├── LICENSE ├── Notice.txt ├── README.md ├── assets ├── framework.png ├── num_image.jpg ├── num_image.pdf └── results.png ├── create_data ├── image_processing │ └── ctu.py └── multimodal_data_processing │ └── ctu.py ├── example ├── data_preprocess │ └── ctu.sh └── grpo_trainer │ └── run_ctu.sh ├── patches └── megatron_v4.patch ├── pyproject.toml ├── recipe └── prime │ ├── __init__.py │ ├── config │ └── prime_trainer.yaml │ ├── main_prime.py │ ├── prime_core_algos.py │ ├── prime_dp_rm.py │ ├── prime_fsdp_workers.py │ ├── prime_ray_trainer.py │ └── run_prime_qwen.sh ├── requirements.txt ├── requirements_timemaster.txt ├── scripts ├── format.sh └── model_merger.py ├── setup.py ├── tests ├── __init__.py ├── checkpoint │ ├── test_fsdp_ckpt.py │ └── test_megatron_ckpt.py ├── distributed │ ├── run_all.sh │ └── test_tensor_dict.py ├── distro │ └── requirements.py ├── e2e │ ├── __init__.py │ ├── arithmetic_sequence │ │ ├── data │ │ │ ├── create_dataset.py │ │ │ ├── test.parquet │ │ │ └── train.parquet │ │ ├── model │ │ │ ├── config.json │ │ │ ├── create_model_tokenizer.py │ │ │ ├── generation_config.json │ │ │ ├── model.safetensors │ │ │ └── tokenizer_config.json │ │ └── rl │ │ │ ├── README.md │ │ │ └── main_trainer.py │ ├── check_custom_rwd_fn.py │ ├── check_results.py │ ├── envs │ │ ├── __init__.py │ │ └── digit_completion │ │ │ ├── __init__.py │ │ │ ├── task.py │ │ │ └── tokenizer.py │ ├── run_deepseek_megatron.sh │ ├── run_deepseek_megatron_parallelism.sh │ ├── run_qwen2vl_geo3k_function_rm.sh │ ├── run_qwen_gsm8k_custom_function_rm.sh │ ├── run_qwen_gsm8k_function_rm.sh │ ├── run_qwen_gsm8k_function_rm_grpo.sh │ ├── run_qwen_gsm8k_function_rm_no_rmpad.sh │ ├── run_qwen_gsm8k_function_rm_remax.sh │ ├── run_qwen_gsm8k_model_rm.sh │ ├── run_qwen_gsm8k_model_rm_liger_kernel.sh │ ├── run_qwen_gsm8k_model_rm_no_rmpad.sh │ ├── run_qwen_gsm8k_model_rm_seq_balance.sh │ ├── run_qwen_gsm8k_model_rm_ulysses.sh │ ├── run_qwen_gsm8k_prime.sh │ ├── run_qwen_megatron.sh │ ├── run_qwen_megatron_parallelism.sh │ ├── run_ray_trainer.sh │ ├── run_ray_trainer_fire_sampling.sh │ └── run_ray_trainer_rmpad.sh ├── generation │ └── run_gen_qwen05.sh ├── gpu_utility │ ├── test_memory_buffers.py │ ├── test_ops.py │ └── test_torch_functional.py ├── kill_github_tests.sh ├── model │ ├── test_transformer.py │ └── test_transformers_ulysses.py ├── ray │ ├── check_worker_alive │ │ └── main.py │ ├── detached_worker │ │ ├── README.md │ │ ├── client.py │ │ ├── run.sh │ │ └── server.py │ ├── test_check_worker_alive.py │ ├── test_colocated_workers.py │ ├── test_data_transfer.py │ ├── test_driverfunc_to_worker.py │ ├── test_high_level_scheduling_api.py │ ├── test_ray_local_envs.py │ ├── test_rvdz.py │ ├── test_worker_group_basics.py │ └── test_worker_group_torch.py ├── rollout │ ├── run_fsdp_vllm.py │ ├── test_sglang_spmd.py │ ├── test_vllm_hf_loader.py │ └── test_vllm_spmd.py ├── sandbox │ └── test_sandbox.py ├── sanity │ ├── check_license.py │ └── test_import.py ├── sft │ ├── run_sft.sh │ ├── run_sft_qwen05_peft.sh │ ├── run_sft_qwen05_sp2_liger.sh │ ├── run_sft_sp_loss_match.sh │ └── test_sp_loss_match.py ├── utility │ └── test_tensor_dict_utilities.py └── verl │ └── utils │ └── dataset │ ├── test_rl_dataset.py │ ├── test_rm_dataset.py │ └── test_sft_dataset.py └── verl ├── __init__.py ├── __pycache__ ├── __init__.cpython-311.pyc ├── __init__.cpython-312.pyc ├── protocol.cpython-311.pyc └── protocol.cpython-312.pyc ├── models ├── README.md ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-311.pyc │ ├── __init__.cpython-312.pyc │ ├── registry.cpython-311.pyc │ └── registry.cpython-312.pyc ├── llama │ ├── __init__.py │ └── megatron │ │ ├── __init__.py │ │ ├── checkpoint_utils │ │ ├── __init__.py │ │ ├── llama_loader.py │ │ └── llama_saver.py │ │ ├── layers │ │ ├── __init__.py │ │ ├── parallel_attention.py │ │ ├── parallel_decoder.py │ │ ├── parallel_linear.py │ │ ├── parallel_mlp.py │ │ └── parallel_rmsnorm.py │ │ └── modeling_llama_megatron.py ├── qwen2 │ ├── __init__.py │ └── megatron │ │ ├── __init__.py │ │ ├── checkpoint_utils │ │ ├── __init__.py │ │ ├── qwen2_loader.py │ │ └── qwen2_saver.py │ │ ├── layers │ │ ├── __init__.py │ │ ├── parallel_attention.py │ │ ├── parallel_decoder.py │ │ ├── parallel_linear.py │ │ ├── parallel_mlp.py │ │ └── parallel_rmsnorm.py │ │ └── modeling_qwen2_megatron.py ├── registry.py ├── transformers │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-312.pyc │ │ ├── monkey_patch.cpython-312.pyc │ │ ├── qwen2_vl.cpython-311.pyc │ │ └── qwen2_vl.cpython-312.pyc │ ├── llama.py │ ├── monkey_patch.py │ ├── qwen2.py │ └── qwen2_vl.py └── weight_loader_registry.py ├── protocol.py ├── single_controller ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-311.pyc │ └── __init__.cpython-312.pyc ├── base │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-312.pyc │ │ ├── decorator.cpython-311.pyc │ │ ├── decorator.cpython-312.pyc │ │ ├── worker.cpython-311.pyc │ │ ├── worker.cpython-312.pyc │ │ ├── worker_group.cpython-311.pyc │ │ └── worker_group.cpython-312.pyc │ ├── decorator.py │ ├── megatron │ │ ├── __init__.py │ │ ├── worker.py │ │ └── worker_group.py │ ├── register_center │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-311.pyc │ │ │ ├── __init__.cpython-312.pyc │ │ │ ├── ray.cpython-311.pyc │ │ │ └── ray.cpython-312.pyc │ │ └── ray.py │ ├── worker.py │ └── worker_group.py └── ray │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-311.pyc │ ├── __init__.cpython-312.pyc │ ├── base.cpython-311.pyc │ └── base.cpython-312.pyc │ ├── base.py │ └── megatron.py ├── third_party ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-311.pyc │ └── __init__.cpython-312.pyc ├── sglang │ ├── __init__.py │ └── parallel_state.py └── vllm │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-311.pyc │ └── __init__.cpython-312.pyc │ ├── vllm_v_0_3_1 │ ├── __init__.py │ ├── arg_utils.py │ ├── config.py │ ├── llm.py │ ├── llm_engine_sp.py │ ├── model_loader.py │ ├── model_runner.py │ ├── parallel_state.py │ ├── tokenizer.py │ ├── weight_loaders.py │ └── worker.py │ ├── vllm_v_0_4_2 │ ├── __init__.py │ ├── arg_utils.py │ ├── config.py │ ├── dtensor_weight_loaders.py │ ├── hf_weight_loader.py │ ├── llm.py │ ├── llm_engine_sp.py │ ├── megatron_weight_loaders.py │ ├── model_loader.py │ ├── model_runner.py │ ├── parallel_state.py │ ├── spmd_gpu_executor.py │ ├── tokenizer.py │ └── worker.py │ ├── vllm_v_0_5_4 │ ├── __init__.py │ ├── arg_utils.py │ ├── config.py │ ├── dtensor_weight_loaders.py │ ├── hf_weight_loader.py │ ├── llm.py │ ├── llm_engine_sp.py │ ├── megatron_weight_loaders.py │ ├── model_loader.py │ ├── model_runner.py │ ├── parallel_state.py │ ├── spmd_gpu_executor.py │ ├── tokenizer.py │ └── worker.py │ └── vllm_v_0_6_3 │ ├── __init__.py │ ├── arg_utils.py │ ├── config.py │ ├── dtensor_weight_loaders.py │ ├── hf_weight_loader.py │ ├── llm.py │ ├── llm_engine_sp.py │ ├── megatron_weight_loaders.py │ ├── model_loader.py │ ├── model_runner.py │ ├── parallel_state.py │ ├── spmd_gpu_executor.py │ ├── tokenizer.py │ └── worker.py ├── trainer ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-311.pyc │ ├── __init__.cpython-312.pyc │ ├── main_ppo.cpython-311.pyc │ └── main_ppo.cpython-312.pyc ├── config │ ├── evaluation.yaml │ ├── generation.yaml │ ├── ppo_megatron_trainer.yaml │ ├── ppo_trainer.yaml │ └── sft_trainer.yaml ├── fsdp_sft_trainer.py ├── main_eval.py ├── main_generation.py ├── main_ppo.py ├── ppo │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-312.pyc │ │ ├── core_algos.cpython-311.pyc │ │ ├── core_algos.cpython-312.pyc │ │ ├── metric_utils.cpython-311.pyc │ │ ├── metric_utils.cpython-312.pyc │ │ ├── ray_trainer.cpython-311.pyc │ │ └── ray_trainer.cpython-312.pyc │ ├── core_algos.py │ ├── metric_utils.py │ └── ray_trainer.py └── runtime_env.yaml ├── utils ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-311.pyc │ ├── __init__.cpython-312.pyc │ ├── flops_counter.cpython-311.pyc │ ├── flops_counter.cpython-312.pyc │ ├── fs.cpython-311.pyc │ ├── fs.cpython-312.pyc │ ├── fsdp_utils.cpython-311.pyc │ ├── fsdp_utils.cpython-312.pyc │ ├── hdfs_io.cpython-311.pyc │ ├── hdfs_io.cpython-312.pyc │ ├── import_utils.cpython-311.pyc │ ├── import_utils.cpython-312.pyc │ ├── logging_utils.cpython-311.pyc │ ├── logging_utils.cpython-312.pyc │ ├── model.cpython-311.pyc │ ├── model.cpython-312.pyc │ ├── py_functional.cpython-311.pyc │ ├── py_functional.cpython-312.pyc │ ├── seqlen_balancing.cpython-311.pyc │ ├── seqlen_balancing.cpython-312.pyc │ ├── tokenizer.cpython-311.pyc │ ├── tokenizer.cpython-312.pyc │ ├── torch_dtypes.cpython-311.pyc │ ├── torch_dtypes.cpython-312.pyc │ ├── torch_functional.cpython-311.pyc │ ├── torch_functional.cpython-312.pyc │ ├── tracking.cpython-311.pyc │ ├── tracking.cpython-312.pyc │ ├── ulysses.cpython-311.pyc │ └── ulysses.cpython-312.pyc ├── checkpoint │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-312.pyc │ │ ├── checkpoint_manager.cpython-311.pyc │ │ ├── checkpoint_manager.cpython-312.pyc │ │ ├── fsdp_checkpoint_manager.cpython-311.pyc │ │ └── fsdp_checkpoint_manager.cpython-312.pyc │ ├── checkpoint_manager.py │ └── fsdp_checkpoint_manager.py ├── config.py ├── dataset │ ├── README.md │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-312.pyc │ │ ├── rl_dataset.cpython-311.pyc │ │ ├── rl_dataset.cpython-312.pyc │ │ ├── rm_dataset.cpython-311.pyc │ │ ├── rm_dataset.cpython-312.pyc │ │ ├── sft_dataset.cpython-311.pyc │ │ └── sft_dataset.cpython-312.pyc │ ├── rl_dataset.py │ ├── rm_dataset.py │ └── sft_dataset.py ├── debug │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-312.pyc │ │ ├── performance.cpython-311.pyc │ │ └── performance.cpython-312.pyc │ ├── performance.py │ └── trajectory_tracker.py ├── distributed.py ├── flops_counter.py ├── fs.py ├── fsdp_utils.py ├── hdfs_io.py ├── import_utils.py ├── logger │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-312.pyc │ │ ├── aggregate_logger.cpython-311.pyc │ │ └── aggregate_logger.cpython-312.pyc │ └── aggregate_logger.py ├── logging_utils.py ├── megatron │ ├── __init__.py │ ├── memory.py │ ├── optimizer.py │ ├── pipeline_parallel.py │ ├── sequence_parallel.py │ └── tensor_parallel.py ├── megatron_utils.py ├── memory_buffer.py ├── model.py ├── py_functional.py ├── ray_utils.py ├── rendezvous │ ├── __init__.py │ └── ray_backend.py ├── reward_score │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-312.pyc │ │ ├── ctu.cpython-311.pyc │ │ ├── ctu.cpython-312.pyc │ │ ├── ecg.cpython-312.pyc │ │ ├── emg.cpython-312.pyc │ │ ├── finance.cpython-312.pyc │ │ ├── geo3k.cpython-312.pyc │ │ ├── har.cpython-312.pyc │ │ ├── lightning.cpython-312.pyc │ │ ├── rcw.cpython-312.pyc │ │ └── rwc.cpython-312.pyc │ ├── ctu.py │ ├── emg_soft.py │ ├── prime_code │ │ ├── __init__.py │ │ ├── testing_util.py │ │ └── utils.py │ └── prime_math │ │ ├── __init__.py │ │ ├── grader.py │ │ └── math_normalize.py ├── seqlen_balancing.py ├── tokenizer.py ├── torch_dtypes.py ├── torch_functional.py ├── tracking.py └── ulysses.py ├── version └── version └── workers ├── __init__.py ├── __pycache__ ├── __init__.cpython-311.pyc ├── __init__.cpython-312.pyc ├── fsdp_workers.cpython-311.pyc └── fsdp_workers.cpython-312.pyc ├── actor ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-311.pyc │ ├── __init__.cpython-312.pyc │ ├── base.cpython-311.pyc │ ├── base.cpython-312.pyc │ ├── dp_actor.cpython-311.pyc │ └── dp_actor.cpython-312.pyc ├── base.py ├── dp_actor.py └── megatron_actor.py ├── critic ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-312.pyc │ ├── base.cpython-312.pyc │ └── dp_critic.cpython-312.pyc ├── base.py ├── dp_critic.py └── megatron_critic.py ├── fsdp_workers.py ├── megatron_workers.py ├── reward_manager ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-311.pyc │ ├── __init__.cpython-312.pyc │ ├── naive.cpython-311.pyc │ ├── naive.cpython-312.pyc │ ├── prime.cpython-311.pyc │ ├── prime.cpython-312.pyc │ ├── ts.cpython-311.pyc │ └── ts.cpython-312.pyc ├── naive.py ├── prime.py └── ts.py ├── reward_model ├── __init__.py ├── base.py └── megatron │ ├── __init__.py │ └── reward_model.py ├── rollout ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-311.pyc │ ├── __init__.cpython-312.pyc │ ├── base.cpython-311.pyc │ ├── base.cpython-312.pyc │ ├── hf_rollout.cpython-311.pyc │ └── hf_rollout.cpython-312.pyc ├── base.py ├── hf_rollout.py ├── naive │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-312.pyc │ │ ├── naive_rollout.cpython-311.pyc │ │ └── naive_rollout.cpython-312.pyc │ └── naive_rollout.py 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