+1
adding features to support AI is a good direction. Would we also consider
some security enhancements such as nonvolatile memory encryption?

Thanks,
Li

On Fri, Mar 22, 2024 at 4:30 PM Xiaojin Jiao <[email protected]> wrote:

> Another direction could be enhancing our platform to have some AI-based
> memory management capability, like this one: Machine Learning Makes Memory
> Management More Efficient | College of Computing (gatech.edu)
> <
> https://www.cc.gatech.edu/news/623810/machine-learning-makes-memory-management-more-efficient
> >
> A wild thought :),  AutoML is quite popular lately, we could think about if
> it's possible to push our library into an AutoML library to help it manage
> the memory.
> ------
> Best Regards,
>
>
> Xiaojin Jiao
>
>
>
> On Thu, Mar 21, 2024 at 12:51 PM Gordon <[email protected]> wrote:
>
> > Thanks Zhen.
> > Right, it is also the most challenging technique we are going to achieve.
> >
> > On Thu, Mar 21, 2024 at 10:45 AM rhythmwind <[email protected]>
> wrote:
> >
> > > +1. Agree with Xiaojin's idea.
> > >
> > > If mnemonic project could provid a cost effective way to meet speed and
> > > capacity required by ever increasing demand of ML models, it will be
> much
> > > attractive.
> > >
> > > Thanks Zhen
> > >
> > > -------- Original message --------
> > > From: Gordon <[email protected]>
> > > Date: 3/21/24 10:16 AM (GMT-08:00)
> > > To: [email protected], [email protected]
> > > Subject: Re: [VOTE] The new direction for project Mnemonic
> > >
> > > Thank you Xiaojing and Chenyang.
> > >
> > > On Tue, Mar 19, 2024 at 8:10 AM Chenyang Li <[email protected]>
> > > wrote:
> > >
> > > > Ok sound good to me then
> > > >
> > > > +1
> > > >
> > > >         < = >
> > > > LESS IS MORE
> > > >
> > > >
> > > > On Mon, Mar 18, 2024 at 6:18 PM Gordon <[email protected]> wrote:
> > > >
> > > > > Hi Chenyang,
> > > > >
> > > > > You are right, how to optimize the ML/AI workload through
> > non-volatile
> > > > > objects is a big challenge.
> > > > >
> > > > > I saw some successful efforts on this domain, for example, Apache
> > Arrow
> > > > > provided optimized dataframe and numpy array to accelerate the data
> > > > > processing, while they do have DLPack protocol to improve the
> > > efficiency
> > > > of
> > > > > tensors and arrays exchange between major frameworks.
> > > > >
> > > > > So that's why I think we might find the similar path to ML/AI
> > > workloads,
> > > > > thanks.
> > > > >
> > > > > Best regards
> > > > > Gordon
> > > > >
> > > > >
> > > > > On Mon, Mar 18, 2024 at 11:01 AM Chenyang Li <
> > [email protected]
> > > >
> > > > > wrote:
> > > > >
> > > > > > Ml/ai will be interesting to add, but the problem is I don’t see
> a
> > > > clear
> > > > > > interception from Mnemonic project.
> > > > > >
> > > > > > Does anybody have any ideas on this?
> > > > > > Chenyang
> > > > > >
> > > > > >         < = >
> > > > > > LESS IS MORE
> > > > > >
> > > > > >
> > > > > > On Mon, Mar 18, 2024 at 9:58 AM Gordon <[email protected]> wrote:
> > > > > >
> > > > > > > Hi Mnemonic contributors and PMCs,
> > > > > > >
> > > > > > > As the benefits of non-volatile memory technology are very
> > limited
> > > on
> > > > > its
> > > > > > > own, we may need to consider developing some applications to
> > > present
> > > > > it,
> > > > > > > such as ML/AI. so I would like to call a vote to make a
> community
> > > > wide
> > > > > > > decision on this new direction for Mnemonic, please vote, and
> we
> > > can
> > > > > > > definitely do further discussion on it after it, thanks.
> > > > > > >
> > > > > > > Please vote accordingly,
> > > > > > >
> > > > > > > [] +1 approve
> > > > > > > [] +0 no opinion
> > > > > > > [] -1 disapprove  with a reason
> > > > > > >
> > > > > > > Thank you all for your participation.
> > > > > > >
> > > > > > > Best,
> > > > > > > Gordon
> > > > > > >
> > > > > > > On Sun, Mar 17, 2024 at 11:56 PM Gordon <[email protected]>
> > wrote:
> > > > > > >
> > > > > > > > Dear Sander,
> > > > > > > >
> > > > > > > > Sorry for the late reply, I submitted the report for the
> > Mnemonic
> > > > > > > > community and will discuss with our PMCs to make a decision
> on
> > > the
> > > > > > > > direction of our project/community, thanks.
> > > > > > > >
> > > > > > > > Best regards
> > > > > > > > Gordon.
> > > > > > > >
> > > > > > > >
> > > > > > > > On Sat, Mar 16, 2024 at 6:19 AM Sander Striker <
> > > [email protected]
> > > > >
> > > > > > > wrote:
> > > > > > > >
> > > > > > > >> Dear Mnemonic community,
> > > > > > > >>
> > > > > > > >> In the Apache governance model, the ASF board delegates
> > > > > responsibility
> > > > > > > for
> > > > > > > >> managing projects to PMCs. This allows projects to govern
> > > > > themselves,
> > > > > > in
> > > > > > > >> terms
> > > > > > > >> of their own development goals, guidelines, and volunteer
> > > spirit,
> > > > > > within
> > > > > > > >> the
> > > > > > > >> scope of our purpose as an open source foundation. The state
> > > > allows
> > > > > us
> > > > > > > to
> > > > > > > >> supply an umbrella of corporate protection to our projects
> and
> > > > > > > >> volunteers, but
> > > > > > > >> only to the extent that we retain active and effective
> > oversight
> > > > of
> > > > > > each
> > > > > > > >> project's operation on behalf of the public's interest.
> > > > > > > >>
> > > > > > > >> To enable the board to provide oversight across the
> > foundation,
> > > > each
> > > > > > PMC
> > > > > > > >> is
> > > > > > > >> tasked with providing the board a quarterly report on the
> > health
> > > > of
> > > > > > > their
> > > > > > > >> project. This allows us to hear your heartbeat, to see the
> > > project
> > > > > > > through
> > > > > > > >> your eyes, and to inform the public through our meeting
> > minutes.
> > > > > > > >>
> > > > > > > >> The board has noticed that the reports for Mnemonic have
> been
> > > > missed
> > > > > > > >> for a number of months. This makes us sad because we have
> lost
> > > > that
> > > > > > > >> ability
> > > > > > > >> to communicate with you, to see what may be preventing your
> > good
> > > > > > health,
> > > > > > > >> and to ensure that we are providing the services that you
> need
> > > to
> > > > > > > continue
> > > > > > > >> as an Apache project.
> > > > > > > >>
> > > > > > > >> The reports to the board are normally written by the PMC
> chair
> > > but
> > > > > all
> > > > > > > PMC
> > > > > > > >> members have an individual responsibility to ensure that a
> > > report
> > > > is
> > > > > > > >> submitted. If the PMC chair is not available then any PMC
> > member
> > > > can
> > > > > > > >> submit
> > > > > > > >> the report. If you need help with this process, please reach
> > out
> > > > to
> > > > > > > >> [email protected]
> > > > > > > >>
> > > > > > > >> Please ensure that a report for Mnemonic is submitted to the
> > > board
> > > > > > > >> for the next meeting on Wed, 20 Mar 2024 at 21:00 UTC.
> > > > > > > >>
> > > > > > > >> If the PMC chair is not going to be available for an
> extended
> > > > period
> > > > > > of
> > > > > > > >> time,
> > > > > > > >> it may make sense to rotate the PMC chair. Rotating the PMC
> > > chair
> > > > > does
> > > > > > > not
> > > > > > > >> mean the current chair has failed. People's situations and
> > > > interests
> > > > > > > >> change;
> > > > > > > >> rotation is good as it allows more people to become familiar
> > > with
> > > > > that
> > > > > > > >> role.
> > > > > > > >> Again, if assistance is required with this process, please
> > feel
> > > > free
> > > > > > to
> > > > > > > >> reach out to [email protected]
> > > > > > > >>
> > > > > > > >> As projects mature, they will naturally reach a point where
> > > > activity
> > > > > > > >> reduces
> > > > > > > >> to a level that the project is no longer sustainable. At
> > Apache,
> > > > > > > projects
> > > > > > > >> reach this stage when there are no longer 3 active PMC
> members
> > > > > > providing
> > > > > > > >> oversight. Projects that reach this stage are placed in our
> > > Attic,
> > > > > > where
> > > > > > > >> they continue to be accessible to the public but are not
> > > portrayed
> > > > > as
> > > > > > > >> having
> > > > > > > >> an active community for maintenance.
> > > > > > > >>
> > > > > > > >>     http://attic.apache.org/
> > > > > > > >>
> > > > > > > >> If Mnemonic has reached this point, please reach out to the
> > > Attic
> > > > > > > project
> > > > > > > >> to arrange transfer. On the other hand, if your project is
> > > mostly
> > > > > > > dormant
> > > > > > > >> but
> > > > > > > >> still has at least three active PMC members, it can remain
> in
> > > that
> > > > > > state
> > > > > > > >> for
> > > > > > > >> as long as needed. If your project is in such a state,
> please
> > > > > mention
> > > > > > > >> that in
> > > > > > > >> your report and verify the PMC's state at regular intervals.
> > > > > > > >>
> > > > > > > >> Finally, if you have any questions, please feel free to
> reach
> > > out
> > > > to
> > > > > > > >> [email protected].
> > > > > > > >>
> > > > > > > >> Thanks,
> > > > > > > >> The ASF Board
> > > > > > > >>
> > > > > > > >
> > > > > > >
> > > > > >
> > > > >
> > > >
> > >
> >
>

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