> -0.5
>  Even though the new UI prefers "Dag", I don't think that means "DAG" is
incorrect.

I think we have a bunch of related things discussed here - I am not exactly
sure what the -0.5 in this context means Brent. Would it be possible to
clarify ?

On Tue, Feb 18, 2025 at 6:01 PM Ambika Garg <ambikagarg1...@gmail.com>
wrote:

> +1 would vote for
> Airflow's *D*ynamic *A*ction *G*raph (DAG)
>
> *Dynamic*: Reflects the capability of Airflow to handle workflows that
> aren’t strictly acyclic, but can adapt to changes, iterations and loops
> within broader context of workflow.
>
> *Action*: Emphasizes that airflow is fundamentally about orchestrating
> actions or tasks. Whether its data processing, model training or any other
> form of computation. It also conveys operational aspect of what Airflow
> does.
>
> *Graph*: Maintains the core concept that workflows in Airflow are
> visualized and managed as graphs. This term keeps the idea of dependencies
> and relationships between tasks intact.
>
> Ambika.
>
> On Tue, Feb 18, 2025 at 11:46 AM Brent Bovenzi <br...@astronomer.io.invalid
> >
> wrote:
>
> > -0.5
> >
> > Even though the new UI prefers "Dag", I don't think that means "DAG" is
> > incorrect.
> >
> > On Tue, Feb 18, 2025 at 11:36 AM Jarek Potiuk <ja...@potiuk.com> wrote:
> >
> > > I love "Dynamic Airflow Graph" +10 to that Constance.
> > >
> > > And yes. I fully agree with your "somewhat" acyclic statement. I saw
> > people
> > > mentioning "event-driven" workflows to better describe the AI/ML, but
> > that
> > > for me is a synonym of "completely unmanageable workflows" (similar to
> > > micro-services) - what I was alluding to was exactly this - something
> > like
> > > curren DAG with parts of it being potentially cyclic - so we are
> > completely
> > > aligned here :). And that's what make it "not DAG - in mathematical
> > sense"
> > > - even more reason to depart from it,
> > >
> > > J.
> > >
> > > On Tue, Feb 18, 2025 at 5:23 PM Constance Martineau
> > > <consta...@astronomer.io.invalid> wrote:
> > >
> > > > Hey all,
> > > >
> > > > I appreciate the discussion about how we position the concept of a
> DAG
> > in
> > > > Airflow. While I agree with updating documentation to de-emphasize
> the
> > > > strict mathematical definition, I do not think we should change the
> > > public
> > > > interface to use "dag" instead of "DAG" everywhere. It adds
> > > > unnecessary churn and breaks consistency across the ecosystem.
> > > >
> > > > Regarding the broader discussion on whether DAGs in Airflow should
> > remain
> > > > acyclic: I acknowledge that some workflows, particularly in ML and
> AI,
> > > > require cyclical behaviour (example: iterative refinement until a
> > > condition
> > > > is met). However, I think it's important to recognize that even in
> > those
> > > > cases, the workflow itself still has an overall start and end. It's
> not
> > > an
> > > > unbounded loop but rather a controlled execution process that happens
> > to
> > > > have cycles *within* it.
> > > >
> > > > That being said, I do see value in reinterpreting "DAG" to better
> align
> > > > with how Airflow is actually used, and love shifting away from
> > "Directed
> > > > Acyclic Graph" in favour of something more intuitive. However "Data
> > > Airflow
> > > > Graph" makes it sound like we're defining Airflow itself rather than
> > > > describing the structure of workflows within it.
> > > >
> > > > If we want a new meaning for DAG that resonates with our base while
> > > keeping
> > > > Airflow's identity clear, I am proposing three alternatives:
> > > >
> > > >
> > > >    1. *Dynamic Airflow Graph*: Ties directly to Airflow while
> > emphasizing
> > > >    flexibility
> > > >    2. *Distributed Automation Graph*: Highlights execution across
> > systems
> > > >    and automations without tying it strictly to data
> > > >    3. *Directed Activity Graph*: Retains the useful meaning of
> > "Directed"
> > > >    while shifting away from strict acyclic constraints. (My personal
> > > > favourite)
> > > >
> > > > I think any shift in terminology should be driven by what best
> > > communicates
> > > > Airflow's role workflow automation, rather than just distancing
> > ourselves
> > > > from the mathematical definition.
> > > >
> > > > Curious to hear more thoughts!
> > > >
> > > > On Tue, Feb 18, 2025 at 10:40 AM Jarek Potiuk <ja...@potiuk.com>
> > wrote:
> > > >
> > > > > Sorry for the few typos ... My slight dyslexia did not help and
> > > > autocorrect
> > > > > did not help either this time : dept -> debt, routed -> rooted and
> a
> > > few
> > > > > other small typos :) .
> > > > >
> > > > > On Tue, Feb 18, 2025 at 4:28 PM Jarek Potiuk <ja...@potiuk.com>
> > wrote:
> > > > >
> > > > > > First of all - yes, agree with Lee and Ash, I think we do not
> need
> > to
> > > > > > change the public interface, I'd also be -0 on that, but docs,
> > > internal
> > > > > > strings, yes we could.
> > > > > >
> > > > > > But .... After thinking a bit and looking at the discussion here,
> > > where
> > > > > > people have concerns, I have an alternative take. And I know this
> > > might
> > > > > be
> > > > > > controversial, and some people might find it confusing, but why
> > don't
> > > > we
> > > > > > come up with a new acronym for DAG, one that will be more airflow
> > and
> > > > > less
> > > > > > "mathematics/algorithm". And I have, I think a good reason for
> it,
> > > and
> > > > I
> > > > > > even have a proposal. Bear with me,
> > > > > >
> > > > > > DAG => *Data Airflow Graph*
> > > > > >
> > > > > > As many of us mentioned, DAG and Airflow are almost 100% 1-1 now
> > > (with
> > > > > > exception of some niche products - you know which one I speak
> > about -
> > > > > which
> > > > > > are unfortunate enough to use the "Dag" in their name - I will
> > > explain
> > > > > why
> > > > > > this is unfortunate, IMHO).
> > > > > >
> > > > > > We are lucky to have Airflow for "A" in the acronym and we can
> make
> > > it
> > > > > > even more "synonymous" -> Airflow <> DAG with (A) being Airflow.
> > > > > >
> > > > > > Now, why I think "Directed Acyclic Graph" is unfortunate.
> > > > > >
> > > > > > Not only because "Directed" and "Acyclic" are mostly not in the
> > > > > vocabulary
> > > > > > of most of our users - as Ryan, starting this thread explained
> > yes, I
> > > > > agree
> > > > > > with it, but also I think there is a more important reason - I
> > > simply
> > > > > > believe in the future our DAGs might not (and likely will not) be
> > > > > "acyclic".
> > > > > >
> > > > > > I know for some it might be herezy and we have not discussed any
> of
> > > > that
> > > > > > yet, but more and more I keep on hearing that Machine Learning
> > > > Workflows
> > > > > of
> > > > > > the future are often somewhat cyclic. In our case there is one
> type
> > > of
> > > > > > repeat-in-cycle behaviour - we have "task retry on failure" - but
> > > this
> > > > is
> > > > > > only on failure and it basically mens "idempotent" retry - we
> want
> > to
> > > > > redo
> > > > > > something and get single result out of that and basically discard
> > the
> > > > > > previous result. But machine learning/AI workflows are
> different. I
> > > > had a
> > > > > > lot of conversations recently (I even co-organized "AI low-level
> > > > > > engineering and hacking" devroom to learn more about those) -
> and I
> > > > keep
> > > > > on
> > > > > > hearing that "Repeat a sequence of things several times and
> refine"
> > > is
> > > > > > precisely what AI / ML workflows will need - especially with
> > Agentic
> > > > > > workflows - often we have cooperating agents which **could** be
> > part
> > > of
> > > > > the
> > > > > > same DAG, but currently in Airflow where our DAGs are  "Acyclic"
> we
> > > can
> > > > > > only express "repeat several time and refine" as a single task
> that
> > > > will
> > > > > do
> > > > > > such refining. If we would like to split such an "agent" doing
> > their
> > > > own
> > > > > > work in "cycles" and communicating with other "agents" doing the
> > > same -
> > > > > > represented as a multi-task-entity, we have no way to express it
> > > using
> > > > > our
> > > > > > current "acyclic" semantics.
> > > > > >
> > > > > > But - other than our implementation makes that assumption
> > currently -
> > > > > > there is nothing fundamental with Airflow being able to run such
> > > > > "partially
> > > > > > cyclic workflows". We have all the pieces, we would have to
> change
> > > > > > dependency calculation to allow for cycles, update UI to handle
> > > cycles
> > > > > > representation - and we could in theory quite seamlessly, support
> > > > > "cyclic"
> > > > > > workflows.
> > > > > >
> > > > > > I know, I know, that's the first time we hear it and that's huge
> > > > change -
> > > > > > of course, I do not want to start discussing any details of it,
> not
> > > > > before
> > > > > > Airflow 3.0 is out - but I think we should be open that at some
> > point
> > > > of
> > > > > > time the "Acyclic" property is going to go away, And my personal
> > > > > intuition
> > > > > > tells me that a year from now we will have acyclic workflows
> > > (assuming
> > > > > that
> > > > > > all the foundational work we do on Airflow 3 will really help in
> > > > > decreasing
> > > > > > all the technical dept, and will open our minds to new ideas).
> > > > > >
> > > > > > That's why I think - the sooner we get rid of "Directed Acyclic"
> -
> > > the
> > > > > > better. that will - even for us, maintainer free us from being
> > routed
> > > > in
> > > > > > the acyclic nature of Airflow.
> > > > > >
> > > > > > How about we change to "Data Airflow Graph" (or any other good
> > > acronym
> > > > > > which has (A)irflow instead of (A)cyclic). The name is just a
> > > proposal.
> > > > > >
> > > > > > Now.. I go hide somewhere as I believe that might cause a
> > "flamewar"
> > > > :),
> > > > > > unless on request of Ryan you already sheathed your swords in the
> > > > > > discussion (which seems everyone did).
> > > > > >
> > > > > > But honestly - I would really love what you think of "let's just
> > > break
> > > > > > with Acyclic NOW" and shape our future by using a different
> > acronym.
> > > > > >
> > > > > > J.
> > > > > >
> > > > > >
> > > > > >
> > > > > >
> > > > > >
> > > > > >
> > > > > >
> > > > > >
> > > > > >
> > > > > >
> > > > > > On Tue, Feb 18, 2025 at 10:54 AM Ephraim Anierobi <
> > > > > > ephraimanier...@gmail.com> wrote:
> > > > > >
> > > > > >> When I started contributing to Airflow, I had to read up on DAG,
> > and
> > > > > now I
> > > > > >> know what it means. I wonder if we are about to have users who
> use
> > > the
> > > > > >> term
> > > > > >> Dag without knowing that there's a DAG.
> > > > > >>
> > > > > >> Slightly concerned.
> > > > > >>
> > > > > >> -ephraim
> > > > > >>
> > > > > >> On Tue, 18 Feb 2025 at 10:26, Wei Lee <weilee...@gmail.com>
> > wrote:
> > > > > >>
> > > > > >> > For user-facing things (e.g., `from airflow import DAG`), I’m
> > more
> > > > > like
> > > > > >> > -0. But for documentation, docstring, internal things and
> etc.,
> > we
> > > > > >> probably
> > > > > >> > could still change most of them?
> > > > > >> >
> > > > > >> > Best,
> > > > > >> > Wei
> > > > > >> >
> > > > > >> > > On Feb 18, 2025, at 5:10 PM, Ash Berlin-Taylor <
> > a...@apache.org>
> > > > > >> wrote:
> > > > > >> > >
> > > > > >> > > I also don’t personally think it’s worth the pain (not to
> > > mention
> > > > > >> > backcompat workaround) to rename DAG to Dag, so I’d be -0.5 on
> > > that.
> > > > > >> > >
> > > > > >> > > -ash
> > > > > >> > >
> > > > > >> > >> On 18 Feb 2025, at 04:40, Daniel Imberman <
> > > > > daniel.imber...@gmail.com
> > > > > >> >
> > > > > >> > wrote:
> > > > > >> > >>
> > > > > >> > >> I think my biggest concern is a marketing one and not a
> > > technical
> > > > > >> one.
> > > > > >> > >>
> > > > > >> > >> As has been mentioned on the thread the terms airflow and
> dag
> > > are
> > > > > >> kind
> > > > > >> > of
> > > > > >> > >> synonymous and I certainly don’t want to give the
> impression
> > > that
> > > > > we
> > > > > >> are
> > > > > >> > >> breaking more than we are breaking.
> > > > > >> > >>
> > > > > >> > >> I wouldn’t die on this hill, but I’m slightly concerned.
> > > > > >> > >>
> > > > > >> > >> On Mon, Feb 17, 2025 at 6:00 PM Wei Lee <wei...@apache.org
> >
> > > > wrote:
> > > > > >> > >>
> > > > > >> > >>> I’m not sure about adding ruff rules here 🤔 I think ruff
> > > rules
> > > > > are
> > > > > >> > best
> > > > > >> > >>> suited for user-facing things but not the airflow code
> base
> > > > > itself.
> > > > > >> If
> > > > > >> > what
> > > > > >> > >>> we mean is adding a rule to avoid users using "DAG"
> *after*
> > we
> > > > > >> rename
> > > > > >> > it,
> > > > > >> > >>> it's definitely a +1000.
> > > > > >> > >>>
> > > > > >> > >>> I just created GitHub issues for this removing "DAG"
> > > > > >> > >>>
> > > > > >> > >>> https://github.com/apache/airflow/issues/46842
> > > > > >> > >>> https://github.com/apache/airflow/issues/46843
> > > > > >> > >>>
> > > > > >> > >>> One thing I'm not sure about is whether we want to get rid
> > of
> > > > > `from
> > > > > >> > >>> airflow import DAG` as well. 🤔
> > > > > >> > >>>
> > > > > >> > >>> Best,
> > > > > >> > >>> Wei
> > > > > >> > >>>
> > > > > >> > >>> On 2025/02/17 19:50:57 Jarek Potiuk wrote:
> > > > > >> > >>>> Hard to say until it's looked at :)
> > > > > >> > >>>>
> > > > > >> > >>>> On Mon, Feb 17, 2025 at 8:45 PM Aritra Basu <
> > > > > >> aritrabasu1...@gmail.com
> > > > > >> > >
> > > > > >> > >>>> wrote:
> > > > > >> > >>>>
> > > > > >> > >>>>> I can take it up, it's mostly just a doc update right?
> Or
> > > are
> > > > we
> > > > > >> > doing
> > > > > >> > >>> code
> > > > > >> > >>>>> files replacement too?
> > > > > >> > >>>>> --
> > > > > >> > >>>>> Regards,
> > > > > >> > >>>>> Aritra Basu
> > > > > >> > >>>>>
> > > > > >> > >>>>> On Tue, 18 Feb 2025, 12:55 am Jarek Potiuk, <
> > > ja...@potiuk.com
> > > > >
> > > > > >> > wrote:
> > > > > >> > >>>>>
> > > > > >> > >>>>>> Sounds like another +1000 files big PR is coming :) ?
> Any
> > > > > >> volunteers
> > > > > >> > >>> to
> > > > > >> > >>>>>> make it ? It's fun.
> > > > > >> > >>>>>>
> > > > > >> > >>>>>> On Mon, Feb 17, 2025 at 6:52 PM Omkar P <
> > > > > droiddev5...@gmail.com>
> > > > > >> > >>> wrote:
> > > > > >> > >>>>>>
> > > > > >> > >>>>>>> +1 for ruff rules :)
> > > > > >> > >>>>>>>
> > > > > >> > >>>>>>> Also would be nice to introduce 'Dag' to replace 'DAG'
> > in
> > > > the
> > > > > >> > >>> Airflow
> > > > > >> > >>>>>>> docs, in line with the new UI changes and to make the
> > > > renaming
> > > > > >> > >>>>>>> consistent across user-facing pages.
> > > > > >> > >>>>>>>
> > > > > >> > >>>>>>> Regards,
> > > > > >> > >>>>>>> Omkar
> > > > > >> > >>>>>>>
> > > > > >> > >>>>>>> On Mon, Feb 17, 2025 at 8:12 AM Jarek Potiuk <
> > > > > ja...@potiuk.com>
> > > > > >> > >>> wrote:
> > > > > >> > >>>>>>>
> > > > > >> > >>>>>>>> +1 :) . Maybe we could add a ruff rule for that :)
> > > > > >> > >>>>>>>>
> > > > > >> > >>>>>>>> On Mon, Feb 17, 2025 at 8:27 AM Wei Lee <
> > > wei...@apache.org
> > > > >
> > > > > >> > >>> wrote:
> > > > > >> > >>>>>>>>
> > > > > >> > >>>>>>>>> It seems that our current conclusion is to use "dag"
> > or
> > > > > "Dag"
> > > > > >> > >>>>> instead
> > > > > >> > >>>>>>> of
> > > > > >> > >>>>>>>>> "DAG" whenever possible. Should we replace all "DAG"
> > in
> > > > the
> > > > > >> > >>>>> codebase
> > > > > >> > >>>>>>> with
> > > > > >> > >>>>>>>>> "dag" or "Dag"? If it's too late for that (which it
> > > might
> > > > be
> > > > > >> > >>> 🤔),
> > > > > >> > >>>>>>> should
> > > > > >> > >>>>>>>> we
> > > > > >> > >>>>>>>>> at least avoid introducing new "DAG" in the
> following
> > > PRs?
> > > > > >> > >>>>>>>>>
> > > > > >> > >>>>>>>>> Best,
> > > > > >> > >>>>>>>>> Wei
> > > > > >> > >>>>>>>>>
> > > > > >> > >>>>>>>>> On 2024/10/23 17:16:55 Brent Bovenzi wrote:
> > > > > >> > >>>>>>>>>> Here's a PR to use "dag" as a word in the new 3.0
> UI:
> > > > > >> > >>>>>>>>>> https://github.com/apache/airflow/pull/43325
> > > > > >> > >>>>>>>>>> Let me know if that's the direction we want to go.
> > > > > >> > >>>>>>>>>>
> > > > > >> > >>>>>>>>>> On Wed, Oct 23, 2024 at 11:06 AM Bishundeo,
> Rajeshwar
> > > > > >> > >>>>>>>>>> <rbish...@amazon.com.invalid> wrote:
> > > > > >> > >>>>>>>>>>
> > > > > >> > >>>>>>>>>>> I think Brent & Daniel summarized it best, "dag"
> is
> > > > > >> > >>> synonymous
> > > > > >> > >>>>>> with
> > > > > >> > >>>>>>>>>>> workflows in Airflow through the way we talk and
> > > explain
> > > > > >> > >>> what
> > > > > >> > >>>>>>> Airflow
> > > > > >> > >>>>>>>>> is
> > > > > >> > >>>>>>>>>>> all about. Although folks would ask, I don’t ever
> > use
> > > > the
> > > > > >> > >>>>>>>> mathematical
> > > > > >> > >>>>>>>>>>> definition of DAG.
> > > > > >> > >>>>>>>>>>> It will be challenging and possibly confusing for
> > many
> > > > > >> > >>> users
> > > > > >> > >>>>>> making
> > > > > >> > >>>>>>>>> such a
> > > > > >> > >>>>>>>>>>> change - I would rather direct that energy to
> > > appending
> > > > > the
> > > > > >> > >>>>>> Oxford
> > > > > >> > >>>>>>>>>>> definition of "dag" to include a reference to
> > > workflows
> > > > in
> > > > > >> > >>>>>> Airflow.
> > > > > >> > >>>>>>>> __
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>> -- Rajesh
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>> On 2024-10-23, 3:37 AM, "Jarek Potiuk" <
> > > > ja...@potiuk.com
> > > > > >> > >>>>>> <mailto:
> > > > > >> > >>>>>>>>>>> ja...@potiuk.com>> wrote:
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>> CAUTION: This email originated from outside of the
> > > > > >> > >>>>> organization.
> > > > > >> > >>>>>> Do
> > > > > >> > >>>>>>>> not
> > > > > >> > >>>>>>>>>>> click links or open attachments unless you can
> > confirm
> > > > the
> > > > > >> > >>>>> sender
> > > > > >> > >>>>>>> and
> > > > > >> > >>>>>>>>> know
> > > > > >> > >>>>>>>>>>> the content is safe.
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>> AVERTISSEMENT: Ce courrier électronique provient
> > d’un
> > > > > >> > >>>>> expéditeur
> > > > > >> > >>>>>>>>> externe.
> > > > > >> > >>>>>>>>>>> Ne cliquez sur aucun lien et n’ouvrez aucune pièce
> > > > jointe
> > > > > >> > >>> si
> > > > > >> > >>>>> vous
> > > > > >> > >>>>>>> ne
> > > > > >> > >>>>>>>>> pouvez
> > > > > >> > >>>>>>>>>>> pas confirmer l’identité de l’expéditeur et si
> vous
> > > > n’êtes
> > > > > >> > >>> pas
> > > > > >> > >>>>>>>> certain
> > > > > >> > >>>>>>>>> que
> > > > > >> > >>>>>>>>>>> le contenu ne présente aucun risque.
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>> From Guido's post:
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>> "Around this time the renaming seems to have been
> > > > > renamed".
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>> Naming is hard.
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>> J.
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>> On Wed, Oct 23, 2024 at 7:11 AM Omkar P <
> > > > > >> > >>>>> droiddev5...@gmail.com
> > > > > >> > >>>>>>>>> <mailto:
> > > > > >> > >>>>>>>>>>> droiddev5...@gmail.com>> wrote:
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>> Yes, completely agree with above comments, dag is
> > an
> > > > > >> > >>> Airflow
> > > > > >> > >>>>>> term
> > > > > >> > >>>>>>>> now
> > > > > >> > >>>>>>>>>>>> rather
> > > > > >> > >>>>>>>>>>>> than just a "directed acyclic graph". Believe it
> or
> > > > not,
> > > > > >> > >>> I've
> > > > > >> > >>>>>>>> worked
> > > > > >> > >>>>>>>>> with
> > > > > >> > >>>>>>>>>>>> work
> > > > > >> > >>>>>>>>>>>> folks who've been using dags in Airflow for years
> > now
> > > > > >> > >>> and are
> > > > > >> > >>>>>> pro
> > > > > >> > >>>>>>>>> devs
> > > > > >> > >>>>>>>>>>> but
> > > > > >> > >>>>>>>>>>>> have trouble remembering the full form of a DAG!
> > For
> > > > > >> > >>> them,
> > > > > >> > >>>>> dag
> > > > > >> > >>>>>> =
> > > > > >> > >>>>>>>>> Airflow.
> > > > > >> > >>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>> workflow, pipeline, flow are surely better terms
> > but
> > > > > >> > >>> will be
> > > > > >> > >>>>> a
> > > > > >> > >>>>>>>> major
> > > > > >> > >>>>>>>>>>>> behavior
> > > > > >> > >>>>>>>>>>>> change for the developer community, so we'll
> need a
> > > > solid
> > > > > >> > >>>>> plan
> > > > > >> > >>>>>> on
> > > > > >> > >>>>>>>>> how to
> > > > > >> > >>>>>>>>>>>> introduce it, when we do.
> > > > > >> > >>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>> While we discuss this, I'd like to share about
> the
> > > > Great
> > > > > >> > >>>>>> Renaming
> > > > > >> > >>>>>>>> in
> > > > > >> > >>>>>>>>> core
> > > > > >> > >>>>>>>>>>>> Python started by Guido back in 2009. We could
> > > probably
> > > > > >> > >>> get
> > > > > >> > >>>>>> some
> > > > > >> > >>>>>>>>>>> learnings
> > > > > >> > >>>>>>>>>>>> from there? Who knows!
> > > > > >> > >>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>> Guido's blog (2009):
> > > > > >> > >>>>>>>>>>>>
> > > > > >> > >>>>>>>>>
> > > > > >> > >>>>>>>
> > > > > >> > >>>>>
> > > > > >> > >>>
> > > > > >> >
> > > > > >>
> > > > >
> > >
> https://python-history.blogspot.com/2009/03/great-or-grand-renaming.html
> > > > > >> > >>>>>>>>>>> <
> > > > > >> > >>>>>>>>>
> > > > > >> > >>>>>>>
> > > > > >> > >>>>>
> > > > > >> > >>>
> > > > > >> >
> > > > > >>
> > > > >
> > >
> https://python-history.blogspot.com/2009/03/great-or-grand-renaming.html
> > > > > >> > >>>>>>>>>
> > > > > >> > >>>>>>>>>>>> Follow-up discussion (2024):
> > > > > >> > >>>>>>>>>>>>
> > > > > >> > >>>>>>
> > > > > https://discuss.python.org/t/finishing-the-great-renaming/54082
> > > > > >> > >>>>>>> <
> > > > > >> > >>>>>>>>>>>
> > > > > >> > >>>>>
> > > > https://discuss.python.org/t/finishing-the-great-renaming/54082
> > > > > >
> > > > > >> > >>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>> Cheers,
> > > > > >> > >>>>>>>>>>>> Omkar
> > > > > >> > >>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>> On Wed, Oct 23, 2024 at 7:10 AM Wei Lee <
> > > > > >> > >>> weilee...@gmail.com
> > > > > >> > >>>>>>>>> <mailto:
> > > > > >> > >>>>>>>>>>> weilee...@gmail.com>> wrote:
> > > > > >> > >>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>> I think we should probably just accept it as an
> > > > airflow
> > > > > >> > >>>>> term.
> > > > > >> > >>>>>>> At
> > > > > >> > >>>>>>>>> least,
> > > > > >> > >>>>>>>>>>>>> that’s how I understood it when I first used
> > > Airflow.
> > > > I
> > > > > >> > >>>>> feel
> > > > > >> > >>>>>>>>> renaming
> > > > > >> > >>>>>>>>>>> it
> > > > > >> > >>>>>>>>>>>> at
> > > > > >> > >>>>>>>>>>>>> this stage would require considerable effort
> from
> > > > > >> > >>>>> maintainers
> > > > > >> > >>>>>>> and
> > > > > >> > >>>>>>>>>>>> existing
> > > > > >> > >>>>>>>>>>>>> users without providing equivalent benefits.
> > > > > >> > >>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>> Best,
> > > > > >> > >>>>>>>>>>>>> Wei
> > > > > >> > >>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>> On Oct 23, 2024, at 8:01 AM, Kaxil Naik <
> > > > > >> > >>>>>> kaxiln...@gmail.com
> > > > > >> > >>>>>>>>>>> <mailto:kaxiln...@gmail.com>> wrote:
> > > > > >> > >>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>> Same agreed with Brent & Daniel -- maybe we
> > > re-kindle
> > > > > >> > >>>>> this
> > > > > >> > >>>>>>>>> discussion
> > > > > >> > >>>>>>>>>>>> for
> > > > > >> > >>>>>>>>>>>>>> Airflow 4 :) -- but right now it will cause too
> > > much
> > > > > >> > >>>>>>> disruption
> > > > > >> > >>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>> On Tue, 22 Oct 2024 at 21:27, Constance
> Martineau
> > > > > >> > >>>>>>>>>>>>>> <consta...@astronomer.io.inva <mailto:
> > > > > >> > >>>>>>>>> consta...@astronomer.io.inva>lid>
> > > > > >> > >>>>>>>>>>> wrote:
> > > > > >> > >>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>> In my experience, when you ask those with
> > Airflow
> > > > > >> > >>>>>> experience
> > > > > >> > >>>>>>>>> what a
> > > > > >> > >>>>>>>>>>>> dag
> > > > > >> > >>>>>>>>>>>>> is,
> > > > > >> > >>>>>>>>>>>>>>> they'll start talking about workflow
> attributes
> > -
> > > > > >> > >>> stuff
> > > > > >> > >>>>>> like
> > > > > >> > >>>>>>>>> dags
> > > > > >> > >>>>>>>>>>>> being
> > > > > >> > >>>>>>>>>>>>> a
> > > > > >> > >>>>>>>>>>>>>>> series of steps or tasks with owners. The
> > > structure
> > > > > >> > >>>>>> doesn't
> > > > > >> > >>>>>>>>> come up.
> > > > > >> > >>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>> Echo-ing others, at this point, my vote is to
> > > > > >> > >>> embrace
> > > > > >> > >>>>> the
> > > > > >> > >>>>>>> name
> > > > > >> > >>>>>>>>> and
> > > > > >> > >>>>>>>>>>>>>>> de-emphasize the mathematical structure
> aspect.
> > > > > >> > >>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>> On Tue, Oct 22, 2024 at 3:47 PM Vikram Koka
> > > > > >> > >>>>>>>>>>>>> <vik...@astronomer.io.inva <mailto:
> > > > > >> > >>>>> vik...@astronomer.io.inva
> > > > > >> > >>>>>>>>> lid>
> > > > > >> > >>>>>>>>>>>>>>> wrote:
> > > > > >> > >>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>> It's an interesting discussion and I remember
> > > > > >> > >>>>> struggling
> > > > > >> > >>>>>>> with
> > > > > >> > >>>>>>>>> this
> > > > > >> > >>>>>>>>>>>>> when I
> > > > > >> > >>>>>>>>>>>>>>>> started working with Airflow.
> > > > > >> > >>>>>>>>>>>>>>>> But, I also agree with the viewpoint of it
> > being
> > > an
> > > > > >> > >>>>>>>> established
> > > > > >> > >>>>>>>>>>>> concept
> > > > > >> > >>>>>>>>>>>>>>> now
> > > > > >> > >>>>>>>>>>>>>>>> regardless of the origin.
> > > > > >> > >>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>> I am personally leaning towards the
> perspective
> > > > > >> > >>> best
> > > > > >> > >>>>>>>> expressed
> > > > > >> > >>>>>>>>> by
> > > > > >> > >>>>>>>>>>>>> Daniel
> > > > > >> > >>>>>>>>>>>>>>>> Standish and Brent of using Dag as a word,
> > rather
> > > > > >> > >>> than
> > > > > >> > >>>>>> the
> > > > > >> > >>>>>>>>> computer
> > > > > >> > >>>>>>>>>>>>>>> science
> > > > > >> > >>>>>>>>>>>>>>>> concept.
> > > > > >> > >>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>> Best regards,
> > > > > >> > >>>>>>>>>>>>>>>> Vikram
> > > > > >> > >>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>> On Tue, Oct 22, 2024 at 9:46 AM Oliveira,
> Niko
> > > > > >> > >>>>>>>>>>>>>>> <oniko...@amazon.com.inva <mailto:
> > > > > >> > >>>>>> oniko...@amazon.com.inva
> > > > > >> > >>>>>>>>> lid
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>> wrote:
> > > > > >> > >>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>> I agree with the general sentiment of:
> You're
> > > > > >> > >>> right
> > > > > >> > >>>>>> Ryan,
> > > > > >> > >>>>>>>> DAG
> > > > > >> > >>>>>>>>>>> isn't
> > > > > >> > >>>>>>>>>>>>>>> great
> > > > > >> > >>>>>>>>>>>>>>>>> and I'd rather workflow, but changing it
> will
> > > > > >> > >>> cause
> > > > > >> > >>>>> much
> > > > > >> > >>>>>>>> more
> > > > > >> > >>>>>>>>>>>> wreckage
> > > > > >> > >>>>>>>>>>>>>>>> than
> > > > > >> > >>>>>>>>>>>>>>>>> it solves.
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>> Also agree with the idea to just move away
> > from
> > > > > >> > >>>>> defining
> > > > > >> > >>>>>>>> DAG.
> > > > > >> > >>>>>>>>> I
> > > > > >> > >>>>>>>>>>>> think
> > > > > >> > >>>>>>>>>>>>>>>>> we've been naturally doing that as a
> community
> > > > > >> > >>> for a
> > > > > >> > >>>>>> while
> > > > > >> > >>>>>>>> now
> > > > > >> > >>>>>>>>>>>> anyway,
> > > > > >> > >>>>>>>>>>>>>>> so
> > > > > >> > >>>>>>>>>>>>>>>>> that feels like a natural step.
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>> Cheers,
> > > > > >> > >>>>>>>>>>>>>>>>> Niko
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>> ________________________________
> > > > > >> > >>>>>>>>>>>>>>>>> From: Ash Berlin-Taylor <a...@apache.org
> > > <mailto:
> > > > > >> > >>>>>>>>> a...@apache.org>>
> > > > > >> > >>>>>>>>>>>>>>>>> Sent: Tuesday, October 22, 2024 9:06:39 AM
> > > > > >> > >>>>>>>>>>>>>>>>> To: dev@airflow.apache.org <mailto:
> > > > > >> > >>>>>> dev@airflow.apache.org
> > > > > >> > >>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>> Subject: RE: [EXT] Airflow should deprecate
> > the
> > > > > >> > >>> term
> > > > > >> > >>>>>> "DAG"
> > > > > >> > >>>>>>>>> for end
> > > > > >> > >>>>>>>>>>>>>>> users
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>> CAUTION: This email originated from outside
> of
> > > the
> > > > > >> > >>>>>>>>> organization.
> > > > > >> > >>>>>>>>>>> Do
> > > > > >> > >>>>>>>>>>>>> not
> > > > > >> > >>>>>>>>>>>>>>>>> click links or open attachments unless you
> can
> > > > > >> > >>> confirm
> > > > > >> > >>>>>> the
> > > > > >> > >>>>>>>>> sender
> > > > > >> > >>>>>>>>>>>> and
> > > > > >> > >>>>>>>>>>>>>>>> know
> > > > > >> > >>>>>>>>>>>>>>>>> the content is safe.
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>> AVERTISSEMENT: Ce courrier électronique
> > provient
> > > > > >> > >>> d’un
> > > > > >> > >>>>>>>>> expéditeur
> > > > > >> > >>>>>>>>>>>>>>> externe.
> > > > > >> > >>>>>>>>>>>>>>>>> Ne cliquez sur aucun lien et n’ouvrez aucune
> > > pièce
> > > > > >> > >>>>>> jointe
> > > > > >> > >>>>>>> si
> > > > > >> > >>>>>>>>> vous
> > > > > >> > >>>>>>>>>>> ne
> > > > > >> > >>>>>>>>>>>>>>>> pouvez
> > > > > >> > >>>>>>>>>>>>>>>>> pas confirmer l’identité de l’expéditeur et
> si
> > > > > >> > >>> vous
> > > > > >> > >>>>>> n’êtes
> > > > > >> > >>>>>>>> pas
> > > > > >> > >>>>>>>>>>>> certain
> > > > > >> > >>>>>>>>>>>>>>>> que
> > > > > >> > >>>>>>>>>>>>>>>>> le contenu ne présente aucun risque.
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>> Best argument in favour of keeping “dags”
> as a
> > > > > >> > >>> term —
> > > > > >> > >>>>>>>> getting
> > > > > >> > >>>>>>>>> to
> > > > > >> > >>>>>>>>>>>>> re-use
> > > > > >> > >>>>>>>>>>>>>>>>> puns like https://i.imgflip.com/1xhtwh.jpg
> <
> > > > > >> > >>>>>>>>>>> https://i.imgflip.com/1xhtwh.jpg>
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>> In all seriousness: I don’t mind either way,
> > > both
> > > > > >> > >>>>> sides
> > > > > >> > >>>>>>> have
> > > > > >> > >>>>>>>>> good
> > > > > >> > >>>>>>>>>>>>>>> reasons
> > > > > >> > >>>>>>>>>>>>>>>>> presented.
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>> -a
> > > > > >> > >>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>> On 22 Oct 2024, at 17:03, Daniel Standish
> > > > > >> > >>>>>>>>>>>>>>>>> <daniel.stand...@astronomer.io.inva
> <mailto:
> > > > > >> > >>>>>>>>>>> daniel.stand...@astronomer.io.inva>LID> wrote:
> > > > > >> > >>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>> Yeah just say, when asked where the name
> > comes
> > > > > >> > >>> from,
> > > > > >> > >>>>>>> "well,
> > > > > >> > >>>>>>>>> no
> > > > > >> > >>>>>>>>>>> one
> > > > > >> > >>>>>>>>>>>>>>>>> actually
> > > > > >> > >>>>>>>>>>>>>>>>>> knows but..." and then make something up.
> > > > > >> > >>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>> On Tue, Oct 22, 2024 at 8:31 AM Jarek
> Potiuk
> > <
> > > > > >> > >>>>>>>>> ja...@potiuk.com
> > > > > >> > >>>>>>>>>>> <mailto:ja...@potiuk.com>>
> > > > > >> > >>>>>>>>>>>>>>> wrote:
> > > > > >> > >>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>> Just to clarify - "directed acyclic graph"
> > is
> > > > > >> > >>> the
> > > > > >> > >>>>>>>>>>> tongue-twister,
> > > > > >> > >>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>> On Tue, Oct 22, 2024 at 5:29 PM Jarek
> > Potiuk <
> > > > > >> > >>>>>>>>> ja...@potiuk.com
> > > > > >> > >>>>>>>>>>> <mailto:ja...@potiuk.com>>
> > > > > >> > >>>>>>>>>>>>>>>> wrote:
> > > > > >> > >>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>> I like what both Daniel and Brent wrote.
> I
> > > > > >> > >>> would
> > > > > >> > >>>>> very
> > > > > >> > >>>>>>>> much
> > > > > >> > >>>>>>>>> want
> > > > > >> > >>>>>>>>>>>> to
> > > > > >> > >>>>>>>>>>>>>>> be
> > > > > >> > >>>>>>>>>>>>>>>>>>> able
> > > > > >> > >>>>>>>>>>>>>>>>>>>> to say just "dag" without explaining it
> > > > > >> > >>> further.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>> For me every time I explain "DAG" at a
> talk
> > > > > >> > >>> it's a
> > > > > >> > >>>>>>>>>>>> tongue-twister,
> > > > > >> > >>>>>>>>>>>>>>>> and
> > > > > >> > >>>>>>>>>>>>>>>>> I
> > > > > >> > >>>>>>>>>>>>>>>>>>>> almost stutter on trying to recall how to
> > > > > >> > >>> pronounce
> > > > > >> > >>>>>> it
> > > > > >> > >>>>>>>>>>> properly.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>> J.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>> On Tue, Oct 22, 2024 at 5:27 PM Brent
> > Bovenzi
> > > > > >> > >>>>>>>>>>>>>>>>>>> <br...@astronomer.io.inva <mailto:
> > > > > >> > >>>>>>>> br...@astronomer.io.inva
> > > > > >> > >>>>>>>>>> lid>
> > > > > >> > >>>>>>>>>>>>>>>>>>>> wrote:
> > > > > >> > >>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> I remember we explored renaming "DAG"
> when
> > > > > >> > >>>>> starting
> > > > > >> > >>>>>> on
> > > > > >> > >>>>>>>>> AIP-38
> > > > > >> > >>>>>>>>>>> to
> > > > > >> > >>>>>>>>>>>>>>>>>>> modernize
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> the UI. Both "pipeline" or "workflow"
> are
> > > more
> > > > > >> > >>>>>>>>> descriptive of
> > > > > >> > >>>>>>>>>>>> what
> > > > > >> > >>>>>>>>>>>>>>>> one
> > > > > >> > >>>>>>>>>>>>>>>>>>> is
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> actually doing while Directed Acyclic
> > Graph
> > > > > >> > >>> is an
> > > > > >> > >>>>>>>>>>> implementation
> > > > > >> > >>>>>>>>>>>>>>>>> detail.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> But I agree with Daniel Standish, at
> this
> > > > > >> > >>> point
> > > > > >> > >>>>>> "DAG"
> > > > > >> > >>>>>>>> has
> > > > > >> > >>>>>>>>>>> become
> > > > > >> > >>>>>>>>>>>>>>>> "dag"
> > > > > >> > >>>>>>>>>>>>>>>>>>> , a
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> word in its own right.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> Examples for "dag" are abound in
> community
> > > > > >> > >>>>>> discussion,
> > > > > >> > >>>>>>>>> Airflow
> > > > > >> > >>>>>>>>>>>>>>>> Summit
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> talks, documentation and even in the UI.
> > > Let's
> > > > > >> > >>>>>> embrace
> > > > > >> > >>>>>>>>> "dag".
> > > > > >> > >>>>>>>>>>> A
> > > > > >> > >>>>>>>>>>>>>>> user
> > > > > >> > >>>>>>>>>>>>>>>>>>> just
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> needs to learn one new word vs the
> > technical
> > > > > >> > >>>>> concept
> > > > > >> > >>>>>>>>> behind
> > > > > >> > >>>>>>>>>>> that
> > > > > >> > >>>>>>>>>>>>>>>>> word. I
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> think that is much less effort than
> > > > > >> > >>> refactoring so
> > > > > >> > >>>>>>> much
> > > > > >> > >>>>>>>>> code,
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> documentation, blog posts, stack
> overflow
> > > > > >> > >>>>> questions,
> > > > > >> > >>>>>>>> etc.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> On Tue, Oct 22, 2024 at 10:51 AM Daniel
> > > > > >> > >>> Standish
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> <daniel.stand...@astronomer.io.inva
> > > <mailto:
> > > > > >> > >>>>>>>>>>> daniel.stand...@astronomer.io.inva>lid> wrote:
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> I am skeptical. Seems like introducing
> a
> > > lot
> > > > > >> > >>> of
> > > > > >> > >>>>>> pain
> > > > > >> > >>>>>>>> for
> > > > > >> > >>>>>>>>>>>>>>>>> questionable
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> benefit. But, I am def sympathetic to
> the
> > > > > >> > >>> idea. I
> > > > > >> > >>>>>>> agree
> > > > > >> > >>>>>>>>> the
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> association
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> with "directed acyclic graph" is not
> > > helpful.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> And along those lines, I offer here
> some
> > > less
> > > > > >> > >>>>>>> invasive
> > > > > >> > >>>>>>>>>>>>>>> mitigations.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> One thing we can do no matter what is
> to
> > > > > >> > >>>>>> de-emphasize
> > > > > >> > >>>>>>>> the
> > > > > >> > >>>>>>>>>>> math
> > > > > >> > >>>>>>>>>>>>>>> nerd
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> origins
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> of the name. That is to say, in docs /
> > > > > >> > >>> website /
> > > > > >> > >>>>>> etc,
> > > > > >> > >>>>>>>>> *never
> > > > > >> > >>>>>>>>>>>>>>>> define*
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> airflow's "dag" concept as a directed
> > > acyclic
> > > > > >> > >>>>>> graph.
> > > > > >> > >>>>>>>>> Always
> > > > > >> > >>>>>>>>>>>>>>> define
> > > > > >> > >>>>>>>>>>>>>>>>> it
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> as a
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> pipeline, collection of tasks, workflow
> > > etc.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> The "directed acyclic graph" part of it
> > is
> > > > > >> > >>> like a
> > > > > >> > >>>>>>>>> historical
> > > > > >> > >>>>>>>>>>>>>>>>> footnote,
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> and
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> we could make one mention of it
> somewhere
> > > > > >> > >>> hidden.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> We could also start using lowercase in
> > the
> > > > > >> > >>> docs
> > > > > >> > >>>>> in
> > > > > >> > >>>>>>>>> general
> > > > > >> > >>>>>>>>>>> e.g.
> > > > > >> > >>>>>>>>>>>>>>>>>>> writing
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> "dag" / "dags" instead of writing
> "DAG" /
> > > > > >> > >>> "DAGs"
> > > > > >> > >>>>>> etc.
> > > > > >> > >>>>>>>> The
> > > > > >> > >>>>>>>>>>>> upper
> > > > > >> > >>>>>>>>>>>>>>>> case
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> part
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> of it makes it look like an acronym;
> but
> > > > > >> > >>> "dag" in
> > > > > >> > >>>>>>>>> airlfow is
> > > > > >> > >>>>>>>>>>>> just
> > > > > >> > >>>>>>>>>>>>>>>> an
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> airflow concept and the association
> with
> > > > > >> > >>> "DAGs"
> > > > > >> > >>>>> is
> > > > > >> > >>>>>>> not
> > > > > >> > >>>>>>>>> really
> > > > > >> > >>>>>>>>>>>>>>>>>>> unhelpful.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> In other words embrace that "dag" in
> > > airflow
> > > > > >> > >>> is
> > > > > >> > >>>>> its
> > > > > >> > >>>>>>> own
> > > > > >> > >>>>>>>>>>> thing,
> > > > > >> > >>>>>>>>>>>> is
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> *not* strictly
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> speaking a directed acyclic graph
> (which
> > > > > >> > >>> nobody
> > > > > >> > >>>>>> knows
> > > > > >> > >>>>>>>>> about
> > > > > >> > >>>>>>>>>>>>>>>> anyway),
> > > > > >> > >>>>>>>>>>>>>>>>>>> and
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> tell them what it is in simple terms
> that
> > > > > >> > >>> normal
> > > > > >> > >>>>>>> people
> > > > > >> > >>>>>>>>>>>>>>> understand.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> On Tue, Oct 22, 2024 at 7:27 AM Jarek
> > > Potiuk
> > > > > >> > >>> <
> > > > > >> > >>>>>>>>>>> ja...@potiuk.com <mailto:ja...@potiuk.com>
> > > > > >> > >>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>> wrote:
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> DAG is so embedded into what we do
> that
> > it
> > > > > >> > >>> will
> > > > > >> > >>>>> be
> > > > > >> > >>>>>>>>> extremely
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> difficult to
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> get rid of it completely. Also I think
> > it
> > > > > >> > >>> will
> > > > > >> > >>>>>> make
> > > > > >> > >>>>>>> a
> > > > > >> > >>>>>>>>> lot of
> > > > > >> > >>>>>>>>>>>>>>>>>>> "google"
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> searches and "stack overflow" searches
> > not
> > > > > >> > >>>>> finding
> > > > > >> > >>>>>>> the
> > > > > >> > >>>>>>>>> right
> > > > > >> > >>>>>>>>>>>>>>>>>>> answers.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> This
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> is one of the strengths of Airflow -
> > > > > >> > >>> besides the
> > > > > >> > >>>>>>>>> community
> > > > > >> > >>>>>>>>>>> and
> > > > > >> > >>>>>>>>>>>>>>>> ideas
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> that
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> Bernd mentioned - is the vast number
> of
> > > > > >> > >>>>> examples,
> > > > > >> > >>>>>>>>> problems
> > > > > >> > >>>>>>>>>>> and
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> solutions
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> you can so easily find (and we have to
> > > > > >> > >>> remember
> > > > > >> > >>>>>> that
> > > > > >> > >>>>>>>>> all the
> > > > > >> > >>>>>>>>>>>> AI
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> trained
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> on
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> past data will be also rather poorly
> > > > > >> > >>> matching
> > > > > >> > >>>>>>> queries
> > > > > >> > >>>>>>>> of
> > > > > >> > >>>>>>>>>>>> people.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> I am not too attached to DAG. I could
> > > easily
> > > > > >> > >>>>>> switch.
> > > > > >> > >>>>>>>>> And if
> > > > > >> > >>>>>>>>>>> we
> > > > > >> > >>>>>>>>>>>>>>> do
> > > > > >> > >>>>>>>>>>>>>>>> -
> > > > > >> > >>>>>>>>>>>>>>>>>>> I
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> would be for using workflow or
> pipeline
> > > > > >> > >>> instead
> > > > > >> > >>>>> of
> > > > > >> > >>>>>>>>> `dag` if
> > > > > >> > >>>>>>>>>>>> not
> > > > > >> > >>>>>>>>>>>>>>>> the
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> above
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> reason, but I think I am here with
> Igor
> > > > > >> > >>> that it
> > > > > >> > >>>>>>> might
> > > > > >> > >>>>>>>>> cause
> > > > > >> > >>>>>>>>>>>> more
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> problems
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> than it solves.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> But I am not 100% against - if others
> > will
> > > > > >> > >>> think
> > > > > >> > >>>>>>> it's
> > > > > >> > >>>>>>>> a
> > > > > >> > >>>>>>>>> good
> > > > > >> > >>>>>>>>>>>>>>>> idea, I
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> am
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> ok
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> with it.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> J,
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> On Tue, Oct 22, 2024 at 3:12 PM
> Abhishek
> > > > > >> > >>> Bhakat
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> <abhishek.bha...@astronomer.io.inva
> > > > > >> > >>> <mailto:
> > > > > >> > >>>>>>>>>>> abhishek.bha...@astronomer.io.inva>lid> wrote:
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> Agreed that the word DAG makes very
> > less
> > > > > >> > >>> sense
> > > > > >> > >>>>> to
> > > > > >> > >>>>>>>>> someone
> > > > > >> > >>>>>>>>>>> new
> > > > > >> > >>>>>>>>>>>>>>> to
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> workflow
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> orchestration. But it does also show
> > the
> > > > > >> > >>> nature
> > > > > >> > >>>>>> of
> > > > > >> > >>>>>>>>> being
> > > > > >> > >>>>>>>>>>>>>>> acyclic.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> Sure,
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> as
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> Bas mentioned, there are ways to
> > > > > >> > >>> workaround it.
> > > > > >> > >>>>>>>> Still,
> > > > > >> > >>>>>>>>> in
> > > > > >> > >>>>>>>>>>> my
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> opinion,
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> there
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> is generally no need for cyclic
> > behavior
> > > in
> > > > > >> > >>>>>>> workflow
> > > > > >> > >>>>>>>>>>>>>>>>>>> orchestration.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> Most
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> (*if
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> not all*) cases can be in some way
> can
> > be
> > > > > >> > >>>>> covered
> > > > > >> > >>>>>>>>> using an
> > > > > >> > >>>>>>>>>>>>>>>> acyclic
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> manner
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> with multiple runs. Hence, the
> > > > > >> > >>> idempotency. So
> > > > > >> > >>>>> I
> > > > > >> > >>>>>>>> would
> > > > > >> > >>>>>>>>> want
> > > > > >> > >>>>>>>>>>>> the
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> "acyclic"
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> word to stick.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> Regards,
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> Avi
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> On Tue, Oct 22, 2024 at 12:41 PM <
> > > > > >> > >>>>>>>>>>> bernd.stroe...@kosakya.de <mailto:
> > > > > >> > >>> bernd.stroe...@kosakya.de>>
> > > > > >> > >>>>>>>>>>>>>>>>>>> wrote:
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> Brilliant, I am on the way to become
> > an
> > > > > >> > >>>>> Airflow
> > > > > >> > >>>>>>> Fan;
> > > > > >> > >>>>>>>>> so
> > > > > >> > >>>>>>>>>>> many
> > > > > >> > >>>>>>>>>>>>>>> new
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> ideas.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> The Term DAG is misleading; it
> should
> > be
> > > > > >> > >>>>>> replaced
> > > > > >> > >>>>>>> by
> > > > > >> > >>>>>>>>> the
> > > > > >> > >>>>>>>>>>>> more
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> general
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> Term
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> Airflow (Workflow) Graph (AFG) or
> > > Airflow
> > > > > >> > >>>>>> (Petri)
> > > > > >> > >>>>>>>> Net
> > > > > >> > >>>>>>>>>>> (AFN)
> > > > > >> > >>>>>>>>>>>>>>>>>>> (maybe
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>> without
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> a direction);
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> and ... these Graphs should be
> stored
> > > in a
> > > > > >> > >>>>> Graph
> > > > > >> > >>>>>>>>> Database.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> Every Node or Sup-Graph of an
> Airflow
> > > > > >> > >>> Graph
> > > > > >> > >>>>>> (AFG)
> > > > > >> > >>>>>>>>> might be
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> assigned
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>> to
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>> an
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> executable (Python-, Rust-, ... )
> > member
> > > > > >> > >>> of a
> > > > > >> > >>>>>>>> library.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> A running Graph might have a
> different
> > > > > >> > >>>>> structure
> > > > > >> > >>>>>>>> than
> > > > > >> > >>>>>>>>> a
> > > > > >> > >>>>>>>>>>>>>>>>>>>>> configuration
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> Graph.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> Forget that if you think it's
> > bullshit.
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> Best Regards
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> Bernd Ströhle
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> M: +49 171 5357916
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> E: bernd.stroe...@gmail.com
> <mailto:
> > > > > >> > >>>>>>>>>>> bernd.stroe...@gmail.com>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> -----Original Message-----
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> From: Igor Kholopov
> > > > > >> > >>> <ikholo...@google.com.inva
> > > > > >> > >>>>>>>>> <mailto:
> > > > > >> > >>>>>>>>>>> ikholo...@google.com.inva>LID>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> Sent: Tuesday, October 22, 2024
> 12:02
> > PM
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> To: dev@airflow.apache.org <mailto:
> > > > > >> > >>>>>>>>> dev@airflow.apache.org
> > > > > >> > >>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> Subject: Re: Airflow should
> deprecate
> > > the
> > > > > >> > >>> term
> > > > > >> > >>>>>>> "DAG"
> > > > > >> > >>>>>>>>> for
> > > > > >> > >>>>>>>>>>> end
> > > > > >> > >>>>>>>>>>>>>>>>>>> users
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > > > >> > >>>>>>>>>>>>>>>>>>>>>>>>> Even though the term "DAG" is
> clearly
> > > > > >> > >>>>>> suboptimal,
> > > > > >> > >>>>>>> it
> > > > > >> > >>>>>>>>> is
> > > > > >> > >>>>>>>>>>> part
> > > > > >> > >>>>>
>

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