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Alexwang/write compression #49156

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Why are these changes needed?

Related issue number

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votrou and others added 16 commits July 9, 2024 20:21
…#9)

We use ray.data on remote workers to process training data before
feeding it into the trainer. Our training data sees good compression
ratio when stored on disk; yet with ray.data pipeline we can only
transfer raw data between workers.

We would like to introduce zstd data compression to the object_manager's
Push payloads. In our production environments, we see significant (35% -
40%) training throughput (examples/sec) improvement for one of our
model.

Test plan:

https://docs.google.com/document/d/13XSiAdHbH6qbkSkFHqOKOcdCJG92XldOYgmBbijhtNY/edit?usp=sharing

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Signed-off-by: cyang <[email protected]>
Co-authored-by: Chen Yang <[email protected]>
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This PR is necessary to get the Ray pipeline to build images for us

Upgrade manylinux image to see if it fixes the mirrolist.centoos
deprecated issue

Test:
- CI

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Signed-off-by: can <[email protected]>
Co-authored-by: Cuong Nguyen <[email protected]>
…ray-project#46564) (#15)

When we host ray dashboard behind a prefix URL Path e.g.
https://<some>.<ray>.<domain_name>/ray_dashboard/ it's important to use
relative href link instead of having a forward slash / to prevent reset
the URL Path , this change is to ensure consistent behavior with other
similar profiling URL such as cpu profile and traceback

ideally we want
https://<some>.<ray>.<domain_name>/ray_dashboard/memory_profile...
instead of https://<some>.<ray>.<domain_name>/memory_profile...

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Co-authored-by: Chia-Wei <[email protected]>
…ay-project#44401) (#13)

ray-project#44315 is reverted since windows tests are failing. The reason is that
memray does not support windows so the pip requirements is failed to
run.

This PR fixed the requirements issue by conditional install memray when
current system platform is not win32

Note: In last PR, we added memray as a required dependency for dashboard
(default), and it's not set required in this PR.

---------

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Signed-off-by: bhuang <[email protected]>
Co-authored-by: Bryce Huang <[email protected]>
Adds a few new metrics:
- In-Task Backpressure: Cumulative amount of time in tasks spent idle
waiting to "yield" a block
- CPU Time: Cumulative time for a task spent with CPU
- Also fixes the memory related ray data metrics

<img width="1645" alt="Screenshot 2024-07-25 at 1 40 39 PM"
src="https://github.com/user-attachments/assets/40e8283f-70b2-4d17-be74-35090f15297f">
<img width="1655" alt="Screenshot 2024-07-25 at 1 40 59 PM"
src="https://github.com/user-attachments/assets/b66fdd14-7207-42f8-92b9-ffcf8d366089">
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#23)

…ive path (ray-project#46564) (#15)"

This reverts commit 1531ab3.

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#21)

…t again (ray-project#44401) (#13)"

This reverts commit f32c3e5.

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This reverts commit 3387e67.

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…nk relat…" (#25)

Reverts #23

Re-adds logic of the base PR
This backports the following PR:
https://github.com/ray-project/ray/pull/43952/files
It prevents stack traces from recursing over and over until they hit a
limit, and show unrelated errors to the user. This way the error
stacktraces will be much clearer.

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Signed-off-by: Matthew Deng <[email protected]>
Co-authored-by: matthewdeng <[email protected]>
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## Why are these changes needed?

Integration tests were running into Zero Division error on this function

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@alexwang177 alexwang177 closed this Dec 9, 2024
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