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[ray] feat: add support for ray init kwargs #3049
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Code Review
This pull request introduces support for passing keyword arguments to ray.init, enhancing configuration flexibility. The changes are consistently applied across multiple files, primarily involving updates to YAML configurations and the logic for ray initialization in Python scripts. My main feedback concerns the use of pop on the configuration object, which is a destructive operation. I've provided suggestions to adopt a safer, non-destructive approach to maintain the integrity of the configuration object throughout the application's lifecycle.
|
Great to have! |
### What does this PR do?
This PR adds support for passing parameters to `ray.init`.
Users can now dynamically configure settings such as `address`, `port`,
`_temp_dir`, and more based on their specific needs.
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### Test
```bash
# when /tmp/ray/ is used by others
# when ray is initialized at 6379 by others
# when the dashboard is not accessible at localhost
# ...
bash examples/grpo_trainer/run_qwen2_5_vl-7b.sh \
+ray_kwargs.ray_init._temp_dir=/tmp/ray/my_dir \
+ray_kwargs.ray_init.address=127.0.0.1:6378 \
+ray_kwargs.ray_init.dashboard_host=0.0.0.0
```
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### What does this PR do?
This PR adds support for passing parameters to `ray.init`.
Users can now dynamically configure settings such as `address`, `port`,
`_temp_dir`, and more based on their specific needs.
### Checklist Before Starting
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### Test
```bash
# when /tmp/ray/ is used by others
# when ray is initialized at 6379 by others
# when the dashboard is not accessible at localhost
# ...
bash examples/grpo_trainer/run_qwen2_5_vl-7b.sh \
+ray_kwargs.ray_init._temp_dir=/tmp/ray/my_dir \
+ray_kwargs.ray_init.address=127.0.0.1:6378 \
+ray_kwargs.ray_init.dashboard_host=0.0.0.0
```
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### What does this PR do?
This PR adds support for passing parameters to `ray.init`.
Users can now dynamically configure settings such as `address`, `port`,
`_temp_dir`, and more based on their specific needs.
### Checklist Before Starting
- [x] Search for similar PRs. Paste at least one query link here: ...
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- `{modules}` include `fsdp`, `megatron`, `sglang`, `vllm`, `rollout`,
`trainer`, `ci`, `training_utils`, `recipe`, `hardware`, `deployment`,
`ray`, `worker`, `single_controller`, `misc`, `perf`, `model`, `algo`,
`env`, `tool`, `ckpt`, `doc`, `data`
- If this PR involves multiple modules, separate them with `,` like
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- If this PR breaks any API (CLI arguments, config, function signature,
etc.), add `[BREAKING]` to the beginning of the title.
- Example: `[BREAKING][fsdp, megatron] feat: dynamic batching`
### Test
```bash
# when /tmp/ray/ is used by others
# when ray is initialized at 6379 by others
# when the dashboard is not accessible at localhost
# ...
bash examples/grpo_trainer/run_qwen2_5_vl-7b.sh \
+ray_kwargs.ray_init._temp_dir=/tmp/ray/my_dir \
+ray_kwargs.ray_init.address=127.0.0.1:6378 \
+ray_kwargs.ray_init.dashboard_host=0.0.0.0
```
### Checklist Before Submitting
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### What does this PR do?
This PR adds support for passing parameters to `ray.init`.
Users can now dynamically configure settings such as `address`, `port`,
`_temp_dir`, and more based on their specific needs.
### Checklist Before Starting
- [x] Search for similar PRs. Paste at least one query link here: ...
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`ray`, `worker`, `single_controller`, `misc`, `perf`, `model`, `algo`,
`env`, `tool`, `ckpt`, `doc`, `data`
- If this PR involves multiple modules, separate them with `,` like
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- If this PR breaks any API (CLI arguments, config, function signature,
etc.), add `[BREAKING]` to the beginning of the title.
- Example: `[BREAKING][fsdp, megatron] feat: dynamic batching`
### Test
```bash
# when /tmp/ray/ is used by others
# when ray is initialized at 6379 by others
# when the dashboard is not accessible at localhost
# ...
bash examples/grpo_trainer/run_qwen2_5_vl-7b.sh \
+ray_kwargs.ray_init._temp_dir=/tmp/ray/my_dir \
+ray_kwargs.ray_init.address=127.0.0.1:6378 \
+ray_kwargs.ray_init.dashboard_host=0.0.0.0
```
### Checklist Before Submitting
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### What does this PR do?
This PR adds support for passing parameters to `ray.init`.
Users can now dynamically configure settings such as `address`, `port`,
`_temp_dir`, and more based on their specific needs.
### Checklist Before Starting
- [x] Search for similar PRs. Paste at least one query link here: ...
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- `{modules}` include `fsdp`, `megatron`, `sglang`, `vllm`, `rollout`,
`trainer`, `ci`, `training_utils`, `recipe`, `hardware`, `deployment`,
`ray`, `worker`, `single_controller`, `misc`, `perf`, `model`, `algo`,
`env`, `tool`, `ckpt`, `doc`, `data`
- If this PR involves multiple modules, separate them with `,` like
`[megatron, fsdp, doc]`
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- If this PR breaks any API (CLI arguments, config, function signature,
etc.), add `[BREAKING]` to the beginning of the title.
- Example: `[BREAKING][fsdp, megatron] feat: dynamic batching`
### Test
```bash
# when /tmp/ray/ is used by others
# when ray is initialized at 6379 by others
# when the dashboard is not accessible at localhost
# ...
bash examples/grpo_trainer/run_qwen2_5_vl-7b.sh \
+ray_kwargs.ray_init._temp_dir=/tmp/ray/my_dir \
+ray_kwargs.ray_init.address=127.0.0.1:6378 \
+ray_kwargs.ray_init.dashboard_host=0.0.0.0
```
### Checklist Before Submitting
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### What does this PR do?
This PR adds support for passing parameters to `ray.init`.
Users can now dynamically configure settings such as `address`, `port`,
`_temp_dir`, and more based on their specific needs.
### Checklist Before Starting
- [x] Search for similar PRs. Paste at least one query link here: ...
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- `{modules}` include `fsdp`, `megatron`, `sglang`, `vllm`, `rollout`,
`trainer`, `ci`, `training_utils`, `recipe`, `hardware`, `deployment`,
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`env`, `tool`, `ckpt`, `doc`, `data`
- If this PR involves multiple modules, separate them with `,` like
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- If this PR breaks any API (CLI arguments, config, function signature,
etc.), add `[BREAKING]` to the beginning of the title.
- Example: `[BREAKING][fsdp, megatron] feat: dynamic batching`
### Test
```bash
# when /tmp/ray/ is used by others
# when ray is initialized at 6379 by others
# when the dashboard is not accessible at localhost
# ...
bash examples/grpo_trainer/run_qwen2_5_vl-7b.sh \
+ray_kwargs.ray_init._temp_dir=/tmp/ray/my_dir \
+ray_kwargs.ray_init.address=127.0.0.1:6378 \
+ray_kwargs.ray_init.dashboard_host=0.0.0.0
```
### Checklist Before Submitting
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### What does this PR do?
This PR adds support for passing parameters to `ray.init`.
Users can now dynamically configure settings such as `address`, `port`,
`_temp_dir`, and more based on their specific needs.
### Checklist Before Starting
- [x] Search for similar PRs. Paste at least one query link here: ...
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`trainer`, `ci`, `training_utils`, `recipe`, `hardware`, `deployment`,
`ray`, `worker`, `single_controller`, `misc`, `perf`, `model`, `algo`,
`env`, `tool`, `ckpt`, `doc`, `data`
- If this PR involves multiple modules, separate them with `,` like
`[megatron, fsdp, doc]`
- `{type}` is in `feat`, `fix`, `refactor`, `chore`, `test`
- If this PR breaks any API (CLI arguments, config, function signature,
etc.), add `[BREAKING]` to the beginning of the title.
- Example: `[BREAKING][fsdp, megatron] feat: dynamic batching`
### Test
```bash
# when /tmp/ray/ is used by others
# when ray is initialized at 6379 by others
# when the dashboard is not accessible at localhost
# ...
bash examples/grpo_trainer/run_qwen2_5_vl-7b.sh \
+ray_kwargs.ray_init._temp_dir=/tmp/ray/my_dir \
+ray_kwargs.ray_init.address=127.0.0.1:6378 \
+ray_kwargs.ray_init.dashboard_host=0.0.0.0
```
### Checklist Before Submitting
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What does this PR do?
This PR adds support for passing parameters to
ray.init.Users can now dynamically configure settings such as
address,port,_temp_dir, and more based on their specific needs.Checklist Before Starting
[{modules}] {type}: {description}(This will be checked by the CI){modules}includefsdp,megatron,sglang,vllm,rollout,trainer,ci,training_utils,recipe,hardware,deployment,ray,worker,single_controller,misc,perf,model,algo,env,tool,ckpt,doc,data,like[megatron, fsdp, doc]{type}is infeat,fix,refactor,chore,test[BREAKING]to the beginning of the title.[BREAKING][fsdp, megatron] feat: dynamic batchingTest
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