mirror of
https://github.com/volcengine/verl.git
synced 2025-10-20 13:43:50 +08:00
[deployment] Fix deepseek671B grpo script (#3383)
### What does this PR do? The current script is not actual grpo script. This PR adds the missing parameters. ### Checklist Before Starting - [X] Search for similar PRs. Paste at least one query link here: ... - [X] Format the PR title as `[{modules}] {type}: {description}` (This will be checked by the CI) - `{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]` - `{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 > For changes that can not be tested by CI (e.g., algorithm implementation, new model support), validate by experiment(s) and show results like training curve plots, evaluation results, etc. ### API and Usage Example > Demonstrate how the API changes if any, and provide usage example(s) if possible. ```python # Add code snippet or script demonstrating how to use this ``` ### Design & Code Changes > Demonstrate the high-level design if this PR is complex, and list the specific changes. ### Checklist Before Submitting > [!IMPORTANT] > Please check all the following items before requesting a review, otherwise the reviewer might deprioritize this PR for review. - [ ] Read the [Contribute Guide](https://github.com/volcengine/verl/blob/main/CONTRIBUTING.md). - [ ] Apply [pre-commit checks](https://github.com/volcengine/verl/blob/main/CONTRIBUTING.md#code-linting-and-formatting): `pre-commit install && pre-commit run --all-files --show-diff-on-failure --color=always` - [ ] Add / Update [the documentation](https://github.com/volcengine/verl/tree/main/docs). - [ ] Add unit or end-to-end test(s) to [the CI workflow](https://github.com/volcengine/verl/tree/main/.github/workflows) to cover all the code. If not feasible, explain why: ... - [ ] Once your PR is ready for CI, send a message in [the `ci-request` channel](https://verl-project.slack.com/archives/C091TCESWB1) in [the `verl` Slack workspace](https://join.slack.com/t/verl-project/shared_invite/zt-3855yhg8g-CTkqXu~hKojPCmo7k_yXTQ). (If not accessible, please try [the Feishu group (飞书群)](https://applink.larkoffice.com/client/chat/chatter/add_by_link?link_token=772jd4f1-cd91-441e-a820-498c6614126a).)
This commit is contained in:
@ -48,9 +48,16 @@ use_dynamic_bsz=True
|
||||
actor_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 1))
|
||||
infer_ppo_max_token_len=$(((max_prompt_length + max_response_length) * 3))
|
||||
|
||||
use_kl_in_reward=False
|
||||
kl_coef=0.0
|
||||
use_kl_loss=True
|
||||
kl_loss_coef=0.001
|
||||
|
||||
# RAY_ADDRESS='auto' ray job submit --working-dir . --
|
||||
python3 -m verl.trainer.main_ppo --config-path=./config --config-name='ppo_megatron_trainer'\
|
||||
algorithm.adv_estimator=grpo \
|
||||
algorithm.use_kl_in_reward=${use_kl_in_reward} \
|
||||
algorithm.kl_ctrl.kl_coef=${kl_coef} \
|
||||
data.train_files="$train_files" \
|
||||
data.val_files="$test_files" \
|
||||
data.train_batch_size=512 \
|
||||
@ -62,8 +69,9 @@ python3 -m verl.trainer.main_ppo --config-path=./config --config-name='ppo_megat
|
||||
actor_rollout_ref.actor.optim.lr=1e-6 \
|
||||
actor_rollout_ref.actor.ppo_mini_batch_size=128 \
|
||||
actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=1 \
|
||||
actor_rollout_ref.actor.use_kl_loss=False \
|
||||
actor_rollout_ref.actor.use_torch_compile=False \
|
||||
actor_rollout_ref.actor.use_kl_loss=${use_kl_loss} \
|
||||
actor_rollout_ref.actor.kl_loss_coef=${kl_loss_coef} \
|
||||
actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=1 \
|
||||
actor_rollout_ref.rollout.name=vllm \
|
||||
actor_rollout_ref.rollout.gpu_memory_utilization=0.6 \
|
||||
@ -72,7 +80,6 @@ python3 -m verl.trainer.main_ppo --config-path=./config --config-name='ppo_megat
|
||||
actor_rollout_ref.rollout.top_p=1.0 \
|
||||
actor_rollout_ref.rollout.top_k=-1 \
|
||||
actor_rollout_ref.rollout.tensor_model_parallel_size=$INFER_TP \
|
||||
algorithm.use_kl_in_reward=False \
|
||||
trainer.logger='["console","tensorboard"]' \
|
||||
trainer.project_name='verl_megatron_gsm8k_examples' \
|
||||
trainer.experiment_name='dsv3-32nodes' \
|
||||
|
Reference in New Issue
Block a user