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From "Zhao, Patric" <patric.z...@intel.com>
Subject RE: new website, docs code freeze
Date Wed, 09 Oct 2019 02:24:04 GMT
Thanks, Thomas, it's good to have a site-wide search bar 😊



FYI, the similar thing in https://pytorch.org/



--Patric



> -----Original Message-----

> From: Thomas DELTEIL <thomas.delteil1@gmail.com>

> Sent: Wednesday, October 9, 2019 1:41 AM

> To: dev@mxnet.incubator.apache.org

> Subject: Re: new website, docs code freeze

>

> Hi Patric,

>

> The search bar is available in the python docs:

> https://mxnet.apache.org/api/python/docs/api/ (on the top right). Since the

> homepage is not built by sphinx anymore there are no more search bar there.

> We are considering using an external plugin to maintain a site-wide index and

> provide better search experience than the sphinx one.

> btw you were asking about the mkldnn tutorials, they are now here:

> https://mxnet.apache.org/api/python/docs/tutorials/performance/backend

> /mkldnn/index.html

>

> All the best,

>

> Thomas Delteil

>

> Le lun. 7 oct. 2019 à 19:58, Zhao, Patric <patric.zhao@intel.com> a écrit :

>

> > I find there is no "search bar" in the website today.

> >

> > Could anyone check it?

> >

> > Thanks,

> >

> > --Patric

> >

> > > -----Original Message-----

> > > From: Thomas DELTEIL <thomas.delteil1@gmail.com>

> > > Sent: Saturday, October 5, 2019 3:41 AM

> > > To: dev@mxnet.incubator.apache.org

> > > Subject: Re: new website, docs code freeze

> > >

> > > Hi Haibin,

> > >

> > > We are currently working with Soji on overhauling the way the python

> > > docs are organized to get better and more consistent docs with full

> > > coverage,

> > the

> > > current system is a brittle and hard to browse. We hope to finish

> > > our dev work by tonight, ETA for early next week.

> > > There is no ETA on bringing back the old docs, though that's the

> > > next

> > highest

> > > priority feature on the list after improving the coverage of the

> > > python

> > API.

> > >

> > > All the best,

> > >

> > > Thomas Delteil

> > >

> > > On Fri, Oct 4, 2019, 12:34 Haibin Lin <haibin.lin.aws@gmail.com> wrote:

> > >

> > > > Yes, that is the correct one.

> > > >

> > > > On a separate note, are we removing documentation versioning from

> > > > the website? How do we switch between the master/nightly version

> > > > and the stable version for the python API doc? Maybe there's a

> > > > switch somewhere but I cannot find it.

> > > >

> > > > Also, I find that the API doc for many methods are missing, for

> > > > example, the Dataset.transform function has detailed documentation

> > > > on input and output types, but the doc only shows the one-line

> > > > description of the method

> > > >

> > > >

> > >

> https://mxnet.apache.org/api/python/docs/api/gluon/_autogen/mxnet.gl

> > > u

> > > o

> > > > n.data.Dataset.html?highlight=dataset#

> > > > .

> > > > Same for other methods such as filter, shard, etc.

> > > >

> > > > Thanks.

> > > >

> > > > Best,

> > > > Haibin

> > > >

> > > >

> > > > On Thu, Oct 3, 2019 at 7:59 AM Aaron Markham

> > > > <aaron.s.markham@gmail.com>

> > > > wrote:

> > > >

> > > > > Hi Haibin, you mean this one?

> > > > >

> > > > >

> > > > https://github.com/apache/incubator-

> > > mxnet/blob/master/docs/static_site

> > > > /src/pages/api/faq/distributed_training.md

> > > > > If so, it looks like a link update is needed.

> > > > >

> > > > > On Wed, Oct 2, 2019 at 9:42 PM Haibin Lin

> > > > > <haibin.lin.aws@gmail.com>

> > > > > wrote:

> > > > > >

> > > > > > I find that the 'distributed training with KVStore' tutorial

> > > > > > is

> > gone.

> > > > Are

> > > > > > we adding it back?

> > > > > >

> > > > >

> > > >

> > >

> https://mxnet.apache.org/api/python/docs/tutorials/performance/index

> > > .h

> > > > tml?highlight=distributed#distributed-training

> > > > > >

> > > > > >

> > > > > > On Tue, Oct 1, 2019 at 4:54 AM Marco de Abreu

> > > > > > <marco.g.abreu@gmail.com

> > > > >

> > > > > > wrote:

> > > > > >

> > > > > > > Thanks for the update, great job!

> > > > > > >

> > > > > > > Are the lighthouse results accessible somewhere? I'd be curious.

> > > > > > >

> > > > > > > -Marco

> > > > > > >

> > > > > > > Thomas DELTEIL <thomas.delteil1@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.delteil1@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 <haibilin@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.abreu@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.cmu@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_a

> > > > naly

> > > > tics.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_a

> > > > naly

> > > > tics.js

> > > > > > > > >> >

> > > > > > > > >> > On Tue, Sep 24, 2019 at 4:23 PM Mu Li

> > > > > > > > >> > <muli.cmu@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.abreu@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.zhao@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.sunderland@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.aws@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

> > > > > > > > >> > >>> > > l> 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 <

> > > > > > > > lgo@mobsol.be>

> > > > > > > > >> > >>> wrote:

> > > > > > > > >> > >>> > >

> > > > > > > > >> > >>> > > > Hi,

> > > > > > > > >> > >>> > > >

> > > > > > > > >> > >>> > > >

> > > > > > > > >> > >>> > > > On Sat, 21 Sep 2019 at 06:28, Thomas

> > > > > > > > >> > >>> > > > DELTEIL <thomas.delteil1@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-applicati

> > > > ons/

> > > > > > > > >> > >>> > > 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_star

> > > > > > > > >> > >>> > > > ted

> > > > > > > > >> > >>> > > > ,

> > > > 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.aws@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.bapat@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

> > > > > <

> > > > > > > > >> > >>> > > ptrendx@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/_autog

> > > > > en

> > > > > > > > >> > >>> > > /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 <

> > > > > > > > apeforest@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

> > > > > <

> > > > > > > > >> > >>> > > > carinmeier@gmail.com>

> > > > > > > > >> > >>> > > > > > > > wrote:

> > > > > > > > >> > >>> > > > > > > > >

> > > > > > > > >> > >>> > > > > > > > > > Nice!!! Congrats everyone!

> > > > > > > > >> > >>> > > > > > > > > >

> > > > > > > > >> > >>> > > > > > > > > > On Fri, Sep 20, 2019 at 10:28 AM

> > > > > > > > >> > >>> > > > > > > > > > Aaron

> > > > > > > Markham <

> > > > > > > > >> > >>> > > > > > > > aaron.s.markham@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.markham@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.markham@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/15

> > > > > > > > >> > >>> > > 885

> > > > > > > > >> > >>> > > > > > > > > > > > > [2]

> > > > > > > > >> > >>> > > https://github.com/apache/incubator-

> mxnet/pull/15

> > > > > > > > >> > >>> > > 883

> > > > > > > > >> > >>> > > > > > > > > > > > > [3]

> > > > > > > > >> > >>> > > https://github.com/apache/incubator-

> mxnet/pull/15

> > > > > > > > >> > >>> > > 884

> > > > > > > > >> > >>> > > > > > > > > > >

> > > > > > > > >> > >>> > > > > > > > > >

> > > > > > > > >> > >>> > > > > > > > >

> > > > > > > > >> > >>> > > > > > > >

> > > > > > > > >> > >>> > > > > > >

> > > > > > > > >> > >>> > > > > > >

> > > > > > > > >> > >>> > > > > > > --

> > > > > > > > >> > >>> > > > > > > *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/chaibapchy

> a/

> > > > > > > > >> > >>> > > > > > >>

> > > > > > > > >> > >>> > > > > > >

> > > > > > > > >> > >>> > > > > >

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> > > > > > > > >> >

> > > > > > > > >>

> > > > > > > > >

> > > > > > > >

> > > > > > >

> > > > >

> > > >

> >
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