 20526 -> 20781 bytes
 .../sphx_glr_06-fused-attention_001.png       | Bin 22844 -> 22757 bytes
 .../sphx_glr_06-fused-attention_002.png       | Bin 20323 -> 19815 bytes
 .../sphx_glr_06-fused-attention_003.png       | Bin 22794 -> 22502 bytes
 .../sphx_glr_06-fused-attention_thumb.png     | Bin 17796 -> 17908 bytes
 main/_images/sphx_glr_08-grouped-gemm_001.png | Bin 34905 -> 34449 bytes
 .../sphx_glr_08-grouped-gemm_thumb.png        | Bin 19797 -> 19721 bytes
 .../tutorials/01-vector-add.rst.txt           |  10 +-
 .../tutorials/02-fused-softmax.rst.txt        | 198 +++++++++---------
 .../03-matrix-multiplication.rst.txt          |  76 +++----
 .../tutorials/04-low-memory-dropout.rst.txt   |   2 +-
 .../tutorials/05-layer-norm.rst.txt           |  58 ++---
 .../tutorials/06-fused-attention.rst.txt      |  32 +--
 .../tutorials/07-extern-functions.rst.txt     |   2 +-
 .../tutorials/08-grouped-gemm.rst.txt         |   6 +-
 .../tutorials/09-persistent-matmul.rst.txt    |   2 +-
 .../tutorials/sg_execution_times.rst.txt      |  20 +-
 main/_sources/sg_execution_times.rst.txt      |  20 +-
 .../tutorials/01-vector-add.html              |  10 +-
 .../tutorials/02-fused-softmax.html           | 198 +++++++++---------
 .../tutorials/03-matrix-multiplication.html   |  76 +++----
 .../tutorials/04-low-memory-dropout.html      |   2 +-
 .../tutorials/05-layer-norm.html              |  58 ++---
 .../tutorials/06-fused-attention.html         |  32 +--
 .../tutorials/07-extern-functions.html        |   2 +-
 .../tutorials/08-grouped-gemm.html            |   6 +-
 .../tutorials/09-persistent-matmul.html       |   2 +-
 .../tutorials/sg_execution_times.html         |  20 +-
 main/searchindex.js                           |   2 +-
 main/sg_execution_times.html                  |  20 +-
 61 files changed, 427 insertions(+), 427 deletions(-)

diff --git a/main/.doctrees/environment.pickle b/main/.doctrees/environment.pickle
index d84f816ac8af15546acd2f84fad8529b31d520b2..eac47f4d8babe5417d1badac9a6af24094fbbbeb 100644
GIT binary patch
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diff --git a/main/.doctrees/getting-started/tutorials/01-vector-add.doctree b/main/.doctrees/getting-started/tutorials/01-vector-add.doctree
index 9af90f85ce759d1857ae966a7cf29bbd36a1934a..fe2873ee7d882a14bc2597f11ed51f14ee1f4d7c 100644
GIT binary patch
delta 161
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diff --git a/main/.doctrees/getting-started/tutorials/02-fused-softmax.doctree b/main/.doctrees/getting-started/tutorials/02-fused-softmax.doctree
index 546cae99d1c3765e1c7a429dc9d2bc8cead474b6..8fefd15c43efc8271071e6716594915781b7f660 100644
GIT binary patch
delta 7449
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z05<)wdf)hB&Rpj34qg!sfP)v@)>{n-uBAl2qnVACDlaZ;egFqbKw1J^`IDDVQkkj<
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zrzRB|x|pQS@X!ki?c$qc9r$!Qm>4nvQG+tp`6S74*SzD{wb7}W9Be6hSR1=`I&B)_
zo5Uad96z99+f`9$W~@j<eA9FvxdT1ZDrf{+Ymt?R*+v?YJ3aTf6+L5iiswEhgOX9A
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zTWCjc^QKv*CHisAZ}c<iExEN~V~C|-MB3F;^T2aT4J4hx|B33<XH6_=iGGRqM3KtL
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z&w)>}7;SLxj$(!xvjQyi3@I=5?9rb3BP5-~GU-ujQV1!44}Jk-Qs4E?;etv;qEm=|
zn)9KbLQa7~Uc6OHBSW;Sw95>${R=+R6@XRVc8Nk)<xfVK=r?G3xL`3x6o%*>hJ2ji
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p{}XuMKi~IHNr9^P`|qD${`t$lzWcE3(+{8j%bzd*`}~(b{2!!tYgPaN

delta 7449
zcmeI0ud;4A5yh*n3~Fi|>O)KwDwR%m{%I^4kHb+Y6t!Pq3|uphLDjf1NZw>5&%kdb
z`Gyxje%G9{_vxK<R<E_XbAS5z%TGUl`RDKc{7lPMYisd(y+&!dm+qw{<MH+K8M*MY
zTgl-uO66hN%CovzBt5=f&FYRC-EwbznLb`MaxH7tk$gw>C?{&ITx<8PkJl5Cy_d2|
zQU>JE=MI~F<Pt2&Vpi(NHoO#1ZAZ=3chvHpS1)Z%MYTy{(Pl|qQG9mNU$f;lqd1wE
z6{4b8jWk}bM{nBBpTCUktmwSw$ez1LiJn-Ss5*E49Gfk@4BJtCWh-Trp4N^ERtGV&
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zvyFAquVLA3L=}(|EY={dfBns0zI}Ymm`Zq&U#~07k}0m1I0;uak7jcz;nkcyd@S}5
z;3RMohA6oWw+#{NXKSN1q6B#La`UBzb#M-L0G*j1zV9>A#;k_lgeTx};1FP?jXXOL
zad-h<TR(U^-?w4j*@D^ypFl*mRHC)dlRgE>ZJCEkT%Z^s&3dZByTbC5zl*yg)&My(
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z7m;mQZj`c*w9DjPZ~h=26<tsy)+u?-G9Ypl{2uM5PcEp_PgF>)Z8o+P{0_x8_o!PQ
z-l|Gx6(ZQvMlnxS4DfN}$^j`dM3_pf4k&8Sb*3u#QU1+;_6#Yy&JJK49kLJ77yQ1C
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z2Ro;9QE{|WN@~*9s@0Q3{))J2RrKmlEw0RLRv=rZFtI=Sl`C$9Tr1jF)I$0O{fQF%
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zz%2zomU`jmU|3Hdd$Gn#stgrf@V9!!t1V}&IYn4ioZlw?EM>i#!@o<6z!WBIRv3jH
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z;(fN(EQR226!s*xkTvSl7OYvaBX?&@!QabUyvhYpY+xP1Or$VbOYnEQ;)R2G;3`d}
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z@cS1m7-?8RYdH%uPjyd2@RR*JecEGtSm2c3Gp!0Pr6Krf`WJq>5VPJmiBZ^9@oAz2
zKlXmv!!hUw7YhgF&fr7(f`6^IT0y*r57~w>KhZcCHkgQpYD*8i^uZz4pzbG(m1~sN
z($F(=(q+Hqj!?VNV)O?#4@C(ZI@lY2dTrovCkk2O6>e$j&?VM2dszq5ux;lJzD1!p
zblUB{(6<i!swMV*c+HlyclSsdHNogDUM>cU2|@%#BM{bF?<H*pK#Mp03rnj{-5;w1
zlQe%!yDjZOaM#5cLGhkrT}T0ebIvriIPK`dPl7eDyS?RP0Im!3O;e|~`WCNja8kaF
z1sx4Ddq6H}*k!G^dJXn7Hj3>Qi*%Vf>rA^GjQ?-=11I2Svll~f{7!>OXTW39JBZ<m
z46|@%ueIAFPL<A3Fh+k)7~YEk&{YX*5OlylE<?L{8QtMTg}iqy&EiB&G}6f@Ey2&w
za@m8wbD`kHj^h4AOPnn&2@oCJ^tmN4jx%iN>`(&6N-Jq;@mk;NWp1hzW?K~39j1O+
zL0SS@e7T8f>SfZ=w_HhbFpgowOW4%*7BAwVgSz}-H$KO`e%n|~DPTi4{}`E>v7A`}
zV6g_D<Lkfv_J_~?6PjL?eeR#1`{x$l=l=P*e}3+tpZh1X%IE(1xqt4V`E&pL+&@3}
o&(Hmn|4I4WKmR}X&maH({Xc&7#pc)Ve)u;(e*Di5zyI}r0kA}D9smFU

diff --git a/main/.doctrees/getting-started/tutorials/03-matrix-multiplication.doctree b/main/.doctrees/getting-started/tutorials/03-matrix-multiplication.doctree
index af7631fb9ed46f2cd5b5a440a16bb0a8466c40d7..da6e0df6ebb7f96caf74c52b45da5f0d783ba5f5 100644
GIT binary patch
delta 1248
zcmeH_v1*h-5XTWi^4%3;aSDQ$`=XtJVP<z{XXXVIZES7C_yA&QBjPKVc?c0ibEL6I
zpDrL+NJ<HsoaB;_1W97yd=Y#DyHvaI-<|o-Z~p7!nf39^%9pKK0%S|Rx%IiH0*Z==
zjt8F_f|50n`2NA;o@S^_Nys<9OQS$pijv>>@h0AB60PEJI2sUGA~b5-lmr+v7xt%z
zi%kaBj8*;p?(q7##>_>#cL|J$YxRdGAt8cbK};e2yZfu{(IA0vN*P0-3}Q@$e7rqs
z5)@5Ivwz)Q92f|3!mctgB&#Os&!<CQIl9smz*3deAMDHzh=53`)~-_pjepr+?zD|T
z6-g%E9^bi^f<vuE>~BFrWmSK2+_mK*93J|U+Cu|nGAn+6(phEY#N7-O7>G(O{(7&Q
zJjy9$D<LI>Y?v#rew?(IdaS@%YvsT{^y8l|qC>@0gUtS~<$h}hg>x$CS9hPy6)-l*
z%O`DTB%red+q;d#+DuUb*|1MZV{gH^_`-C)mkmrcocYpGh$V1{QIX(tE~=qW4miUe
zWdg~u7GIm*nw1oD7GFADnC%Rf900lk1l2UN`iIleoI-eu@I2bP*Kk-WZ02wG-d#lO
aB4YnDVz<xME@xr?cDB)-tE;~UH~#>%z+ig-

delta 1244
zcmeHHy=qip5Je1|d$$n5jUc!`(ayjyGvD9L3n<#y+KBN1#L`Ce8O%I{2%=fGNs&IC
zAXrFB3A$OyZbGt15)0>Up205M;_}@&bLO1$4R>d_v@=}V{I=I(U=g(4y|1+f$eARo
z;n7x=pyY%c?eOSnT@<tk$7H)dOBErcK$-2<uXlbxp^&n{alaFRGz!aLz=1%SP|2Pj
zuT>005)<3UgYHe{1S;99jw7e`rX20@X>Uapa`eH)D@afZCD-$2-0$S3g|I0QLrKg5
zZ8+{%1W`jQYTw6e9RZCLVro!sr!Y#em(#9oo?NRGs0fy5kM?^VRNzvOLo-PnijnN~
z{=f}IQcPll`Mnhq*Wh~Tf-n_-$ezucu{mZ%we}>}u86Y~LVGyr-yk;|QDW2MY$>?X
zx3ix6MnG1~3lj=~5Q#^hCxa_>CeJYlCl9}C^WU$0K*(AY?eNb=+mS9lD3M)1c(ELu
zl>|3V2UP%y{yBNF_bYJ_C5oO{w@oYyi=M#hv{y%jAi=HK`iU1~fZ|DI@^~(a31yK@
zw<f<lNlaqf(>pChE|_fnY_*jcqcr{-0>`N4knGc0f4TS}akeM32UP*T56NQhXCE#X
b>~g{W--6ve-@e-X2Y#G?Y2KsJ-_GrSIC5W0

diff --git a/main/.doctrees/getting-started/tutorials/04-low-memory-dropout.doctree b/main/.doctrees/getting-started/tutorials/04-low-memory-dropout.doctree
index d5ad6bc098e947e6d061751585969119f9db7d19..4b53d7bdb5d75a227cd8b77de02ded4eb057a08e 100644
GIT binary patch
delta 24
ecmZo{Wom3?+Mt!nWMnp3C-oeV+WaTARR#cP?g+~O

delta 24
ecmZo{Wom3?+Mt!nWN18DC-oeV+WaTARR#cPpa{bN

diff --git a/main/.doctrees/getting-started/tutorials/05-layer-norm.doctree b/main/.doctrees/getting-started/tutorials/05-layer-norm.doctree
index f3fc7f7a460989fd0f3971bdeaefef5bdf0fdd12..464344c81e37e1d3af3a697a486940e506408269 100644
GIT binary patch
delta 1322
zcmeHFJ#H023@!rVWg9?(=Dk;JM+27au{~qaq@klg^hlH`IRFwIfC4c&K^l_0Kq5s@
zr$Q7I93VvwfCNY2+l{yaRi@dsWPgA5#s1dC{?_T^gKcH9%AVZMkJk??Y2jLB9L<cx
z%$p55;wf7r#<v8aCDQx5gC%J?m1ZG1jvkHL{05sw(5BN!@gS)s+559kt4ERqI^bZ!
zDz&P?HlPA2XG{}TjaoK0?(4(Vn_`5X=56ArBoiSIs89<GU?NH(V@1={6X>s+ZGft&
zF0+ovLK3MuYb~VAEH((n$AH%frv~7fI>WSwQsb0m%Rvyy7y&0}f@Df*?A(7IE{6;u
zSPj?y>htn>dQ#%WY%nOTgy<ksCQWjdlK5mKhCqW5!p##bP!DvzlEQ_G7x(BdkJbyL
zs_<kVP98joB(u^Is7OIrZ4RL}CP_A%P$9llWXQv`8{z6Ra|3E?wL$Ekqt&)1sS8r<
z?@w0uu^NH$Hk+^H@EE0^pV$Ihb`_QWcC)hxGT2A)eKYAw4`=DWHmhw|si61L?;Nl1
zIk95Z6>6XiR!p<+9ItN+d89Sn+r9N-Z})Eh{qgDbAzmNie?P><ze7B`JpFd#W}~dx
PH(!2S{hhu3db#`yW0xhZ

delta 1322
zcmeH{J#JMo5QU3?NNxj2(7gAG*U^AAW6!T>($G;LdL+t}EC2}>K!I>pkcK2LkVp~K
zsSpJP3rLX#Ai)wizKAVQ;pSe;XFO-V8Ts;H>+)dh?BU@Kd(jAG=@%!f`%;`K($;H{
zENYa|rn<(eBvA-ok)q8TQ-5=~D2=q3v$a^S)umKIP)ssH8hITd&7@=!llLbdmJeDj
zRk#waRq+yDjbuVfB&D<wA(4e#ta4u+Enh(;uxL0@r$WZzHX$SSxM)OZW)Vh2!@os|
zc}+QM3@M?p2J6Y%hTa;y60uB-?b;Z14NYhX;RsZq!?&p{GAHICGM(+YR1^dX(!U=q
zCWl*YZp{6~$HmhySZOT{B`Kh(Gqw{CCc!yd$?64)+HkFcG>3rc#5y!ivlRzguW6b6
z`SEJoL9JEhcc=Fr0YWrTu!%u|smct&qoNt;<!A;9G)u2_Vo(5loihhTLH01~zmAtX
zjY|+3rTy*c@@{1e1Gj{Y0ntEJvtOJFvO5ZD-d}Haw{e4mqW7<x;Y&#<tpC_7ca%zX
z&aC~`$?DEHGUd?{&tkP&<Gy>cx><{8c+3608_)LlZug(>AO9c3|AY9?2XXuFAf8{H
XeYtiWj}Bg(&8KgF{?1>1zFPbSUsENk

diff --git a/main/.doctrees/getting-started/tutorials/06-fused-attention.doctree b/main/.doctrees/getting-started/tutorials/06-fused-attention.doctree
index 59bdbfce069ae7b951f10470aaf15db66849011b..4032ede00bafcf135649e0005c9e52ddea59b0f5 100644
GIT binary patch
delta 1163
zcmeHGJ5EDE43tRsI;x1D6wzb(v-a8@2jE0dggd-~YapefqNAlEaDeo=0)CrB0xjGi
zuUU=kot+u`tv9pvX7>CzUq&ITi|Gpnw}d)SBF5r?tw06A!_j1dgaPcP>;oq(7<TAW
z146DfS|8^v4U0NV_neY{&u105pmRb^LQaC>9x;?eCSDGWRY0(sWY^ReP`D)HFrLnD
z#`VSRGNqWH+OBTkf{4-?$OnVMv>7EKD5~ncfqaj!itqUXEDX&$1C@blF!_!!g%MgM
z>I@izI*NM}C<x|3)C^pY+snJ9DH*ovB1sV`YA1gY6{KWgnoG{9W?Y5-$e$F%g6nQh
ziBOeIJNYb-n#g&IzvUk!F4D<Q!5Ng5Ha8N^v~#{T-k(1l7w6~Z9~bBMkNeN!thQGl
RFDFjp+vj^8tEaEmvu~j(-Bthq

delta 1163
zcmeHGJ5B>Z43$W?9aY3nis-TY9oroT;6zY_J8Z!<kWx|6(NYmOK>Az(?<SFe6*tH<
ztC@Y{_pxWanXNao=g0XnM1mK?N&$3kiXGLCQ3G)NL5g51sKfb!FhNw+yc_N*W;@`_
zz=czF#8Cn}3r8ol4@y4ZnuBuKz-v{I8?=-V>*^vk2|WOvfTX4E3UUz}MrPNa&Tsnl
z#qBbnSxbtMu<B@rDNhU(VF<d8MoADPF$^aLS`Ii--_=V%RBtjd;08kC672vq@=%``
zXbkS0vNKS`=9Gkkf$M&IdAD?_Aje!6Uiqk$fxq$>>43tR`#v=wYh*H!Pt}QJ-^WD;
z)j36*$Y+5Pi$O#DmA?bEBFKsSL2z1id$cJGY)r!a{rSUjaDGnyad3V=+<yjVwY~ay
RIg#w&KHuxJdir`j`v#~0-2MOn

diff --git a/main/.doctrees/getting-started/tutorials/07-extern-functions.doctree b/main/.doctrees/getting-started/tutorials/07-extern-functions.doctree
index f08173ef15fc976c0e5a3f68d5d4987bab5c2a3b..694b062b2f911ff94d22935beb8414d3a17edfb8 100644
GIT binary patch
delta 24
fcmZ3#hH?EG#toA!n2b#(Pq8=$q&BBmo|XXsd(8=H

delta 24
fcmZ3#hH?EG#toA!n2anYPq8=$q&BBmo|XXsd;|$^

diff --git a/main/.doctrees/getting-started/tutorials/08-grouped-gemm.doctree b/main/.doctrees/getting-started/tutorials/08-grouped-gemm.doctree
index 2cf8c8c25d316c2d5f0e44286604d49213e67fdd..d2758671d0a0de86ed34b08a1a83b796245f497b 100644
GIT binary patch
delta 63
zcmccrp7H*B#tl`xEQY2ACX?%U!&r>Wfs7lx5vU@Y`}ny0navChC(n*O3!*n?$CXF|
E0H#3{3jhEB

delta 63
zcmccrp7H*B#tl`xECwbP29xV}!&nT>fQ%cw5vU@Y`}ny0nN7`%CeMyN3!*n?$CXF|
E0H@m&9RL6T

diff --git a/main/.doctrees/getting-started/tutorials/09-persistent-matmul.doctree b/main/.doctrees/getting-started/tutorials/09-persistent-matmul.doctree
index 653b72baf67f3176b6eddf33e59a25d7c04c245b..10d383df25795bc945c6fefe5ce253e775682986 100644
GIT binary patch
delta 26
fcmdnm#JshMc|+hbW=jLh$sx<mg6PdE%LSzXiI@p#

delta 26
fcmdnm#JshMc|+hbW(y1B$sx<mg6PdE%LSzXiMR=C

diff --git a/main/.doctrees/getting-started/tutorials/sg_execution_times.doctree b/main/.doctrees/getting-started/tutorials/sg_execution_times.doctree
index 97aec7e889a5825af7845808e2d6e5921a407c65..eb6fb9974aa1f0f05a43f6a61556388b8e4f62ce 100644
GIT binary patch
delta 482
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delta 482
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diff --git a/main/.doctrees/sg_execution_times.doctree b/main/.doctrees/sg_execution_times.doctree
index 35d2e71d46fc22d8d6c03759c21a8c8022ce191e..09454cf18a78cb8733d1a4936f6df939fd9a1618 100644
GIT binary patch
delta 432
zcmZ2In{oAQ#tnW<9EO&9=0+x3T9bL0l_pm(SxUhKrev_kPRTIn;WRL@f{1NC&BVgW
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delta 433
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diff --git a/main/_downloads/032b2a144fc26b286cf422d1aecab3b6/05-layer-norm.zip b/main/_downloads/032b2a144fc26b286cf422d1aecab3b6/05-layer-norm.zip
index ff01d91802857ae03f3951d0e07e8ac2abb6be67..f088e12628fd660c3a1b4c37d80726b78ab55586 100644
GIT binary patch
delta 49
zcmdnn!nC)Ai8sKTnMH&F1Xvm6HuBE2Wfo?X+q}}2+l3h@FnN2UHArCc*G3Nj5Qz)Y

delta 49
zcmdnn!nC)Ai8sKTnMH&F1S}b4H}cN3W%gv0-MrG4+l3h@FnN2UHArCc*G3NjAXyBe

diff --git a/main/_downloads/3cf54e8aaddcfce69d180b77518fd544/07-extern-functions.zip b/main/_downloads/3cf54e8aaddcfce69d180b77518fd544/07-extern-functions.zip
index c964bf9497b98449e984d8bbc52143fde4bb8e10..a7b4882e7183424c06ebc46f97f1a27eddae55ee 100644
GIT binary patch
delta 47
xcmZ4PxZII9z?+#xgaHH$8Ra(ey7Mv{G0JTY=iM#D3>26ws^AC`m>j9#2LRmE2{-@%

delta 47
tcmZ4PxZII9z?+#xgaHK78D%%}y7Mvv>CNH1yM;iE$)XC5U^-I44*=}r3JL%K

diff --git a/main/_downloads/4e511f795844d864249b83f016d8ce09/01-vector-add.zip b/main/_downloads/4e511f795844d864249b83f016d8ce09/01-vector-add.zip
index 60424cd43b1323ffe16d999d47f817470a62ebcd..e074fb5b3ed5a15aa64d848a075f83ed8ba6c897 100644
GIT binary patch
delta 47
xcmbQ6IX9Cxz?+#xgaHIrG01J?y(G%KmO*awBT*wcW}v`iaT9Bhz~oR94*(wm3>yFd

delta 47
xcmbQ6IX9Cxz?+#xgaHI@G01M@y(G%~gh6)mBT*wcW}v`iaT9Bhz~oR94*)JT4CMd-

diff --git a/main/_downloads/509ee5615f08cb2e7336a73c0511fba2/06-fused-attention.zip b/main/_downloads/509ee5615f08cb2e7336a73c0511fba2/06-fused-attention.zip
index c6888abf98f9775d143ca171477ca7e6b50577f4..ccb8856fb525af51b181fb3fdef16cd1e1e8f63a 100644
GIT binary patch
delta 49
zcmZo|W^Qd}<_+*>W)Wck0bxeDjl4Cn%!Z6|n|or@l9_=5lfNEt00~UCIOq!i4p0n4

delta 49
zcmZo|W^Qd}<_+*>W)Wck0Z&HRjl4Cn%;}7>n|or@l9_=5lfNEt00~UCIOq!i9)1lN

diff --git a/main/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.zip b/main/_downloads/662999063954282841dc90b8945f85ce/tutorials_jupyter.zip
index cbcdbd7d6b2269ab3a45fa4b99c0e7d322a7c05e..6fd628de85e721b591dba505e5de8a51b085711e 100644
GIT binary patch
delta 181
zcmezLgZ<MFcHRJQW)=|!5ZK8ew~@EbklBz?ZgZbuN;0!Bknwd2rwcPHkimHKha9sB
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delta 181
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diff --git a/main/_downloads/763344228ae6bc253ed1a6cf586aa30d/tutorials_python.zip b/main/_downloads/763344228ae6bc253ed1a6cf586aa30d/tutorials_python.zip
index e14248f798afab82206403fe84ff10fdb043d9e2..b5974ce74626a4a4cdb98191cbd3b315f805e553 100644
GIT binary patch
delta 181
zcmccB#D1%Zoj1UnnMH&F1lBUhZR9<!&MeF*xB0qyO)N7jkP+58)0UY9$oO<fOp@6c
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delta 181
zcmccB#D1%Zoj1UnnMH&F1fDR+Zsa|#&g{u3yZO3$O)Rq|kP+58)0Wu+$oO<fOp-Yh
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diff --git a/main/_downloads/9241eab99db7582ceb6cd81f77524214/04-low-memory-dropout.zip b/main/_downloads/9241eab99db7582ceb6cd81f77524214/04-low-memory-dropout.zip
index 2d15ab414257356a27ee613c99de9a093bccaae6..6fb3b115c8cbb4f3172980884bb1e32d24bad7aa 100644
GIT binary patch
delta 47
xcmdm4xU-Nqz?+#xgaHIt809wdib*oFGRkdMll&#e3>28GY~c(Nn4D=5008F830nXF

delta 47
xcmdm4xU-Nqz?+#xgaHIB7-cu|ib*nCGRkgNll&#e3>28GY~c(Nn4D=5008z~3MT*n

diff --git a/main/_downloads/a13fad8f9b954e9e27a17a2c27aee1b8/09-persistent-matmul.zip b/main/_downloads/a13fad8f9b954e9e27a17a2c27aee1b8/09-persistent-matmul.zip
index 02bfa4d9f726885c0a997dbbcb1d78f40fdb3a79..1ceb879ff35f5cd82d50edd7d25712ffbd536cdf 100644
GIT binary patch
delta 49
zcmdnLk7@rtCf)#VW)=|!5HMzx+sGT{!)(GRw>iznDTo;;FnRSnCy>D85A*y1F8d7p

delta 49
zcmdnLk7@rtCf)#VW)=|!5XfYd-N+l}!<@w^yE)CrDTo;;FnRSnCy>D85A*y1KPe5+

diff --git a/main/_downloads/d74d81ab958b2efbd334253f48cdb202/03-matrix-multiplication.zip b/main/_downloads/d74d81ab958b2efbd334253f48cdb202/03-matrix-multiplication.zip
index d7d69e587ff94190a0e38903318708725a1d5d9f..f0d629602c75e12c1fdc667fff4c4a9344ae6c72 100644
GIT binary patch
delta 49
zcmaF1pXu3tCf)#VW)=|!5ZK8ew~?34hna;@ZnKz=VK6gLV6xYIH;};O$@7B&JC6*K

delta 49
zcmaF1pXu3tCf)#VW)=|!5O~iZyOEd8huMNrcC(m|VK6gLV6xYIH;};O$@7B&OMeYw

diff --git a/main/_downloads/f66de4fbee2c4ba20b6f7f3ae99f7de3/02-fused-softmax.zip b/main/_downloads/f66de4fbee2c4ba20b6f7f3ae99f7de3/02-fused-softmax.zip
index fdceccf88312c3b133639850c2e5564ca5cbd35e..32c6140c85f361a5fa341c79090e22bd6a610872 100644
GIT binary patch
delta 49
zcmaF1neo|XM&1B#W)=|!5Ln9~w~_a_I`d8jxy{$r8w{C&0+XX6?LY#PXGeMi0B76|
AsQ>@~

delta 49
zcmaF1neo|XM&1B#W)=|!5O~5MyOH;}I`ex5+0ED08w{C&0+XX6?LY#PXGeMi0C+hM
Ae*gdg

diff --git a/main/_downloads/fecddac383ee03c4c47e2cf2ec91448a/08-grouped-gemm.zip b/main/_downloads/fecddac383ee03c4c47e2cf2ec91448a/08-grouped-gemm.zip
index 7e234e549203aefd9feeddba2a160fd0fb4beaaf..977237bb298f448650679826308f8fc99b8f8ed2 100644
GIT binary patch
delta 49
zcmbQUoN>-_M&1B#W)=|!5HMnt+sK=x&TPymx4BAvsx~uFV6srKEl6N;P_P#O4M7UE

delta 49
zcmbQUoN>-_M&1B#W)=|!5J+c~-N>7z&Ya08ySYkzsx~uFV6srKEl6N;P_P#O9Y70*

diff --git a/main/_images/sphx_glr_01-vector-add_001.png b/main/_images/sphx_glr_01-vector-add_001.png
index 9ea63d82f96056f434364c5653753c18d2424d21..8656c3c9c9b216d678286752077ea0b7a6134e1f 100644
GIT binary patch
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diff --git a/main/_images/sphx_glr_06-fused-attention_003.png b/main/_images/sphx_glr_06-fused-attention_003.png
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diff --git a/main/_sources/getting-started/tutorials/01-vector-add.rst.txt b/main/_sources/getting-started/tutorials/01-vector-add.rst.txt
index e3644bfce434..38a4922fd74c 100644
--- a/main/_sources/getting-started/tutorials/01-vector-add.rst.txt
+++ b/main/_sources/getting-started/tutorials/01-vector-add.rst.txt
@@ -231,7 +231,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     vector-add-performance:
                size       Triton        Torch
     0        4096.0     8.000000     8.000000
-    1        8192.0    15.999999    19.200000
+    1        8192.0    15.999999    15.999999
     2       16384.0    31.999999    31.999999
     3       32768.0    63.999998    63.999998
     4       65536.0   127.999995   127.999995
@@ -240,12 +240,12 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
     7      524288.0   614.400016   614.400016
     8     1048576.0   819.200021   819.200021
     9     2097152.0  1023.999964  1023.999964
-    10    4194304.0  1260.307736  1228.800031
-    11    8388608.0  1424.695621  1424.695621
+    10    4194304.0  1228.800031  1228.800031
+    11    8388608.0  1424.695621  1404.342820
     12   16777216.0  1560.380965  1560.380965
     13   33554432.0  1631.601649  1624.859540
     14   67108864.0  1669.706983  1662.646960
-    15  134217728.0  1684.910539  1678.616907
+    15  134217728.0  1684.008546  1678.616907
 
 
 
@@ -253,7 +253,7 @@ We can now run the decorated function above. Pass `print_data=True` to see the p
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 15.433 seconds)
+   **Total running time of the script:** (0 minutes 6.796 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_01-vector-add.py:
diff --git a/main/_sources/getting-started/tutorials/02-fused-softmax.rst.txt b/main/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
index e1428ad49fbb..6232370169ed 100644
--- a/main/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
+++ b/main/_sources/getting-started/tutorials/02-fused-softmax.rst.txt
@@ -330,104 +330,104 @@ We will then compare its performance against (1) :code:`torch.softmax` and (2) t
 
     softmax-performance:
               N       Triton        Torch
-    0     256.0   481.122554   705.606305
-    1     384.0   610.434702   819.823114
-    2     512.0   761.656911   924.209827
-    3     640.0   799.226362   944.360090
-    4     768.0   867.047611  1027.173003
-    5     896.0   936.960598  1058.824580
-    6    1024.0   985.584033  1108.840124
-    7    1152.0  1107.393637   613.634046
-    8    1280.0  1146.930717   669.100706
-    9    1408.0  1162.115329   720.621389
-    10   1536.0  1185.177342   778.853902
-    11   1664.0  1217.205082   811.707348
-    12   1792.0  1241.317424   858.977076
-    13   1920.0  1248.378487   908.629411
-    14   2048.0  1278.451899   953.703798
-    15   2176.0  1255.573137   977.157558
-    16   2304.0  1268.279024  1008.176684
-    17   2432.0  1289.185340  1057.863892
-    18   2560.0  1308.571366  1084.184708
-    19   2688.0  1307.591343  1099.708516
-    20   2816.0  1319.874972  1130.874624
-    21   2944.0  1320.138954  1167.428064
-    22   3072.0  1351.664889  1185.122139
-    23   3200.0  1357.768931  1191.520567
-    24   3328.0  1353.422267  1220.980780
-    25   3456.0  1367.305367  1245.605859
-    26   3584.0  1379.735215  1258.157013
-    27   3712.0  1383.741181  1270.613298
-    28   3840.0  1386.899622  1302.070677
-    29   3968.0  1391.527406  1316.700118
-    30   4096.0  1399.801411  1325.898718
-    31   4224.0  1330.959459  1160.888959
-    32   4352.0  1335.577572  1172.599223
-    33   4480.0  1352.962036  1182.609123
-    34   4608.0  1362.112363  1193.610373
-    35   4736.0  1356.598590  1197.166243
-    36   4864.0  1375.028691  1222.774961
-    37   4992.0  1366.109616  1239.348747
-    38   5120.0  1372.128671  1250.058464
-    39   5248.0  1375.849884  1258.884814
-    40   5376.0  1374.978428  1286.796113
-    41   5504.0  1377.846198  1297.942346
-    42   5632.0  1384.413443  1312.716118
-    43   5760.0  1391.278564  1325.685551
-    44   5888.0  1394.194442  1340.336636
-    45   6016.0  1397.978091  1353.805381
-    46   6144.0  1406.785353  1372.097123
-    47   6272.0  1415.245090  1374.033813
-    48   6400.0  1410.782205  1388.175035
-    49   6528.0  1415.796932  1394.208904
-    50   6656.0  1421.096941  1403.630295
-    51   6784.0  1416.131251  1412.181764
-    52   6912.0  1427.941472  1425.406941
-    53   7040.0  1419.496350  1430.216877
-    54   7168.0  1429.089905  1433.832681
-    55   7296.0  1429.787556  1442.966669
-    56   7424.0  1429.375937  1442.943822
-    57   7552.0  1427.168501  1455.195697
-    58   7680.0  1437.135199  1460.596589
-    59   7808.0  1433.640230  1465.474209
-    60   7936.0  1432.577856  1468.218077
-    61   8064.0  1436.870645  1476.143488
-    62   8192.0  1441.160297  1482.565266
-    63   8320.0  1389.050740  1401.788111
-    64   8448.0  1378.888407  1404.382591
-    65   8576.0  1398.095805  1394.096530
-    66   8704.0  1388.941082  1402.802675
-    67   8832.0  1381.057924  1403.322637
-    68   8960.0  1395.218642  1414.527645
-    69   9088.0  1410.865783  1416.893112
-    70   9216.0  1404.596222  1423.388398
-    71   9344.0  1403.696909  1426.976061
-    72   9472.0  1398.858388  1434.562163
-    73   9600.0  1397.357600  1433.067199
-    74   9728.0  1399.107722  1441.921229
-    75   9856.0  1416.363642  1438.967318
-    76   9984.0  1402.643748  1451.618158
-    77  10112.0  1415.973788  1456.324055
-    78  10240.0  1420.144736  1466.642455
-    79  10368.0  1411.548536  1462.925131
-    80  10496.0  1412.824164  1468.937611
-    81  10624.0  1410.823497  1466.070334
-    82  10752.0  1405.901365  1474.315660
-    83  10880.0  1399.632282  1480.103880
-    84  11008.0  1418.699072  1478.589424
-    85  11136.0  1424.249125  1487.229175
-    86  11264.0  1427.982126  1486.433466
-    87  11392.0  1411.084768  1490.053428
-    88  11520.0  1424.872316  1494.723538
-    89  11648.0  1429.668921  1497.942460
-    90  11776.0  1430.401550  1500.797227
-    91  11904.0  1443.839914  1508.386152
-    92  12032.0  1425.162120  1509.201685
-    93  12160.0  1417.157747  1513.961434
-    94  12288.0  1435.210340  1393.452263
-    95  12416.0  1447.425904  1390.445989
-    96  12544.0  1441.090369  1394.385753
-    97  12672.0  1447.677043  1394.404387
+    0     256.0   479.064298   699.181219
+    1     384.0   605.935470   803.592870
+    2     512.0   745.815346   915.545165
+    3     640.0   784.150333   956.447857
+    4     768.0   880.320379  1014.509091
+    5     896.0   925.382153  1061.167478
+    6    1024.0   991.710669  1106.574890
+    7    1152.0  1096.039409   610.380558
+    8    1280.0  1139.520251   665.218284
+    9    1408.0  1165.391530   720.489335
+    10   1536.0  1194.943334   778.549520
+    11   1664.0  1210.181909   815.185632
+    12   1792.0  1230.968329   855.395778
+    13   1920.0  1248.428873   908.579062
+    14   2048.0  1280.924153   959.322337
+    15   2176.0  1259.385511   977.076350
+    16   2304.0  1264.254197  1009.942264
+    17   2432.0  1294.160529  1052.837215
+    18   2560.0  1307.374009  1080.764688
+    19   2688.0  1311.829354  1099.929421
+    20   2816.0  1318.948247  1127.749005
+    21   2944.0  1323.238625  1167.743718
+    22   3072.0  1351.373542  1180.095910
+    23   3200.0  1348.534675  1189.752898
+    24   3328.0  1360.344504  1220.824659
+    25   3456.0  1376.349668  1244.102144
+    26   3584.0  1377.704179  1262.922891
+    27   3712.0  1381.836169  1270.382626
+    28   3840.0  1392.447728  1297.064618
+    29   3968.0  1389.325086  1312.152604
+    30   4096.0  1398.450475  1323.191964
+    31   4224.0  1334.797686  1161.265364
+    32   4352.0  1338.772911  1175.420872
+    33   4480.0  1352.283250  1184.315205
+    34   4608.0  1365.124471  1193.417080
+    35   4736.0  1359.987409  1201.622382
+    36   4864.0  1377.048560  1223.412167
+    37   4992.0  1369.089609  1233.684450
+    38   5120.0  1369.713498  1248.899525
+    39   5248.0  1375.293807  1259.231379
+    40   5376.0  1376.540058  1282.852374
+    41   5504.0  1380.738669  1300.560458
+    42   5632.0  1389.659411  1316.116838
+    43   5760.0  1400.169920  1327.324114
+    44   5888.0  1389.808758  1344.885649
+    45   6016.0  1399.504754  1353.314020
+    46   6144.0  1411.262028  1378.023978
+    47   6272.0  1413.077806  1377.260245
+    48   6400.0  1414.187022  1385.721052
+    49   6528.0  1409.389343  1391.148905
+    50   6656.0  1416.721019  1401.034261
+    51   6784.0  1416.087697  1413.434651
+    52   6912.0  1421.294888  1424.131638
+    53   7040.0  1419.996979  1429.518647
+    54   7168.0  1424.466575  1435.376778
+    55   7296.0  1432.715729  1440.741962
+    56   7424.0  1425.848969  1443.345415
+    57   7552.0  1422.442528  1455.338142
+    58   7680.0  1431.808213  1461.805074
+    59   7808.0  1430.691639  1466.835213
+    60   7936.0  1439.014282  1471.625334
+    61   8064.0  1435.965760  1471.378689
+    62   8192.0  1442.490743  1483.499746
+    63   8320.0  1388.123848  1403.277206
+    64   8448.0  1381.538337  1406.434064
+    65   8576.0  1393.914249  1393.727174
+    66   8704.0  1392.537296  1401.229052
+    67   8832.0  1383.956238  1405.738522
+    68   8960.0  1397.579449  1412.947143
+    69   9088.0  1409.169292  1415.946044
+    70   9216.0  1404.468122  1426.164803
+    71   9344.0  1398.240923  1425.917475
+    72   9472.0  1398.110606  1431.903192
+    73   9600.0  1394.432321  1435.590164
+    74   9728.0  1402.505697  1440.086641
+    75   9856.0  1416.025327  1442.098940
+    76   9984.0  1403.290230  1448.423484
+    77  10112.0  1414.684415  1458.335590
+    78  10240.0  1419.416146  1467.917585
+    79  10368.0  1414.798734  1465.477163
+    80  10496.0  1418.796891  1467.609236
+    81  10624.0  1410.416625  1467.636756
+    82  10752.0  1408.517627  1472.373422
+    83  10880.0  1398.327703  1478.112478
+    84  11008.0  1420.878183  1476.109043
+    85  11136.0  1419.894600  1486.756216
+    86  11264.0  1426.367781  1484.467498
+    87  11392.0  1414.749863  1490.915219
+    88  11520.0  1423.156103  1495.031398
+    89  11648.0  1424.672284  1501.151663
+    90  11776.0  1432.868258  1502.181127
+    91  11904.0  1441.271418  1507.206922
+    92  12032.0  1424.872623  1504.367198
+    93  12160.0  1418.579120  1510.712381
+    94  12288.0  1432.830460  1390.538075
+    95  12416.0  1443.833465  1391.043034
+    96  12544.0  1442.269264  1393.062024
+    97  12672.0  1443.375437  1392.331793
 
 
 
@@ -442,7 +442,7 @@ In the above plot, we can see that:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 23.218 seconds)
+   **Total running time of the script:** (0 minutes 23.282 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_02-fused-softmax.py:
diff --git a/main/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt b/main/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
index 2693d6ede6d1..fcf8d1e97963 100644
--- a/main/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
+++ b/main/_sources/getting-started/tutorials/03-matrix-multiplication.rst.txt
@@ -570,36 +570,36 @@ but feel free to arrange this script as you wish to benchmark any other matrix s
     matmul-performance-fp16:
              M       N       K      cuBLAS      Triton
     0    256.0   256.0   256.0    4.096000    4.096000
-    1    384.0   384.0   384.0   12.288000   12.288000
+    1    384.0   384.0   384.0   11.059200   12.288000
     2    512.0   512.0   512.0   26.214401   26.214401
     3    640.0   640.0   640.0   42.666665   42.666665
     4    768.0   768.0   768.0   63.195428   68.056616
-    5    896.0   896.0   896.0   78.051553   93.661869
+    5    896.0   896.0   896.0   78.051553   87.808000
     6   1024.0  1024.0  1024.0  110.376426   99.864382
     7   1152.0  1152.0  1152.0  135.726544  129.825388
     8   1280.0  1280.0  1280.0  157.538463  163.840004
-    9   1408.0  1408.0  1408.0  155.765024  132.970149
+    9   1408.0  1408.0  1408.0  151.438217  132.970149
     10  1536.0  1536.0  1536.0  176.947204  153.867127
-    11  1664.0  1664.0  1664.0  179.978245  179.978245
-    12  1792.0  1792.0  1792.0  172.914215  204.353162
+    11  1664.0  1664.0  1664.0  183.651271  179.978245
+    12  1792.0  1792.0  1792.0  172.914215  208.137481
     13  1920.0  1920.0  1920.0  200.347822  168.585369
     14  2048.0  2048.0  2048.0  226.719125  192.841562
-    15  2176.0  2176.0  2176.0  211.827867  214.081356
-    16  2304.0  2304.0  2304.0  234.194828  231.921091
-    17  2432.0  2432.0  2432.0  205.069087  202.118452
-    18  2560.0  2560.0  2560.0  225.986210  219.919464
-    19  2688.0  2688.0  2688.0  199.647657  201.771569
-    20  2816.0  2816.0  2816.0  216.986107  212.752230
-    21  2944.0  2944.0  2944.0  221.493479  225.502413
-    22  3072.0  3072.0  3072.0  208.941345  213.672083
-    23  3200.0  3200.0  3200.0  216.216207  219.178074
-    24  3328.0  3328.0  3328.0  209.277023  208.670419
-    25  3456.0  3456.0  3456.0  214.419058  216.143621
-    26  3584.0  3584.0  3584.0  218.772251  213.575751
-    27  3712.0  3712.0  3712.0  211.646909  217.641271
-    28  3840.0  3840.0  3840.0  210.250955  212.268710
-    29  3968.0  3968.0  3968.0  211.114084  214.453305
-    30  4096.0  4096.0  4096.0  220.029067  219.310012
+    15  2176.0  2176.0  2176.0  211.827867  211.827867
+    16  2304.0  2304.0  2304.0  231.921091  227.503545
+    17  2432.0  2432.0  2432.0  205.069087  203.583068
+    18  2560.0  2560.0  2560.0  227.555548  222.911566
+    19  2688.0  2688.0  2688.0  200.704002  200.704002
+    20  2816.0  2816.0  2816.0  212.752230  213.795141
+    21  2944.0  2944.0  2944.0  222.482283  225.502413
+    22  3072.0  3072.0  3072.0  209.715208  215.296978
+    23  3200.0  3200.0  3200.0  216.216207  214.046818
+    24  3328.0  3328.0  3328.0  211.118166  206.871539
+    25  3456.0  3456.0  3456.0  219.677297  216.143621
+    26  3584.0  3584.0  3584.0  221.466479  215.108588
+    27  3712.0  3712.0  3712.0  212.547541  217.641271
+    28  3840.0  3840.0  3840.0  210.250955  209.851994
+    29  3968.0  3968.0  3968.0  212.585252  217.511464
+    30  4096.0  4096.0  4096.0  221.481394  220.390365
     matmul-performance-fp8:
              M       N       K      Triton
     0    256.0   256.0   256.0    3.276800
@@ -607,32 +607,32 @@ but feel free to arrange this script as you wish to benchmark any other matrix s
     2    512.0   512.0   512.0   18.724571
     3    640.0   640.0   640.0   32.000000
     4    768.0   768.0   768.0   42.130286
-    5    896.0   896.0   896.0   61.083825
+    5    896.0   896.0   896.0   58.538665
     6   1024.0  1024.0  1024.0   61.680940
     7   1152.0  1152.0  1152.0   80.702267
     8   1280.0  1280.0  1280.0  102.400003
-    9   1408.0  1408.0  1408.0   81.369790
+    9   1408.0  1408.0  1408.0   82.602666
     10  1536.0  1536.0  1536.0   98.303997
     11  1664.0  1664.0  1664.0  115.370671
     12  1792.0  1792.0  1792.0  133.802668
-    13  1920.0  1920.0  1920.0  100.173911
+    13  1920.0  1920.0  1920.0   99.453240
     14  2048.0  2048.0  2048.0  114.130722
     15  2176.0  2176.0  2176.0  119.783620
-    16  2304.0  2304.0  2304.0  133.451803
-    17  2432.0  2432.0  2432.0  133.149115
+    16  2304.0  2304.0  2304.0  134.959733
+    17  2432.0  2432.0  2432.0  132.521057
     18  2560.0  2560.0  2560.0  146.285712
-    19  2688.0  2688.0  2688.0  118.171514
-    20  2816.0  2816.0  2816.0  128.277083
-    21  2944.0  2944.0  2944.0  140.383190
-    22  3072.0  3072.0  3072.0  143.713461
-    23  3200.0  3200.0  3200.0  140.350874
-    24  3328.0  3328.0  3328.0  131.852184
-    25  3456.0  3456.0  3456.0  139.002705
-    26  3584.0  3584.0  3584.0  148.620481
-    27  3712.0  3712.0  3712.0  141.899635
-    28  3840.0  3840.0  3840.0  137.895263
+    19  2688.0  2688.0  2688.0  117.439807
+    20  2816.0  2816.0  2816.0  128.655484
+    21  2944.0  2944.0  2944.0  139.988852
+    22  3072.0  3072.0  3072.0  144.079147
+    23  3200.0  3200.0  3200.0  139.890713
+    24  3328.0  3328.0  3328.0  131.731564
+    25  3456.0  3456.0  3456.0  139.725414
+    26  3584.0  3584.0  3584.0  148.866543
+    27  3712.0  3712.0  3712.0  141.698358
+    28  3840.0  3840.0  3840.0  138.240003
     29  3968.0  3968.0  3968.0  147.016795
-    30  4096.0  4096.0  4096.0  157.347868
+    30  4096.0  4096.0  4096.0  155.524599
 
 
 
@@ -640,7 +640,7 @@ but feel free to arrange this script as you wish to benchmark any other matrix s
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (2 minutes 18.230 seconds)
+   **Total running time of the script:** (2 minutes 18.375 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_03-matrix-multiplication.py:
diff --git a/main/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt b/main/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
index 90bf71bf9307..ec295b514c7c 100644
--- a/main/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
+++ b/main/_sources/getting-started/tutorials/04-low-memory-dropout.rst.txt
@@ -242,7 +242,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.713 seconds)
+   **Total running time of the script:** (0 minutes 0.726 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_04-low-memory-dropout.py:
diff --git a/main/_sources/getting-started/tutorials/05-layer-norm.rst.txt b/main/_sources/getting-started/tutorials/05-layer-norm.rst.txt
index 55a3a0e06bf5..12609aeead05 100644
--- a/main/_sources/getting-started/tutorials/05-layer-norm.rst.txt
+++ b/main/_sources/getting-started/tutorials/05-layer-norm.rst.txt
@@ -431,36 +431,36 @@ Specifically, one can set :code:`'mode': 'backward'` to benchmark the backward p
 
     layer-norm-backward:
               N      Triton       Torch
-    0    1024.0  117.588514  378.092307
-    1    1536.0  174.710896  449.560983
-    2    2048.0  244.537310  517.389457
-    3    2560.0  305.671638  574.205608
-    4    3072.0  364.990107  614.400016
-    5    3584.0  432.241202  547.872604
-    6    4096.0  489.074621  561.737163
-    7    4608.0  547.485160  570.061876
-    8    5120.0  599.414623  568.888888
-    9    5632.0  634.591530  563.200014
-    10   6144.0  685.841884  564.965499
-    11   6656.0  742.995374  566.468098
-    12   7168.0  789.137611  540.981122
-    13   7680.0  869.433966  548.571433
-    14   8192.0  927.396231  549.184373
-    15   8704.0  705.729699  561.548373
-    16   9216.0  747.243211  567.138460
-    17   9728.0  773.086092  570.836186
-    18  10240.0  782.675148  563.669722
-    19  10752.0  808.927866  553.751076
-    20  11264.0  831.803075  559.701851
-    21  11776.0  821.581395  568.659959
+    0    1024.0  120.470590  378.092307
+    1    1536.0  177.230771  444.144584
+    2    2048.0  236.307695  517.389457
+    3    2560.0  295.384619  568.888888
+    4    3072.0  356.173905  614.400016
+    5    3584.0  419.590236  547.872604
+    6    4096.0  474.898540  561.737163
+    7    4608.0  534.260858  567.138460
+    8    5120.0  633.402085  566.267298
+    9    5632.0  693.169229  563.200014
+    10   6144.0  760.082502  562.809189
+    11   6656.0  872.918050  566.468098
+    12   7168.0  961.072652  540.981122
+    13   7680.0  959.999966  546.943612
+    14   8192.0  992.969726  547.654599
+    15   8704.0  703.353556  561.548373
+    16   9216.0  744.727294  567.138460
+    17   9728.0  773.086092  569.443892
+    18  10240.0  780.190446  562.379850
+    19  10752.0  803.887852  553.751076
+    20  11264.0  829.251512  559.701851
+    21  11776.0  819.199982  567.518063
     22  12288.0  842.605744  572.644636
-    23  12800.0  867.796637  578.531044
+    23  12800.0  865.352121  578.531044
     24  13312.0  910.222235  579.833026
-    25  13824.0  908.975307  579.015709
-    26  14336.0  937.504086  569.642383
-    27  14848.0  950.271992  570.163213
-    28  15360.0  957.506513  579.622631
-    29  15872.0  938.246290  582.458739
+    25  13824.0  906.491821  579.015709
+    26  14336.0  934.956501  569.642383
+    27  14848.0  947.744653  570.163213
+    28  15360.0  955.025907  580.535429
+    29  15872.0  938.246290  581.569482
 
 
 
@@ -475,7 +475,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 29.021 seconds)
+   **Total running time of the script:** (0 minutes 28.979 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_05-layer-norm.py:
diff --git a/main/_sources/getting-started/tutorials/06-fused-attention.rst.txt b/main/_sources/getting-started/tutorials/06-fused-attention.rst.txt
index 90a3a15b86c8..edf34039c733 100644
--- a/main/_sources/getting-started/tutorials/06-fused-attention.rst.txt
+++ b/main/_sources/getting-started/tutorials/06-fused-attention.rst.txt
@@ -63,25 +63,25 @@ Extra Credits:
 
     fused-attention-batch4-head32-d64-fwd-causal=True:
          N_CTX  Triton [FP16]  Triton [FP8]
-    0   1024.0     113.983382     93.072640
-    1   2048.0     140.543041    109.344457
-    2   4096.0     155.732944    119.272328
-    3   8192.0     167.428582    126.693835
-    4  16384.0     171.136954    129.350899
+    0   1024.0     113.994167     92.869415
+    1   2048.0     140.898063    109.286528
+    2   4096.0     156.102779    120.859697
+    3   8192.0     167.240820    126.048899
+    4  16384.0     173.307635    129.424969
     fused-attention-batch4-head32-d64-fwd-causal=False:
          N_CTX  Triton [FP16]  Triton [FP8]
-    0   1024.0     158.656918    126.498542
-    1   2048.0     167.830742    130.390850
-    2   4096.0     169.830347    129.004763
-    3   8192.0     175.313736    129.517847
-    4  16384.0     162.772934    130.571910
+    0   1024.0     159.263056    126.830003
+    1   2048.0     167.919657    131.455588
+    2   4096.0     173.107386    129.696066
+    3   8192.0     172.179217    129.106711
+    4  16384.0     162.580388    130.689119
     fused-attention-batch4-head32-d64-bwd-causal=True:
          N_CTX  Triton [FP16]  Triton [FP8]
-    0   1024.0      72.734571     72.043985
-    1   2048.0      97.032092     96.156153
-    2   4096.0     116.092754    115.140405
-    3   8192.0     123.847081    127.160329
-    4  16384.0     130.595344    132.252132
+    0   1024.0      72.651608     72.001973
+    1   2048.0      97.349731     97.044128
+    2   4096.0     115.369273    115.055265
+    3   8192.0     123.038182    126.913833
+    4  16384.0     130.555640    132.260276
 
 
 
@@ -725,7 +725,7 @@ Extra Credits:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 55.392 seconds)
+   **Total running time of the script:** (0 minutes 55.812 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_06-fused-attention.py:
diff --git a/main/_sources/getting-started/tutorials/07-extern-functions.rst.txt b/main/_sources/getting-started/tutorials/07-extern-functions.rst.txt
index 691410040692..e65d763c9a15 100644
--- a/main/_sources/getting-started/tutorials/07-extern-functions.rst.txt
+++ b/main/_sources/getting-started/tutorials/07-extern-functions.rst.txt
@@ -169,7 +169,7 @@ We can also customize the libdevice library path by passing the path to the `lib
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.228 seconds)
+   **Total running time of the script:** (0 minutes 0.234 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_07-extern-functions.py:
diff --git a/main/_sources/getting-started/tutorials/08-grouped-gemm.rst.txt b/main/_sources/getting-started/tutorials/08-grouped-gemm.rst.txt
index ef93271a70bc..ebea9ce1bd32 100644
--- a/main/_sources/getting-started/tutorials/08-grouped-gemm.rst.txt
+++ b/main/_sources/getting-started/tutorials/08-grouped-gemm.rst.txt
@@ -39,10 +39,10 @@ of gemms. The scheduling is static and we do it on device.
 
     group-gemm-performance:
             N    cuBLAS    Triton
-    0   128.0  0.020480  0.014336
+    0   128.0  0.021504  0.014336
     1   256.0  0.023552  0.018432
     2   512.0  0.032768  0.027648
-    3  1024.0  0.071680  0.088064
+    3  1024.0  0.072704  0.088064
 
 
 
@@ -336,7 +336,7 @@ of gemms. The scheduling is static and we do it on device.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.562 seconds)
+   **Total running time of the script:** (0 minutes 3.611 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_08-grouped-gemm.py:
diff --git a/main/_sources/getting-started/tutorials/09-persistent-matmul.rst.txt b/main/_sources/getting-started/tutorials/09-persistent-matmul.rst.txt
index a4656da86c8e..8137a7142a17 100644
--- a/main/_sources/getting-started/tutorials/09-persistent-matmul.rst.txt
+++ b/main/_sources/getting-started/tutorials/09-persistent-matmul.rst.txt
@@ -519,7 +519,7 @@ Users can pass command-line arguments to specify matrix dimensions and iteration
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.883 seconds)
+   **Total running time of the script:** (0 minutes 1.909 seconds)
 
 
 .. _sphx_glr_download_getting-started_tutorials_09-persistent-matmul.py:
diff --git a/main/_sources/getting-started/tutorials/sg_execution_times.rst.txt b/main/_sources/getting-started/tutorials/sg_execution_times.rst.txt
index a5c7c46ed10a..3ea35ea160e9 100644
--- a/main/_sources/getting-started/tutorials/sg_execution_times.rst.txt
+++ b/main/_sources/getting-started/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**04:27.680** total execution time for 9 files **from getting-started/tutorials**:
+**04:19.724** total execution time for 9 files **from getting-started/tutorials**:
 
 .. container::
 
@@ -33,29 +33,29 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``03-matrix-multiplication.py``)
-     - 02:18.230
+     - 02:18.375
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_06-fused-attention.py` (``06-fused-attention.py``)
-     - 00:55.392
+     - 00:55.812
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``05-layer-norm.py``)
-     - 00:29.021
+     - 00:28.979
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``02-fused-softmax.py``)
-     - 00:23.218
+     - 00:23.282
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``01-vector-add.py``)
-     - 00:15.433
+     - 00:06.796
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_08-grouped-gemm.py` (``08-grouped-gemm.py``)
-     - 00:03.562
+     - 00:03.611
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_09-persistent-matmul.py` (``09-persistent-matmul.py``)
-     - 00:01.883
+     - 00:01.909
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``04-low-memory-dropout.py``)
-     - 00:00.713
+     - 00:00.726
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_07-extern-functions.py` (``07-extern-functions.py``)
-     - 00:00.228
+     - 00:00.234
      - 0.0
diff --git a/main/_sources/sg_execution_times.rst.txt b/main/_sources/sg_execution_times.rst.txt
index 15ec30180b5f..82af25acebe0 100644
--- a/main/_sources/sg_execution_times.rst.txt
+++ b/main/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**04:27.680** total execution time for 9 files **from all galleries**:
+**04:19.724** total execution time for 9 files **from all galleries**:
 
 .. container::
 
@@ -33,29 +33,29 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py` (``../python/tutorials/03-matrix-multiplication.py``)
-     - 02:18.230
+     - 02:18.375
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_06-fused-attention.py` (``../python/tutorials/06-fused-attention.py``)
-     - 00:55.392
+     - 00:55.812
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py` (``../python/tutorials/05-layer-norm.py``)
-     - 00:29.021
+     - 00:28.979
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py` (``../python/tutorials/02-fused-softmax.py``)
-     - 00:23.218
+     - 00:23.282
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_01-vector-add.py` (``../python/tutorials/01-vector-add.py``)
-     - 00:15.433
+     - 00:06.796
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_08-grouped-gemm.py` (``../python/tutorials/08-grouped-gemm.py``)
-     - 00:03.562
+     - 00:03.611
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_09-persistent-matmul.py` (``../python/tutorials/09-persistent-matmul.py``)
-     - 00:01.883
+     - 00:01.909
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py` (``../python/tutorials/04-low-memory-dropout.py``)
-     - 00:00.713
+     - 00:00.726
      - 0.0
    * - :ref:`sphx_glr_getting-started_tutorials_07-extern-functions.py` (``../python/tutorials/07-extern-functions.py``)
-     - 00:00.228
+     - 00:00.234
      - 0.0
diff --git a/main/getting-started/tutorials/01-vector-add.html b/main/getting-started/tutorials/01-vector-add.html
index b703abf3d3f7..3e450634ce01 100644
--- a/main/getting-started/tutorials/01-vector-add.html
+++ b/main/getting-started/tutorials/01-vector-add.html
@@ -239,7 +239,7 @@ <h2>Benchmark<a class="headerlink" href="#benchmark" title="Link to this heading
 <img src="../../_images/sphx_glr_01-vector-add_001.png" srcset="../../_images/sphx_glr_01-vector-add_001.png" alt="01 vector add" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>vector-add-performance:
            size       Triton        Torch
 0        4096.0     8.000000     8.000000
-1        8192.0    15.999999    19.200000
+1        8192.0    15.999999    15.999999
 2       16384.0    31.999999    31.999999
 3       32768.0    63.999998    63.999998
 4       65536.0   127.999995   127.999995
@@ -248,15 +248,15 @@ <h2>Benchmark<a class="headerlink" href="#benchmark" title="Link to this heading
 7      524288.0   614.400016   614.400016
 8     1048576.0   819.200021   819.200021
 9     2097152.0  1023.999964  1023.999964
-10    4194304.0  1260.307736  1228.800031
-11    8388608.0  1424.695621  1424.695621
+10    4194304.0  1228.800031  1228.800031
+11    8388608.0  1424.695621  1404.342820
 12   16777216.0  1560.380965  1560.380965
 13   33554432.0  1631.601649  1624.859540
 14   67108864.0  1669.706983  1662.646960
-15  134217728.0  1684.910539  1678.616907
+15  134217728.0  1684.008546  1678.616907
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 15.433 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 6.796 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-01-vector-add-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/f191ee1e78dc52eb5f7cba88f71cef2f/01-vector-add.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">01-vector-add.ipynb</span></code></a></p>
diff --git a/main/getting-started/tutorials/02-fused-softmax.html b/main/getting-started/tutorials/02-fused-softmax.html
index 754e25ff15fb..b3ce57f6db3e 100644
--- a/main/getting-started/tutorials/02-fused-softmax.html
+++ b/main/getting-started/tutorials/02-fused-softmax.html
@@ -336,104 +336,104 @@ <h2>Benchmark<a class="headerlink" href="#benchmark" title="Link to this heading
 </div>
 <img src="../../_images/sphx_glr_02-fused-softmax_001.png" srcset="../../_images/sphx_glr_02-fused-softmax_001.png" alt="02 fused softmax" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>softmax-performance:
           N       Triton        Torch
-0     256.0   481.122554   705.606305
-1     384.0   610.434702   819.823114
-2     512.0   761.656911   924.209827
-3     640.0   799.226362   944.360090
-4     768.0   867.047611  1027.173003
-5     896.0   936.960598  1058.824580
-6    1024.0   985.584033  1108.840124
-7    1152.0  1107.393637   613.634046
-8    1280.0  1146.930717   669.100706
-9    1408.0  1162.115329   720.621389
-10   1536.0  1185.177342   778.853902
-11   1664.0  1217.205082   811.707348
-12   1792.0  1241.317424   858.977076
-13   1920.0  1248.378487   908.629411
-14   2048.0  1278.451899   953.703798
-15   2176.0  1255.573137   977.157558
-16   2304.0  1268.279024  1008.176684
-17   2432.0  1289.185340  1057.863892
-18   2560.0  1308.571366  1084.184708
-19   2688.0  1307.591343  1099.708516
-20   2816.0  1319.874972  1130.874624
-21   2944.0  1320.138954  1167.428064
-22   3072.0  1351.664889  1185.122139
-23   3200.0  1357.768931  1191.520567
-24   3328.0  1353.422267  1220.980780
-25   3456.0  1367.305367  1245.605859
-26   3584.0  1379.735215  1258.157013
-27   3712.0  1383.741181  1270.613298
-28   3840.0  1386.899622  1302.070677
-29   3968.0  1391.527406  1316.700118
-30   4096.0  1399.801411  1325.898718
-31   4224.0  1330.959459  1160.888959
-32   4352.0  1335.577572  1172.599223
-33   4480.0  1352.962036  1182.609123
-34   4608.0  1362.112363  1193.610373
-35   4736.0  1356.598590  1197.166243
-36   4864.0  1375.028691  1222.774961
-37   4992.0  1366.109616  1239.348747
-38   5120.0  1372.128671  1250.058464
-39   5248.0  1375.849884  1258.884814
-40   5376.0  1374.978428  1286.796113
-41   5504.0  1377.846198  1297.942346
-42   5632.0  1384.413443  1312.716118
-43   5760.0  1391.278564  1325.685551
-44   5888.0  1394.194442  1340.336636
-45   6016.0  1397.978091  1353.805381
-46   6144.0  1406.785353  1372.097123
-47   6272.0  1415.245090  1374.033813
-48   6400.0  1410.782205  1388.175035
-49   6528.0  1415.796932  1394.208904
-50   6656.0  1421.096941  1403.630295
-51   6784.0  1416.131251  1412.181764
-52   6912.0  1427.941472  1425.406941
-53   7040.0  1419.496350  1430.216877
-54   7168.0  1429.089905  1433.832681
-55   7296.0  1429.787556  1442.966669
-56   7424.0  1429.375937  1442.943822
-57   7552.0  1427.168501  1455.195697
-58   7680.0  1437.135199  1460.596589
-59   7808.0  1433.640230  1465.474209
-60   7936.0  1432.577856  1468.218077
-61   8064.0  1436.870645  1476.143488
-62   8192.0  1441.160297  1482.565266
-63   8320.0  1389.050740  1401.788111
-64   8448.0  1378.888407  1404.382591
-65   8576.0  1398.095805  1394.096530
-66   8704.0  1388.941082  1402.802675
-67   8832.0  1381.057924  1403.322637
-68   8960.0  1395.218642  1414.527645
-69   9088.0  1410.865783  1416.893112
-70   9216.0  1404.596222  1423.388398
-71   9344.0  1403.696909  1426.976061
-72   9472.0  1398.858388  1434.562163
-73   9600.0  1397.357600  1433.067199
-74   9728.0  1399.107722  1441.921229
-75   9856.0  1416.363642  1438.967318
-76   9984.0  1402.643748  1451.618158
-77  10112.0  1415.973788  1456.324055
-78  10240.0  1420.144736  1466.642455
-79  10368.0  1411.548536  1462.925131
-80  10496.0  1412.824164  1468.937611
-81  10624.0  1410.823497  1466.070334
-82  10752.0  1405.901365  1474.315660
-83  10880.0  1399.632282  1480.103880
-84  11008.0  1418.699072  1478.589424
-85  11136.0  1424.249125  1487.229175
-86  11264.0  1427.982126  1486.433466
-87  11392.0  1411.084768  1490.053428
-88  11520.0  1424.872316  1494.723538
-89  11648.0  1429.668921  1497.942460
-90  11776.0  1430.401550  1500.797227
-91  11904.0  1443.839914  1508.386152
-92  12032.0  1425.162120  1509.201685
-93  12160.0  1417.157747  1513.961434
-94  12288.0  1435.210340  1393.452263
-95  12416.0  1447.425904  1390.445989
-96  12544.0  1441.090369  1394.385753
-97  12672.0  1447.677043  1394.404387
+0     256.0   479.064298   699.181219
+1     384.0   605.935470   803.592870
+2     512.0   745.815346   915.545165
+3     640.0   784.150333   956.447857
+4     768.0   880.320379  1014.509091
+5     896.0   925.382153  1061.167478
+6    1024.0   991.710669  1106.574890
+7    1152.0  1096.039409   610.380558
+8    1280.0  1139.520251   665.218284
+9    1408.0  1165.391530   720.489335
+10   1536.0  1194.943334   778.549520
+11   1664.0  1210.181909   815.185632
+12   1792.0  1230.968329   855.395778
+13   1920.0  1248.428873   908.579062
+14   2048.0  1280.924153   959.322337
+15   2176.0  1259.385511   977.076350
+16   2304.0  1264.254197  1009.942264
+17   2432.0  1294.160529  1052.837215
+18   2560.0  1307.374009  1080.764688
+19   2688.0  1311.829354  1099.929421
+20   2816.0  1318.948247  1127.749005
+21   2944.0  1323.238625  1167.743718
+22   3072.0  1351.373542  1180.095910
+23   3200.0  1348.534675  1189.752898
+24   3328.0  1360.344504  1220.824659
+25   3456.0  1376.349668  1244.102144
+26   3584.0  1377.704179  1262.922891
+27   3712.0  1381.836169  1270.382626
+28   3840.0  1392.447728  1297.064618
+29   3968.0  1389.325086  1312.152604
+30   4096.0  1398.450475  1323.191964
+31   4224.0  1334.797686  1161.265364
+32   4352.0  1338.772911  1175.420872
+33   4480.0  1352.283250  1184.315205
+34   4608.0  1365.124471  1193.417080
+35   4736.0  1359.987409  1201.622382
+36   4864.0  1377.048560  1223.412167
+37   4992.0  1369.089609  1233.684450
+38   5120.0  1369.713498  1248.899525
+39   5248.0  1375.293807  1259.231379
+40   5376.0  1376.540058  1282.852374
+41   5504.0  1380.738669  1300.560458
+42   5632.0  1389.659411  1316.116838
+43   5760.0  1400.169920  1327.324114
+44   5888.0  1389.808758  1344.885649
+45   6016.0  1399.504754  1353.314020
+46   6144.0  1411.262028  1378.023978
+47   6272.0  1413.077806  1377.260245
+48   6400.0  1414.187022  1385.721052
+49   6528.0  1409.389343  1391.148905
+50   6656.0  1416.721019  1401.034261
+51   6784.0  1416.087697  1413.434651
+52   6912.0  1421.294888  1424.131638
+53   7040.0  1419.996979  1429.518647
+54   7168.0  1424.466575  1435.376778
+55   7296.0  1432.715729  1440.741962
+56   7424.0  1425.848969  1443.345415
+57   7552.0  1422.442528  1455.338142
+58   7680.0  1431.808213  1461.805074
+59   7808.0  1430.691639  1466.835213
+60   7936.0  1439.014282  1471.625334
+61   8064.0  1435.965760  1471.378689
+62   8192.0  1442.490743  1483.499746
+63   8320.0  1388.123848  1403.277206
+64   8448.0  1381.538337  1406.434064
+65   8576.0  1393.914249  1393.727174
+66   8704.0  1392.537296  1401.229052
+67   8832.0  1383.956238  1405.738522
+68   8960.0  1397.579449  1412.947143
+69   9088.0  1409.169292  1415.946044
+70   9216.0  1404.468122  1426.164803
+71   9344.0  1398.240923  1425.917475
+72   9472.0  1398.110606  1431.903192
+73   9600.0  1394.432321  1435.590164
+74   9728.0  1402.505697  1440.086641
+75   9856.0  1416.025327  1442.098940
+76   9984.0  1403.290230  1448.423484
+77  10112.0  1414.684415  1458.335590
+78  10240.0  1419.416146  1467.917585
+79  10368.0  1414.798734  1465.477163
+80  10496.0  1418.796891  1467.609236
+81  10624.0  1410.416625  1467.636756
+82  10752.0  1408.517627  1472.373422
+83  10880.0  1398.327703  1478.112478
+84  11008.0  1420.878183  1476.109043
+85  11136.0  1419.894600  1486.756216
+86  11264.0  1426.367781  1484.467498
+87  11392.0  1414.749863  1490.915219
+88  11520.0  1423.156103  1495.031398
+89  11648.0  1424.672284  1501.151663
+90  11776.0  1432.868258  1502.181127
+91  11904.0  1441.271418  1507.206922
+92  12032.0  1424.872623  1504.367198
+93  12160.0  1418.579120  1510.712381
+94  12288.0  1432.830460  1390.538075
+95  12416.0  1443.833465  1391.043034
+96  12544.0  1442.269264  1393.062024
+97  12672.0  1443.375437  1392.331793
 </pre></div>
 </div>
 <dl class="simple">
@@ -444,7 +444,7 @@ <h2>Benchmark<a class="headerlink" href="#benchmark" title="Link to this heading
 </ul>
 </dd>
 </dl>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 23.218 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 23.282 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-getting-started-tutorials-02-fused-softmax-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/034d953b6214fedce6ea03803c712b89/02-fused-softmax.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">02-fused-softmax.ipynb</span></code></a></p>
diff --git a/main/getting-started/tutorials/03-matrix-multiplication.html b/main/getting-started/tutorials/03-matrix-multiplication.html
index 16b870bcb200..f46ec7d0a815 100644
--- a/main/getting-started/tutorials/03-matrix-multiplication.html
+++ b/main/getting-started/tutorials/03-matrix-multiplication.html
@@ -586,36 +586,36 @@ <h3>Square Matrix Performance<a class="headerlink" href="#square-matrix-performa
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>matmul-performance-fp16:
          M       N       K      cuBLAS      Triton
 0    256.0   256.0   256.0    4.096000    4.096000
-1    384.0   384.0   384.0   12.288000   12.288000
+1    384.0   384.0   384.0   11.059200   12.288000
 2    512.0   512.0   512.0   26.214401   26.214401
 3    640.0   640.0   640.0   42.666665   42.666665
 4    768.0   768.0   768.0   63.195428   68.056616
-5    896.0   896.0   896.0   78.051553   93.661869
+5    896.0   896.0   896.0   78.051553   87.808000
 6   1024.0  1024.0  1024.0  110.376426   99.864382
 7   1152.0  1152.0  1152.0  135.726544  129.825388
 8   1280.0  1280.0  1280.0  157.538463  163.840004
-9   1408.0  1408.0  1408.0  155.765024  132.970149
+9   1408.0  1408.0  1408.0  151.438217  132.970149
 10  1536.0  1536.0  1536.0  176.947204  153.867127
-11  1664.0  1664.0  1664.0  179.978245  179.978245
-12  1792.0  1792.0  1792.0  172.914215  204.353162
+11  1664.0  1664.0  1664.0  183.651271  179.978245
+12  1792.0  1792.0  1792.0  172.914215  208.137481
 13  1920.0  1920.0  1920.0  200.347822  168.585369
 14  2048.0  2048.0  2048.0  226.719125  192.841562
-15  2176.0  2176.0  2176.0  211.827867  214.081356
-16  2304.0  2304.0  2304.0  234.194828  231.921091
-17  2432.0  2432.0  2432.0  205.069087  202.118452
-18  2560.0  2560.0  2560.0  225.986210  219.919464
-19  2688.0  2688.0  2688.0  199.647657  201.771569
-20  2816.0  2816.0  2816.0  216.986107  212.752230
-21  2944.0  2944.0  2944.0  221.493479  225.502413
-22  3072.0  3072.0  3072.0  208.941345  213.672083
-23  3200.0  3200.0  3200.0  216.216207  219.178074
-24  3328.0  3328.0  3328.0  209.277023  208.670419
-25  3456.0  3456.0  3456.0  214.419058  216.143621
-26  3584.0  3584.0  3584.0  218.772251  213.575751
-27  3712.0  3712.0  3712.0  211.646909  217.641271
-28  3840.0  3840.0  3840.0  210.250955  212.268710
-29  3968.0  3968.0  3968.0  211.114084  214.453305
-30  4096.0  4096.0  4096.0  220.029067  219.310012
+15  2176.0  2176.0  2176.0  211.827867  211.827867
+16  2304.0  2304.0  2304.0  231.921091  227.503545
+17  2432.0  2432.0  2432.0  205.069087  203.583068
+18  2560.0  2560.0  2560.0  227.555548  222.911566
+19  2688.0  2688.0  2688.0  200.704002  200.704002
+20  2816.0  2816.0  2816.0  212.752230  213.795141
+21  2944.0  2944.0  2944.0  222.482283  225.502413
+22  3072.0  3072.0  3072.0  209.715208  215.296978
+23  3200.0  3200.0  3200.0  216.216207  214.046818
+24  3328.0  3328.0  3328.0  211.118166  206.871539
+25  3456.0  3456.0  3456.0  219.677297  216.143621
+26  3584.0  3584.0  3584.0  221.466479  215.108588
+27  3712.0  3712.0  3712.0  212.547541  217.641271
+28  3840.0  3840.0  3840.0  210.250955  209.851994
+29  3968.0  3968.0  3968.0  212.585252  217.511464
+30  4096.0  4096.0  4096.0  221.481394  220.390365
 matmul-performance-fp8:
          M       N       K      Triton
 0    256.0   256.0   256.0    3.276800
@@ -623,35 +623,35 @@ <h3>Square Matrix Performance<a class="headerlink" href="#square-matrix-performa
 2    512.0   512.0   512.0   18.724571
 3    640.0   640.0   640.0   32.000000
 4    768.0   768.0   768.0   42.130286
-5    896.0   896.0   896.0   61.083825
+5    896.0   896.0   896.0   58.538665
 6   1024.0  1024.0  1024.0   61.680940
 7   1152.0  1152.0  1152.0   80.702267
 8   1280.0  1280.0  1280.0  102.400003
-9   1408.0  1408.0  1408.0   81.369790
+9   1408.0  1408.0  1408.0   82.602666
 10  1536.0  1536.0  1536.0   98.303997
 11  1664.0  1664.0  1664.0  115.370671
 12  1792.0  1792.0  1792.0  133.802668
-13  1920.0  1920.0  1920.0  100.173911
+13  1920.0  1920.0  1920.0   99.453240
 14  2048.0  2048.0  2048.0  114.130722
 15  2176.0  2176.0  2176.0  119.783620
-16  2304.0  2304.0  2304.0  133.451803
-17  2432.0  2432.0  2432.0  133.149115
+16  2304.0  2304.0  2304.0  134.959733
+17  2432.0  2432.0  2432.0  132.521057
 18  2560.0  2560.0  2560.0  146.285712
-19  2688.0  2688.0  2688.0  118.171514
-20  2816.0  2816.0  2816.0  128.277083
-21  2944.0  2944.0  2944.0  140.383190
-22  3072.0  3072.0  3072.0  143.713461
-23  3200.0  3200.0  3200.0  140.350874
-24  3328.0  3328.0  3328.0  131.852184
-25  3456.0  3456.0  3456.0  139.002705
-26  3584.0  3584.0  3584.0  148.620481
-27  3712.0  3712.0  3712.0  141.899635
-28  3840.0  3840.0  3840.0  137.895263
+19  2688.0  2688.0  2688.0  117.439807
+20  2816.0  2816.0  2816.0  128.655484
+21  2944.0  2944.0  2944.0  139.988852
+22  3072.0  3072.0  3072.0  144.079147
+23  3200.0  3200.0  3200.0  139.890713
+24  3328.0  3328.0  3328.0  131.731564
+25  3456.0  3456.0  3456.0  139.725414
+26  3584.0  3584.0  3584.0  148.866543
+27  3712.0  3712.0  3712.0  141.698358
+28  3840.0  3840.0  3840.0  138.240003
 29  3968.0  3968.0  3968.0  147.016795
-30  4096.0  4096.0  4096.0  157.347868
+30  4096.0  4096.0  4096.0  155.524599
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diff --git a/main/getting-started/tutorials/04-low-memory-dropout.html b/main/getting-started/tutorials/04-low-memory-dropout.html
index 3513f0ad5162..fdf93d737b1f 100644
--- a/main/getting-started/tutorials/04-low-memory-dropout.html
+++ b/main/getting-started/tutorials/04-low-memory-dropout.html
@@ -297,7 +297,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 <p>Nitish Srivastava and Geoffrey Hinton and Alex Krizhevsky and Ilya Sutskever and Ruslan Salakhutdinov, “Dropout: A Simple Way to Prevent Neural Networks from Overfitting”, JMLR 2014</p>
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diff --git a/main/getting-started/tutorials/05-layer-norm.html b/main/getting-started/tutorials/05-layer-norm.html
index e9e6badb1c29..0aecde20cfd2 100644
--- a/main/getting-started/tutorials/05-layer-norm.html
+++ b/main/getting-started/tutorials/05-layer-norm.html
@@ -468,36 +468,36 @@ <h2>Benchmark<a class="headerlink" href="#benchmark" title="Link to this heading
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           N      Triton       Torch
-0    1024.0  117.588514  378.092307
-1    1536.0  174.710896  449.560983
-2    2048.0  244.537310  517.389457
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-9    5632.0  634.591530  563.200014
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-11   6656.0  742.995374  566.468098
-12   7168.0  789.137611  540.981122
-13   7680.0  869.433966  548.571433
-14   8192.0  927.396231  549.184373
-15   8704.0  705.729699  561.548373
-16   9216.0  747.243211  567.138460
-17   9728.0  773.086092  570.836186
-18  10240.0  782.675148  563.669722
-19  10752.0  808.927866  553.751076
-20  11264.0  831.803075  559.701851
-21  11776.0  821.581395  568.659959
+0    1024.0  120.470590  378.092307
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+2    2048.0  236.307695  517.389457
+3    2560.0  295.384619  568.888888
+4    3072.0  356.173905  614.400016
+5    3584.0  419.590236  547.872604
+6    4096.0  474.898540  561.737163
+7    4608.0  534.260858  567.138460
+8    5120.0  633.402085  566.267298
+9    5632.0  693.169229  563.200014
+10   6144.0  760.082502  562.809189
+11   6656.0  872.918050  566.468098
+12   7168.0  961.072652  540.981122
+13   7680.0  959.999966  546.943612
+14   8192.0  992.969726  547.654599
+15   8704.0  703.353556  561.548373
+16   9216.0  744.727294  567.138460
+17   9728.0  773.086092  569.443892
+18  10240.0  780.190446  562.379850
+19  10752.0  803.887852  553.751076
+20  11264.0  829.251512  559.701851
+21  11776.0  819.199982  567.518063
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-23  12800.0  867.796637  578.531044
+23  12800.0  865.352121  578.531044
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-25  13824.0  908.975307  579.015709
-26  14336.0  937.504086  569.642383
-27  14848.0  950.271992  570.163213
-28  15360.0  957.506513  579.622631
-29  15872.0  938.246290  582.458739
+25  13824.0  906.491821  579.015709
+26  14336.0  934.956501  569.642383
+27  14848.0  947.744653  570.163213
+28  15360.0  955.025907  580.535429
+29  15872.0  938.246290  581.569482
 </pre></div>
 </div>
 </section>
@@ -509,7 +509,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 <p>Jimmy Lei Ba and Jamie Ryan Kiros and Geoffrey E. Hinton, “Layer Normalization”, Arxiv 2016</p>
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diff --git a/main/getting-started/tutorials/06-fused-attention.html b/main/getting-started/tutorials/06-fused-attention.html
index 8cf1424fb140..4894aa04ba58 100644
--- a/main/getting-started/tutorials/06-fused-attention.html
+++ b/main/getting-started/tutorials/06-fused-attention.html
@@ -125,25 +125,25 @@
 </ul>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>fused-attention-batch4-head32-d64-fwd-causal=True:
      N_CTX  Triton [FP16]  Triton [FP8]
-0   1024.0     113.983382     93.072640
-1   2048.0     140.543041    109.344457
-2   4096.0     155.732944    119.272328
-3   8192.0     167.428582    126.693835
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 fused-attention-batch4-head32-d64-fwd-causal=False:
      N_CTX  Triton [FP16]  Triton [FP8]
-0   1024.0     158.656918    126.498542
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-2   4096.0     169.830347    129.004763
-3   8192.0     175.313736    129.517847
-4  16384.0     162.772934    130.571910
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+2   4096.0     173.107386    129.696066
+3   8192.0     172.179217    129.106711
+4  16384.0     162.580388    130.689119
 fused-attention-batch4-head32-d64-bwd-causal=True:
      N_CTX  Triton [FP16]  Triton [FP8]
-0   1024.0      72.734571     72.043985
-1   2048.0      97.032092     96.156153
-2   4096.0     116.092754    115.140405
-3   8192.0     123.847081    127.160329
-4  16384.0     130.595344    132.252132
+0   1024.0      72.651608     72.001973
+1   2048.0      97.349731     97.044128
+2   4096.0     115.369273    115.055265
+3   8192.0     123.038182    126.913833
+4  16384.0     130.555640    132.260276
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diff --git a/main/getting-started/tutorials/07-extern-functions.html b/main/getting-started/tutorials/07-extern-functions.html
index 9ae849245737..f0890affd517 100644
--- a/main/getting-started/tutorials/07-extern-functions.html
+++ b/main/getting-started/tutorials/07-extern-functions.html
@@ -217,7 +217,7 @@ <h2>Customize the libdevice library path<a class="headerlink" href="#customize-t
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diff --git a/main/getting-started/tutorials/08-grouped-gemm.html b/main/getting-started/tutorials/08-grouped-gemm.html
index 9d61fbaef711..97cf60c364af 100644
--- a/main/getting-started/tutorials/08-grouped-gemm.html
+++ b/main/getting-started/tutorials/08-grouped-gemm.html
@@ -117,10 +117,10 @@
 of gemms. The scheduling is static and we do it on device.</p>
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         N    cuBLAS    Triton
-0   128.0  0.020480  0.014336
+0   128.0  0.021504  0.014336
 1   256.0  0.023552  0.018432
 2   512.0  0.032768  0.027648
-3  1024.0  0.071680  0.088064
+3  1024.0  0.072704  0.088064
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diff --git a/main/getting-started/tutorials/09-persistent-matmul.html b/main/getting-started/tutorials/09-persistent-matmul.html
index 4c8acb6be6f5..74b79a83c913 100644
--- a/main/getting-started/tutorials/09-persistent-matmul.html
+++ b/main/getting-started/tutorials/09-persistent-matmul.html
@@ -595,7 +595,7 @@
     <span class="n">proton</span><span class="o">.</span><span class="n">finalize</span><span class="p">()</span>
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diff --git a/main/getting-started/tutorials/sg_execution_times.html b/main/getting-started/tutorials/sg_execution_times.html
index 76b3f6491d08..93bd96669aca 100644
--- a/main/getting-started/tutorials/sg_execution_times.html
+++ b/main/getting-started/tutorials/sg_execution_times.html
@@ -94,7 +94,7 @@
              
   <section id="computation-times">
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-<td><p>02:18.230</p></td>
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-<td><p>00:55.392</p></td>
+<td><p>00:55.812</p></td>
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+<td><p>00:28.979</p></td>
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+<td><p>00:23.282</p></td>
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 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="09-persistent-matmul.html#sphx-glr-getting-started-tutorials-09-persistent-matmul-py"><span class="std std-ref">Persistent FP8 Matmul</span></a> (<code class="docutils literal notranslate"><span class="pre">09-persistent-matmul.py</span></code>)</p></td>
-<td><p>00:01.883</p></td>
+<td><p>00:01.909</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="04-low-memory-dropout.html#sphx-glr-getting-started-tutorials-04-low-memory-dropout-py"><span class="std std-ref">Low-Memory Dropout</span></a> (<code class="docutils literal notranslate"><span class="pre">04-low-memory-dropout.py</span></code>)</p></td>
-<td><p>00:00.713</p></td>
+<td><p>00:00.726</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="07-extern-functions.html#sphx-glr-getting-started-tutorials-07-extern-functions-py"><span class="std std-ref">Libdevice (tl.extra.libdevice) function</span></a> (<code class="docutils literal notranslate"><span class="pre">07-extern-functions.py</span></code>)</p></td>
-<td><p>00:00.228</p></td>
+<td><p>00:00.234</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
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index 4744e44bb9ff..e14ed8272dab 100644
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diff --git a/main/sg_execution_times.html b/main/sg_execution_times.html
index 739d237b182e..6328ca1ed047 100644
--- a/main/sg_execution_times.html
+++ b/main/sg_execution_times.html
@@ -94,7 +94,7 @@
              
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">¶</a></h1>
-<p><strong>04:27.680</strong> total execution time for 9 files <strong>from all galleries</strong>:</p>
+<p><strong>04:19.724</strong> total execution time for 9 files <strong>from all galleries</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -116,39 +116,39 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="getting-started/tutorials/03-matrix-multiplication.html#sphx-glr-getting-started-tutorials-03-matrix-multiplication-py"><span class="std std-ref">Matrix Multiplication</span></a> (<code class="docutils literal notranslate"><span class="pre">../python/tutorials/03-matrix-multiplication.py</span></code>)</p></td>
-<td><p>02:18.230</p></td>
+<td><p>02:18.375</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="getting-started/tutorials/06-fused-attention.html#sphx-glr-getting-started-tutorials-06-fused-attention-py"><span class="std std-ref">Fused Attention</span></a> (<code class="docutils literal notranslate"><span class="pre">../python/tutorials/06-fused-attention.py</span></code>)</p></td>
-<td><p>00:55.392</p></td>
+<td><p>00:55.812</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="getting-started/tutorials/05-layer-norm.html#sphx-glr-getting-started-tutorials-05-layer-norm-py"><span class="std std-ref">Layer Normalization</span></a> (<code class="docutils literal notranslate"><span class="pre">../python/tutorials/05-layer-norm.py</span></code>)</p></td>
-<td><p>00:29.021</p></td>
+<td><p>00:28.979</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="getting-started/tutorials/02-fused-softmax.html#sphx-glr-getting-started-tutorials-02-fused-softmax-py"><span class="std std-ref">Fused Softmax</span></a> (<code class="docutils literal notranslate"><span class="pre">../python/tutorials/02-fused-softmax.py</span></code>)</p></td>
-<td><p>00:23.218</p></td>
+<td><p>00:23.282</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="getting-started/tutorials/01-vector-add.html#sphx-glr-getting-started-tutorials-01-vector-add-py"><span class="std std-ref">Vector Addition</span></a> (<code class="docutils literal notranslate"><span class="pre">../python/tutorials/01-vector-add.py</span></code>)</p></td>
-<td><p>00:15.433</p></td>
+<td><p>00:06.796</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="getting-started/tutorials/08-grouped-gemm.html#sphx-glr-getting-started-tutorials-08-grouped-gemm-py"><span class="std std-ref">Group GEMM</span></a> (<code class="docutils literal notranslate"><span class="pre">../python/tutorials/08-grouped-gemm.py</span></code>)</p></td>
-<td><p>00:03.562</p></td>
+<td><p>00:03.611</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="getting-started/tutorials/09-persistent-matmul.html#sphx-glr-getting-started-tutorials-09-persistent-matmul-py"><span class="std std-ref">Persistent FP8 Matmul</span></a> (<code class="docutils literal notranslate"><span class="pre">../python/tutorials/09-persistent-matmul.py</span></code>)</p></td>
-<td><p>00:01.883</p></td>
+<td><p>00:01.909</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="getting-started/tutorials/04-low-memory-dropout.html#sphx-glr-getting-started-tutorials-04-low-memory-dropout-py"><span class="std std-ref">Low-Memory Dropout</span></a> (<code class="docutils literal notranslate"><span class="pre">../python/tutorials/04-low-memory-dropout.py</span></code>)</p></td>
-<td><p>00:00.713</p></td>
+<td><p>00:00.726</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="getting-started/tutorials/07-extern-functions.html#sphx-glr-getting-started-tutorials-07-extern-functions-py"><span class="std std-ref">Libdevice (tl.extra.libdevice) function</span></a> (<code class="docutils literal notranslate"><span class="pre">../python/tutorials/07-extern-functions.py</span></code>)</p></td>
-<td><p>00:00.228</p></td>
+<td><p>00:00.234</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>