chore: import upstream snapshot with attribution
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wehub-resource-sync
2026-07-13 13:34:58 +08:00
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CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 megatron rlhf --use_ray --config frozen_lake_colocate.yaml
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# Ray + Megatron GRPO on FrozenLake (multi-turn, colocate mode).
# Parameters aligned with examples/megatron/grpo/multi_turn/frozen_lake.sh
rlhf_type: grpo
model: Qwen/Qwen3.5-2B
dataset: 'examples/megatron/grpo/multi_turn/frozen_lake.jsonl#1024'
external_plugins: examples/megatron/grpo/multi_turn/frozen_lake_plugin.py
load_from_cache_file: false
split_dataset_ratio: 0
dataset_num_proc: 4
dataloader_num_workers: 4
# Multi-turn frozen_lake env
multi_turn_scheduler: gym_scheduler
gym_env: frozen_lake
use_gym_env: true
max_turns: 10
# Batch config
micro_batch_size: 1
global_batch_size: 64
num_generations: 8
steps_per_generation: 4
train_iters: 120
logging_steps: 1
seed: 42
# Length params
max_length: 6120
max_completion_length: 512
vllm_max_model_len: 6632
enable_thinking: false
# Training config
padding_free: true
cross_entropy_loss_fusion: true
gradient_accumulation_fusion: false
attention_backend: flash
recompute_granularity: selective
# Optimizer
lr: 5e-5
bf16: true
# Generation config
temperature: 1.0
top_p: 1.0
top_k: 80
# GRPO params
beta: 0.001
epsilon: 0.2
epsilon_high: 0.2
loss_type: grpo
advantage_estimator: grpo
importance_sampling_level: token
dynamic_sample: false
overlong_filter: true
log_completions: true
log_rollout_offpolicy_metrics: true
# vLLM + colocate
use_vllm: true
colocate_groups: [[train, rollout]]
offload_model: true
offload_optimizer: true
sleep_level: 1
# Checkpointing
eval_steps: 1000
save_steps: 1000
no_save_optim: true
no_save_rng: true
# Reporting
report_to: swanlab
train:
gpus: 8
tuner_type: lora
lora_rank: 8
lora_alpha: 32
tensor_model_parallel_size: 1
pipeline_model_parallel_size: 1
context_parallel_size: 1
output_dir: megatron_output/ray_grpo_frozen_lake_colocate
rollout:
gpus: 8
vllm_tensor_parallel_size: 1
vllm_gpu_memory_utilization: 0.5