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[doc] add flowdapt integration to doc ecosystem page #45281

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merged 2 commits into from
May 15, 2024

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robcaulk
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@robcaulk robcaulk commented May 12, 2024

Following a discussion in the slack channel with @richardliaw, we are adding Flowdapt to the ecosystem page since it offers a robust workflow configuring/scheduling/triggering interface to Ray.

Some background on Flowdapt:
Over at Emergent Methods, we depend on Flowdapt for production workflow deployment for our product https://asknews.app. Meanwhile, we have a variety of other integrations such as Nowcast, which is designed to adaptively retrain/inference weather forecasting models on thousands of cities simultaneously. Some of our clients depend on Flowdapt for QAQC for high-throughput data analysis.

One cool feature of Flowdapt is that we designed it to accommodate a variety of backends, including Ray and Dask, as well as a local executor. Swapping between backends requires zero-code changes for the application - which allowed us to run a big apples-to-apples comparison of Ray vs Dask: https://docs.flowdapt.ai/examples/rayvsdask/. Spoiler alert: Ray wins.

Some open-source example plugins available that run on Flowdapt (and are best run with the Ray backend):

Weather forecasting:
https://github.com/emergentmethods/flowdapt-nowcast-plugin

Cryptocurrency price forecasting:
https://github.com/emergentmethods/flowdapt-cryptocast-plugin

Why are these changes needed?

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  • I've signed off every commit(by using the -s flag, i.e., git commit -s) in this PR.
  • I've run scripts/format.sh to lint the changes in this PR.
  • I've included any doc changes needed for https://docs.ray.io/en/master/.
    • I've added any new APIs to the API Reference. For example, if I added a
      method in Tune, I've added it in doc/source/tune/api/ under the
      corresponding .rst file.
  • I've made sure the tests are passing. Note that there might be a few flaky tests, see the recent failures at https://flakey-tests.ray.io/
  • Testing Strategy
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    • This PR is not tested :(

@robcaulk robcaulk requested a review from a team as a code owner May 12, 2024 08:56
Signed-off-by: robcaulk <rob.caulk@gmail.com>
@robcaulk robcaulk changed the title doc: add flowdapt integration to doc ecosystem page [doc] add flowdapt integration to doc ecosystem page May 12, 2024
@aslonnie aslonnie requested a review from richardliaw May 13, 2024 17:50
@aslonnie aslonnie requested a review from angelinalg May 13, 2024 19:49
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thanks!

@richardliaw richardliaw merged commit ad7dafc into ray-project:master May 15, 2024
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@sevenpen
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thanks for your efforts

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3 participants