[core] Adding user facing API for resource isolation by israbbani · Pull Request #51865 · ray-project/ray

israbbani · 2025-03-31T23:27:10Z

[core] Adding user facing API for resource isolation for ray system processes with cgroupv2 in ray.init and ray cli. Adding parameters for memory and cpu controllers

See the Proposal section in for details about the API: https://docs.google.com/document/d/1QI9dh8i26vKXcSOrZxZUJguXJkN5iKysHNypZ_x_s94/edit?tab=t.0#heading=h.boj1wyximhs5

TODOs:

I still need to add support for K8S compliant suffixes (MB, MiB etc) which I'll do in a separate PR. Unfortunately, I couldn't find an off-the-shelf parser.
Come up with reasonable default values. The current ones are placeholders.

Rough Edges

I've tried to abstract away all resource isolation variables, invariant checking etc using the ResourceIsolationConfig class. There a few rough edges wrt to integrating with object_store_bytes. I'm hoping to refactor that too in a future PR. I'm open to suggestions for improvements.
The code is a little hard to test right not without peering into the guts of the implementation
- especially true for ray.start and ray cli
- also true for ray._private.utils methods for getting num cpus or memory
There's a lot of repetition of docstrings (especially b/w ray.init and ray start).

for ray system processes with cgroupv2 in ray.init and ray cli. Adding parameters for memory and cpu controllers Signed-off-by: Ibrahim Rabbani <irabbani@anyscale.com>

Signed-off-by: Ibrahim Rabbani <irabbani@anyscale.com>

dentiny

LGTM! Thanks for the effort!

python/ray/_private/resource_isolation_config.py

python/ray/_private/test_resource_isolation_config.py

python/ray/_private/worker.py

python/ray/tests/test_ray_init.py

dentiny · 2025-04-01T20:27:32Z

python/ray/_private/test_resource_isolation_config.py

+
+
+def test_enabled_default_config_values(monkeypatch):
+    object_store_memory = 10 * 10**9


Just FYI (no change requested), I found we have humanfriendly package already checked in.

[~/ray] (hjiang/compilation-options) [gke_hjiang-proj-cgroup-experiment_us-west1_hjiang-cgroup-test] ubuntu@hjiang-devbox-pg$ git grep "humanfriendly" doc/source/ray-overview/pip_freeze_ray-ml-py39-cpu.txt:humanfriendly==10.0 python/requirements_compiled.txt:humanfriendly==10.0

In theory we should be able to do

object_store_memory = humanfriendly.parse_size("10GB")

Signed-off-by: Ibrahim Rabbani <irabbani@anyscale.com>

python/ray/tests/test_ray_init.py

python/ray/_private/resource_isolation_config.py

edoakes

Looks great!

python/ray/_private/ray_constants.py

python/ray/_private/resource_isolation_config.py

python/ray/_private/worker.py

python/ray/scripts/scripts.py

python/ray/tests/test_ray_init.py

- Removing references to ray_constants in docstrings - Refactoring the ResourceIsolationConfig into individual methods - _ prefix for all private members - moving test_resource_isolation_config to python/ray/tests - fixing test_ray_init to shutdown ray after each test case Signed-off-by: Ibrahim Rabbani <irabbani@anyscale.com>

Signed-off-by: Ibrahim Rabbani <irabbani@anyscale.com>

edoakes · 2025-04-04T22:55:56Z

python/ray/tests/test_ray_init.py

+        node.resource_isolation_config.system_reserved_memory
+        == system_reserved_memory + object_store_memory
+    )
+    ray.shutdown()


if you need to shutdown after the test, it should be in a fixture. otherwise if the test fails the shutdown won't happen and there's state leakage

Good point. I'm still learning pytest. The docs recommended "yield fixtures". I also used fixtures in test_cli.py. PTAL

Signed-off-by: Ibrahim Rabbani <irabbani@anyscale.com>

dentiny · 2025-04-05T04:05:33Z

python/ray/_private/resource_isolation_config.py

+        self._resource_isolation_enabled = enable_resource_isolation
+        self.cgroup_path = cgroup_path
+        self.system_reserved_memory = system_reserved_memory
+        self.system_reserved_cpu_weight: float = None


You need documentation, since it's different from ctor argument.

Added a comment. PTAL

Signed-off-by: Ibrahim Rabbani <irabbani@anyscale.com>

Signed-off-by: irabbani <irabbani@anyscale.com>

python/ray/_private/resource_isolation_config.py

dentiny · 2025-04-07T21:43:24Z

python/ray/_private/resource_isolation_config.py

+        self.cgroup_path = cgroup_path
+        self.system_reserved_memory = system_reserved_memory
+        # cgroupv2 cpu.weight calculated from system_reserved_cpu
+        # assumes ray uses all available cores


for my own knowledge, could you please explain a little bit more to me, what's "assumes ray uses all available cores"?

It means that ray will use the total number of cpu cores in the system to calculate the weight. See examples in our design.

If you have 32 cores and system_reserved_cpu = 1, then `int(1/32 * 10000) will be weight.

This is something i have question, according to doc:

Weights ------- A parent's resource is distributed by adding up the weights of all active children and giving each the fraction matching the ratio of its weight against the sum. ... All weights are in the range [1, 10000] with the default at 100. This allows symmetric multiplicative biases in both directions at fine enough granularity while staying in the intuitive range.

So my expected impl would be: system reserved : app alloc = system-reserved-core : (all core - system-reserved-core)

I don't follow what you're saying. Could you give a concrete example or explain what you want me to change?

If I understand correctly (the above comment is my understanding); the logic will be used in the C++ side as well.
So we should document the calculation in the comment; or pass the app cpu weight?

Signed-off-by: irabbani <irabbani@anyscale.com>

Signed-off-by: Ibrahim Rabbani <irabbani@anyscale.com>

Signed-off-by: irabbani <irabbani@anyscale.com>

…ray into irabbani/resource-isolation

edoakes

LGTM. monkeypatch makes me sad but it's a reasonable incremental change :)

Ping when ready to merge.

edoakes · 2025-04-08T22:46:37Z

python/ray/_private/resource_isolation_config.py

+    """Configuration for enabling resource isolation by reserving memory
+    and cpu for ray system processes through cgroupv2.
+    This class validates configuration for resource isolation by


nit: google style guide docstring format we usually follow is:

"""Single line description, cannot span multiple.

More details blah blah.
""""

Signed-off-by: Ibrahim Rabbani <irabbani@anyscale.com>

israbbani · 2025-04-15T16:49:45Z

@edoakes this is ready to merge.

#56352) This PR stacks on #56297. For more details about the resource isolation project see #54703. This PR wires the resource isolation config (introduced here #51865) from ray cli (ray start) and the ray sdk (ray.init) into the raylet. Notable changes include: 1. A separate python test target for running test_resource_isolation related unit and integration tests. This unifies all cgroup related tests under one buildkite target and removes the need for `--except-tags cgroup` everywhere else. 2. Modification to the cgroup hierarchy. This was an oversight on my part. The "no internal processes" constraint says that a non-root cgroup can either have controllers enabled or have processes. Therefore, the new hierarchy looks like: ``` // base_cgroup_path (e.g. /sys/fs/cgroup) // | // ray_node_<node_id> // | | // system application // | | // leaf leaf // ``` where the leaf nodes contain all processes and the system/application cgroups apply cpu.weight and memory.min constraints. 3. CgroupManager now has a move ctor/assignment operator that allows ownership and lifecycle to be managed by the NodeManager. 4. CgroupManager is now owned by NodeManager. 5. An end-to-end integration test in `python/ray/tests/resource_isolation/test_resource_isolation_integration.py`. 6. Moved all previous integration tests from test_ray_init and test_cli into test_resource_isolation_integration.py. These tests have TODOs to finish them up once the rest of cgroup features are implemented. --------- Signed-off-by: irabbani <israbbani@gmail.com> Co-authored-by: Edward Oakes <ed.nmi.oakes@gmail.com>

ray-project#56352) This PR stacks on ray-project#56297. For more details about the resource isolation project see ray-project#54703. This PR wires the resource isolation config (introduced here ray-project#51865) from ray cli (ray start) and the ray sdk (ray.init) into the raylet. Notable changes include: 1. A separate python test target for running test_resource_isolation related unit and integration tests. This unifies all cgroup related tests under one buildkite target and removes the need for `--except-tags cgroup` everywhere else. 2. Modification to the cgroup hierarchy. This was an oversight on my part. The "no internal processes" constraint says that a non-root cgroup can either have controllers enabled or have processes. Therefore, the new hierarchy looks like: ``` // base_cgroup_path (e.g. /sys/fs/cgroup) // | // ray_node_<node_id> // | | // system application // | | // leaf leaf // ``` where the leaf nodes contain all processes and the system/application cgroups apply cpu.weight and memory.min constraints. 3. CgroupManager now has a move ctor/assignment operator that allows ownership and lifecycle to be managed by the NodeManager. 4. CgroupManager is now owned by NodeManager. 5. An end-to-end integration test in `python/ray/tests/resource_isolation/test_resource_isolation_integration.py`. 6. Moved all previous integration tests from test_ray_init and test_cli into test_resource_isolation_integration.py. These tests have TODOs to finish them up once the rest of cgroup features are implemented. --------- Signed-off-by: irabbani <israbbani@gmail.com> Co-authored-by: Edward Oakes <ed.nmi.oakes@gmail.com> Signed-off-by: Zhiqiang Ma <zhiqiang.ma@intel.com>

ray-project#56352) This PR stacks on ray-project#56297. For more details about the resource isolation project see ray-project#54703. This PR wires the resource isolation config (introduced here ray-project#51865) from ray cli (ray start) and the ray sdk (ray.init) into the raylet. Notable changes include: 1. A separate python test target for running test_resource_isolation related unit and integration tests. This unifies all cgroup related tests under one buildkite target and removes the need for `--except-tags cgroup` everywhere else. 2. Modification to the cgroup hierarchy. This was an oversight on my part. The "no internal processes" constraint says that a non-root cgroup can either have controllers enabled or have processes. Therefore, the new hierarchy looks like: ``` // base_cgroup_path (e.g. /sys/fs/cgroup) // | // ray_node_<node_id> // | | // system application // | | // leaf leaf // ``` where the leaf nodes contain all processes and the system/application cgroups apply cpu.weight and memory.min constraints. 3. CgroupManager now has a move ctor/assignment operator that allows ownership and lifecycle to be managed by the NodeManager. 4. CgroupManager is now owned by NodeManager. 5. An end-to-end integration test in `python/ray/tests/resource_isolation/test_resource_isolation_integration.py`. 6. Moved all previous integration tests from test_ray_init and test_cli into test_resource_isolation_integration.py. These tests have TODOs to finish them up once the rest of cgroup features are implemented. --------- Signed-off-by: irabbani <israbbani@gmail.com> Co-authored-by: Edward Oakes <ed.nmi.oakes@gmail.com> Signed-off-by: zac <zac@anyscale.com>

#56352) This PR stacks on #56297. For more details about the resource isolation project see #54703. This PR wires the resource isolation config (introduced here #51865) from ray cli (ray start) and the ray sdk (ray.init) into the raylet. Notable changes include: 1. A separate python test target for running test_resource_isolation related unit and integration tests. This unifies all cgroup related tests under one buildkite target and removes the need for `--except-tags cgroup` everywhere else. 2. Modification to the cgroup hierarchy. This was an oversight on my part. The "no internal processes" constraint says that a non-root cgroup can either have controllers enabled or have processes. Therefore, the new hierarchy looks like: ``` // base_cgroup_path (e.g. /sys/fs/cgroup) // | // ray_node_<node_id> // | | // system application // | | // leaf leaf // ``` where the leaf nodes contain all processes and the system/application cgroups apply cpu.weight and memory.min constraints. 3. CgroupManager now has a move ctor/assignment operator that allows ownership and lifecycle to be managed by the NodeManager. 4. CgroupManager is now owned by NodeManager. 5. An end-to-end integration test in `python/ray/tests/resource_isolation/test_resource_isolation_integration.py`. 6. Moved all previous integration tests from test_ray_init and test_cli into test_resource_isolation_integration.py. These tests have TODOs to finish them up once the rest of cgroup features are implemented. --------- Signed-off-by: irabbani <israbbani@gmail.com> Co-authored-by: Edward Oakes <ed.nmi.oakes@gmail.com> Signed-off-by: elliot-barn <elliot.barnwell@anyscale.com>

ray-project#56352) This PR stacks on ray-project#56297. For more details about the resource isolation project see ray-project#54703. This PR wires the resource isolation config (introduced here ray-project#51865) from ray cli (ray start) and the ray sdk (ray.init) into the raylet. Notable changes include: 1. A separate python test target for running test_resource_isolation related unit and integration tests. This unifies all cgroup related tests under one buildkite target and removes the need for `--except-tags cgroup` everywhere else. 2. Modification to the cgroup hierarchy. This was an oversight on my part. The "no internal processes" constraint says that a non-root cgroup can either have controllers enabled or have processes. Therefore, the new hierarchy looks like: ``` // base_cgroup_path (e.g. /sys/fs/cgroup) // | // ray_node_<node_id> // | | // system application // | | // leaf leaf // ``` where the leaf nodes contain all processes and the system/application cgroups apply cpu.weight and memory.min constraints. 3. CgroupManager now has a move ctor/assignment operator that allows ownership and lifecycle to be managed by the NodeManager. 4. CgroupManager is now owned by NodeManager. 5. An end-to-end integration test in `python/ray/tests/resource_isolation/test_resource_isolation_integration.py`. 6. Moved all previous integration tests from test_ray_init and test_cli into test_resource_isolation_integration.py. These tests have TODOs to finish them up once the rest of cgroup features are implemented. --------- Signed-off-by: irabbani <israbbani@gmail.com> Co-authored-by: Edward Oakes <ed.nmi.oakes@gmail.com> Signed-off-by: Marco Stephan <marco@magic.dev>

#56352) This PR stacks on #56297. For more details about the resource isolation project see #54703. This PR wires the resource isolation config (introduced here #51865) from ray cli (ray start) and the ray sdk (ray.init) into the raylet. Notable changes include: 1. A separate python test target for running test_resource_isolation related unit and integration tests. This unifies all cgroup related tests under one buildkite target and removes the need for `--except-tags cgroup` everywhere else. 2. Modification to the cgroup hierarchy. This was an oversight on my part. The "no internal processes" constraint says that a non-root cgroup can either have controllers enabled or have processes. Therefore, the new hierarchy looks like: ``` // base_cgroup_path (e.g. /sys/fs/cgroup) // | // ray_node_<node_id> // | | // system application // | | // leaf leaf // ``` where the leaf nodes contain all processes and the system/application cgroups apply cpu.weight and memory.min constraints. 3. CgroupManager now has a move ctor/assignment operator that allows ownership and lifecycle to be managed by the NodeManager. 4. CgroupManager is now owned by NodeManager. 5. An end-to-end integration test in `python/ray/tests/resource_isolation/test_resource_isolation_integration.py`. 6. Moved all previous integration tests from test_ray_init and test_cli into test_resource_isolation_integration.py. These tests have TODOs to finish them up once the rest of cgroup features are implemented. --------- Signed-off-by: irabbani <israbbani@gmail.com> Co-authored-by: Edward Oakes <ed.nmi.oakes@gmail.com> Signed-off-by: elliot-barn <elliot.barnwell@anyscale.com>

ray-project#56352) This PR stacks on ray-project#56297. For more details about the resource isolation project see ray-project#54703. This PR wires the resource isolation config (introduced here ray-project#51865) from ray cli (ray start) and the ray sdk (ray.init) into the raylet. Notable changes include: 1. A separate python test target for running test_resource_isolation related unit and integration tests. This unifies all cgroup related tests under one buildkite target and removes the need for `--except-tags cgroup` everywhere else. 2. Modification to the cgroup hierarchy. This was an oversight on my part. The "no internal processes" constraint says that a non-root cgroup can either have controllers enabled or have processes. Therefore, the new hierarchy looks like: ``` // base_cgroup_path (e.g. /sys/fs/cgroup) // | // ray_node_<node_id> // | | // system application // | | // leaf leaf // ``` where the leaf nodes contain all processes and the system/application cgroups apply cpu.weight and memory.min constraints. 3. CgroupManager now has a move ctor/assignment operator that allows ownership and lifecycle to be managed by the NodeManager. 4. CgroupManager is now owned by NodeManager. 5. An end-to-end integration test in `python/ray/tests/resource_isolation/test_resource_isolation_integration.py`. 6. Moved all previous integration tests from test_ray_init and test_cli into test_resource_isolation_integration.py. These tests have TODOs to finish them up once the rest of cgroup features are implemented. --------- Signed-off-by: irabbani <israbbani@gmail.com> Co-authored-by: Edward Oakes <ed.nmi.oakes@gmail.com> Signed-off-by: Douglas Strodtman <douglas@anyscale.com>

ray-project#56352) This PR stacks on ray-project#56297. For more details about the resource isolation project see ray-project#54703. This PR wires the resource isolation config (introduced here ray-project#51865) from ray cli (ray start) and the ray sdk (ray.init) into the raylet. Notable changes include: 1. A separate python test target for running test_resource_isolation related unit and integration tests. This unifies all cgroup related tests under one buildkite target and removes the need for `--except-tags cgroup` everywhere else. 2. Modification to the cgroup hierarchy. This was an oversight on my part. The "no internal processes" constraint says that a non-root cgroup can either have controllers enabled or have processes. Therefore, the new hierarchy looks like: ``` // base_cgroup_path (e.g. /sys/fs/cgroup) // | // ray_node_<node_id> // | | // system application // | | // leaf leaf // ``` where the leaf nodes contain all processes and the system/application cgroups apply cpu.weight and memory.min constraints. 3. CgroupManager now has a move ctor/assignment operator that allows ownership and lifecycle to be managed by the NodeManager. 4. CgroupManager is now owned by NodeManager. 5. An end-to-end integration test in `python/ray/tests/resource_isolation/test_resource_isolation_integration.py`. 6. Moved all previous integration tests from test_ray_init and test_cli into test_resource_isolation_integration.py. These tests have TODOs to finish them up once the rest of cgroup features are implemented. --------- Signed-off-by: irabbani <israbbani@gmail.com> Co-authored-by: Edward Oakes <ed.nmi.oakes@gmail.com>

ray-project#56352) This PR stacks on ray-project#56297. For more details about the resource isolation project see ray-project#54703. This PR wires the resource isolation config (introduced here ray-project#51865) from ray cli (ray start) and the ray sdk (ray.init) into the raylet. Notable changes include: 1. A separate python test target for running test_resource_isolation related unit and integration tests. This unifies all cgroup related tests under one buildkite target and removes the need for `--except-tags cgroup` everywhere else. 2. Modification to the cgroup hierarchy. This was an oversight on my part. The "no internal processes" constraint says that a non-root cgroup can either have controllers enabled or have processes. Therefore, the new hierarchy looks like: ``` // base_cgroup_path (e.g. /sys/fs/cgroup) // | // ray_node_<node_id> // | | // system application // | | // leaf leaf // ``` where the leaf nodes contain all processes and the system/application cgroups apply cpu.weight and memory.min constraints. 3. CgroupManager now has a move ctor/assignment operator that allows ownership and lifecycle to be managed by the NodeManager. 4. CgroupManager is now owned by NodeManager. 5. An end-to-end integration test in `python/ray/tests/resource_isolation/test_resource_isolation_integration.py`. 6. Moved all previous integration tests from test_ray_init and test_cli into test_resource_isolation_integration.py. These tests have TODOs to finish them up once the rest of cgroup features are implemented. --------- Signed-off-by: irabbani <israbbani@gmail.com> Co-authored-by: Edward Oakes <ed.nmi.oakes@gmail.com> Signed-off-by: Future-Outlier <eric901201@gmail.com>

[core] Adding user facing API for resource isolation

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for ray system processes with cgroupv2 in ray.init and ray cli. Adding parameters for memory and cpu controllers Signed-off-by: Ibrahim Rabbani <irabbani@anyscale.com>

israbbani added the go add ONLY when ready to merge, run all tests label Mar 31, 2025

Fixing a log line

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israbbani removed the go add ONLY when ready to merge, run all tests label Apr 1, 2025

israbbani changed the title ~~[core] Adding user facing API for resource isolation~~ [DRAFT} [core] Adding user facing API for resource isolation Apr 1, 2025

israbbani changed the title ~~[DRAFT} [core] Adding user facing API for resource isolation~~ [DRAFT] [core] Adding user facing API for resource isolation Apr 1, 2025

Ibrahim Rabbani added 2 commits April 1, 2025 08:53

Preventing the birth of a flaky test

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Cleaning up some comments and exception messages

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israbbani marked this pull request as ready for review April 1, 2025 18:13

israbbani requested review from dentiny and edoakes April 1, 2025 18:13

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israbbani changed the title ~~[DRAFT] [core] Adding user facing API for resource isolation~~ [core] Adding user facing API for resource isolation Apr 1, 2025

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Addressing feedback

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Merge branch 'master' into irabbani/resource-isolation

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Calling ray stop in test_cli

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Using teardown fixtures for tests

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[Core] Resource Isolation Milestone 1 Implementation Tracker #54703

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israbbani mentioned this pull request Sep 8, 2025

[core] (cgroups 9/n) end-to-end integration of cgroups with ray start. #56352

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		def test_enabled_default_config_values(monkeypatch):
		object_store_memory = 10 * 10**9

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