Re: OpenExr 2.3 - slower write speeds for Uncompressed and Zip1
Peter Hillman <[email protected]> Wed, 3 Apr 2019 06:30:48 +0000
| Newsgroups | gmane.comp.video.openexr.devel |
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| Message-ID | <SY2PR01MB3113BC27724EEDBE5505123CE5570@SY2PR01MB3113.ausprd01.prod.outlook.com> |
--_007_SY2PR01MB3113BC27724EEDBE5505123CE5570SY2PR01MB3113ausp_ Content-Type: multipart/related; boundary="_006_SY2PR01MB3113BC27724EEDBE5505123CE5570SY2PR01MB3113ausp_"; type="multipart/alternative" --_006_SY2PR01MB3113BC27724EEDBE5505123CE5570SY2PR01MB3113ausp_ Content-Type: multipart/alternative; boundary="_000_SY2PR01MB3113BC27724EEDBE5505123CE5570SY2PR01MB3113ausp_" --_000_SY2PR01MB3113BC27724EEDBE5505123CE5570SY2PR01MB3113ausp_ Content-Type: text/plain; charset="Windows-1252" Content-Transfer-Encoding: quoted-printable I've just been running tests myself along the same lines. I tried comparing writing various schemes with EXR-2.2.1, EXR-2.3.0 and EXR= -2.3.0 using an IlmBase build with ILMBASE_FORCE_CXX03 (passing --enable-st= dcxx=3D03 to ./configure) This attempts to use the API in a similar way to the Nuke exrWriter example= (my code attached) Conclusions: I don't think ILMBASE_FORCE_CXX03 has a difference in my test. I find no reliable speed difference between 2.2.1 and 2.3.0 where no thread= pool is used (so running the attached test using testEXR zips none 1 /tmp/t= est.exr) or the number of threads is close to the number of CPU cores regar= dless of compression scheme (e.g. with 4 cores try testEXR zips 4 20 /tmp/t= est.exr) . I did manage to make 2.3.0 go slower than 2.2.1, by running testEXR zips 10= 0 10 /tmp/test.exr which means there are 100 threads allocated, but only a = (random?) 10 of those have anything to do each time, since only 10 scanline= s are written at once, and those 10 are fighting for (in my case) 4 cores. = Both 2.2.1 and 2.3.0 run slower with excessive threadpools, but the effect = is significantly more in 2.3.0. I wonder if somehow Nuke's other threads are interfering with EXRs threadpo= ol operation in 2.3.0 in a way they aren't in 2.2.1? It might be interestin= g to implement a test like the attached as a self-contained method triggere= d from a button press in a Nuke node, so it runs within Nuke's existing fra= mework but doesn't use any Nuke functionality at all, and see if there's a = difference between that and running the function as a standalone binary out= side of Nuke. I'm intrigued that, according to the graph, the compression schemes that wr= ite single scanlines at once have slowed down, and the ones that write many= scanlines at once have sped up. Schemes that write multiple scanlines per = block have lower overhead through IlmThread. In my case I didn't see any si= gnificant speedups with 2.3.0 in any scheme. Peter ________________________________ From: Openexr-devel <[email protected]= > on behalf of Nick Porcino <[email protected]> Sent: Wednesday, 3 April 2019 5:05 PM To: Tony Micilotta; [email protected] Subject: Re: [Openexr-devel] OpenExr 2.3 - slower write speeds for Uncompre= ssed and Zip1 One of the big differences between 2.2 and 2.3 is that we moved from pthrea= d to std::thread, and made a number of corrections for thread safety. e.g. https://github.com/openexr/openexr/commit/eea1e607177e339e05daa1a2ec969a9dd= 12f2497 https://github.com/openexr/openexr/commit/bf0cb8cdce32fce36017107c9982e1e5d= b2fb3fa The old pthread/windows native implementation can be re-enabled by setting = the preprocessor define ILMBASE_FORCE_CXX03. I am wondering if you might be= able to benchmark against that version of the code as an experiment to get= more information? ________________________________ From: Openexr-devel <[email protected]= > on behalf of Tony Micilotta <[email protected]> Sent: Monday, April 1, 2019 8:27:29 AM To: [email protected] Subject: [Openexr-devel] OpenExr 2.3 - slower write speeds for Uncompressed= and Zip1 Hi, At Foundry we=92ve started testing the read performance of OpenExr 2.3 with= Boost 1.66 as we move Nuke towards conforming to VFX Reference Platform 20= 19. Although the release notes don=92t mention any changes to file writing,= we have charted (see graphic below) OpenExr 2.3 write performance against = OpenExr 2.2 as we noticed a slowdown in our playback cache generation which= uses OpenExr. From Nuke, a checkerboard/colourwheel combination is generated and animated= over 100 frames in order to eliminate file reading from the measurements. = These 100 frames are written to disk using each compression type, and the t= imings are averaged over 10 test runs. Certain compression types show an im= provement which is great, however we=92re concerned that Uncompressed and Z= ip1 are 13% and 9% slower respectively: [/var/folders/40/8tkm41ts6pl0g3qvshsrrnpc0001xc/T/com.microsoft.Outlook/Con= tent.MSO/515C417.tmp] Have you benchmarked this on your side too, and have you noticed similar me= trics? Regards, Tony Tony Micilotta Senior Technical Product Manager - Nuke Family [https://lh6.googleusercontent.com/x8JxqXcMjULW_8dLygamrZxWcjpFchCVThRNxLrF= SEsE_i1aMPBED6FYrUWu6lT54vMN4z1x3D59uPxzh1ughmlVxH5-6yflHx_SZlGAUZV3NA3FatI= rHplrrBasCyGa3MhHz8Ti] Tel: +44 (0)20 7479 4350 Web: www.foundry.com<https://www.foundry.com/> The Foundry Visionmongers Ltd. - Registered in England and Wales No: 4642= 027 - Address: 5 Golden Square, London, W1F 9HT - VAT No: 672742224 --_000_SY2PR01MB3113BC27724EEDBE5505123CE5570SY2PR01MB3113ausp_ Content-Type: text/html; charset="Windows-1252" Content-Transfer-Encoding: quoted-printable <html> <head> <meta http-equiv=3D"Content-Type" content=3D"text/html; charset=3DWindows-1= 252"> <style type=3D"text/css" style=3D"display:none;"> P {margin-top:0;margin-bo= ttom:0;} </style> </head> <body dir=3D"ltr"> <div style=3D"font-family: Calibri, Arial, Helvetica, sans-serif; font-size= : 12pt; color: rgb(0, 0, 0);"> I've just been running tests myself along the same lines. <br> </div> <div style=3D"font-family: Calibri, Arial, Helvetica, sans-serif; font-size= : 12pt; color: rgb(0, 0, 0);"> I tried comparing writing various schemes with EXR-2.2.1, EXR-2.3.0 and EXR= -2.3.0 using an IlmBase build with <span>ILMBASE_FORCE_CXX03</span> (passing --enable-stdcxx=3D03 to ./configu= re)</div> <div style=3D"font-family: Calibri, Arial, Helvetica, sans-serif; font-size= : 12pt; color: rgb(0, 0, 0);"> This attempts to use the API in a similar way to the Nuke exrWriter example= (my code attached)</div> <div style=3D"font-family: Calibri, Arial, Helvetica, sans-serif; font-size= : 12pt; color: rgb(0, 0, 0);"> <br> </div> <div style=3D"font-family: Calibri, Arial, Helvetica, sans-serif; font-size= : 12pt; color: rgb(0, 0, 0);"> Conclusions:<br> </div> <div style=3D"font-family: Calibri, Arial, Helvetica, sans-serif; font-size= : 12pt; color: rgb(0, 0, 0);"> <br> </div> <div style=3D"font-family: Calibri, Arial, Helvetica, sans-serif; font-size= : 12pt; color: rgb(0, 0, 0);"> I don't think <span>ILMBASE_FORCE_CXX03</span> has a difference in my test.= <br> </div> <div style=3D"font-family: Calibri, Arial, Helvetica, sans-serif; font-size= : 12pt; color: rgb(0, 0, 0);"> I find no reliable speed difference between 2.2.1 and 2.3.0 where no thread= pool is used (so running the attached test using <b>testEXR zips none 1 /tmp/test.exr</b>) or the number of threads is close= to the number of CPU cores regardless of compression scheme (e.g. with 4 c= ores try <b>testEXR zips 4 20 /tmp/test.exr</b>) .<br> </div> <div style=3D"font-family:Calibri,Arial,Helvetica,sans-serif; font-size:12p= t; color:rgb(0,0,0)"> I <i>did</i> manage to make 2.3.0 go slower than 2.2.1, by running <b>testE= XR zips 100 10 /tmp/test.exr</b> which means there are 100 threads allocate= d, but only a (random?) 10 of those have anything to do each time, since on= ly 10 scanlines are written at once, and those 10 are fighting for (in my case) 4 cores. Both 2.2.1 and 2.3.0 r= un slower with excessive threadpools, but the effect is significantly more = in 2.3.0.</div> <div style=3D"font-family:Calibri,Arial,Helvetica,sans-serif; font-size:12p= t; color:rgb(0,0,0)"> <br> </div> <div style=3D"font-family:Calibri,Arial,Helvetica,sans-serif; font-size:12p= t; color:rgb(0,0,0)"> I wonder if somehow Nuke's other threads are interfering with EXRs threadpo= ol operation in 2.3.0 in a way they aren't in 2.2.1? It might be interestin= g to implement a test like the attached as a self-contained method triggere= d from a button press in a Nuke node, so it runs within Nuke's existing framework but doesn't use any Nuke= functionality at all, and see if there's a difference between that and run= ning the function as a standalone binary outside of Nuke.</div> <div style=3D"font-family:Calibri,Arial,Helvetica,sans-serif; font-size:12p= t; color:rgb(0,0,0)"> <br> </div> <div style=3D"font-family:Calibri,Arial,Helvetica,sans-serif; font-size:12p= t; color:rgb(0,0,0)"> I'm intrigued that, according to the graph, the compression schemes that wr= ite single scanlines at once have slowed down, and the ones that write many= scanlines at once have sped up. Schemes that write multiple scanlines per = block have lower overhead through IlmThread. In my case I didn't see any significant speedups with 2.3.0 in = any scheme.</div> <div style=3D"font-family:Calibri,Arial,Helvetica,sans-serif; font-size:12p= t; color:rgb(0,0,0)"> <br> </div> <div> <div style=3D"font-family:Calibri,Arial,Helvetica,sans-serif; font-size:12p= t; color:rgb(0,0,0)"> Peter</div> <div style=3D"font-family:Calibri,Arial,Helvetica,sans-serif; font-size:12p= t; color:rgb(0,0,0)"> <br> </div> <hr tabindex=3D"-1" style=3D"display:inline-block; width:98%"> <div id=3D"divRplyFwdMsg" dir=3D"ltr"><font style=3D"font-size:11pt" face= =3D"Calibri, sans-serif" color=3D"#000000"><b>From:</b> Openexr-devel <o= penexr-devel-bounces+[email protected]> on behalf of = Nick Porcino <[email protected]><br> <b>Sent:</b> Wednesday, 3 April 2019 5:05 PM<br> <b>To:</b> Tony Micilotta; [email protected]<br> <b>Subject:</b> Re: [Openexr-devel] OpenExr 2.3 - slower write speeds for U= ncompressed and Zip1</font> <div> </div> </div> <br> <div lang=3D"EN-GB"> <div> <meta name=3D"Generator" content=3D"Microsoft Word 15 (filtered medium)"> <div class=3D"x_WordSection1"> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> One of the big differences between 2.2 and 2.3 is that we moved from pthrea= d to std::thread, and made a number of corrections for thread safety.</p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> </p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> e.g.</p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> </p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <a href=3D"https://github.com/openexr/openexr/commit/eea1e607177e339e05daa1= a2ec969a9dd12f2497">https://github.com/openexr/openexr/commit/eea1e607177e3= 39e05daa1a2ec969a9dd12f2497</a></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> </p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> https://github.com/openexr/openexr/commit/bf0cb8cdce32fce36017107c9982e1e5d= b2fb3fa</p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> </p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> The old pthread/windows native implementation can be re-enabled by setting = the preprocessor define <span class=3D"x_blob-code-inner">ILMBASE_FORCE_CXX03. I am wondering if yo= u might be able to benchmark against that version of the code as an experim= ent to get more information?</span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> </p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> </p> </div> <hr tabindex=3D"-1" style=3D"display:inline-block; width:98%"> <div id=3D"x_divRplyFwdMsg" dir=3D"ltr"><font style=3D"font-size:11pt" face= =3D"Calibri, sans-serif" color=3D"#000000"><b>From:</b> Openexr-devel <o= penexr-devel-bounces+[email protected]> on behalf of = Tony Micilotta <[email protected]><br> <b>Sent:</b> Monday, April 1, 2019 8:27:29 AM<br> <b>To:</b> [email protected]<br> <b>Subject:</b> [Openexr-devel] OpenExr 2.3 - slower write speeds for Uncom= pressed and Zip1</font> <div> </div> </div> <div> <div class=3D"x_WordSection1"> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt">Hi,</span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt"> </span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt">At Foundry we=92ve started testing the rea= d performance of OpenExr 2.3 with Boost 1.66 as we move Nuke towards confor= ming to VFX Reference Platform 2019. Although the release notes don=92t men= tion any changes to file writing, we have charted (see graphic below) OpenExr 2.3 write performance against OpenExr = 2.2 as we noticed a slowdown in our playback cache generation which uses Op= enExr.</span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt"> </span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt">From Nuke, a checkerboard/colourwheel comb= ination is generated and animated over 100 frames in order to eliminate fil= e reading from the measurements. These 100 frames are written to disk using= each compression type, and the timings are averaged over 10 test runs. Certain compression types show an improvem= ent which is great, however we=92re concerned that Uncompressed and Zip1 ar= e 13% and 9% slower respectively:</span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt"> </span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt"><img id=3D"x_Picture_x0020_1" alt=3D"/var/= folders/40/8tkm41ts6pl0g3qvshsrrnpc0001xc/T/com.microsoft.Outlook/Content.M= SO/515C417.tmp" style=3D"width:6.2291in; height:3.8541in" width=3D"598" hei= ght=3D"370" data-outlook-trace=3D"F:1|T:1" src=3D"cid:image001.png@01D4E8A7= .CCDAA290"></span><span style=3D"font-size:11.0pt"></span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt"> </span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt">Have you benchmarked this on your side too= , and have you noticed similar metrics?</span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt"> </span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt">Regards,</span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt">Tony</span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt"> </span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt"> </span></p> <p style=3D"margin-top:0cm; background:white"><b><span style=3D"font-size:9= .0pt; font-family:"Helvetica Neue"; color:#888888"><br> Tony Micilotta</span></b><span style=3D"font-size:12.0pt; font-family:"= ;Arial",sans-serif; color:#222222"></span></p> <p style=3D"margin-top:0cm; background:white; font-variant-ligatures:normal= ; font-variant-caps:normal; orphans:2; text-align:start; widows:2; text-dec= oration-style:initial; text-decoration-color:initial; word-spacing:0px"> <span style=3D"font-size:9.0pt; font-family:"Helvetica Neue"; col= or:#888888">Senior Technical Product Manager - Nuke Family</span><span styl= e=3D"font-size:12.0pt; font-family:"Arial",sans-serif; color:#222= 222"></span></p> <p style=3D"margin-top:0cm; background:white; font-variant-ligatures:normal= ; font-variant-caps:normal; orphans:2; text-align:start; widows:2; text-dec= oration-style:initial; text-decoration-color:initial; word-spacing:0px"> <span style=3D"font-size:9.5pt; font-family:"Helvetica Neue"; col= or:#888888"><img id=3D"x_Picture_x0020_3" alt=3D"https://lh6.googleusercont= ent.com/x8JxqXcMjULW_8dLygamrZxWcjpFchCVThRNxLrFSEsE_i1aMPBED6FYrUWu6lT54vM= N4z1x3D59uPxzh1ughmlVxH5-6yflHx_SZlGAUZV3NA3FatIrHplrrBasCyGa3MhHz8Ti" styl= e=3D"width:1.5625in; height:.2604in" width=3D"150" height=3D"25" data-outlo= ok-trace=3D"F:1|T:1" src=3D"cid:[email protected]"></span><spa= n style=3D"font-size:12.0pt; font-family:"Arial",sans-serif; colo= r:#222222"></span></p> <p style=3D"margin-top:0cm; background:white; font-variant-ligatures:normal= ; font-variant-caps:normal; orphans:2; text-align:start; widows:2; text-dec= oration-style:initial; text-decoration-color:initial; word-spacing:0px"> <b><span style=3D"font-size:9.0pt; font-family:"Helvetica Neue"; = color:#888888">Tel</span></b><span style=3D"font-size:9.0pt; font-family:&q= uot;Helvetica Neue"; color:#888888">: </span><span style=3D"font-size:9.0pt; font-family:"Helvetica Neue&quo= t;; color:#1155CC">+44 (0)20 7479 4350</span><span style=3D"font-size:1= 2.0pt; font-family:"Arial",sans-serif; color:#222222"></span></p> <p style=3D"margin-top:0cm; background:white; font-variant-ligatures:normal= ; font-variant-caps:normal; orphans:2; text-align:start; widows:2; text-dec= oration-style:initial; text-decoration-color:initial; word-spacing:0px"> <b><span style=3D"font-size:9.0pt; font-family:"Helvetica Neue"; = color:#888888">Web: </span></b><span style=3D"font-size:12.0pt; font-family:"Arial",s= ans-serif; color:#222222"><a href=3D"https://www.foundry.com/" target=3D"_b= lank"><span style=3D"font-size:9.0pt; font-family:"Helvetica Neue"= ;; color:#1155CC">www.foundry.com</span></a></span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-family:"Arial",sans-serif; color:#222222"><br= > </span><span style=3D"font-size:8.0pt; font-family:"Helvetica Neue&quo= t;; color:#999999; background:white">The Foundry Visionmongers Ltd. -= Registered in England and Wales No: 4642027 - Address: 5= Golden Square, London, W1F 9HT - VAT No: 672742224</span><span= style=3D"font-size:11.0pt"></span></p> <p class=3D"x_MsoNormal" style=3D"margin: 0cm 0cm 0.0001pt; font-size: 12pt= ; font-family: "Calibri", sans-serif;margin: 0in 0in 0.0001pt; fo= nt-size: 11pt; font-family: "Calibri", sans-serif;"> <span style=3D"font-size:11.0pt"> </span></p> </div> </div> </div> </div> </div> </body> </html> --_000_SY2PR01MB3113BC27724EEDBE5505123CE5570SY2PR01MB3113ausp_-- --_006_SY2PR01MB3113BC27724EEDBE5505123CE5570SY2PR01MB3113ausp_ Content-Type: image/png; name="image001.png" Content-Description: image001.png Content-Disposition: inline; filename="image001.png"; size=21294; creation-date="Mon, 01 Apr 2019 19:45:54 GMT"; modification-date="Mon, 01 Apr 2019 19:45:54 GMT" Content-ID: <[email protected]> Content-Transfer-Encoding: base64 iVBORw0KGgoAAAANSUhEUgAAAlgAAAFzCAYAAADi5Xe0AAAgAElEQVR4Xu3dCZQU1b3H8f8MMOzb gDDsyCIqiwqiQqJJUFEWg0Gf5ilqgODKrhkRZBFZxKAIBBDEQBQUgSgKGhFR4hIVIiCLouz7joDD 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