├── .gitignore ├── LICENSE ├── LLaMA-Factory ├── .dockerignore ├── .env.local ├── .gitattributes ├── .github │ ├── CODE_OF_CONDUCT.md │ ├── CONTRIBUTING.md │ ├── ISSUE_TEMPLATE │ │ ├── 1-bug-report.yml │ │ ├── 2-feature-request.yml │ │ └── config.yml │ ├── PULL_REQUEST_TEMPLATE.md │ ├── SECURITY.md │ └── workflows │ │ ├── label_issue.yml │ │ ├── publish.yml │ │ └── tests.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CITATION.cff ├── LICENSE ├── MANIFEST.in ├── Makefile ├── README.md ├── README_zh.md ├── assets │ ├── logo.png │ ├── wechat.jpg │ └── wechat_npu.jpg ├── data │ ├── README.md │ ├── README_zh.md │ ├── alpaca_en_demo.json │ ├── alpaca_zh_demo.json │ ├── belle_multiturn │ │ └── belle_multiturn.py │ ├── c4_demo.jsonl │ ├── dataset_info.json │ ├── dpo_en_demo.json │ ├── dpo_zh_demo.json │ ├── glaive_toolcall_en_demo.json │ ├── glaive_toolcall_zh_demo.json │ ├── gsm8k_1000_dataset.json │ ├── gsm8k_test.json │ ├── gsm8k_train.json │ ├── hh_rlhf_en │ │ └── hh_rlhf_en.py │ ├── identity.json │ ├── kto_en_demo.json │ ├── mllm_audio_demo.json │ ├── mllm_demo.json │ ├── mllm_demo_data │ │ ├── 1.jpg │ │ ├── 1.mp3 │ │ ├── 1.mp4 │ │ ├── 2.avi │ │ ├── 2.jpg │ │ ├── 2.wav │ │ ├── 3.flac │ │ ├── 3.jpg │ │ ├── 3.mp4 │ │ ├── 4.mp3 │ │ └── 4.mp4 │ ├── mllm_video_audio_demo.json │ ├── mllm_video_demo.json │ ├── ultra_chat │ │ └── ultra_chat.py │ └── wiki_demo.txt ├── docker │ ├── docker-cuda │ │ ├── Dockerfile │ │ └── docker-compose.yml │ ├── docker-npu │ │ ├── Dockerfile │ │ └── docker-compose.yml │ └── docker-rocm │ │ ├── Dockerfile │ │ └── docker-compose.yml ├── evaluation │ ├── ceval │ │ ├── ceval.py │ │ ├── ceval.zip │ │ └── mapping.json │ ├── cmmlu │ │ ├── cmmlu.py │ │ ├── cmmlu.zip │ │ └── mapping.json │ └── mmlu │ │ ├── mapping.json │ │ ├── mmlu.py │ │ └── mmlu.zip ├── examples │ ├── README.md │ ├── README_zh.md │ ├── accelerate │ │ ├── fsdp_config.yaml │ │ └── fsdp_config_offload.yaml │ ├── deepspeed │ │ ├── ds_z0_config.json │ │ ├── ds_z2_config.json │ │ ├── ds_z2_offload_config.json │ │ ├── ds_z3_config.json │ │ └── ds_z3_offload_config.json │ ├── extras │ │ ├── adam_mini │ │ │ └── qwen2_full_sft.yaml │ │ ├── apollo │ │ │ └── llama3_full_sft.yaml │ │ ├── badam │ │ │ └── llama3_full_sft.yaml │ │ ├── fsdp_qlora │ │ │ ├── llama3_lora_sft.yaml │ │ │ └── train.sh │ │ ├── galore │ │ │ └── llama3_full_sft.yaml │ │ ├── llama_pro │ │ │ ├── expand.sh │ │ │ └── llama3_freeze_sft.yaml │ │ ├── loraplus │ │ │ └── llama3_lora_sft.yaml │ │ ├── mod │ │ │ └── llama3_full_sft.yaml │ │ ├── muon │ │ │ └── qwen2_full_sft.yaml │ │ ├── nlg_eval │ │ │ └── llama3_lora_predict.yaml │ │ └── pissa │ │ │ ├── init.sh │ │ │ └── llama3_lora_sft.yaml │ ├── merge_lora │ │ ├── llama3_full_sft.yaml │ │ ├── llama3_gptq.yaml │ │ ├── llama3_lora_sft.yaml │ │ └── qwen2_5vl_lora_sft.yaml │ ├── train_full │ │ ├── train_molecule_captioning │ │ │ └── sft.yml │ │ └── train_text_guided_molecule_generation │ │ │ └── sft.yml │ ├── train_lora │ │ ├── llama3_lora_dpo.yaml │ │ ├── llama3_lora_eval.yaml │ │ ├── llama3_lora_kto.yaml │ │ ├── llama3_lora_ppo.yaml │ │ ├── llama3_lora_pretrain.yaml │ │ ├── llama3_lora_reward.yaml │ │ ├── llama3_lora_sft.sh │ │ ├── llama3_lora_sft.yaml │ │ ├── llama3_lora_sft_ds3.yaml │ │ ├── llama3_lora_sft_ray.yaml │ │ ├── llama3_preprocess.yaml │ │ ├── llama4_lora_sft_ds3.yaml │ │ ├── qwen2_5vl_lora_dpo.yaml │ │ └── qwen2_5vl_lora_sft.yaml │ └── train_qlora │ │ ├── llama3_lora_sft_aqlm.yaml │ │ ├── llama3_lora_sft_awq.yaml │ │ ├── llama3_lora_sft_bnb_npu.yaml │ │ ├── llama3_lora_sft_gptq.yaml │ │ └── llama3_lora_sft_otfq.yaml ├── infer_molecule_captioning.sh ├── infer_text_based_de_novo_molecule_generation.sh ├── pyproject.toml ├── requirements.txt ├── scripts │ ├── api_example │ │ ├── test_image.py │ │ └── test_toolcall.py │ ├── convert_ckpt │ │ ├── llamafy_baichuan2.py │ │ ├── llamafy_qwen.py │ │ └── tiny_llama4.py │ ├── eval_bleu_rouge.py │ ├── llama_pro.py │ ├── loftq_init.py │ ├── pissa_init.py │ ├── qwen_omni_merge.py │ ├── stat_utils │ │ ├── cal_flops.py │ │ ├── cal_lr.py │ │ ├── cal_mfu.py │ │ ├── cal_ppl.py │ │ └── length_cdf.py │ ├── vllm_infer.py │ └── vllm_infer_selfies.py ├── setup.py ├── src │ ├── api.py │ ├── llamafactory │ │ ├── __init__.py │ │ ├── api │ │ │ ├── __init__.py │ │ │ ├── app.py │ │ │ ├── chat.py │ │ │ ├── common.py │ │ │ └── protocol.py │ │ ├── chat │ │ │ ├── __init__.py │ │ │ ├── base_engine.py │ │ │ ├── chat_model.py │ │ │ ├── hf_engine.py │ │ │ ├── sglang_engine.py │ │ │ └── vllm_engine.py │ │ ├── cli.py │ │ ├── data │ │ │ ├── __init__.py │ │ │ ├── collator.py │ │ │ ├── converter.py │ │ │ ├── data_utils.py │ │ │ ├── formatter.py │ │ │ ├── loader.py │ │ │ ├── mm_plugin.py │ │ │ ├── parser.py │ │ │ ├── processor │ │ │ │ ├── __init__.py │ │ │ │ ├── feedback.py │ │ │ │ ├── pairwise.py │ │ │ │ ├── pretrain.py │ │ │ │ ├── processor_utils.py │ │ │ │ ├── supervised.py │ │ │ │ └── unsupervised.py │ │ │ ├── template.py │ │ │ └── tool_utils.py │ │ ├── eval │ │ │ ├── __init__.py │ │ │ ├── evaluator.py │ │ │ └── template.py │ │ ├── extras │ │ │ ├── __init__.py │ │ │ ├── constants.py │ │ │ ├── env.py │ │ │ ├── logging.py │ │ │ ├── misc.py │ │ │ ├── packages.py │ │ │ └── ploting.py │ │ ├── hparams │ │ │ ├── __init__.py │ │ │ ├── data_args.py │ │ │ ├── evaluation_args.py │ │ │ ├── finetuning_args.py │ │ │ ├── generating_args.py │ │ │ ├── model_args.py │ │ │ ├── parser.py │ │ │ └── training_args.py │ │ ├── launcher.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── adapter.py │ │ │ ├── loader.py │ │ │ ├── model_utils │ │ │ │ ├── __init__.py │ │ │ │ ├── attention.py │ │ │ │ ├── checkpointing.py │ │ │ │ ├── embedding.py │ │ │ │ ├── kv_cache.py │ │ │ │ ├── liger_kernel.py │ │ │ │ ├── longlora.py │ │ │ │ ├── misc.py │ │ │ │ ├── mod.py │ │ │ │ ├── moe.py │ │ │ │ ├── packing.py │ │ │ │ ├── quantization.py │ │ │ │ ├── rope.py │ │ │ │ ├── unsloth.py │ │ │ │ ├── valuehead.py │ │ │ │ └── visual.py │ │ │ └── patcher.py │ │ ├── third_party │ │ │ ├── __init__.py │ │ │ └── muon │ │ │ │ ├── __init__.py │ │ │ │ └── muon.py │ │ ├── train │ │ │ ├── __init__.py │ │ │ ├── callbacks.py │ │ │ ├── dpo │ │ │ │ ├── __init__.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── kto │ │ │ │ ├── __init__.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── ppo │ │ │ │ ├── __init__.py │ │ │ │ ├── ppo_utils.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── pt │ │ │ │ ├── __init__.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── rm │ │ │ │ ├── __init__.py │ │ │ │ ├── metric.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── sft │ │ │ │ ├── __init__.py │ │ │ │ ├── metric.py │ │ │ │ ├── trainer.py │ │ │ │ └── workflow.py │ │ │ ├── test_utils.py │ │ │ ├── trainer_utils.py │ │ │ └── tuner.py │ │ └── webui │ │ │ ├── __init__.py │ │ │ ├── chatter.py │ │ │ ├── common.py │ │ │ ├── components │ │ │ ├── __init__.py │ │ │ ├── chatbot.py │ │ │ ├── data.py │ │ │ ├── eval.py │ │ │ ├── export.py │ │ │ ├── infer.py │ │ │ ├── top.py │ │ │ └── train.py │ │ │ ├── control.py │ │ │ ├── css.py │ │ │ ├── engine.py │ │ │ ├── interface.py │ │ │ ├── locales.py │ │ │ ├── manager.py │ │ │ └── runner.py │ ├── train.py │ └── webui.py ├── tests │ ├── check_license.py │ ├── data │ │ ├── processor │ │ │ ├── test_feedback.py │ │ │ ├── test_pairwise.py │ │ │ ├── test_processor_utils.py │ │ │ ├── test_supervised.py │ │ │ └── test_unsupervised.py │ │ ├── test_collator.py │ │ ├── test_converter.py │ │ ├── test_formatter.py │ │ ├── test_loader.py │ │ ├── test_mm_plugin.py │ │ └── test_template.py │ ├── e2e │ │ ├── test_chat.py │ │ ├── test_sglang.py │ │ └── test_train.py │ ├── eval │ │ └── test_eval_template.py │ ├── model │ │ ├── model_utils │ │ │ ├── test_add_tokens.py │ │ │ ├── test_attention.py │ │ │ ├── test_checkpointing.py │ │ │ ├── test_misc.py │ │ │ ├── test_packing.py │ │ │ └── test_visual.py │ │ ├── test_base.py │ │ ├── test_freeze.py │ │ ├── test_full.py │ │ ├── test_lora.py │ │ └── test_pissa.py │ ├── train │ │ └── test_sft_trainer.py │ └── version.txt ├── train_molecule_captioning.sh └── train_text_based_de_novo_molecule_generation.sh ├── README.md ├── assets ├── framework.png └── teaser.png └── verl ├── .gitignore ├── .pre-commit-config.yaml ├── .readthedocs.yaml ├── LICENSE ├── Notice.txt ├── README.md ├── docker ├── Apptainerfile.rocm ├── Dockerfile.awsefa ├── Dockerfile.ngc.vllm ├── Dockerfile.ngc.vllm0.8 ├── Dockerfile.ngc.vllm0.8.sagemaker ├── Dockerfile.rocm ├── Dockerfile.sglang ├── Dockerfile.vemlp.vllm.te └── Dockerfile.vllm.sglang.megatron ├── docs ├── Makefile ├── README.md ├── README_vllm0.7.md ├── README_vllm0.8.md ├── _static │ └── js │ │ └── runllm-widget.js ├── advance │ ├── checkpoint.rst │ ├── dpo_extension.rst │ ├── fsdp_extension.rst │ ├── megatron_extension.rst │ ├── placement.rst │ └── rope.rst ├── amd_tutorial │ ├── amd_build_dockerfile_page.rst │ └── amd_vllm_page.rst ├── api │ ├── data.rst │ ├── single_controller.rst │ ├── trainer.rst │ └── utils.rst ├── conf.py ├── examples │ ├── config.rst │ ├── gsm8k_example.rst │ ├── multi_modal_example.rst │ ├── ppo_code_architecture.rst │ └── sandbox_fusion_example.rst ├── experiment │ └── ppo.rst ├── faq │ └── faq.rst ├── hybrid_flow.rst ├── index.rst ├── perf │ ├── device_tuning.rst │ └── perf_tuning.rst ├── preparation │ ├── prepare_data.rst │ └── reward_function.rst ├── requirements-docs.txt ├── sglang_multiturn │ └── multiturn.rst ├── single_controller.rst ├── start │ ├── install.rst │ ├── multinode.rst │ ├── quickstart.rst │ └── ray_debug_tutorial.rst └── workers │ ├── fsdp_workers.rst │ ├── megatron_workers.rst │ ├── ray_trainer.rst │ └── sglang_worker.rst ├── examples ├── data_preprocess │ ├── full_hh_rlhf.py │ ├── geo3k.py │ ├── gsm8k.py │ ├── gsm8k_multiturn_w_tool.py │ ├── hellaswag.py │ ├── math_dataset.py │ ├── molecule │ │ ├── molecule_captioning │ │ │ └── eval_molecule_captioning │ │ │ │ ├── eval_llama3_70b.py │ │ │ │ ├── eval_metrics.py │ │ │ │ ├── eval_mol_instruct.py │ │ │ │ ├── eval_qwen2_5_7b.py │ │ │ │ ├── grpo_eval.py │ │ │ │ └── saved_results │ │ │ │ ├── grpo_MolReasoner.json │ │ │ │ ├── grpo_MolReasoner_metric.txt │ │ │ │ ├── llama3_70b.json │ │ │ │ ├── llama3_70b_metrics.txt │ │ │ │ ├── mol_instruct.jsonl │ │ │ │ ├── mol_instruct_metrics.txt │ │ │ │ ├── qwen2.5_7b.json │ │ │ │ └── qwen2.5_7b_metrics.txt │ │ └── text_guided_molecule_generation │ │ │ └── eval_text_guided_molecule_generation │ │ │ ├── eval_metrics.py │ │ │ ├── grpo_eval.py │ │ │ └── saved_results │ │ │ ├── grpo_MolReasoner.json │ │ │ └── grpo_MolReasoner_metrics.txt │ └── multiturn.py ├── generation │ ├── run_deepseek7b_mutli_node.sh │ └── run_deepseek_v2_lite_math.sh ├── grpo_trainer │ ├── grpo_train_molecule_captioning.sh │ └── grpo_train_text_based_de_novo_molecule_generation.sh ├── ppo_trainer │ ├── naive_chat_scheduler.py │ ├── run_deepseek7b_llm.sh │ ├── run_deepseek7b_llm_modelscope.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_gemma.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_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 ├── rloo_trainer │ └── run_qwen2-7b.sh ├── sft │ ├── gsm8k │ │ ├── run_deepseek_6b7.sh │ │ ├── run_gemma_2b.sh │ │ ├── run_gemma_7b.sh │ │ ├── run_qwen2_5_7b_instruct.sh │ │ ├── run_qwen_05_peft.sh │ │ ├── run_qwen_05_sp2.sh │ │ ├── run_qwen_05_sp2_liger.sh │ │ └── run_qwen_7b_sft_hme_desc.sh │ └── multiturn │ │ └── run_qwen_05_sp2.sh ├── sglang_multiturn │ ├── README.md │ ├── config │ │ ├── gsm8k_multiturn_grpo.yaml │ │ └── tool_config │ │ │ └── gsm8k_tool_config.yaml │ ├── run_qwen2.5-3b_gsm8k_multiturn.sh │ └── run_qwen2.5-3b_gsm8k_multiturn_4xgpu.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 │ ├── 14b │ └── qwen2_14b_grpo_4_h800_fsdp_vllm.sh │ ├── 32b │ └── qwen2_32B_grpo_8_h20_megatron_vllm.sh │ ├── 70b │ ├── qwen2-70b_grpo_32_h20_fsdp_vllm.sh │ └── qwen2-70b_grpo_32_h800_fsdp_vllm.sh │ └── 7b │ └── qwen2-7b_grpo_2_h800_fsdp_vllm.sh ├── nltk_data ├── corpora │ ├── omw-1.4.zip │ └── wordnet.zip └── tokenizers │ ├── punkt.zip │ └── punkt │ ├── PY3 │ ├── README │ ├── czech.pickle │ ├── danish.pickle │ ├── dutch.pickle │ ├── english.pickle │ ├── estonian.pickle │ ├── finnish.pickle │ ├── french.pickle │ ├── german.pickle │ ├── greek.pickle │ ├── italian.pickle │ ├── malayalam.pickle │ ├── norwegian.pickle │ ├── polish.pickle │ ├── portuguese.pickle │ ├── russian.pickle │ ├── slovene.pickle │ ├── spanish.pickle │ ├── swedish.pickle │ └── turkish.pickle │ ├── README │ ├── czech.pickle │ ├── danish.pickle │ ├── dutch.pickle │ ├── english.pickle │ ├── estonian.pickle │ ├── finnish.pickle │ ├── french.pickle │ ├── german.pickle │ ├── greek.pickle │ ├── italian.pickle │ ├── malayalam.pickle │ ├── norwegian.pickle │ ├── polish.pickle │ ├── portuguese.pickle │ ├── russian.pickle │ ├── slovene.pickle │ ├── spanish.pickle │ ├── swedish.pickle │ └── turkish.pickle ├── pyproject.toml ├── recipe ├── README.md ├── 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 │ ├── test_dapo_7b.sh │ ├── test_dapo_7b_math.sh │ └── test_dapo_7b_math_megatron.sh ├── drgrpo │ └── README.md ├── 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 ├── 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 ├── 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.txt ├── requirements_sglang.txt ├── scripts ├── converter_hf_to_mcore.py ├── diagnose.py ├── install_vllm_sglang_mcore.sh ├── model_merger.py └── model_merger.sh ├── setup.py ├── tests ├── __init__.py ├── distributed │ ├── run_all.sh │ └── test_tensor_dict.py ├── e2e │ ├── __init__.py │ ├── arithmetic_sequence │ │ ├── data │ │ │ └── create_dataset.py │ │ ├── model │ │ │ ├── create_model_tokenizer.py │ │ │ └── model.safetensors │ │ └── 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 │ ├── generation │ │ └── run_gen_qwen05.sh │ ├── ppo_trainer │ │ ├── run_function_reward.sh │ │ └── run_model_reward.sh │ ├── run_dapo.sh │ ├── run_gsm8k_fsdp_sgl_multiturn_w_tool.sh │ ├── run_ppo_trainer_megatron.sh │ ├── run_prime.sh │ ├── run_r1_distill_qwen_aime24_eval.sh │ ├── run_ray_trainer.sh │ ├── run_ray_trainer_fire_sampling.sh │ ├── run_ray_trainer_rmpad.sh │ ├── run_spin.sh │ ├── run_sppo.sh │ ├── run_test.sh │ └── sft │ │ ├── run_sft.sh │ │ └── test_sp_loss_match.py ├── gpu_utility │ ├── test_memory_buffers.py │ ├── test_ops.py │ └── test_torch_functional.py ├── kernels │ └── test_linear_cross_entropy.py ├── kill_github_tests.sh ├── models │ ├── test_transformer.py │ └── test_transformers_ulysses.py ├── ray_cpu │ ├── check_worker_alive │ │ └── main.py │ ├── test_auto_padding.py │ ├── test_check_worker_alive.py │ ├── test_decorator.py │ ├── test_fused_workers.py │ └── test_ray_local_envs.py ├── ray_gpu │ ├── detached_worker │ │ ├── README.md │ │ ├── client.py │ │ ├── run.sh │ │ └── server.py │ ├── test_colocated_workers.py │ ├── test_colocated_workers_fused.py │ ├── test_data_transfer.py │ ├── test_driverfunc_to_worker.py │ ├── test_high_level_scheduling_api.py │ ├── test_rvdz.py │ ├── test_worker_group_basics.py │ └── test_worker_group_torch.py ├── reward_score │ └── test_sandbox_fusion.py ├── sandbox │ └── test_sandbox.py ├── sanity │ ├── check_license.py │ └── test_import.py ├── single_controller │ └── base │ │ └── test_decorator.py ├── test_protocol.py ├── trainer │ ├── __init__.py │ └── ppo │ │ ├── __init__.py │ │ └── test_metric_utils.py ├── utils │ ├── cpu_tests │ │ ├── test_fs.py │ │ ├── test_import_utils.py │ │ ├── test_model.py │ │ ├── test_module.py │ │ └── test_timeout_decorator.py │ └── gpu_tests │ │ ├── checkpoint │ │ └── test_fsdp_ckpt.py │ │ ├── dataset │ │ ├── test_multiturn_sft_dataset.py │ │ ├── test_rl_dataset.py │ │ ├── test_rm_dataset.py │ │ └── test_sft_dataset.py │ │ ├── test_flops_counter.py │ │ ├── test_seqlen_balancing.py │ │ └── test_torch_functional.py └── workers │ └── rollout │ ├── async_rollout_utils.py │ ├── run_fsdp_vllm.py │ ├── test_hf_rollout.py │ ├── test_sglang_async_rollout_w_tools.py │ ├── test_sglang_async_spmd.py │ ├── test_sglang_spmd.py │ ├── test_vllm_hf_loader.py │ ├── test_vllm_multi_turn.py │ ├── test_vllm_spmd.py │ ├── test_vllm_tool_calling.py │ └── utils_sglang.py └── verl ├── __init__.py ├── _pslinux.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 │ ├── model_forward.py │ ├── model_initializer.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 │ ├── llama.py │ ├── monkey_patch.py │ ├── qwen2.py │ ├── qwen2_5_vl.py │ └── qwen2_vl.py └── weight_loader_registry.py ├── protocol.py ├── 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 │ ├── 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 ├── tools ├── __init__.py ├── base_tool.py ├── gsm8k_tool.py └── schemas.py ├── trainer ├── __init__.py ├── 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 │ ├── core_algos.py │ ├── metric_utils.py │ ├── ray_trainer.py │ └── reward.py └── runtime_env.yaml ├── utils ├── __init__.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 │ ├── profile.py │ └── trajectory_tracker.py ├── distributed.py ├── experimental │ ├── __init__.py │ └── torch_functional.py ├── flops_counter.py ├── fs.py ├── fsdp_utils.py ├── hdfs_io.py ├── import_utils.py ├── logger │ ├── __init__.py │ └── 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 ├── metric │ ├── __init__.py │ └── utils.py ├── model.py ├── net_utils.py ├── py_functional.py ├── ray_utils.py ├── rendezvous │ ├── __init__.py │ └── ray_backend.py ├── reward_score │ ├── __init__.py │ ├── chembl_desc2mol.py │ ├── chembl_mol2desc.py │ ├── geo3k.py │ ├── gsm8k.py │ ├── kk.py │ ├── math.py │ ├── math_batch.py │ ├── math_dapo.py │ ├── math_verify.py │ ├── prime_code │ │ ├── __init__.py │ │ ├── testing_util.py │ │ └── utils.py │ ├── prime_math │ │ ├── __init__.py │ │ ├── grader.py │ │ └── math_normalize.py │ └── sandbox_fusion │ │ ├── __init__.py │ │ └── utils.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 ├── fsdp_workers.py ├── megatron_workers.py ├── reward_manager ├── __init__.py ├── batch.py ├── dapo.py ├── naive.py └── prime.py ├── reward_model ├── __init__.py ├── base.py └── megatron │ ├── __init__.py │ └── reward_model.py ├── rollout ├── __init__.py ├── async_server.py ├── base.py ├── hf_rollout.py ├── naive │ ├── __init__.py │ └── naive_rollout.py ├── schemas.py ├── sglang_rollout │ ├── __init__.py │ ├── async_sglang_rollout.py │ ├── sglang_rollout.py │ └── utils.py ├── tokenizer.py └── vllm_rollout │ ├── __init__.py │ ├── fire_vllm_rollout.py │ ├── vllm_async_server.py │ ├── vllm_rollout.py │ └── 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