Thanks for the update, great job! Are the lighthouse results accessible somewhere? I'd be curious.
-Marco Thomas DELTEIL <thomas.delte...@gmail.com> schrieb am Di., 1. Okt. 2019, 13:49: > Update on the website: > > Highlights: > - Broken links: a good amount of them have been fixed in this #16284 > <https://github.com/apache/incubator-mxnet/pull/16284>, tutorials have > been > reorganized (not yet deployed because of CI). A new 404 with quick links > has been added and deployed in #16287 > <https://github.com/apache/incubator-mxnet/pull/16287> > - Broken Search: Search has been fixed in #16284 > <https://github.com/apache/incubator-mxnet/pull/16284> and merged but not > deployed yet. > - Google index issues: new website seems to be indexed now, in this google > search: "MXNet NDArray" <https://www.google.com/search?q=mxnet+ndarray> > new > website is the top result. Redirects for old links to new ones have been > added to the .htaccess, thanks Soji for the help! #16342 > <https://github.com/apache/incubator-mxnet/pull/16342> is still waiting to > be merged but a manual update to the website has been done in the > meanwhile. > - Automated analysis from google lighthouse scoring, compared to the old > website: Performance saw a > ~100% improvement, SEO saw a ~25% improvement, > and best practices improved by ~19%. Thanks Russell D. for running the > analysis. > > Remaining > - *[high priority]* API docs are still missing some classes / packages / > methods. ETA for fix is EOW, root cause has been identified, we are still > deciding what's the best way forward for good discoverability as well as > good coverage and maintainability. > - Adding quick links to directly access Python API docs on homepage. > > All the best, > > Thomas Delteil > > Le mar. 24 sept. 2019 à 19:15, Thomas DELTEIL <thomas.delte...@gmail.com> > a > écrit : > > > @Philip Yes we're looking at link redirects for older links that might be > > hosted externally (using htaccess is my preferred way to handle it for > now > > as you sugested) and we'll use a broken link checker to update the links > > that are hosted internally. We'll update the 404 to add an explanation on > > the website update. Google indexes will slowly update across the week so > > the google search issues will be less of a problem. > > > > If you find any such links yourself, or missing tutorials, please > consider > > stepping up and helping fixing them. The more people get familiar with > the > > new website architecture, the least likely it is to fall in a state of > > stalled updates like the previous one. > > > > For the sphinx issues in the python mini-website, missing API classes, if > > anybody is familiar with it, I'd love for us to bring back the automatic > > doc generation for each package so at least we have a list of all > available > > classes in each sub package rather than relying on manual insertion of > each > > class, which is brittle and not future proof. @Lin, Haibin > > <haibi...@amazon.com> if you have experience with it, could we sync up > > offline on how you suggest to do that based on your gluon-nlp experience? > > > > @Marco, I'm currently traveling for ICDAR in Sydney, and Aaron is on PTO > > in Europe, I'll try make time today to help with the fixes since it is > > impacting a lot of users. > > > > In the meanwhile, any help is appreciated, and more than the value of the > > fixes, let me repeat that there is tremendous value in having more people > > familiar with the website build pipelines. Aaron is the main owner for > the > > docs but he is already super busy with all his other responsibilities. > I'm > > available to help if anybody is stuck. I believe Aaron has updated the > > READMEs on how to test the websites locally, if they're not clear, feel > > free to contribute your own explanations or ask for help directly to me > by > > email or on the discuss forum. > > > > Good hunting! > > > > Thomas > > > > > > > > Le mer. 25 sept. 2019 à 10:10, Marco de Abreu <marco.g.ab...@gmail.com> > a > > écrit : > > > >> Good catch, Mu! Also good idea, Philip! > >> > >> Aaron and Thomas, are you going to work on this? > >> > >> -Marco > >> > >> On Wed, Sep 25, 2019 at 1:28 AM Mu Li <muli....@gmail.com> wrote: > >> > >> > The questions I found are: > >> > > >> > 1. Not ever page contains, especially the homepage > >> > > >> > > >> > http://mxnet.incubator.apache.org/api/python/docs/_static/google_analytics.js > >> > 2. The correct tracking id is UA-96378503-1 instead of UA-96378503-11 > in > >> > > >> > > >> > http://mxnet.incubator.apache.org/api/python/docs/_static/google_analytics.js > >> > > >> > On Tue, Sep 24, 2019 at 4:23 PM Mu Li <muli....@gmail.com> wrote: > >> > > >> > > I think the reason is that the google tracker is not included in the > >> new > >> > > website. > >> > > > >> > > On Tue, Sep 24, 2019 at 4:17 PM Marco de Abreu < > >> marco.g.ab...@gmail.com> > >> > > wrote: > >> > > > >> > >> Hello, > >> > >> > >> > >> I checked the Google Analytics statistics and the launch of the new > >> > >> website reduced the traffic by over 80%: > >> > >> > >> > >> [image: image.png] > >> > >> > >> > >> (Please let me know if the image is not visible) > >> > >> > >> > >> How shall we handle this? > >> > >> > >> > >> Best regards, > >> > >> Marco > >> > >> > >> > >> On Mon, Sep 23, 2019 at 7:30 AM Zhao, Patric < > patric.z...@intel.com> > >> > >> wrote: > >> > >> > >> > >>> For the install page [1], I suggest to add the selection of > backend > >> > >>> DeepNumpy [2] which will be more clean. > >> > >>> > >> > >>> [1] http://mxnet.incubator.apache.org/index.html > >> > >>> [2] https://numpy.mxnet.io/#installation > >> > >>> > >> > >>> > >> > >>> > >> > >>> > -----Original Message----- > >> > >>> > From: kellen sunderland <kellen.sunderl...@gmail.com> > >> > >>> > Sent: Monday, September 23, 2019 12:47 PM > >> > >>> > To: dev@mxnet.incubator.apache.org > >> > >>> > Subject: Re: new website, docs code freeze > >> > >>> > > >> > >>> > New site looks good. I do notice that a few tutorials from the > >> old > >> > >>> site are > >> > >>> > missing (for example the TensorRT tutorial). Any plans to bring > >> them > >> > >>> back? > >> > >>> > > >> > >>> > On Sun, Sep 22, 2019 at 10:04 AM Haibin Lin < > >> > haibin.lin....@gmail.com> > >> > >>> > wrote: > >> > >>> > > >> > >>> > > Another issue I found with the current website: the Sphinx > >> object > >> > >>> > > inventory > >> > >>> > > <https://www.sphinx- > >> > >>> > doc.org/en/master/usage/extensions/intersphinx.htm > >> > >>> > > l> file https://mxnet.apache.org/objects.inv is missing. > >> GluonNLP > >> > >>> > > relies on this file to link document across projects. Shall we > >> add > >> > it > >> > >>> > > back? > >> > >>> > > > >> > >>> > > Best, > >> > >>> > > Haibin > >> > >>> > > > >> > >>> > > On Sun, Sep 22, 2019 at 2:04 AM Lieven Govaerts < > l...@mobsol.be> > >> > >>> wrote: > >> > >>> > > > >> > >>> > > > Hi, > >> > >>> > > > > >> > >>> > > > > >> > >>> > > > On Sat, 21 Sep 2019 at 06:28, Thomas DELTEIL > >> > >>> > > > <thomas.delte...@gmail.com> > >> > >>> > > > wrote: > >> > >>> > > > > >> > >>> > > > > Thanks all for the feedback, > >> > >>> > > > > > >> > >>> > > > > We'll send an email next week with the list of missing > >> > features, > >> > >>> > > content > >> > >>> > > > > and bugs that we plan to fix. > >> > >>> > > > > We took the option of releasing early, with some features > >> > >>> missing, > >> > >>> > > rather > >> > >>> > > > > than trying to be at feature parity with the old website > >> before > >> > >>> > > launching > >> > >>> > > > > the website. > >> > >>> > > > > The reason why we decided to do that is two-fold: > >> > >>> > > > > - playing catch-up with docs in master introduce daily > >> > conflicts > >> > >>> > > > > that > >> > >>> > > > need > >> > >>> > > > > to be resolved and introduce opportunity for errors > >> > >>> > > > > - by releasing early, we can take advantage of the > community > >> > >>> > > > contributions > >> > >>> > > > > in modifying whatever the community feels like a better > way > >> of > >> > >>> > > > > doing things. > >> > >>> > > > > > >> > >>> > > > > One of the goals of the new website was to disentangle the > >> main > >> > >>> > > website, > >> > >>> > > > > now called "static_site" to the auto-generated docs. Now > the > >> > >>> > > > > overall > >> > >>> > > site > >> > >>> > > > > is made of a main static site, with easy to modify content > >> and > >> > >>> > > > > easy to understand architecture for anybody familiar with > >> basic > >> > >>> > > > > html, and a collection of mini-websites for each language > >> > >>> bindings > >> > >>> > > > > that can be > >> > >>> > > built > >> > >>> > > > in > >> > >>> > > > > isolation and that are self-contained. Actually the new CI > >> jobs > >> > >>> > > > > builds > >> > >>> > > > all > >> > >>> > > > > of them in parallel independently. > >> > >>> > > > > > >> > >>> > > > > There is PLENTY of room for improvement, it would be great > >> if > >> > the > >> > >>> > > > community > >> > >>> > > > > can help contribute to bring the new website at the same > >> level > >> > of > >> > >>> > > content > >> > >>> > > > > richness as the old one, and then even further. > >> > >>> > > > > > >> > >>> > > > > Missing features: > >> > >>> > > > > - As pointed by Haibin, the API docs do not have the full > >> list > >> > of > >> > >>> > > > operators > >> > >>> > > > > and classes. There is a mix of auto-generated docs based > on > >> > >>> > > > > packages, > >> > >>> > > and > >> > >>> > > > > some docs that are spelled out manually to improve the > >> logical > >> > >>> > > > organization > >> > >>> > > > > of the package where there is a need. The drawback with > >> > manually > >> > >>> > > > > listed classes in a package is that it's very easy to miss > >> > some. > >> > >>> > > > > If someone > >> > >>> > > > wanted > >> > >>> > > > > to build a sanity check that would automatically detect > >> which > >> > >>> > > > > classes > >> > >>> > > are > >> > >>> > > > > not in the documentation, or if someone knew how to enable > >> that > >> > >>> > > > > with sphinx, that would be a great addition to the python > >> docs > >> > >>> > > > > - There is missing content in the python tutorials, and > the > >> > >>> > > > discoverability > >> > >>> > > > > could be improved. Some old tutorials have not been > migrated > >> > >>> just yet. > >> > >>> > > > > - The nightly tests on tutorials have been disabled for > now > >> > >>> > > > > - There is no "Download jupyter notebook" for tutorials > just > >> > yet. > >> > >>> > > > > - Non-python tutorials might benefit from a blurb > >> description > >> > and > >> > >>> > > > > a > >> > >>> > > > better > >> > >>> > > > > content organization. > >> > >>> > > > > - Python tutorials could be better organized, have a > picture > >> > >>> > > accompanying > >> > >>> > > > > their description > >> > >>> > > > > - There is no site-wide search, this is not an easy > problem > >> to > >> > >>> > > > > solve to > >> > >>> > > > be > >> > >>> > > > > fair given the static nature of the website, but maybe an > >> > >>> external > >> > >>> > > plugin > >> > >>> > > > > might be able to give a half-way solution > >> > >>> > > > > - There is no version selector for the docs > >> > >>> > > > > - There is bug in search box of the python docs, but this > is > >> > just > >> > >>> > > > > a > >> > >>> > > small > >> > >>> > > > > JS bug that can be fixed easily (on my list for next week) > >> > >>> > > > > - Most old links have not had a redirect put in place. > >> > >>> > > > > > >> > >>> > > > > > >> > >>> > > > I noticed on the Ubuntu home page in the Developer dropdown > >> that > >> > >>> the > >> > >>> > > > link MXNet on Ubuntu > >> > >>> > > > <https://mxnet.incubator.apache.org/install/index.html > >> > >>> > > > >with > >> > >>> > > > Nvidia > >> > >>> > > > < > >> > >>> > > > > >> > >>> > > > >> > >>> > >> https://www.nvidia.com/en-us/data-center/gpu-accelerated-applications/ > >> > >>> > > mxnet/ > >> > >>> > > > > > >> > >>> > > > doesn't work anymore, it points to: > >> > >>> > > > https://mxnet.incubator.apache.org/install/index.html > >> > >>> > > > > >> > >>> > > > Also, on the MXNet 'getting started' page > >> > >>> > > > https://mxnet.incubator.apache.org/get_started , the link > >> > "Ubuntu > >> > >>> > > > Installation Guide" at the bottom doesn't work either, it > >> points > >> > >>> to: > >> > >>> > > > https://mxnet.incubator.apache.org/ubuntu_setup.html > >> > >>> > > > > >> > >>> > > > > >> > >>> > > > I suggest you do a scan of the new website to find these > >> dangling > >> > >>> links. > >> > >>> > > > > >> > >>> > > > regards, > >> > >>> > > > > >> > >>> > > > Lieven > >> > >>> > > > > >> > >>> > > > > >> > >>> > > > > >> > >>> > > > > We'll formalize this in github issues next week, but they > >> are > >> > all > >> > >>> > > fairly > >> > >>> > > > > small and helping out on these would be a great way of > >> > >>> > > > > familiarizing yourself with the new website build system > and > >> > >>> website > >> > >>> > architecture. > >> > >>> > > > > > >> > >>> > > > > Thanks all for the feedback, please keep it coming! > >> > >>> > > > > > >> > >>> > > > > Thomas Delteil > >> > >>> > > > > > >> > >>> > > > > Le sam. 21 sept. 2019 à 09:53, Haibin Lin > >> > >>> > > > > <haibin.lin....@gmail.com> a écrit : > >> > >>> > > > > > >> > >>> > > > > > It looks like my previous email did not go through. > >> > Re-sending: > >> > >>> > > > > > > >> > >>> > > > > > Hi Aaron, > >> > >>> > > > > > > >> > >>> > > > > > The website looks cool. Thanks for pushing this to > >> > production. > >> > >>> A > >> > >>> > > > > > few > >> > >>> > > > > > questions: > >> > >>> > > > > > > >> > >>> > > > > > - I was looking for the API doc for mx.sym.dot, but I > find > >> > that > >> > >>> > > > > > most operators under mx.sym.* are missing. Is this > >> expected? > >> > >>> > > > > > - I was also checking the search functionality, > searching > >> the > >> > >>> > > > > > keyword "ndarray" only returns one result > >> > >>> > > > > > "mxnet.ndarray.NDArray", which > >> > >>> > > > doesn't > >> > >>> > > > > > seem right. There animation keeps going (Searching. -> > >> > >>> > > > > > Searching.. -> Searching ...) and gives me an impression > >> that > >> > >>> > > > > > the search is never completely done(?). > >> > >>> > > > > > > >> > >>> > > > > > Best, > >> > >>> > > > > > Haibin > >> > >>> > > > > > > >> > >>> > > > > > > >> > >>> > > > > > On Fri, Sep 20, 2019 at 4:50 PM Chaitanya Bapat < > >> > >>> > > chai.ba...@gmail.com> > >> > >>> > > > > > wrote: > >> > >>> > > > > > > >> > >>> > > > > > > Thanks Aaron and the team for launching new website! > >> > >>> > > > > > > > >> > >>> > > > > > > 1. There's no search button anywhere on the landing > >> page. > >> > >>> > > > > > > 2. I wasn't able to find FAQ (and without search > button > >> I > >> > >>> dont > >> > >>> > > > > > > have > >> > >>> > > > > > option > >> > >>> > > > > > > but to go manually on each menu). Only when I go to > >> > >>> > > > > > > Docs&Tutorials > >> > >>> > > -> > >> > >>> > > > > FAQ > >> > >>> > > > > > > -> Extend and Cotribute (that I got what I wanted). > >> > >>> > > > > > > > >> > >>> > > > > > > Suggestions > >> > >>> > > > > > > Might want to make this searchable and pop FAQ on the > >> main > >> > >>> > > > > > > page (or somewhere prominent) > >> > >>> > > > > > > > >> > >>> > > > > > > Thanks, > >> > >>> > > > > > > Chai > >> > >>> > > > > > > > >> > >>> > > > > > > > >> > >>> > > > > > > On Fri, 20 Sep 2019 at 14:58, Przemysław Trędak < > >> > >>> > > ptre...@apache.org> > >> > >>> > > > > > > wrote: > >> > >>> > > > > > > > >> > >>> > > > > > > > There seems to be a problem with (at least Python, > did > >> > not > >> > >>> > > > > > > > check > >> > >>> > > > > > others) > >> > >>> > > > > > > > APIs. For example this page: > >> > >>> > > > > > > > > >> > >>> > > > > > > > > >> > >>> > > > > > > > >> > >>> > > > > > > >> > >>> > > > > > >> > >>> > > > > >> > >>> > > > >> > >>> > > >> > > https://mxnet.incubator.apache.org/api/python/docs/api/symbol/_autogen > >> > >>> > > /mxnet.symbol.Symbol.argmax.html > >> > >>> > > > > > > > > >> > >>> > > > > > > > says that it is a convenience method for argmax > (with > >> a > >> > >>> > > > > > > > link), > >> > >>> > > but > >> > >>> > > > > > > > clicking that link just points to the same website > >> (and > >> > so > >> > >>> > > > > > > > user > >> > >>> > > has > >> > >>> > > > > no > >> > >>> > > > > > > way > >> > >>> > > > > > > > of getting to the docs of the actual operator). > >> > >>> > > > > > > > > >> > >>> > > > > > > > When I tried to manually remove Symbol from the URL > to > >> > get > >> > >>> > > > > > > > to mxnet.symbol.argmax.html, I got a "Not found" > >> webpage > >> > >>> > > > > > > > which I > >> > >>> > > guess > >> > >>> > > > > > also > >> > >>> > > > > > > > should not happen (ignoring the fact that this > should > >> > >>> exist, > >> > >>> > > going > >> > >>> > > > to > >> > >>> > > > > > > > random URL under the website should redirect to the > >> main > >> > >>> > > > > > > > page I > >> > >>> > > > > think). > >> > >>> > > > > > > > > >> > >>> > > > > > > > Przemek > >> > >>> > > > > > > > > >> > >>> > > > > > > > On 2019/09/20 16:41:28, Lin Yuan < > apefor...@gmail.com > >> > > >> > >>> wrote: > >> > >>> > > > > > > > > Looks very neat. Thank you Aaron and many others > for > >> > >>> > > > > > > > > launching > >> > >>> > > > > this! > >> > >>> > > > > > > > > > >> > >>> > > > > > > > > On Fri, Sep 20, 2019 at 7:31 AM Carin Meier < > >> > >>> > > > carinme...@gmail.com> > >> > >>> > > > > > > > wrote: > >> > >>> > > > > > > > > > >> > >>> > > > > > > > > > Nice!!! Congrats everyone! > >> > >>> > > > > > > > > > > >> > >>> > > > > > > > > > On Fri, Sep 20, 2019 at 10:28 AM Aaron Markham < > >> > >>> > > > > > > > aaron.s.mark...@gmail.com> > >> > >>> > > > > > > > > > wrote: > >> > >>> > > > > > > > > > > >> > >>> > > > > > > > > > > Alrighty! The new site is launched. You might > >> need > >> > to > >> > >>> > > > > > > > > > > clear > >> > >>> > > > > your > >> > >>> > > > > > > > cache. > >> > >>> > > > > > > > > > > > >> > >>> > > > > > > > > > > Cheers, > >> > >>> > > > > > > > > > > Aaron > >> > >>> > > > > > > > > > > > >> > >>> > > > > > > > > > > On Thu, Sep 19, 2019 at 3:33 PM Aaron Markham > < > >> > >>> > > > > > > > aaron.s.mark...@gmail.com > >> > >>> > > > > > > > > > > > >> > >>> > > > > > > > > > > wrote: > >> > >>> > > > > > > > > > > > > >> > >>> > > > > > > > > > > > Thanks everyone. The PRs passed CI, but > please > >> > >>> > > > > > > > > > > > continue > >> > >>> > > > > holding > >> > >>> > > > > > > > off on > >> > >>> > > > > > > > > > > > docs and CI edits. Unless there are any > >> > objections, > >> > >>> > > > > > > > > > > > I'd > >> > >>> > > > like > >> > >>> > > > > to > >> > >>> > > > > > > > launch > >> > >>> > > > > > > > > > > > the new website today. > >> > >>> > > > > > > > > > > > > >> > >>> > > > > > > > > > > > On Wed, Sep 18, 2019 at 7:46 AM Aaron > Markham > >> < > >> > >>> > > > > > > > > > aaron.s.mark...@gmail.com> > >> > >>> > > > > > > > > > > wrote: > >> > >>> > > > > > > > > > > > > > >> > >>> > > > > > > > > > > > > Hi everyone, > >> > >>> > > > > > > > > > > > > The last two PRs [1][2] for the new > website > >> and > >> > >>> > > > > > > > > > > > > docs > >> > >>> > > have > >> > >>> > > > > > > passed > >> > >>> > > > > > > > CI > >> > >>> > > > > > > > > > > > > (finally). Please do not make changes to > >> /docs > >> > or > >> > >>> > > > > > > > > > > > > /ci > >> > >>> > > > until > >> > >>> > > > > > we > >> > >>> > > > > > > > get > >> > >>> > > > > > > > > > > > > these approved and merged. Every time > >> there's a > >> > >>> > > > > > > > > > > > > merge > >> > >>> > > > > > conflict > >> > >>> > > > > > > > it has > >> > >>> > > > > > > > > > > > > set us back a day or two while shepherding > >> the > >> > >>> PRs > >> > >>> > > > through > >> > >>> > > > > CI > >> > >>> > > > > > > > again. > >> > >>> > > > > > > > > > > > > Unless there are catastrophic issues > >> discovered > >> > >>> in > >> > >>> > > > > > > > > > > > > a > >> > >>> > > > > review, > >> > >>> > > > > > I > >> > >>> > > > > > > > > > > > > recommend that we hold any patches or > >> updates > >> > to > >> > >>> > > > > > > > > > > > > the > >> > >>> > > PRs > >> > >>> > > > to > >> > >>> > > > > > > > follow-up > >> > >>> > > > > > > > > > > > > PRs. > >> > >>> > > > > > > > > > > > > > >> > >>> > > > > > > > > > > > > There are four steps to launch: > >> > >>> > > > > > > > > > > > > 1. Once the PRs are approved, the plan is > to > >> > >>> merge > >> > >>> > > 15885 > >> > >>> > > > to > >> > >>> > > > > > > > delete > >> > >>> > > > > > > > > > the > >> > >>> > > > > > > > > > > > > old content first. > >> > >>> > > > > > > > > > > > > 2. Then immediately merge 15883 to add in > >> the > >> > new > >> > >>> > > > > > > > > > > > > CI > >> > >>> > > > flows > >> > >>> > > > > > and > >> > >>> > > > > > > > > > updates > >> > >>> > > > > > > > > > > > > to the content Thomas and I have already > had > >> > >>> > > > > > > > > > > > > merged in > >> > >>> > > > > 15884 > >> > >>> > > > > > > [3]. > >> > >>> > > > > > > > > > > > > 3. I will change the website validation > >> Jenkins > >> > >>> > > pipeline > >> > >>> > > > to > >> > >>> > > > > > > > point to > >> > >>> > > > > > > > > > > > > the new pipeline. > >> > >>> > > > > > > > > > > > > 4. I will change the website publishing > >> Jenkins > >> > >>> > > pipeline > >> > >>> > > > to > >> > >>> > > > > > > > point to > >> > >>> > > > > > > > > > > > > its new pipeline as well. Once triggered, > >> the > >> > old > >> > >>> > > > > > > > > > > > > site > >> > >>> > > > will > >> > >>> > > > > > be > >> > >>> > > > > > > > > > > > > replaced with the new one. > >> > >>> > > > > > > > > > > > > > >> > >>> > > > > > > > > > > > > Post launch we'll need to update the DNS > for > >> > >>> > > > beta.mxnet.io > >> > >>> > > > > > to > >> > >>> > > > > > > > point > >> > >>> > > > > > > > > > to > >> > >>> > > > > > > > > > > > > production, and there will likely be some > >> > >>> > > > > redirect/.htaccess > >> > >>> > > > > > > > updates > >> > >>> > > > > > > > > > > > > needed next week to assist with any deep > >> > linking > >> > >>> > > > > > > > > > > > > and > >> > >>> > > 404 > >> > >>> > > > > > issues > >> > >>> > > > > > > > that > >> > >>> > > > > > > > > > > > > pop up. > >> > >>> > > > > > > > > > > > > > >> > >>> > > > > > > > > > > > > Cheers, > >> > >>> > > > > > > > > > > > > Aaron > >> > >>> > > > > > > > > > > > > > >> > >>> > > > > > > > > > > > > [1] > >> > >>> > > https://github.com/apache/incubator-mxnet/pull/15885 > >> > >>> > > > > > > > > > > > > [2] > >> > >>> > > https://github.com/apache/incubator-mxnet/pull/15883 > >> > >>> > > > > > > > > > > > > [3] > >> > >>> > > https://github.com/apache/incubator-mxnet/pull/15884 > >> > >>> > > > > > > > > > > > >> > >>> > > > > > > > > > > >> > >>> > > > > > > > > > >> > >>> > > > > > > > > >> > >>> > > > > > > > >> > >>> > > > > > > > >> > >>> > > > > > > -- > >> > >>> > > > > > > *Chaitanya Prakash Bapat* > >> > >>> > > > > > > *+1 (973) 953-6299* > >> > >>> > > > > > > > >> > >>> > > > > > > [image: https://www.linkedin.com//in/chaibapat25] > >> > >>> > > > > > > <https://github.com/ChaiBapchya>[image: > >> > >>> > > > > > https://www.facebook.com/chaibapat > >> > >>> > > > > > > ] > >> > >>> > > > > > > <https://www.facebook.com/chaibapchya>[image: > >> > >>> > > > > > > https://twitter.com/ChaiBapchya] > >> > >>> > > > > > ><https://twitter.com/ChaiBapchya > >> > >>> > > > > > >[image: > >> > >>> > > > > > > https://www.linkedin.com//in/chaibapat25] > >> > >>> > > > > > > <https://www.linkedin.com//in/chaibapchya/> > >> > >>> > > > > > > > >> > >>> > > > > > > >> > >>> > > > > > >> > >>> > > > > >> > >>> > > > >> > >>> > >> > >> > >> > > >> > > >