├── .gitignore ├── .pre-commit-config.yaml ├── .vscode └── settings.json ├── LICENSE ├── Notice.txt ├── README.md ├── assets ├── capture.gif ├── cover.png ├── qr_code.jpg └── teaser.png ├── custom_rewards ├── tool_reward.py └── vl_agent.py ├── custom_tools ├── video_tools.py └── visual_toolbox.py ├── data ├── Makefile ├── constant.py ├── launch │ ├── clip_caption.py │ ├── detect_segment.py │ ├── imcott_generate.py │ ├── merge_caption.py │ ├── merge_event.py │ ├── qa_filter_text.py │ ├── qa_filter_vl.py │ └── qa_generate.py ├── pyproject.toml ├── scripts │ ├── run_clip_caption.sh │ ├── run_detect_segment.sh │ ├── run_imcott_generate.sh │ ├── run_qa_filter_text.sh │ ├── run_qa_filter_vl.sh │ └── run_qa_generate.sh ├── server │ ├── __init__.py │ ├── base_server.py │ ├── mapping.py │ └── openai.py ├── tools │ ├── merge_json.py │ └── split_json_by_team.py └── utils.py ├── examples ├── data_preprocess │ ├── aime2024_multiturn_w_tool.py │ ├── dapo_multiturn_w_tool.py │ ├── full_hh_rlhf.py │ ├── geo3k.py │ ├── geo3k_multiturn_w_tool.py │ ├── gsm8k.py │ ├── gsm8k_multiturn_w_interaction.py │ ├── gsm8k_multiturn_w_tool.py │ ├── gsm8k_tool_agent_loop.py │ ├── hellaswag.py │ ├── math_dataset.py │ ├── multiturn.py │ └── preprocess_search_r1_dataset.py ├── eval │ ├── run_eval.sh │ └── tool_call_qwen2_5_vl.jinja ├── generation │ ├── run_deepseek7b_mutli_node.sh │ └── run_deepseek_v2_lite_math.sh ├── gpg_trainer │ ├── gpg.md │ ├── run_qwen2-7b_math.sh │ └── run_qwen2-7b_math_megatron.sh ├── grpo_trainer │ ├── README.md │ ├── run_deepseek671b_math_megatron.sh │ ├── run_deepseek7b_llm.sh │ ├── run_deepseek7b_llm_math.sh │ ├── run_deepseek7b_llm_math_megatron.sh │ ├── run_deepseek7b_llm_seq_balance.sh │ ├── run_minicpmo2_6.sh │ ├── run_moonlight16b_math_megatron.sh │ ├── run_qwen2-7b.sh │ ├── run_qwen2-7b_math.sh │ ├── run_qwen2-7b_math_megatron.sh │ ├── run_qwen2-7b_seq_balance.sh │ ├── run_qwen2-7b_seq_balance_math_megatron.sh │ ├── run_qwen2-7b_sgl_megatron.sh │ ├── run_qwen2_5-3b_gsm8k_grpo_lora.sh │ ├── run_qwen2_5-7b_math_megatron_diff_tp.sh │ ├── run_qwen2_5_32b_grpo_npu.sh │ ├── run_qwen2_5_7b_grpo_discrete_prof_npu.sh │ ├── run_qwen2_5_7b_grpo_e2e_prof_npu.sh │ ├── run_qwen2_5_7b_grpo_npu.sh │ ├── run_qwen2_5_vl-7b-megatron.sh │ ├── run_qwen2_5_vl-7b.sh │ ├── run_qwen2_5_vl-7b_lora.sh │ ├── run_qwen2_5_vl-7b_seq_balance.sh │ ├── run_qwen2_5_vl_32b_npu.sh │ ├── run_qwen2_5_vl_3b_npu.sh │ ├── run_qwen2_5_vl_7b_npu.sh │ ├── run_qwen3-236b_megatron.sh │ ├── run_qwen3-8b.sh │ └── run_qwen3moe-30b_megatron.sh ├── ppo_trainer │ ├── README.md │ ├── run_deepseek7b_llm.sh │ ├── run_deepseek7b_llm_modelscope.sh │ ├── run_deepseek7b_llm_pfppo.sh │ ├── run_deepseek7b_llm_sandbox_fusion.sh │ ├── run_deepseek7b_llm_sp2.sh │ ├── run_deepseek_full_hh_rlhf.sh │ ├── run_deepseek_math_gsm8k_megatron.sh │ ├── run_deepseek_math_gsm8k_megatron_nsys.sh │ ├── run_gemma.sh │ ├── run_moonlight16b_a3b_gsm8k_megatron.sh │ ├── run_qwen1.5_moe_a2.7b-gsm8k_megatron.sh │ ├── run_qwen2-7b_math_gsm8k_megatron.sh │ ├── run_qwen2-7b_rm.sh │ ├── run_qwen2-7b_rm_seq_balance.sh │ ├── run_qwen2-7b_rm_seq_balance_fused_kernels.sh │ ├── run_qwen2-7b_rm_seq_balance_nsys.sh │ ├── run_qwen2-7b_seq_balance.sh │ ├── run_qwen2-7b_sglang_seq_balance.sh │ └── run_qwen2.5-32b.sh ├── ray │ └── tutorial.ipynb ├── reinforce_plus_plus_trainer │ ├── run_qwen2-7b_math_rf.sh │ └── run_qwen2-7b_math_rf_baseline.sh ├── remax_trainer │ ├── run_qwen2.5-3b_seq_balance.sh │ └── run_qwen2.5-7b_seq_balance.sh ├── rft │ ├── longvt_7b_rft.yaml │ └── run_longvt_7b_rft.sh ├── rloo_trainer │ └── run_qwen2-7b.sh ├── sft │ ├── longvt_7b_sft.yaml │ └── run_longvt_7b_sft.sh ├── sglang_multiturn │ ├── README.md │ ├── config │ │ ├── geo3k_multiturn_grpo.yaml │ │ ├── geo3k_multiturn_megatron_grpo.yaml │ │ ├── gsm8k_multiturn_grpo.yaml │ │ ├── gsm8k_multiturn_grpo_w_interaction.yaml │ │ ├── gsm8k_multiturn_megatron_grpo.yaml │ │ ├── interaction_config │ │ │ └── gsm8k_interaction_config.yaml │ │ ├── retool_multiturn_grpo.yaml │ │ ├── search_multiturn_grpo.yaml │ │ └── tool_config │ │ │ ├── geo3k_tool_config.yaml │ │ │ ├── gsm8k_tool_config.yaml │ │ │ ├── mcp_server.json │ │ │ ├── mcp_tool_config.yaml │ │ │ ├── sandbox_fusion_tool_config.yaml │ │ │ └── search_tool_config.yaml │ ├── geo3k │ │ ├── run_qwen2.5-3b_geo3k_multiturn.sh │ │ ├── run_qwen2.5-3b_geo3k_multiturn_4xgpu.sh │ │ └── run_qwen2.5-3b_megatron_geo3k_multiturn.sh │ ├── run_qwen0.5b_gsm8k_multiturn_curriculum.sh │ ├── run_qwen2.5-0.5b_gsm8k_multiturn_w_interaction.sh │ ├── run_qwen2.5-3b_gsm8k_multiturn.sh │ ├── run_qwen2.5-3b_gsm8k_multiturn_4xgpu.sh │ ├── run_qwen2.5-3b_gsm8k_tool_agent_mlflow.sh │ ├── run_qwen2.5-3b_megatron_gsm8k_multiturn.sh │ ├── run_qwen3-4b_gsm8k_multiturn.sh │ └── search_r1_like │ │ ├── local_dense_retriever │ │ ├── download.py │ │ └── retrieval_server.py │ │ └── run_qwen2.5-3b_instruct_search_multiturn.sh ├── slurm │ └── ray_on_slurm.slurm ├── split_placement │ ├── README.md │ ├── config │ │ └── ppo_trainer_split.yaml │ ├── main_ppo_split.py │ ├── run_deepseek7b_llm.sh │ └── split_monkey_patch.py ├── tuning │ ├── 0.5b │ │ └── qwen2-0.5b_grpo-lora_1_h100_fsdp_vllm.sh │ ├── 1.5b │ │ └── qwen2-1.5b_grpo-lora_1_h100_fsdp_vllm.sh │ ├── 14b │ │ ├── qwen2-14b_grpo-lora_2_h100_fsdp_vllm.sh │ │ └── qwen2_14b_grpo_4_h800_fsdp_vllm.sh │ ├── 32b │ │ ├── qwen2-32b_grpo-lora_4_h100_fsdp_vllm.sh │ │ └── qwen2_32B_grpo_8_h20_megatron_vllm.sh │ ├── 3b │ │ └── qwen2-3b_grpo-lora_1_h100_fsdp_vllm.sh │ ├── 70b │ │ ├── qwen2-70b_grpo_32_h20_fsdp_vllm.sh │ │ ├── qwen2-70b_grpo_32_h800_fsdp_vllm.sh │ │ └── qwen2-72b_grpo-lora_8_h100_fsdp_vllm.sh │ └── 7b │ │ ├── qwen2-7b_grpo-lora_1_h100_fsdp_vllm.sh │ │ └── qwen2-7b_grpo_2_h800_fsdp_vllm.sh ├── video_tools │ ├── config │ │ ├── mcp_server.json │ │ ├── mcp_tool_config.yaml │ │ ├── timer1_multiturn_grpo.yaml │ │ └── timer1_multiturn_grpo_think.yaml │ ├── launch.sh │ ├── longvt_7b_rl_train.sh │ ├── mcp_client.py │ ├── mcp_server.py │ ├── process_time_r1.py │ └── qwen2_5_vl_chat_template_w_tool.jinja └── visual_tool │ ├── config │ ├── tool_config │ │ └── visual_toolbox_config.yaml │ └── visualtool_config.yaml │ ├── process_dataset.py │ ├── run_qwen0.5b_gsm8k_tool.sh │ └── run_qwen2_5_vl-7b_geo3k_tool.sh ├── lmms_eval_tasks ├── aime │ ├── aime24_nofigures_agg8.yaml │ ├── aime25_nofigures_agg8.yaml │ └── utils.py ├── charades_sta │ ├── charades_reasoning.yaml │ ├── charades_tool.yaml │ └── utils.py ├── charxiv │ ├── _default_template_yaml │ ├── charxiv.yaml │ ├── charxiv_val_descriptive.yaml │ ├── charxiv_val_reasoning.yaml │ ├── constant.py │ └── utils.py ├── dynamath │ ├── _default_template_yaml │ ├── _generate_config.py │ ├── dynamath.yaml │ └── utils.py ├── gpqa │ ├── gpqa_thinking.yaml │ └── utils.py ├── logicvista │ ├── logicvista_thinking.yaml │ └── utils.py ├── longvideobench │ ├── longvideobench_no_visual.yaml │ ├── longvideobench_random_choice.yaml │ ├── longvideobench_val_v.yaml │ ├── longvideobench_val_v_tool.yaml │ └── utils.py ├── longvt │ ├── longvt_no_visual.yaml │ ├── longvt_non_think.yaml │ ├── longvt_reasoning.yaml │ ├── longvt_tool.yaml │ └── utils.py ├── lvbench │ ├── lvbench_no_visual.yaml │ ├── lvbench_random_choice.yaml │ ├── lvbench_reasoning.yaml │ ├── lvbench_tool.yaml │ └── utils.py ├── mathverse │ ├── mathverse_evals.py │ ├── mathverse_testmini.yaml │ └── utils.py ├── mathvision │ ├── _default_template_yaml │ ├── eval_utils.py │ ├── mathvision_reason_test.yaml │ ├── mathvision_reason_testmini.yaml │ └── utils.py ├── mathvista │ ├── mathvista_evals.py │ ├── mathvista_testmini_cot.yaml │ └── utils.py ├── mmlu │ ├── _default_template_yaml │ ├── _generate_config.py │ ├── mmlu_thinking.yaml │ ├── mmlu_thinking_abstract_algebra.yaml │ ├── mmlu_thinking_anatomy.yaml │ ├── mmlu_thinking_astronomy.yaml │ ├── mmlu_thinking_business_ethics.yaml │ ├── mmlu_thinking_clinical_knowledge.yaml │ ├── mmlu_thinking_college_biology.yaml │ ├── mmlu_thinking_college_chemistry.yaml │ ├── mmlu_thinking_college_computer_science.yaml │ ├── mmlu_thinking_college_mathematics.yaml │ ├── mmlu_thinking_college_medicine.yaml │ ├── mmlu_thinking_college_physics.yaml │ ├── mmlu_thinking_computer_security.yaml │ ├── mmlu_thinking_conceptual_physics.yaml │ ├── mmlu_thinking_econometrics.yaml │ ├── mmlu_thinking_electrical_engineering.yaml │ ├── mmlu_thinking_elementary_mathematics.yaml │ ├── mmlu_thinking_formal_logic.yaml │ ├── mmlu_thinking_global_facts.yaml │ ├── mmlu_thinking_high_school_biology.yaml │ ├── mmlu_thinking_high_school_chemistry.yaml │ ├── mmlu_thinking_high_school_computer_science.yaml │ ├── mmlu_thinking_high_school_european_history.yaml │ ├── mmlu_thinking_high_school_geography.yaml │ ├── mmlu_thinking_high_school_government_and_politics.yaml │ ├── mmlu_thinking_high_school_macroeconomics.yaml │ ├── mmlu_thinking_high_school_mathematics.yaml │ ├── mmlu_thinking_high_school_microeconomics.yaml │ ├── mmlu_thinking_high_school_physics.yaml │ ├── mmlu_thinking_high_school_psychology.yaml │ ├── mmlu_thinking_high_school_statistics.yaml │ ├── mmlu_thinking_high_school_us_history.yaml │ ├── mmlu_thinking_high_school_world_history.yaml │ ├── mmlu_thinking_human_aging.yaml │ ├── mmlu_thinking_human_sexuality.yaml │ ├── mmlu_thinking_international_law.yaml │ ├── mmlu_thinking_jurisprudence.yaml │ ├── mmlu_thinking_logical_fallacies.yaml │ ├── mmlu_thinking_machine_learning.yaml │ ├── mmlu_thinking_management.yaml │ ├── mmlu_thinking_marketing.yaml │ ├── mmlu_thinking_medical_genetics.yaml │ ├── mmlu_thinking_miscellaneous.yaml │ ├── mmlu_thinking_moral_disputes.yaml │ ├── mmlu_thinking_moral_scenarios.yaml │ ├── mmlu_thinking_nutrition.yaml │ ├── mmlu_thinking_philosophy.yaml │ ├── mmlu_thinking_prehistory.yaml │ ├── mmlu_thinking_professional_accounting.yaml │ ├── mmlu_thinking_professional_law.yaml │ ├── mmlu_thinking_professional_medicine.yaml │ ├── mmlu_thinking_professional_psychology.yaml │ ├── mmlu_thinking_public_relations.yaml │ ├── mmlu_thinking_security_studies.yaml │ ├── mmlu_thinking_sociology.yaml │ ├── mmlu_thinking_us_foreign_policy.yaml │ ├── mmlu_thinking_virology.yaml │ ├── mmlu_thinking_world_religions.yaml │ └── utils.py ├── mmlu_pro │ ├── README.md │ ├── _default_template_yaml │ ├── _mmlu_pro.yaml │ ├── mmlu_pro_biology.yaml │ ├── mmlu_pro_business.yaml │ ├── mmlu_pro_chemistry.yaml │ ├── mmlu_pro_computer_science.yaml │ ├── mmlu_pro_economics.yaml │ ├── mmlu_pro_engineering.yaml │ ├── mmlu_pro_health.yaml │ ├── mmlu_pro_history.yaml │ ├── mmlu_pro_law.yaml │ ├── mmlu_pro_math.yaml │ ├── mmlu_pro_other.yaml │ ├── mmlu_pro_philosophy.yaml │ ├── mmlu_pro_physics.yaml │ ├── mmlu_pro_psychology.yaml │ └── utils.py ├── mmmu │ ├── _default_template_yaml │ ├── arial.ttf │ ├── mmmu_val_reasoning.yaml │ └── utils.py ├── mmmu_pro │ ├── _default_template_yaml │ ├── mmmu_pro_cot.yaml │ ├── mmmu_pro_standard_cot.yaml │ ├── mmmu_pro_vision_cot.yaml │ └── utils.py ├── mmvu │ ├── mmvu_thinking.yaml │ └── utils.py ├── openai_math │ ├── math_500.yaml │ └── utils.py ├── videomme │ ├── _default_template_yaml │ ├── random_choice │ │ ├── _default_template_yaml │ │ ├── utils.py │ │ └── videomme_random_choice.yaml │ ├── utils.py │ ├── videomme.yaml │ ├── videomme_long.yaml │ ├── videomme_no_visual.yaml │ ├── videomme_tool.yaml │ ├── videomme_w_subtitle.yaml │ ├── videomme_w_subtitle_long.yaml │ └── videomme_w_subtitle_tool.yaml ├── videommmu │ ├── _default_template_yaml │ ├── adaptation.yaml │ ├── adaptation_tool.yaml │ ├── comprehension.yaml │ ├── comprehension_tool.yaml │ ├── no_visual │ │ ├── _default_template_yaml │ │ ├── adaptation.yaml │ │ ├── comprehension.yaml │ │ ├── perception.yaml │ │ ├── utils.py │ │ └── video_mmmu.yaml │ ├── perception.yaml │ ├── perception_tool.yaml │ ├── random_choice │ │ ├── _default_template_yaml │ │ ├── adaptation.yaml │ │ ├── comprehension.yaml │ │ ├── perception.yaml │ │ ├── utils.py │ │ └── video_mmmu.yaml │ ├── utils.py │ ├── video_mmmu.yaml │ └── video_mmmu_tool.yaml └── wemath │ ├── utils.py │ └── wemath_testmini_thinking.yaml ├── pyproject.toml ├── recipe ├── README.md ├── char_count │ ├── README.md │ ├── create_dataset.py │ ├── reward_function.py │ ├── train_grpo.sh │ └── train_sft.sh ├── dapo │ ├── README.md │ ├── config │ │ └── dapo_trainer.yaml │ ├── dapo_ray_trainer.py │ ├── main_dapo.py │ ├── prepare_dapo_data.sh │ ├── run_dapo_early_qwen2.5_32b.sh │ ├── run_dapo_qwen2.5_32b.sh │ ├── run_dapo_wo_ds_qwen2.5_32b.sh │ ├── runtime_env.yaml │ ├── test_dapo_7b.sh │ ├── test_dapo_7b_math.sh │ ├── test_dapo_7b_math_lora.sh │ ├── test_dapo_7b_math_megatron.sh │ ├── test_dapo_dspk_671b_megatron.sh │ ├── test_dapo_qwen3_30b_math.sh │ └── test_dapo_qwen3_30b_math_single_node.sh ├── entropy │ ├── 32b_clip_cov.sh │ ├── 32b_kl_cov.sh │ ├── 32b_kl_cov_mininbsz.sh │ ├── 7b_clip_cov.sh │ ├── 7b_kl_cov.sh │ ├── README.md │ ├── config │ │ └── entropy_trainer.yaml │ ├── entropy_ray_trainer.py │ ├── main_entropy.py │ ├── reward.py │ └── reward_score │ │ ├── __init__.py │ │ └── entropy_math │ │ ├── __init__.py │ │ ├── grader.py │ │ └── math_normalize.py ├── genrm_remote │ ├── README.md │ ├── reward_function.py │ └── run_genrm_remote.sh ├── langgraph_agent │ ├── __init__.py │ ├── chat_model.py │ ├── example │ │ ├── README.md │ │ ├── agent.yaml │ │ ├── create_dataset.py │ │ ├── math_expression.py │ │ └── run_qwen2.5_3b.sh │ ├── react_agent_loop.py │ └── test_react_agent_loop.py ├── minicpmo │ └── rl_dataset.py ├── one_step_off_policy │ ├── README.md │ ├── config │ │ ├── one_step_off_ppo_megatron_trainer.yaml │ │ └── one_step_off_ppo_trainer.yaml │ ├── dapo_7b_math_fsdp2_4_12.sh │ ├── dapo_7b_math_fsdp2_colocate.sh │ ├── dapo_7b_math_megatron_4_12.sh │ ├── dapo_7b_math_megatron_colocate.sh │ ├── fsdp_workers.py │ ├── grpo_0.6b_gsm8k_fsdp2_2_6.sh │ ├── grpo_3b_gsm8k_fsdp2_2_6.sh │ ├── main_ppo.py │ ├── megatron_workers.py │ ├── ray_trainer.py │ └── vllm_sharding_manager.py ├── 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 │ └── run_prime_qwen_code.sh ├── r1 │ ├── README.md │ ├── __init__.py │ ├── config │ │ └── evaluation.yaml │ ├── data_process.py │ ├── main_eval.py │ ├── reward_score.py │ ├── run_r1_distill_qwen.sh │ └── tasks │ │ ├── __init__.py │ │ ├── gpqa.py │ │ ├── livecodebench.py │ │ └── math.py ├── retool │ ├── retool.py │ ├── retool_multi_turn_sft_preprocess.py │ ├── retool_sft_preprocess.py │ ├── run_qwen2-32b_sft.sh │ ├── run_qwen2.5_32b_sp8.sh │ ├── run_qwen2.5_7b_sp4.sh │ ├── run_qwen3_4b_sp4.sh │ └── sandbox_fusion_tool_config.yaml ├── spin │ ├── README.md │ ├── config │ │ └── spin_trainer.yaml │ ├── core_algos.py │ ├── dp_actor.py │ ├── fsdp_workers.py │ ├── main_spin.py │ ├── run_spin.sh │ └── spin_trainer.py └── sppo │ ├── README.md │ ├── __init__.py │ ├── config │ └── sppo_trainer.yaml │ ├── dp_actor.py │ ├── main_sppo.py │ ├── run_qwen2.5-7b_rm.sh │ ├── sppo_ray_trainer.py │ └── sppo_worker.py ├── requirements-npu.txt ├── requirements.txt ├── requirements_reproduce.txt ├── requirements_sglang.txt ├── scripts ├── __init__.py ├── converter_hf_to_mcore.py ├── diagnose.py ├── generate_trainer_config.sh ├── init_random_model.py ├── install_vllm_sglang_mcore.sh ├── legacy_model_merger.py ├── print_cfg.py └── rollout_viewer.py ├── setup.py ├── tests ├── README.md ├── __init__.py ├── experimental │ └── agent_loop │ │ ├── agent_utils.py │ │ └── test_basic_agent_loop.py ├── interactions │ ├── __init__.py │ ├── test_gsm8k_interaction.py │ └── test_interaction_registry.py ├── kill_github_tests.sh ├── models │ ├── test_transformer.py │ └── test_transformers_ulysses.py ├── single_controller │ ├── __init__.py │ ├── base │ │ └── test_decorator.py │ ├── check_worker_alive │ │ └── main.py │ ├── detached_worker │ │ ├── README.md │ │ ├── client.py │ │ ├── run.sh │ │ └── server.py │ ├── test_auto_padding_on_cpu.py │ ├── test_colocated_workers.py │ ├── test_colocated_workers_fused.py │ ├── test_data_transfer.py │ ├── test_decorator_on_cpu.py │ ├── test_driverfunc_to_worker.py │ ├── test_fused_workers_on_cpu.py │ ├── test_high_level_scheduling_api.py │ ├── test_ray_collectives.py │ ├── test_ray_local_envs_on_cpu.py │ ├── test_ray_utils_on_cpu.py │ ├── test_rvdz.py │ ├── test_worker_group_basics.py │ └── test_worker_group_torch.py ├── special_distributed │ ├── README.md │ ├── run_all.sh │ ├── test_fsdp_ckpt.py │ └── test_tensor_dict.py ├── special_e2e │ ├── README.md │ ├── __init__.py │ ├── check_custom_rwd_fn.py │ ├── check_results.py │ ├── envs │ │ ├── __init__.py │ │ └── digit_completion │ │ │ ├── __init__.py │ │ │ ├── task.py │ │ │ └── tokenizer.py │ ├── generation │ │ └── run_gen_qwen05.sh │ ├── ppo_trainer │ │ ├── expert_parallel │ │ │ └── qwen2moe_minimal.json │ │ ├── run_function_reward.sh │ │ ├── run_model_reward.sh │ │ ├── run_single_gpu.sh │ │ └── run_single_gpu_with_engine.sh │ ├── run_dapo.sh │ ├── run_genrm_remote.sh │ ├── run_geo3k_fsdp_sgl_multiturn_w_tool.sh │ ├── run_grpo_lora_with_merge.sh │ ├── run_gsm8k_fsdp_sgl_multiturn_sf_tool.sh │ ├── run_gsm8k_fsdp_sgl_multiturn_w_tool.sh │ ├── run_one_step_off_policy.sh │ ├── run_ppo_trainer_megatron.sh │ ├── run_prime.sh │ ├── run_r1_distill_qwen_aime24_eval.sh │ ├── run_spin.sh │ ├── run_sppo.sh │ ├── run_test.sh │ └── sft │ │ ├── run_sft.sh │ │ └── test_sp_loss_match.py ├── special_npu │ ├── run_qwen2_5_05b_dapo.sh │ ├── run_qwen2_5_05b_grpo.sh │ ├── run_qwen2_5_05b_sft_peft_sp2.sh │ └── run_qwen2_5_vl_3b_npu.sh ├── special_sanity │ ├── check_api_docs.py │ ├── check_device_api_usage.py │ ├── check_docs_time_info.py │ ├── check_docstrings.py │ ├── check_license.py │ ├── check_pr_description.py │ ├── check_pr_title.py │ ├── test_config_docs.py │ ├── test_import.py │ ├── type_coverage_check.py │ ├── validate_imported_docs.py │ └── validate_structure.py ├── special_standalone │ ├── README.md │ └── test_memory_buffers.py ├── test_base_config_on_cpu.py ├── test_protocol_on_cpu.py ├── tools │ └── test_base_tool_on_cpu.py ├── trainer │ ├── __init__.py │ ├── config │ │ ├── __init__.py │ │ ├── legacy_ppo_megatron_trainer.yaml │ │ ├── legacy_ppo_trainer.yaml │ │ ├── test_algo_config_on_cpu.py │ │ ├── test_critic_config_on_cpu.py │ │ └── test_legacy_config_on_cpu.py │ └── ppo │ │ ├── __init__.py │ │ ├── test_core_algos_on_cpu.py │ │ └── test_metric_utils_on_cpu.py ├── utils │ ├── _test_module.py │ ├── ckpt │ │ └── test_esi_save_ckpt_on_cpu.py │ ├── dataset │ │ ├── test_create_rl_sampler_on_cpu.py │ │ ├── test_multiturn_sft_dataset_on_cpu.py │ │ ├── test_rl_dataset_on_cpu.py │ │ └── test_sft_dataset_on_cpu.py │ ├── megatron │ │ └── test_pipeline_parallel.py │ ├── reward_score │ │ ├── reward_score │ │ │ └── test_sandbox_fusion_on_cpu.py │ │ └── test_sandbox_on_cpu.py │ ├── test_activation_offload.py │ ├── test_config_on_cpu.py │ ├── test_flops_counter.py │ ├── test_fs_on_cpu.py │ ├── test_import_utils_on_cpu.py │ ├── test_linear_cross_entropy.py │ ├── test_linear_cross_entropy_tp.py │ ├── test_model_on_cpu.py │ ├── test_nvtx_profile.py │ ├── test_rollout_trace_on_cpu.py │ ├── test_seqlen_balancing.py │ ├── test_temp_env_on_cpu.py │ ├── test_timeout_decorator_cpu.py │ └── test_torch_functional.py └── workers │ ├── reward_manager │ └── test_registry_on_cpu.py │ └── rollout │ ├── async_rollout_utils.py │ ├── perf │ └── vllm_async_rollout.py │ ├── resource │ └── tool_configs │ │ ├── mcp_server.json │ │ ├── mcp_tool_config │ │ ├── sandbox_fusion_tool_config │ │ └── search_tool_config │ ├── rollout_vllm │ ├── run_fsdp_vllm.py │ ├── test_vllm_chat_scheduler.py │ ├── test_vllm_model_rope_scaling.py │ └── test_vllm_spmd.py │ ├── test_async_sglang_server.py │ ├── test_custom_completion_callback.py │ ├── test_hf_rollout.py │ ├── test_sglang_async_rollout_mcp_tools.py │ ├── test_sglang_async_rollout_multimodal_delta.py │ ├── test_sglang_async_rollout_search_tools.py │ ├── test_sglang_async_rollout_sf_tools.py │ ├── test_sglang_async_rollout_w_interaction.py │ ├── test_sglang_async_rollout_w_tools.py │ ├── test_sglang_multi_interaction.py │ ├── test_sglang_rollout_sharding_manager.py │ ├── test_sglang_spmd.py │ └── utils_sglang.py └── verl ├── __init__.py ├── base_config.py ├── experimental ├── __init__.py ├── agent_loop │ ├── __init__.py │ ├── agent_loop.py │ ├── single_turn_agent_loop.py │ ├── tool_agent_loop.py │ └── tool_parser.py ├── dataset │ ├── __init__.py │ └── sampler.py └── dynamic_dataset │ ├── __init__.py │ └── dynamicgen_dataset.py ├── interactions ├── __init__.py ├── base.py ├── gsm8k_interaction.py └── utils │ ├── __init__.py │ └── interaction_registry.py ├── model_merger ├── __init__.py ├── __main__.py ├── base_model_merger.py ├── fsdp_model_merger.py └── megatron_model_merger.py ├── models ├── README.md ├── __init__.py ├── llama │ ├── __init__.py │ └── megatron │ │ ├── __init__.py │ │ ├── checkpoint_utils │ │ ├── __init__.py │ │ ├── llama_loader.py │ │ ├── llama_loader_depracated.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 ├── mcore │ ├── __init__.py │ ├── config_converter.py │ ├── loader.py │ ├── mbridge.py │ ├── model_forward.py │ ├── model_forward_fused.py │ ├── model_initializer.py │ ├── patch_v012.py │ ├── qwen2_5_vl │ │ ├── __init__.py │ │ ├── attention.py │ │ ├── model.py │ │ ├── rope_utils.py │ │ ├── vision_config.py │ │ ├── vision_model.py │ │ └── vision_transformer_block.py │ ├── readme.md │ ├── registry.py │ ├── saver.py │ ├── util.py │ └── weight_converter.py ├── qwen2 │ ├── __init__.py │ └── megatron │ │ ├── __init__.py │ │ ├── checkpoint_utils │ │ ├── __init__.py │ │ ├── qwen2_loader.py │ │ ├── qwen2_loader_depracated.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 │ ├── dense_common.py │ ├── kimi_vl.py │ ├── llama.py │ ├── monkey_patch.py │ ├── npu_patch.py │ ├── qwen2.py │ ├── qwen2_5_vl.py │ └── qwen2_vl.py └── weight_loader_registry.py ├── protocol.py ├── py.typed ├── single_controller ├── __init__.py ├── base │ ├── __init__.py │ ├── decorator.py │ ├── megatron │ │ ├── __init__.py │ │ ├── worker.py │ │ └── worker_group.py │ ├── register_center │ │ ├── __init__.py │ │ └── ray.py │ ├── worker.py │ └── worker_group.py └── ray │ ├── __init__.py │ ├── base.py │ └── megatron.py ├── third_party ├── __init__.py ├── sglang │ ├── __init__.py │ └── parallel_state.py └── vllm │ └── __init__.py ├── tools ├── __init__.py ├── base_tool.py ├── geo3k_tool.py ├── gsm8k_tool.py ├── mcp_base_tool.py ├── mcp_search_tool.py ├── sandbox_fusion_tools.py ├── schemas.py ├── search_tool.py └── utils │ ├── __init__.py │ ├── mcp_clients │ ├── McpClientManager.py │ └── utils.py │ ├── search_r1_like_utils.py │ └── tool_registry.py ├── trainer ├── __init__.py ├── config │ ├── __init__.py │ ├── _generated_ppo_megatron_trainer.yaml │ ├── _generated_ppo_trainer.yaml │ ├── actor │ │ ├── actor.yaml │ │ ├── dp_actor.yaml │ │ └── megatron_actor.yaml │ ├── algorithm.py │ ├── config.py │ ├── critic │ │ ├── critic.yaml │ │ ├── dp_critic.yaml │ │ └── megatron_critic.yaml │ ├── data │ │ └── legacy_data.yaml │ ├── evaluation.yaml │ ├── generation.yaml │ ├── npu_profile │ │ └── npu_profile.yaml │ ├── ppo_megatron_trainer.yaml │ ├── ppo_trainer.yaml │ ├── ref │ │ ├── dp_ref.yaml │ │ ├── megatron_ref.yaml │ │ └── ref.yaml │ ├── reward_model │ │ ├── dp_reward_model.yaml │ │ ├── megatron_reward_model.yaml │ │ └── reward_model.yaml │ ├── rollout │ │ └── rollout.yaml │ └── sft_trainer.yaml ├── constants_ppo.py ├── fsdp_sft_trainer.py ├── main_eval.py ├── main_generation.py ├── main_ppo.py ├── ppo │ ├── __init__.py │ ├── core_algos.py │ ├── metric_utils.py │ ├── ray_trainer.py │ └── reward.py └── runtime_env.yaml ├── utils ├── __init__.py ├── activation_offload.py ├── checkpoint │ ├── __init__.py │ ├── checkpoint_manager.py │ ├── fsdp_checkpoint_manager.py │ └── megatron_checkpoint_manager.py ├── config.py ├── dataset │ ├── README.md │ ├── __init__.py │ ├── multiturn_sft_dataset.py │ ├── rl_dataset.py │ ├── rm_dataset.py │ ├── sft_dataset.py │ └── vision_utils.py ├── debug │ ├── __init__.py │ ├── performance.py │ └── trajectory_tracker.py ├── device.py ├── distributed.py ├── experimental │ ├── __init__.py │ └── torch_functional.py ├── flops_counter.py ├── fs.py ├── fsdp_utils.py ├── hdfs_io.py ├── import_utils.py ├── kernel │ ├── __init__.py │ ├── kernels.py │ └── linear_cross_entropy.py ├── logger │ ├── __init__.py │ └── aggregate_logger.py ├── logging_utils.py ├── megatron │ ├── __init__.py │ ├── dist_checkpointing.py │ ├── memory.py │ ├── optimizer.py │ ├── pipeline_parallel.py │ ├── sequence_parallel.py │ └── tensor_parallel.py ├── megatron_utils.py ├── memory_buffer.py ├── metric │ ├── __init__.py │ └── utils.py ├── model.py ├── net_utils.py ├── profiler │ ├── __init__.py │ ├── config.py │ ├── empty_annotations.py │ ├── mstx_profile.py │ ├── nvtx_profile.py │ ├── performance.py │ └── profile.py ├── py_functional.py ├── ray_utils.py ├── rendezvous │ ├── __init__.py │ └── ray_backend.py ├── reward_score │ ├── __init__.py │ ├── geo3k.py │ ├── gsm8k.py │ ├── math.py │ ├── math_batch.py │ ├── math_dapo.py │ ├── math_verify.py │ ├── prime_code │ │ ├── README.md │ │ ├── __init__.py │ │ ├── testing_util.py │ │ └── utils.py │ ├── prime_math │ │ ├── __init__.py │ │ ├── grader.py │ │ └── math_normalize.py │ ├── sandbox_fusion │ │ ├── __init__.py │ │ └── utils.py │ └── search_r1_like_qa_em.py ├── rollout_trace.py ├── seqlen_balancing.py ├── tokenizer.py ├── torch_dtypes.py ├── torch_functional.py ├── tracking.py ├── ulysses.py └── vllm_utils.py ├── version └── version └── workers ├── __init__.py ├── actor ├── __init__.py ├── base.py ├── dp_actor.py └── megatron_actor.py ├── critic ├── __init__.py ├── base.py ├── dp_critic.py └── megatron_critic.py ├── engine ├── __init__.py ├── base.py ├── fsdp │ ├── __init__.py │ ├── engine_impl.py │ └── utils.py └── megatron │ ├── __init__.py │ └── engine_impl.py ├── fsdp_workers.py ├── megatron_workers.py ├── reward_manager ├── __init__.py ├── batch.py ├── dapo.py ├── naive.py ├── prime.py └── registry.py ├── reward_model ├── __init__.py ├── base.py └── megatron │ ├── __init__.py │ └── reward_model.py ├── roles ├── __init__.py ├── actor.py └── critic.py ├── rollout ├── __init__.py ├── async_server.py ├── base.py ├── chat_scheduler.py ├── hf_rollout.py ├── naive │ ├── __init__.py │ └── naive_rollout.py ├── schemas.py ├── sglang_rollout │ ├── __init__.py │ ├── async_sglang_server.py │ ├── sglang_rollout.py │ └── utils.py ├── tokenizer.py └── 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