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Use custom resources for Ray to schedule a task on a concrete node #7202

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YarShev opened this issue Apr 18, 2024 · 0 comments · Fixed by #7205
Closed

Use custom resources for Ray to schedule a task on a concrete node #7202

YarShev opened this issue Apr 18, 2024 · 0 comments · Fixed by #7205
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new feature/request 💬 Requests and pull requests for new features Ray ⚡ Issues related to the Ray engine

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@YarShev
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YarShev commented Apr 18, 2024

It would be helpful to provide an ability to specify custom resources for Ray to be able to schedule a task on a concrete node. E.g., one can provide a related config to use it when scheduling a remote task.

How it could work

import modin.pandas as pd
import modin.config as cfg

cfg.RayInitCustomResources.put({"special_hardware": 1.0})
cfg.RayTaskCustomResources.put({"special_hardware": 0.25}) # this setting will limit the number of tasks running in parallel to 1.0 / 0.25 = 4.0

df = pd.DataFrame(...)
df.abs() # 4 remote tasks will be running concurrently

# or you could limit the number of tasks running in parallel for a certain operation using context
with cfg.context(RayTaskCustomResources={"special_hardware": 0.5}):
    df.abs() # 2 remote tasks will be running concurrently
@YarShev YarShev added new feature/request 💬 Requests and pull requests for new features Ray ⚡ Issues related to the Ray engine labels Apr 18, 2024
YarShev added a commit to YarShev/modin that referenced this issue Apr 19, 2024
Signed-off-by: Igoshev, Iaroslav <iaroslav.igoshev@intel.com>
anmyachev pushed a commit that referenced this issue Apr 23, 2024
Signed-off-by: Igoshev, Iaroslav <iaroslav.igoshev@intel.com>
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Labels
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