---
url: /en/guide_cloud/integration.md
---
# ⚡️Integrated Frameworks

Use your favorite framework with SwanLab!
Below is a list of frameworks we have integrated, please submit [Issue](https://github.com/swanhubx/swanlab/issues) to feedback the framework you want to integrate.

## Basic Frameworks

* [PyTorch](./integration-pytorch.md)
* [MindSpore](./integration-ascend.md)
* [Keras](./integration-keras.md)

## Specialized/Fine-tuned Frameworks

* [PyTorch Lightning](./integration-pytorch-lightning.md)
* [HuggingFace Transformers](./integration-huggingface-transformers.md)
* [LLaMA Factory](./integration-llama-factory.md)
* [ModelScope Swift](./integration-swift.md)
* [DiffSynth-Studio](./integration-diffsynth-studio.md)
* [Sentence Transformers](./integration-sentence-transformers.md)
* [PaddleNLP](./integration-paddlenlp.md)
* [OpenMind](https://modelers.cn/docs/zh/openmind-library/1.0.0/basic_tutorial/finetune/finetune_pt.html#%E8%AE%AD%E7%BB%83%E7%9B%91%E6%8E%A7)
* [Torchtune](./integration-pytorch-torchtune.md)
* [XTuner](./integration-xtuner.md)
* [MMEngine](./integration-mmengine.md)
* [FastAI](./integration-fastai.md)
* [LightGBM](./integration-lightgbm.md)
* [XGBoost](./integration-xgboost.md)
* [MLX-LM](./integration-mlx-lm.md)

## Evaluation Frameworks

* [EvalScope](./integration-evalscope.md)

## Computer Vision

* [Ultralytics](./integration-ultralytics.md)
* [MMDetection](./integration-mmdetection.md)
* [MMSegmentation](./integration-mmsegmentation.md)
* [PaddleDetection](./integration-paddledetection.md)
* [PaddleYOLO](./integration-paddleyolo.md)

## Reinforcement Learning

* [Stable Baselines3](./integration-sb3.md)
* [veRL](./integration-verl.md)
* [HuggingFace TRL](./integration-huggingface-trl.md)
* [EasyR1](./integration-easyr1.md)
* [AReaL](./integration-areal.md)
* [ROLL](./integration-roll.md)
* [NVIDIA-NeMo/RL](./integration-nvidia-nemo-rl.md)
* [RLinf](./integration-rlinf.md)
* [MindSpeed-RL](./integration-mindspeed-rl.md)

## Others:

* [TensorBoard](./integration-tensorboard.md)
* [Weights & Biases](./integration-wandb.md)
* [MLflow](./integration-mlflow.md)
* [HuggingFace Accelerate](./integration-huggingface-accelerate.md)
* [Ray](./integration-ray.md)
* [Hydra](./integration-hydra.md)
* [OmegaConf](./integration-omegaconf.md)
* [SpecForge](./integration-specforge.md)