From d10374380abeb1985261021eaff15299a282fe7f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8D=9A=E6=83=9F?= Date: Sun, 30 Mar 2025 20:49:33 +0800 Subject: [PATCH 1/2] PullRequest: 67 Update v0.2.0 Dockerfile MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Merge branch fw/v0.2.0-dockerfile of git@code.alipay.com:inclusionAI/AReaL.git into main https://code.alipay.com/inclusionAI/AReaL/pull_requests/67 Signed-off-by: 温差 * fw/v0.2.0-dockerfile --- Dockerfile | 31 ++++++++++++++++++++++++++++++- 1 file changed, 30 insertions(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index b753242e06..8f52390b28 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,4 +1,7 @@ -FROM nvcr.io/nvidia/pytorch:24.07-py3 AS gpu +FROM nvcr.io/nvidia/pytorch:24.07-py3 AS v0.1.0 +LABEL maintainer="AReaL Team" \ + description="AReaL: A Reproducible and Efficient Large Language Model Training Framework" \ + version="0.1.0" ENV DEBIAN_FRONTEND=noninteractive RUN apt update @@ -47,3 +50,29 @@ RUN git clone --depth=1 https://github.com/QwenLM/Qwen2.5-Math /qwen2_5-math && RUN python3 -m venv /sympy RUN /sympy/bin/pip install /latex2sympy RUN /sympy/bin/pip install regex numpy tqdm datasets python_dateutil sympy==1.12 antlr4-python3-runtime==4.11.1 word2number Pebble timeout-decorator prettytable + +FROM v0.1.0 as v0.2.0 +LABEL maintainer="AReaL Team" \ + description="AReaL: A Reproducible and Efficient Large Language Model Training Framework" \ + version="0.2.0" + +WORKDIR / + +RUN pip uninstall pynvml cugraph-dgl dask-cuda cugraph-service-server raft-dask cugraph cuml cugraph-pyg -y && \ + pip install -U six==1.16 transformers==4.48.3 opencv-python-headless==4.7.0.72 \ + pipdeptree setuptools importlib_metadata packaging platformdirs \ + typing_extensions wheel zipp nvidia-ml-py + +ENV TORCH_CUDA_ARCH_LIST="8.0 8.9 9.0 9.0a" FLASHINFER_ENABLE_AOT=1 + +RUN pip install -v -U git+https://github.com/facebookresearch/xformers.git@v0.0.28.post3#egg=xformers + +RUN git clone --recursive -b v0.2.2.post1 https://github.com/flashinfer-ai/flashinfer && \ + pip install --no-build-isolation --verbose /flashinfer + +RUN git clone -b v0.4.0.post2 https://github.com/sgl-project/sglang.git && \ + cd /sglang/sgl-kernel && make build && \ + pip install /sglang/sgl-kernel/ --force-reinstall --no-build-isolation && \ + cd /sglang && pip3 install -e "python[all]" + +RUN pip3 install triton==3.1.0 torchao==0.7.0 From 4e72b0531439f46e9b1c7659badcaac773b89224 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8D=9A=E6=83=9F?= Date: Sun, 30 Mar 2025 20:49:37 +0800 Subject: [PATCH 2/2] PullRequest: 66 Update v0.2.0 cover letter MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Merge branch fw/v0.2.0-readme of git@code.alipay.com:inclusionAI/AReaL.git into main https://code.alipay.com/inclusionAI/AReaL/pull_requests/66 Signed-off-by: 温差 * . * . * . * . * . * update thpt fig * update readme 20250329-20:16 * update * update tutorial * . --- README.md | 232 +++++++++++++------------------------ assets/logo.png | Bin 0 -> 327329 bytes assets/thpt_comparison.png | Bin 0 -> 75225 bytes blog/AReaL_v0_1.md | 93 +++++++++++++++ blog/AReaL_v0_2.md | 139 ++++++++++++++++++++++ examples/README.md | 10 +- examples/README_zh.md | 11 +- 7 files changed, 321 insertions(+), 164 deletions(-) create mode 100644 assets/logo.png create mode 100644 assets/thpt_comparison.png create mode 100644 blog/AReaL_v0_1.md create mode 100644 blog/AReaL_v0_2.md diff --git a/README.md b/README.md index b0202a2330..11c2c65919 100644 --- a/README.md +++ b/README.md @@ -2,198 +2,131 @@ AReaL: A fully open-sourced and inclusive RL project for large reasoning models -AReaL (Ant Reasoning RL) is an open-source and efficient reinforcement learning system developed at **the RL Lab, Ant Research**. AReaL inherits and adapts the Open-Source Project [ReaLHF](https://github.com/openpsi-project/ReaLHF) for training Large Reasoning Models (LRMs) that everyone can reproduce and contribute to. AReaL is part of our efforts from Ant Research to develop tools and systems for a fully open and inclusive AGI world. +

+ + + ReaL + +

-**AReaL Highlights** -- 🛠️ **Open & Reproducible**: We will continuously release *all code, datasets, and training recipes* for training LRMs --- no hidden secrects or proprietary barriers. -- 🚀 **Scalable Performance**: AReaL can seamlessly adapt to different computational resource settings, ranging from 1 single node to hundreds of GPUs. -- 🌍 **Community-Driven AGI**: With a fully open-source commitment, we hope our efforts can benefit the entire community to accelerate AGI research. +AReaL (Ant Reasoning RL) is an open-sourced and efficient reinforcement learning training system for large reasoning models developed at **the RL Lab, Ant Research**, built upon the open-source project [RealHF](https://github.com/openpsi-project/ReaLHF). We fully commit to open-source by opening training details, data and infra required to reproduce the results along with the model itself. AReaL aims to help everyone build their own AI agents easily and affordably. Our team loves milk tea as it is delicious, customizable and affordable. We hope you all enjoy our project just like how you enjoy a real-world milk-tea (cheers). ---- +**AReaL Highlights** -## News - -[2025/02/24] Our initial release includes reproducible experiments based on our AReaL system for 1.5B and 7B LRMs, validated across diverse computational budgets. We will show that with AReaL, users can -1. **reliably train a 1.5B distilled model** with RL to **surpass o1-Preview on math reasoning within 40 hours**. 🚀 -2. **reliably perform an R1-Zero-style experiment with a 7B model**, i.e., by running RL training on Qwen2.5-7B, and **observe emergent thinking tokens and continuous model improvement on math reasoning**. - ---- - -## Training a 1.5B LRM from the Distilled Model - -Our experiments are conducted on 16 nodes, each equipped with 8 H800 GPUs. The results, along with the associated training curves, are presented below. - -![16nodes_reward_length.png](/assets/distill_1.5b_24k_curve.png) - -*Figure 1. The training rewards and response lengths during RL training. The base model is DeepSeek-R1-Distill-Qwen-1.5B. The curves are averaged with a window size of 25.* - -We follow DeepScaleR to iteratively increase the output context length. The context length starts from 8K and is increased to 16K and 24K in the subsequent training process. The training reward continuously increases during RL training. We observe that the response length first **shrinks in the 8K training stage**, and then **increases in the 16K and 24K training stages**. - -These three stages progressively enhanced the performance of the base model, as demonstrated below: - - -| | MATH500 | AIME 2024 | AMC 2023 | Download | -| -------- | -------- | --------- | -------- | -------- | -| o1-Preview | 81.4 | 40.0 | - | - | -| DeepSeek-R1-Distill-Qwen-1.5B | 82.8 | 28.8 | 62.9 | - | -| DeepScaleR (Official) | 87.8 | 43.1 | 73.6 | - | -| AReaL Stage 1: 8K (Ours) |85.7 | 33.2 | 74.7 | [🤗 HuggingFace](https://huggingface.co/inclusionAI/AReaL-1.5B-Preview-Stage-1) | -| AReaL Stage 2: 16K (Ours) | 87.4 | 34.2 | 79.6 | [🤗 HuggingFace](https://huggingface.co/inclusionAI/AReaL-1.5B-Preview-Stage-2) | -| AReaL Stage 3: 24K (Ours) |88.0 | 40.2 | 81.2 | [🤗 HuggingFace](https://huggingface.co/inclusionAI/AReaL-1.5B-Preview-Stage-3) | ++ 🛠️ **Open & Reproducible**: We will continuously release _all code, datasets, and training recipes_ for RL training LLMs . ++ 🚀 **Scalability**: AReaL can seamlessly adapt to different computational resource settings, ranging from 1 single node to 1K GPUs. ++ 🔪 **Cutting-Edge Performances:** AReaL can produce models with cutting-edge reasoning capabilities. We are actively working on other domains, such as coding and agent, as well. -*Table 1. Evaluation on a series of competition-level mathematics benchmarks, including AIME 2024, AMC 2023, and MATH-500. The results are reported using Pass@1 accuracy, which are averaged over 32 samples for each problem and evaluated with a temperature of 0.6.* - -### Reproducing the Results 💯 - -AReaL is designed with accessibility in mind, enabling users to effortlessly reproduce results and extend their research. -Please refer to the [tutorial](/examples/README.md) under the `examples` directory for step-by-step guidelines. - -- **Training:** The model checkpoints from different stages are available at HuggingFace (Please refer Table 1 for the link). With these intermediate checkpoints for all three stages, users can start from any stage to advance their own investigations. - -```bash -# Download the dataset -DATA_PATH=/storage/datasets/ -cd $DATA_PATH -wget https://huggingface.co/datasets/inclusionAI/AReaL-RL-Data/resolve/main/data/full_prompts_for_r1_distilled.jsonl?download=true - -# Training in a Ray cluster with 16 nodes - -# stage 1 -MODEL_PATH=${path_to_DeepSeek-R1-Distill-Qwen-1.5B} -bash ./examples/train_1.5B_n16_on_ray.sh $MODEL_PATH $DATA_PATH/full_prompts_for_r1_distilled.jsonl 8192 - -# stage 2 -MODEL_PATH=${model_path_from_stage_1} -bash ./examples/train_1.5B_n16_on_ray.sh $MODEL_PATH $DATA_PATH/full_prompts_for_r1_distilled.jsonl 16384 - -# stage 3 -MODEL_PATH=${model_path_from_stage_2} -bash ./examples/train_1.5B_n16_on_ray.sh $MODEL_PATH $DATA_PATH/full_prompts_for_r1_distilled.jsonl 24000 - -``` - -- **Evaluation:** We generate samples using vLLM with `enforce_eager=True`, which is critical to the final performance particularly when generating sequences longer than 16K. - -```bash -# Evaluation -cd evalutation -python3 eval_and_aggregate.py --model_path $MODEL_PATH --max_gen_tokens 32768 -``` - -### RL Training Details +## News +**[2025/03/31]** **(v0.2, Boba)** Our milestone release Boba! Please call it A-ReaL-Boba! This release includes much accelerated training with SGLang support and SOTA 7B and 32B models on math reasoning. -Our RL training process draws on open-source experiences from [DeepSeek-R1](https://github.com/deepseek-ai/DeepSeek-R1), [DeepScaleR](https://github.com/agentica-project/deepscaler), and [ReaLHF](https://github.com/openpsi-project/ReaLHF). Here we show our RL training setup: +**[2025/02/24]** **(v0.1)** Our initial release includes reproducible results for 1.5B and 7B LRMs. Check our [v0.1 technical blog](/blog/AReaL_v0_1.md). -- **Base Model**: We use [`DeepSeek-R1-Distill-Qwen-1.5B`](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B) as the base model. -- **Dataset**: The RL training dataset consists of 40k high-quality mathematical reasoning tasks released by [DeepScaleR](https://huggingface.co/datasets/agentica-org/DeepScaleR-Preview-Dataset). We are also actively developing better datasets suitable for training stronger and larger models in future releases. -- **Reward Design**: We assign rewards of +5 for correct responses and -5 for incorrect responses. The correctness of responses is evaluated by comparing the responses with the answers using Sympy, following [the evaluation protocol of Qwen](https://github.com/QwenLM/Qwen2.5-Math/tree/main/evaluation). -- **RL Algorithm**: We adopt a simplified variant of PPO as the RL algorithm. We make a major change to PPO by eliminating the critic to reduce computation resources. We empirically observe that the training performance does not degenerate even without the critic. -- **Key Hyper-parameters**: We set both the discount factor $\gamma$ and the GAE parameter $\lambda$ to 1. Such practices are also adopted by the [Open-Reasoner-Zero](https://github.com/Open-Reasoner-Zero/Open-Reasoner-Zero) project. We also set the coefficient for the KL rewards sufficiently small for effective training. -- **Iterative Context Lengthening**: We follow [DeepScaleR](https://github.com/agentica-project/deepscaler) to iteratively increase the context length, which results in a three-stage training process. -- **Large Batch Size**: We use a larger batch size for RL training than previous works. In each RL training step, we select 1024 mathematical questions and generate 8 rollouts for each question. +## AReaL-boba Milestones and Highlights +In our boba release, we highlight the 3 most important milestones: -### AReaL with Various Computational Resources ++ Full SGLang support and a collection of efficiency improvements ++ A SOTA 7B math reasoning model [AReaL-boba-RL-7B](https://huggingface.co/inclusionAI/AReaL-boba-RL-7B) and the corresponing training data [AReaL-boba-106k](https://huggingface.co/datasets/inclusionAI/AReaL-boba-Data/blob/main/AReaL-boba-106k.jsonl). ++ A particularly competitive 32B model [AReaL-boba-SFT-32B](https://huggingface.co/inclusionAI/AReaL-boba-SFT-32B) that can be trained with extremely low cost. (Training Data: [AReaL-boba-SFT-200](https://huggingface.co/datasets/inclusionAI/AReaL-boba-Data/blob/main/AReaL-boba-SFT-200.jsonl)) -AReaL can easily adapt to different computational resource settings. With more training computes, AReaL can significantly enhance the speed of RL training, leading to a notable acceleration in research progress. +For the complete training and model details, please check [our v0.2 technical blog](/blog/AReaL_v0_2.md). -We have listed detailed hardware requirements and the approach to setting up environments under different computation resources. Users can easily configure your cluster and launch your training trials [following our tutorials](/examples/README.md). +#### SGLang support with 1.5x speedup on 7B Training -![hours.png](/assets/1.5b_time_n1n4n16.png) +![throughput_comparision_with_v0.1.0.png](/assets/thpt_comparison.png) -*Figure 2. Total time consumption for RL training under varying computational resource settings for 10 epochs.* +Thanks to a series of system-level optimizations, AReaL v0.2 improves its end-to-end training performance by up to 73%. -## Qwen2.5-7B-Zero RL Training +In the following table, we show the convergence time under different resource settings: -We start RL training from the base model Qwen2.5-7B with DeepSeek-R1-Zero style training. The initial training curves and results are presented below. We conducted experiments on the data released by [Open-Reasoner-Zero](https://github.com/Open-Reasoner-Zero/Open-Reasoner-Zero). As the training progresses, both the rewards and the response lengths gradually grow. A similar trend is also revealed [Open-Reasoner-Zero](https://github.com/Open-Reasoner-Zero/Open-Reasoner-Zero). **The simultaneous growth of average response lengths and rewards** can be considered as a critical sign of **the emergent deep thinking capabilities of LRM** to solve challenging reasoning problems. +| **Model Size** | **1.5B** | **1.5B** | **1.5B** | **7B** | **7B** | **32B (SFT)** | +| --- | :---: | :---: | :---: | :---: | :---: | :---: | +| #GPU | 8 | 32 | 128 | 32 | 128 | 64 | +| Step | 250 | 250 | 250 | 400 | 400 | 300 | +| Time (h) | ~230 | ~70 | ~25 | ~290 | ~80 | ~3.5 | -![undefined](/assets/7b_zero_training_curve.png) -*Figure 3. The training curve of Qwen2.5-7B-Zero during RL training* +#### SOTA 7B model using RL in math reasoning +| **Model ** | **AIME 2024** | **AIME 2025** | **GPQA-Diamond** | +| :---: | :---: | :---: | :---: | +| O1-Preview | 56.7 | - | | +| R1-Distill-Qwen-7B | 55.0 | 39.7 | 47.1 | +| Light-R1-7B-DS | 56.7 | 44.9 | 40.9 | +| [AReaL-boba-RL-7B 🤗](https://huggingface.co/inclusionAI/AReaL-boba-RL-7B) | **61.9** | **48.3** | **47.6** | -We evaluate the performances of the intermediate checkpoints on the MATH500 and AIME24 datasets in the following figure. It appears that both the accuracy and the generated length continue to show an upward trend. +We use **R1-Distill-Qwen-7B** as our base model. After RL training, the pass@1 scores on AIME 2024 and AIME 2025 improve by 6.9 and 8.6 points, respectively, achieving SOTA performance among 7B models in mathematical reasoning. We have released the training data at [AReaL-boba-106k](https://huggingface.co/datasets/inclusionAI/AReaL-boba-Data/blob/main/AReaL-boba-106k.jsonl). -![undefined](/assets/7b_zero_eval_acc.png) -*Figure 4. The test accuracy and response length evaluated on the MATH500 and AIME24 datasets.* +Although our dataset primarily consists of math and logic problems, we observed that RL training led to measurable improvements on the challenging STEM benchmark GPQA. We plan to open-source more datasets in the future, including code, STEM, and other domains. -We also conduct a experiment on the [DeepScalseR](https://github.com/agentica-project/deepscaler) dataset, which demonstrates a similar training trend. The evaluation results are presented in the following table. +#### Approaching QwQ-32B performances using only 200 data samples +| **Model** | **AIME 2024** | +| :---: | :---: | +| R1-Distill-Qwen-32B | 72.6 | +| QwQ-32B | 78.9 | +| [AReaL-boba-SFT-32B 🤗](https://huggingface.co/inclusionAI/AReaL-boba-SFT-32B) | 78.8 | -| | MATH-500 | AIME 2024 | AMC 2023 | -| -------- | -------- | --------- | -------- | -| Qwen2.5-7B | 34.0 | 2.0 | 17.8 | -| Open-Reasoner-Zero-7B, Step=150 | ~77 | ~15 | - | -| Qwen2.5-7B-Zero, Step=150 Dataset=DeepScaleR | 75.9 | 13.9 | 56.1 | -| Qwen2.5-7B-Zero, Step=150 Dataset=ORZ | 77.3 | 13.9 | 57.1 | -| Qwen2.5-7B-Zero, Step=200 Dataset=ORZ | 78.0 | 14.5 | 58.7 | -Table 2. Evaluation on AIME 2024, AMC 2023, and MATH-500. The results are reported using Pass@1 accuracy, which are averaged over 32 samples for each problem and evaluated with a temperature of 1.0. -- **Training:** +Building upon **R1-Distill-Qwen-32B**, we replicate **QwQ-32B's** inference performance on AIME 2024 using just **200 data points **via Supervised Fine-Tuning (SFT). We have released the training data at [AReaL-boba-SFT-200](https://huggingface.co/datasets/inclusionAI/AReaL-boba-Data/blob/main/AReaL-boba-SFT-200.jsonl). +## Getting Started +### Quick Start ```bash -# Training in a Ray cluster with 16 nodes -DATA_PATH=/storage/datasets/ -cd $DATA_PATH -wget https://huggingface.co/datasets/inclusionAI/AReaL-RL-Data/resolve/main/data/full_orz_zero.jsonl?download=true - -MODEL_PATH=${path_to_Qwen2.5-7B} -bash ./examples/train_7B_zero_n16_on_ray.sh $MODEL_PATH $DATA_PATH/full_orz_zero.jsonl 24000 - +# Train the distilled 7B model +python3 -m realhf.apps.quickstart ppo-math \ + --config examples/configs/7B-distill/ppo-7B-distill-gpus-128.yaml + +# Evaluate the 7B model +python evaluation/eval_and_aggregate.py \ + --model_path ${MODEL_PATH} \ + --output_path ${OUTPUT_PATH} \ + --data_names aime24,aime25 \ + --prompt_type AReaL-boba \ + --output_path outputs --temperature 1.0 ``` -- **Evaluation:** - -```bash -# Evaluation - -cd evalutation -python3 eval_and_aggregate.py --model_path $MODEL_PATH --max_gen_tokens 32768 --prompt_type orz -``` +### Resources ++ [Tutorial](/examples/README.md) ++ [Tutorial (中文)](/examples/README_zh.md) ## Future Plan - AReaL is under active development. We will have major releases in a weekly manner. We also highly appreciate efforts from the community as well. Here we highlight our future research and development plan. ### System Development -In addition to our continuous efforts to make AReaL more stable, we also plan on the following major improvements. -- [ ] Support for the latest vLLM, sglang, and megatron-core packages. -- [ ] Support RL training with Coding problems. -- [ ] Support RL training for larger MOE models. +- [x] Support for SGLang. +- [ ] RL training with coding problems. +- [ ] Asynchronous generation and RL training. - [ ] Optimizations for distributed training: expert parallel and zero-bubble pipelining. - [ ] RL for vision-language models (VLM). - [ ] Function calling and agent capabilities. -### Open Research Questions on Algorithm and Model - -Based on AReaL, our team is also actively exploring the research frontier of LRMs. We highlight some of the major research topics we are working on. - -- **Effective Training Datasets for LRMs** How do we design training tasks that enable LRMs to progressively evolve sophisticated reasoning skills via RL? - - For more advanced distilled models, such as DeepSeek-R1-Distill-Qwen-7B and DeepSeek-R1-Distill-Qwen-32B, what kind of task distribution could drive further enhancements? - - How to properly curate the distillation dataset for cold-start to achieve the best RL results? -- **Boosting Reasoning with Auxiliary Training Signals.** Can auxiliary signals — such as Process Reward Models (PRMs) and expert-curated labels — be adopted in RL training to refine the reasoning processes of LRMs? -- **Adaptive Response Lengths: Quality Over Quantity.** How can RL training schemes teach LRMs to dynamically adjust response complexity based on task difficulty? The goal is to eliminate redundant "over-reasoning" for simpler inputs while preserving rigor for challenging problems. -- **Sample Efficient RL for LRMs** In addition to system-level acceleration, can we further speed up the LRM training process with a more sample-efficient advanced RL algorithm? Can we get the critic back to reduce gradient variance without compromising the computation efficiency? How to better encourage exploration? - +### Algorithm Development +- [x] RL training receipes for 1.5B and 7B models. +- [ ] A complete RL training receipe for 32B models. +- [ ] Sample-efficient multi-task RL algorithms. +- [ ] Agentic capabilities with end-to-end RL. +- [ ] Stable RL training for larger MOE models. ## Acknowledgement +We would like to remark that major contributors are from **RL Lab at Ant Research** and **Institute for Interdisciplinary Information Sciences, Tsinghua University**. -We would like to remark that major contributors are from the **Institute for Interdisciplinary Information Sciences, Tsinghua University**. +Our team has also received invaluable assistance from the Super Computing Technology (SCT) team at Ant Group, particularly in the realm of large-scale cluster operations and maintenance. -Our team has received invaluable assistance from the Super Computing Technology (SCT) team at Ant Group, particularly in the realm of large-scale cluster operations and maintenance. Their expertise and support have been instrumental in our efforts, and we are deeply grateful for their contributions. - -We also appreciate all the pioneer works from the community, particularly the [ReaLHF](https://github.com/openpsi-project/ReaLHF) project from OpenPsi Inc. and those other projects, including but not limited to, [DeepScaleR](https://github.com/agentica-project/deepscaler), [Open-Reasoner-Zero](https://github.com/Open-Reasoner-Zero/Open-Reasoner-Zero/tree/main), [OpenRLHF](https://github.com/OpenRLHF/OpenRLHF), [VeRL](https://github.com/volcengine/verl). +We also appreciate all the pioneer works from the community, particularly the [ReaLHF](https://github.com/openpsi-project/ReaLHF) project from OpenPsi Inc. and those other projects, including but not limited to, [DeepScaleR](https://github.com/agentica-project/deepscaler), [Open-Reasoner-Zero](https://github.com/Open-Reasoner-Zero/Open-Reasoner-Zero/), [OpenRLHF](https://github.com/OpenRLHF/OpenRLHF), [verl](https://github.com/volcengine/verl), [SGLang](https://github.com/sgl-project/sglang), [QwQ](https://github.com/QwenLM/QwQ), [Light-R1](https://github.com/Qihoo360/Light-R1), and [DAPO](https://github.com/BytedTsinghua-SIA/DAPO). ## Citation - -``` -@article{mei2024realhf, - title={ReaLHF: Optimized RLHF Training for Large Language Models through Parameter Reallocation}, - author={Mei, Zhiyu and Fu, Wei and Li, Kaiwei and Wang, Guangju and Zhang, Huanchen and Wu, Yi}, - journal={arXiv preprint arXiv:2406.14088}, - year={2024} +```plain +@inproceedings{mei2024realhf, + author = {Mei, Zhiyu and Fu, Wei and Li, Kaiwei and Wang, Guangju and Zhang, Huanchen and Wu, Yi}, + title = {ReaL: Efficient RLHF Training of Large Language Models with Parameter Reallocation}, + booktitle = {Proceedings of the Eighth Conference on Machine Learning and Systems, + MLSys 2025, Santa Clara, CA, USA, May 12-15, 2025}, + publisher = {mlsys.org}, + year = {2025}, } ``` -``` +```plain @misc{areal2025, author = {RL Lab, Ant Research}, title = {AReaL: Ant Reasoning RL}, @@ -203,3 +136,4 @@ We also appreciate all the pioneer works from the community, particularly the [R howpublished = {\url{https://github.com/inclusionAI/AReaL}}, } ``` + diff --git a/assets/logo.png b/assets/logo.png new file mode 100644 index 0000000000000000000000000000000000000000..2383c65534c69b6908f44f80a5088f6d30488b60 GIT binary patch literal 327329 zcmc$_g_P6>}tyiEm?}aN5ujUx8zoi z2P;4O_>EV;#`e4CZ%N&?jRf_KwDgl3{VdObL zf&^as?`1ZkXc2^$FW^)Z`QgJ>@vV0F~z~ z!CF4pOEl>0o`kRSswN*PxQAx@uT5SKJ8(pk%d}7=6XczBTFC9{>Kw@nC5pIQSFmF* za$oSkd1g%bu>ZXzVa1>j1Bl(9`2!?_wQIwFlbgiC0_>uWI|9wu3a&cyfX_V|9;g%$XGaI z>hfUFm0N0AZoBDxl>XfN5rHys!O_S|6mq-n@_3opS7gD^@DT>}t;Qh>;Wv48`0u@{ zqsY`-#pxGSMaR#4^ITQluXv(aCE_;*{+xc!7h^NGl*^HJ7up+@Bf<^7zx3psq&3(p z@~=Vnce~UWzu_!Da<(n^2NU&2&CUc$UALaf*0b$ijS(Be%vqpc!*IT1#3)|9H>Z?W zySa$-xsWYYZ)E~1epte@#;qc5mK0P!3CbsV&pj{HPpYD&^PGrGI z-g$k2eX$*@FT8E@1iqEjw#@u{ z>XikFk){YXrL+sK$`*KSG*w9MngV$vSJA 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+AReaL v0.1: Reliable RL Training of 1.5B and 7B LLMs on Math Reasoning Tasks +

+ +

+Release Date: 2025-02-24 +

+ +Our initial release AReaL v0.1 includes reproducible experiments based on our AReaL system for 1.5B and 7B LRMs, validated across diverse computational budgets. We demonstrate that with AReaL, users can: +1. **Reliably train a 1.5B distilled model** with RL to **surpass o1-Preview on math reasoning within 40 hours** 🚀 +2. **Reliably perform an R1-Zero-style experiment with a 7B model** by running RL training on Qwen2.5-7B, and **observe emergent thinking tokens and continuous model improvement on math reasoning** + +--- + +## Training a 1.5B LRM from the Distilled Model + +Starting with the [`DeepSeek-R1-Distill-Qwen-1.5B`](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B) model, we follow DeepScaleR to iteratively increase the output context length from 8K to 16K and eventually 24K. The training reward continuously increases during RL training. We observe that the response length first **shrinks in the 8K training stage**, then **increases in the 16K and 24K training stages**. + +Our experiments are conducted on 16 nodes, each equipped with 8 H800 GPUs. The results, along with the associated training curves, are presented below. + +![16nodes_reward_length.png](/assets/distill_1.5b_24k_curve.png) + +*Figure 1. Training rewards and response lengths during RL training. The base model is DeepSeek-R1-Distill-Qwen-1.5B. Curves are averaged with a window size of 25.* + +These three stages progressively enhanced the performance of the base model, as demonstrated below: + +| Model | MATH500 | AIME 2024 | AMC 2023 | Download | +| ----- | ------- | --------- | -------- | -------- | +| o1-Preview | 81.4 | 40.0 | - | - | +| DeepSeek-R1-Distill-Qwen-1.5B | 82.8 | 28.8 | 62.9 | - | +| DeepScaleR (Official) | 87.8 | 43.1 | 73.6 | - | +| AReaL Stage 1: 8K (Ours) | 85.7 | 33.2 | 74.7 | [🤗 HuggingFace](https://huggingface.co/inclusionAI/AReaL-1.5B-Preview-Stage-1) | +| AReaL Stage 2: 16K (Ours) | 87.4 | 34.2 | 79.6 | [🤗 HuggingFace](https://huggingface.co/inclusionAI/AReaL-1.5B-Preview-Stage-2) | +| AReaL Stage 3: 24K (Ours) | 88.0 | 40.2 | 81.2 | [🤗 HuggingFace](https://huggingface.co/inclusionAI/AReaL-1.5B-Preview-Stage-3) | + +*Table 1. Evaluation on competition-level mathematics benchmarks including AIME 2024, AMC 2023, and MATH-500. Results report Pass@1 accuracy averaged over 32 samples per problem at temperature 0.6.* + +### RL Training Details + +Our RL training process incorporates insights from [DeepSeek-R1](https://github.com/deepseek-ai/DeepSeek-R1), [DeepScaleR](https://github.com/agentica-project/deepscaler), and [ReaLHF](https://github.com/openpsi-project/ReaLHF). Key components include: + +- **Base Model**: [`DeepSeek-R1-Distill-Qwen-1.5B`](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B) +- **Dataset**: 40k high-quality mathematical reasoning tasks from [DeepScaleR](https://huggingface.co/datasets/agentica-org/DeepScaleR-Preview-Dataset) +- **Reward Design**: +5 for correct responses, -5 for incorrect responses (evaluated using Sympy following [Qwen's protocol](https://github.com/QwenLM/Qwen2.5-Math/tree/main/evaluation)) +- **RL Algorithm**: Simplified PPO variant without the critic network +- **Key Hyperparameters**: + - Discount factor (γ) and GAE parameter (λ) both set to 1 (following [Open-Reasoner-Zero](https://github.com/Open-Reasoner-Zero/Open-Reasoner-Zero)) + - Small KL reward coefficient +- **Iterative Context Lengthening**: Three-stage training (8K→16K→24K) following [DeepScaleR](https://github.com/agentica-project/deepscaler) +- **Batch Size**: 1024 questions per step with 8 rollouts per question, which is **larger** than prior works + +### AReaL with Various Computational Resources + +AReaL adapts efficiently to different computational budgets. Increased resources accelerate RL training, significantly boosting research progress. We provide detailed hardware requirements and environment setup guides for different configurations in [our tutorials](/examples/README.md). + +![hours.png](/assets/1.5b_time_n1n4n16.png) + +*Figure 2. Total RL training time for 10 epochs across different resource configurations.* + +## Qwen2.5-7B-Zero RL Training + +We conduct RL training starting from Qwen2.5-7B using DeepSeek-R1-Zero style training. Initial results using data from [Open-Reasoner-Zero](https://github.com/Open-Reasoner-Zero/Open-Reasoner-Zero) show both rewards and response lengths gradually increasing during training. This **simultaneous growth of response lengths and rewards** suggests **emergent deep thinking capabilities** in solving complex reasoning problems. + +![7b_zero_training_curve.png](/assets/7b_zero_training_curve.png) +*Figure 3. Qwen2.5-7B-Zero RL training curve* + +Evaluation of intermediate checkpoints on MATH500 and AIME24 datasets shows continuous improvement in both accuracy and response length: + +![7b_zero_eval_acc.png](/assets/7b_zero_eval_acc.png) +*Figure 4. Test accuracy and response length on MATH500 and AIME24 datasets* + +Additional experiments on the [DeepScaleR](https://github.com/agentica-project/deepscaler) dataset show similar trends: + +| Model | MATH-500 | AIME 2024 | AMC 2023 | +| ----- | -------- | --------- | -------- | +| Qwen2.5-7B | 34.0 | 2.0 | 17.8 | +| Open-Reasoner-Zero-7B (Step 150) | ~77 | ~15 | - | +| Qwen2.5-7B-Zero (Step 150, DeepScaleR) | 75.9 | 13.9 | 56.1 | +| Qwen2.5-7B-Zero (Step 150, ORZ) | 77.3 | 13.9 | 57.1 | +| Qwen2.5-7B-Zero (Step 200, ORZ) | 78.0 | 14.5 | 58.7 | + +*Table 2. Evaluation on AIME 2024, AMC 2023, and MATH-500 (Pass@1 accuracy averaged over 32 samples at temperature 1.0).* + +## Open Research Questions on Algorithm and Model + +Based on AReaL, our team is also actively exploring the research frontier of LRMs. We highlight some of the major research topics we are working on. + +- **Effective Training Datasets for LRMs** How do we design training tasks that enable LRMs to progressively evolve sophisticated reasoning skills via RL? + - For more advanced distilled models, such as DeepSeek-R1-Distill-Qwen-7B and DeepSeek-R1-Distill-Qwen-32B, what kind of task distribution could drive further enhancements? + - How to properly curate the distillation dataset for cold-start to achieve the best RL results? +- **Boosting Reasoning with Auxiliary Training Signals.** Can auxiliary signals — such as Process Reward Models (PRMs) and expert-curated labels — be adopted in RL training to refine the reasoning processes of LRMs? +- **Adaptive Response Lengths: Quality Over Quantity.** How can RL training schemes teach LRMs to dynamically adjust response complexity based on task difficulty? The goal is to eliminate redundant "over-reasoning" for simpler inputs while preserving rigor for challenging problems. +- **Sample Efficient RL for LRMs** In addition to system-level acceleration, can we further speed up the LRM training process with a more sample-efficient advanced RL algorithm? Can we get the critic back to reduce gradient variance without compromising the computation efficiency? How to better encourage exploration? \ No newline at end of file diff --git a/blog/AReaL_v0_2.md b/blog/AReaL_v0_2.md new file mode 100644 index 0000000000..afe3388d97 --- /dev/null +++ b/blog/AReaL_v0_2.md @@ -0,0 +1,139 @@ +

+AReaL v0.2: Training a SOTA 7B LRM with 1.5x Throughput Improvment +

+ +

+Release Date: 2025-03-31 +

+ +## Introduction +We are excited to release AReaL v0.2 (boba), featuring three major milestones: + ++ **SGLang Support**: With the addition of SGlang support and a series of engineering optimizations, AReaL v0.2 achieves a speed improvement of 1.5x over AReaL v0.1 on 7B models. ++ **SOTA 7B Model**: AReaL's RL training becomes more stable and sample-efficient. We obtain a SOTA 7B model in mathematical reasoning, which achieves pass@1 score of 61.9 on aime24 and 48.3 on aime25 respectively. ++ **Competitive 32B Model**: We train a highly competitive 32B model at an extremely low cost, achieving results comparable to QwQ-32B using only 200 data samples. + +| **Model (7B)** | **AIME 2024** | **AIME 2025** | **GPQA-Diamond** | +| :---: | :---: | :---: | :---: | +| R1-Distill-Qwen-7B | 55.0 | 39.7 | 47.1 | +| Light-R1-7B-DS | 56.7 | 44.9 | 40.9 | +| [AReaL-boba-RL-7B 🤗](https://huggingface.co/inclusionAI/AReaL-boba-RL-7B) | **61.9** | **48.3** | **47.6 ** | +| **Model (32B)** | **AIME 2024** | **AIME 2025** | **GPQA-Diamond** | +| R1-Distill-Qwen-32B | 72.6 | 54.9 | 63.2 | +| QwQ-32B | 78.9 | 70.2 | 64.6 | +| Light-R1-32B-DS | 76.2 | 67.8 | 63.5 | +| [AReaL-boba-SFT-32B 🤗](https://huggingface.co/inclusionAI/AReaL-boba-SFT-32B) | 78.8 | 62.1 | 60.1 | + + +*Table 1: The performance of [AReaL-boba-RL-7B](https://huggingface.co/inclusionAI/AReaL-boba-RL-7B) and [AReaL-boba-SFT-32B](https://huggingface.co/inclusionAI/AReaL-boba-SFT-32B). We obtain SOTA 7B model using RL on math reasoning. Although our dataset primarily consists of math and logic problems, we observed that RL training led to measurable improvements on the challenging STEM benchmark GPQA. Additionally, We train a highly competitive 32B model using only 200 data samples, replicating **QwQ-32B's** inference performance on AIME 2024.* + +### Training Speed Comparison + +![throughput_comparision_with_v0.1.0.png](/assets/thpt_comparison.png) + +AReaL v0.2.0 features the following system optimizations: + ++ **Upgraded Generation Backend: vLLM 0.6.3 → SGLang v0.4.0** + +The generation backend has been upgraded from vLLM 0.6.3 to SGLang v0.4.0, leveraging its radix attention mechanism to significantly improve throughput in scenarios where multiple responses are sampled from the same prompt. Additionally, SGLang automatically flushes radix caches upon weight updates, ensuring correctness in on-policy reinforcement learning (RL). We will continue tracking advancements in the community to integrate further optimizations. + ++ **Optimized Training for Variable-Length Sequences & Large Batches** + +To handle variable sequence lengths efficiently, we eliminate padding and instead pack sequences into 1D tensors. A dynamic allocation algorithm (approximately) optimally distributes sequences under a maximum token budget, balancing micro-batch sizes while minimizing the number of micro-batches. This approach maximizes GPU memory utilization, enabling efficient computation across a large batch of variable-length inputs. + ++ **High-Performance Data Transfer for 1K-GPU Scaling** + +AReaL employs NCCL with GPU-Direct RDMA (GDRDMA) over InfiniBand/RoCE, enabling direct GPU-to-GPU communication that bypasses costly CPU-mediated transfers and PCIe bottlenecks. Compared to traditional Ethernet-based approaches, this reduces latency and increases throughput, keeping generation-to-training data transfer overhead below 3 seconds even in a 1,000-GPU cluster. + +## Training Recipe +### SOTA 7B model using RL on math reasoning +#### Base Model +We use [R1-Distill-Qwen-7B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B) as our foundation model. + +#### Dataset Curation +Our training dataset ([AReaL-boba-106k](https://huggingface.co/datasets/inclusionAI/AReaL-RL-Data/blob/main/data/boba_106k_0319.jsonl)) combines resources from multiple open-source projects: + ++ [DeepScaleR](https://github.com/agentica-project/deepscaler) ++ [Open-Reasoner-Zero](https://github.com/Open-Reasoner-Zero/Open-Reasoner-Zero/) ++ [Light-R1](https://github.com/Qihoo360/Light-R1) ++ [DAPO](https://github.com/BytedTsinghua-SIA/DAPO) + +We enhanced this with challenging problems from: + ++ [NuminaMath](https://huggingface.co/datasets/AI-MO/NuminaMath-CoT) (AoPS/Olympiad subsets) ++ [ZebraLogic](https://hf-mirror.com/datasets/WildEval/ZebraLogic) + +To maintain an appropriate difficulty level, we filtered out overly simple questions. Specifically, We generate 8 solutions per question using DeepSeek-R1-Distill-Qwen-7B and filter out questions where all solutions were correct. + +#### Reward Function +We adopt a sparse sequence-level reward mechanism. The model is instructed to enclose the final answer within \boxed{}, and the boxed answer is then verified. Correct responses receive a reward of +5, while incorrect ones are penalized with -5. + +Notably, we observe that the KL reward can impair performance, particularly in long chain-of-thought training, so we set it to zero. + +#### RL Algorithm +We employ Proximal Policy Optimization (PPO) as our training algorithm. We remove the critic model to save compute. We set both the discount factor γ and the GAE parameter λ to 1. Such practices are also adopted by the [Open-Reasoner-Zero](https://github.com/Open-Reasoner-Zero/Open-Reasoner-Zero) project. + +#### Token-Level Loss Normalization +Averaging the loss in the sequence level can underweight the overall contribution of longer texts. To address this, we normalize the loss at the token level, this practice is also highlighted in [DAPO](https://github.com/BytedTsinghua-SIA/DAPO). + +#### Rollout Strategy +During the rollout phase, we sample 512 questions per batch, and the LLM generates 16 responses per question—resulting in a total batch size of 8,192. To minimize output truncation, we set the maximum generation length to 27K tokens. In our experiment, the truncation rate remained below 5%. + +#### Advantage Normalization +During the training phase, we compute advantages using GAE and normalize them across all generated tokens. + +#### Key Hyperparameters +| **Parameter** | **Value** | +| :---: | :---: | +| PPO Minibatches | 4 | +| Learning Rate | 2e-5 | +| Adam ε | 1e-5 | +| Batch Size | 8,192 | + + +This configuration balances convergence speed with training stability, avoiding collapse risks from higher learning rates or smaller ε values. + +### Approaching QwQ-32B's performance using only 200 data samples + + +At the 32B model size, we further refine the training data and released [AReaL-boba-SFT-200](https://huggingface.co/datasets/inclusionAI/AReaL-boba-Data/blob/main/AReaL-boba-SFT-200.jsonl), a high-quality dataset with only **200 data points**. Accompanied by relevant training scripts, we replicated **QwQ-32B's** inference performance on **AIME 2024** via Supervised Fine-Tuning (SFT). + +### Evaluation Best Practices +During evaluation, we use vLLM v0.6.3 as the generation framework. We identified several settings that influence evaluation performance, particularly for long-context generation. We recommend manually configuring the following options: + +```bash +enforce_eager=True +enable_chunked_prefill=False +disable_custom_all_reduce=True +disable_sliding_window=True +``` + +Following the practice of DeepSeek models, we incorporate a directive in the prompt: "Please reason step by step, and enclose your final answer in \boxed{}." To encourage long context reasoning, we also enforce that the model begins each response with "\n" at the start of its output. + +To ensure reliable pass@1 estimation, we: + ++ Sample 32 answers per problem ++ Use temperature=0.6 and top_p=0.95 for SFT models ++ Maintain training temperature (1.0) for RL models + +## Conclusion & Future Work +Our results demonstrate that **high-quality data is equally critical as algorithmic innovations**. +When conducting RL training on a powerful base model, we require more challenging problems to facilitate learning. Therefore, we integrate resources from multiple recent open-source projects and filter problems by difficulty. A straightforward strategy for data filtering involves removing problems that the base model consistently solves correctly across multiple sampling attempts, as these no longer contribute to improving the model's performance. + +AReaL delivers stable and fast training with cutting-edge model performances. Since initial release, we've continuously improved system efficiency, training stability, and accessibility. + +All aforementioned techniques have been implemented in AReaL, with **reproducible configurations** for various model sizes and different hardware setups. + +Looking ahead, the AReaL team will: + ++ Further optimize system performance ++ Introduce new features ++ Continue open-sourcing training data ++ Expand to broader reasoning tasks + +We believe these contributions lower the barrier for high-quality RL training while pushing the boundaries of reasoning capabilities. The project will continue evolving - we welcome community feedback and collaboration to drive further progress in this exciting field. + + + + + diff --git a/examples/README.md b/examples/README.md index 7dc6781284..d507b7ed09 100644 --- a/examples/README.md +++ b/examples/README.md @@ -13,15 +13,11 @@ Check if your hardware meets these minimum requirements: | Memory | 1 TB |1 TB per node|1 TB per node| 1 TB per node |1 TB per node| | Network | NVSwitch |NVSwitch + RoCE 3.2 Tbps|NVSwitch + RoCE 3.2 Tbps| NVSwitch + RoCE 3.2 Tbps |NVSwitch + RoCE 3.2 Tbps| | Storage | 1TB |Shared storage (NAS) 10TB|Shared storage (NAS) 10TB| Shared storage (NAS) 10TB |Shared storage (NAS) 10TB| -| **Total Time (Hours)** | **520** | **150** | **50** | **680** | **200** | +| **Total Time (Hours)** | **230** | **70** | **25** | **290** | **80** | Notes: - GPUs need to have 80GB memory. Other GPU models with similar specs are acceptable. - Single-node training can use local storage, but multi-node training requires shared storage. -- Total Training Time = Number of Epochs × Number of Steps per Epoch × Training Time per Step - - Number of Epochs defaults to 10. - - Number of steps per epoch depends on the dataset size and batch size. For example, with a dataset of 40,315 samples and a batch size of 1024, each epoch requires training for 40,315 / 1024 = 39.37 steps. Ultimately, an epoch will involve a minimum of 39 steps and a maximum of 40 steps of training. - - Training Time per Step depends on the number of GPUs used. ## Software Requirements This tutorial provides a Docker image. Below are the tested software versions: @@ -104,9 +100,9 @@ We train based on open-source models, which can be downloaded directly from Hugg ``` mkdir -p /storage/models cd /storage/models -GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B -GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-32B +cd DeepSeek-R1-Distill-Qwen-7B +git lfs pull ``` You can also use the HuggingFace CLI to download after installing PyPI and huggingface_hub. Refer to the [official documentation](https://huggingface.co/docs/huggingface_hub/guides/cli) for details. diff --git a/examples/README_zh.md b/examples/README_zh.md index f2e9cad4eb..8af1bdc5dd 100644 --- a/examples/README_zh.md +++ b/examples/README_zh.md @@ -14,7 +14,7 @@ | 内存 | 1 TB |每节点 1 TB|每节点 1 TB |每节点 1 TB |每节点 1 TB | | 通信 | NVSwitch |NVSwitch+RoCE 带宽 3.2 Tbps|NVSwitch+RoCE 带宽 3.2 Tbps|NVSwitch+RoCE 带宽 3.2 Tbps|NVSwitch+RoCE 带宽 3.2 Tbps| | 存储 | 1TB |共享存储(NAS)10TB |共享存储(NAS)10TB |共享存储(NAS)10TB |共享存储(NAS)10TB | -|总训练时间(小时)|520|150|50|680|200| +|总训练时间(小时)| **230** | **70** | **25** | **290** | **80** | 关于硬件要求的说明: @@ -24,11 +24,6 @@ - 所有训练均采用 16K 的 Context Length -- 总训练时间 = Epoch 数量 * 每个 Epoch 的 Step 数量 * 单步训练时间 - - - Epoch 数量默认为 10 - - 每个 Epoch 的 Step 数量与数据集大小和 Batch Size 有关。比如数据集为 40315 条,Batch Size 为 1024 时,每个 Epoch 需要训练 40315 / 1024 = 39.37 步,最终一个 Epoch 最少训练 39 步,最多训练 40 步。 - - 单步训练时间与 GPU 卡数有关 ## 软件要求 @@ -110,9 +105,9 @@ wget https://huggingface.co/datasets/inclusionAI/AReaL-RL-Data/resolve/main/data ``` mkdir -p /storage/models cd /storage/models -GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B -GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-32B +cd DeepSeek-R1-Distill-Qwen-7B +git lfs pull ``` 你也可以在安装 PyPI 和 huggingface_hub 后利用 huggingface CLI 进行下载,具体请参考[官方文档](https://huggingface.co/docs/huggingface_hub/guides/cli)