# SwanLab

> AI训练分析平台

顶尖的AI训练分析平台，深度洞察百万指标，加速模型迭代，与50+主流AI训练框架集成

## Table of Contents

- [⚡️Changelog](/en/guide_cloud/general/changelog.md)
- [⚡️Integrated Frameworks](/en/guide_cloud/integration.md)
- [⚡️更新日志](/guide_cloud/general/changelog.md)
- [⚡️集成框架一览](/guide_cloud/integration.md)
- [📖大模型训练课程](/course/llm_train_course/00-preface.md)
- [🤗HuggingFace Accelerate](/en/guide_cloud/integration/integration-huggingface-accelerate.md)
- [🤗HuggingFace Accelerate](/guide_cloud/integration/integration-huggingface-accelerate.md)
- [🤗HuggingFace Transformers](/en/guide_cloud/integration/integration-huggingface-transformers.md)
- [🤗HuggingFace Transformers](/guide_cloud/integration/integration-huggingface-transformers.md)
- [🤗HuggingFace TRL](/en/guide_cloud/integration/integration-huggingface-trl.md)
- [🤗HuggingFace TRL](/guide_cloud/integration/integration-huggingface-trl.md)
- [🚀Quick Start](/en/guide_cloud/general/quick-start.md)
- [🚀快速开始](/guide_cloud/general/quick-start.md)
- [3.1 模型参数设置](/course/prompt_engineering_course/05-tips_for_prompt/1.model_parameter_settings.md)
- [3.2 提示词结构](/course/prompt_engineering_course/05-tips_for_prompt/2.prompt_structure.md)
- [3.3 提示词要素](/course/prompt_engineering_course/05-tips_for_prompt/3.prompt_elements.md)
- [3.4 其他提示词技巧](/course/prompt_engineering_course/05-tips_for_prompt/4.other_prompt_techniques.md)
- [6.1 预训练阶段的合成数据](/course/prompt_engineering_course/08-synthetic_data/1.pretrain_data.md)
- [6.2 微调阶段的合成数据](/course/prompt_engineering_course/08-synthetic_data/2.instruct_data.md)
- [6.3 推理合成数据](/course/prompt_engineering_course/08-synthetic_data/3.reasoning_data.md)
- [8.1 函数调用实践](/course/prompt_engineering_course/10-Agent/1.function_calling.md)
- [8.2 MCP实践](/course/prompt_engineering_course/10-Agent/2.mcp_usage.md)
- [8.3 多Agents简介](/course/prompt_engineering_course/10-Agent/3.multi_agents.md)
- [About Us](/en/guide_cloud/community/emotion-machine.md)
- [Accessing SwanLab Cloud from Internal Computing Nodes](/en/guide_cloud/experiment_track/ssh-portforwarding.md)
- [Add Project Collaborators](/en/guide_cloud/experiment_track/add-collaborator.md)
- [Add SwanLab into Your Library](/en/guide_cloud/integration/integration-any-library.md)
- [API Docs](/en/api/api-index.md)
- [API文档](/api/api-index.md)
- [Archaeological RNN Series (Part 1): Understanding How PyTorch RNN Handles Variable-Length Batch Training](/en/examples/rnn_tutorial_1.md)
- [Archaeological RNN Tutorial (Part 2): How to Use RNN Networks for Sequence Prediction](/en/examples/rnn_tutorial_2.md)
- [AREAL](/en/guide_cloud/integration/integration-areal.md)
- [AREAL](/guide_cloud/integration/integration-areal.md)
- [Argparse](/en/guide_cloud/integration/integration-argparse.md)
- [Argparse](/guide_cloud/integration/integration-argparse.md)
- [Ascend NPU & MindSpore](/en/guide_cloud/integration/integration-ascend.md)
- [Ascend NPU & MindSpore](/guide_cloud/integration/integration-ascend.md)
- [async\_log](/en/api/py-async-log.md)
- [async\_log](/api/py-async-log.md)
- [Audio Classification](/en/examples/audio_classification.md)
- [Avoiding Key Conflicts on Shared Servers](/en/guide_cloud/experiment_track/api-key-conflict.md)
- [Bark](/en/plugin/notification-bark.md)
- [Bark](/plugin/notification-bark.md)
- [BERT Text Classification](/en/examples/bert.md)
- [BERT文本分类](/course/llm_train_course/01-traditionmodel/1.bert.md)
- [BERT文本分类](/examples/bert.md)
- [Cat and Dog Classification](/en/examples/cats_dogs_classification.md)
- [CatBoost](/en/guide_cloud/integration/integration-catboost.md)
- [CatBoost](/guide_cloud/integration/integration-catboost.md)
- [CIFAR10 Image Classification](/en/examples/cifar10.md)
- [CIFAR10 图像分类](/examples/cifar10.md)
- [Citing SwanLab in Your Papers](/en/guide_cloud/community/paper-cite.md)
- [Configure OAuth2 SSO Login as an Administrator (Keycloak Example)](/en/self_host/kubernetes/sso/oauth2-configuration.md)
- [Configure OIDC SSO Login as an Administrator (Keycloak Example)](/en/self_host/kubernetes/sso/oidc-configuration.md)
- [Configure SAML2 SSO Login as an Administrator (Keycloak and Authentik Examples)](/en/self_host/kubernetes/sso/saml2-configuration.md)
- [Configure TRUSTED Login and Third-Party Platform Integration as an Administrator](/en/self_host/kubernetes/sso/trusted-configuration.md)
- [Contributing to SwanLab](/en/guide_cloud/community/contributing-code.md)
- [Contributing to SwanLab Official Documentation](/en/guide_cloud/community/contributing-docs.md)
- [Crafting Your Custom Plugin](/en/plugin/custom-plugin.md)
- [Create an Experiment](/en/guide_cloud/experiment_track/create-experiment.md)
- [Create Experiment with Configuration File](/en/guide_cloud/experiment_track/create-experiment-by-configfile.md)
- [CSV Table Logger](/en/plugin/writer-csv.md)
- [CSV表格记录器](/plugin/writer-csv.md)
- [Custom Value Configuration](/en/self_host/kubernetes/configuration.md)
- [Data Migration](/en/self_host/kubernetes/data-migration.md)
- [Deploying with Docker](/en/self_host/docker/deploy.md)
- [Deploying with Kubernetes](/en/self_host/kubernetes/deploy.md)
- [DiffSynth Studio](/en/guide_cloud/integration/integration-diffsynth-studio.md)
- [DiffSynth Studio](/guide_cloud/integration/integration-diffsynth-studio.md)
- [DingTalk](/en/plugin/notification-dingtalk.md)
- [Discord](/en/plugin/notification-discord.md)
- [Discord](/plugin/notification-discord.md)
- [DQN-CartPole](/en/examples/dqn_cartpole.md)
- [DQN-CartPole](/course/llm_train_course/04-reinforce/1.dqn_cartpole.md)
- [DQN-CartPole](/examples/dqn_cartpole.md)
- [EasyR1](/en/guide_cloud/integration/integration-easyr1.md)
- [EasyR1](/guide_cloud/integration/integration-easyr1.md)
- [Email Notification](/en/plugin/notification-email.md)
- [Email/Third-Party Notifications](/en/guide_cloud/experiment_track/send-notification.md)
- [Environment Variables](/en/api/environment-variable.md)
- [Equivalent to swanlab.init(callbacks=[...])](/en/plugin/shared-snippet.md)
- [EvalScope](/en/guide_cloud/integration/integration-evalscope.md)
- [EvalScope](/guide_cloud/integration/integration-evalscope.md)
- [Experiment Metadata](/en/guide_cloud/experiment_track/experiment-metadata.md)
- [FAQ](/en/guide_cloud/experiment_track/FAQ.md)
- [FAQ](/en/self_host/docker/faq.md)
- [FAQ](/en/self_host/kubernetes/faq.md)
- [FAQ](/guide_cloud/experiment_track/FAQ.md)
- [FashionMNIST](/en/examples/fashionmnist.md)
- [FashionMNIST](/examples/fashionmnist.md)
- [fastai](/en/guide_cloud/integration/integration-fastai.md)
- [fastai](/guide_cloud/integration/integration-fastai.md)
- [Fine-tuning ChatGLM4 for Large Model Instruction Following (with Code and Test Scripts)](/en/examples/glm4-instruct.md)
- [Fine-tuning Stable Diffusion for Text-to-Image Generation](/en/examples/stable_diffusion.md)
- [Finish an Experiment](/en/guide_cloud/experiment_track/finish-experiment.md)
- [Getting Started with Embodied AI using LeRobot](/en/examples/robot/lerobot-guide.md)
- [Github README Badges](/en/guide_cloud/community/github-badge.md)
- [Github README徽章](/guide_cloud/community/github-badge.md)
- [Grouping Experiments](/en/guide_cloud/experiment_track/grouping.md)
- [Hello World](/en/examples/hello_world.md)
- [Hello World](/examples/hello_world.md)
- [How to Choose the Right License for Your Large Model](/en/examples/how-to-choose-open-source-license.md)
- [Hydra](/en/guide_cloud/integration/integration-hydra.md)
- [Hydra](/guide_cloud/integration/integration-hydra.md)
- [Keras](/en/guide_cloud/integration/integration-keras.md)
- [Keras](/guide_cloud/integration/integration-keras.md)
- [Lark Notification](/en/plugin/notification-lark.md)
- [Lazy Person's Guide: Drag and Drop Documents = Your Own AI Document Assistant? How to Build RAG? SwanLab Document Assistant Solution Open-Sourced! (With Detailed Code)](/en/examples/agent/swanlab-rag.md)
- [LeRobot 具身智能入门](/examples/robot/lerobot-guide.md)
- [LightGBM](/en/guide_cloud/integration/integration-lightgbm.md)
- [LightGBM](/guide_cloud/integration/integration-lightgbm.md)
- [Limitations and Performance](/en/guide_cloud/experiment_track/limit-and-performance.md)
- [LLaMA Factory](/en/guide_cloud/integration/integration-llama-factory.md)
- [LLaMA Factory](/guide_cloud/integration/integration-llama-factory.md)
- [log](/en/api/py-log.md)
- [log](/api/py-log.md)
- [Log Custom 3D Chart](/en/guide_cloud/experiment_track/log-custom-3dchart.md)
- [Log Custom Chart](/en/guide_cloud/experiment_track/log-custom-chart.md)
- [Log Experiment Metrics](/en/guide_cloud/experiment_track/log-experiment-metric.md)
- [Log Media Data](/en/guide_cloud/experiment_track/log-media.md)
- [Logging Confusion Matrix](/en/guide_cloud/experiment_track/compute_metric/log-confusion-matrix.md)
- [Logging Distributed Training Metrics](/en/guide_cloud/experiment_track/log-distributed-training.md)
- [Logging PR Curve](/en/guide_cloud/experiment_track/compute_metric/log-pr-curve.md)
- [Logging ROC Curve](/en/guide_cloud/experiment_track/compute_metric/log-roc-curve.md)
- [LSTM Stock Prediction](/en/examples/lstm_stock.md)
- [LSTM股票预测](/course/llm_train_course/01-traditionmodel/2.lstm.md)
- [LSTM股票预测](/examples/lstm_stock.md)
- [merge\_callbacks](/en/api/py-merge-callback.md)
- [merge\_callbacks](/api/py-merge-callback.md)
- [Migrating from Docker Version to K8S Version](/en/self_host/docker/migration-docker-kubernetes.md)
- [MindSpeed-RL](/en/guide_cloud/integration/integration-mindspeed-rl.md)
- [MindSpeed-RL](/guide_cloud/integration/integration-mindspeed-rl.md)
- [MLflow](/en/guide_cloud/integration/integration-mlflow.md)
- [MLflow](/guide_cloud/integration/integration-mlflow.md)
- [MLX LM](/en/guide_cloud/integration/integration-mlx-lm.md)
- [MLX LM](/guide_cloud/integration/integration-mlx-lm.md)
- [MMDetection](/en/guide_cloud/integration/integration-mmdetection.md)
- [MMDetection](/guide_cloud/integration/integration-mmdetection.md)
- [MMEngine](/en/guide_cloud/integration/integration-mmengine.md)
- [MMEngine](/guide_cloud/integration/integration-mmengine.md)
- [MMPretrain](/en/guide_cloud/integration/integration-mmpretrain.md)
- [MMPretrain](/guide_cloud/integration/integration-mmpretrain.md)
- [MMSegmentation](/en/guide_cloud/integration/integration-mmsegmentation.md)
- [MMSegmentation](/guide_cloud/integration/integration-mmsegmentation.md)
- [MNIST Handwritten Digit Recognition](/en/examples/mnist.md)
- [MNIST手写体识别](/examples/mnist.md)
- [ModelScope Swift](/en/guide_cloud/integration/integration-swift.md)
- [ModelScope Swift](/guide_cloud/integration/integration-swift.md)
- [Monitoring & Logging Configuration Guide](/en/self_host/kubernetes/monitor-logging.md)
- [ms-swift微调Qwen3完成医疗问答任务](/course/llm_train_course/03-sft/8.other_frameworks/ms-swift.md)
- [NVIDIA-NeMo RL](/en/guide_cloud/integration/integration-nvidia-nemo-rl.md)
- [NVIDIA-NeMo RL](/guide_cloud/integration/integration-nvidia-nemo-rl.md)
- [Offline Dashboard](/en/guide_cloud/offline-board.md)
- [Offline Dashboard API Documentation](/en/guide_cloud/offline-board-api.md)
- [OmegaConf](/en/guide_cloud/integration/integration-omegaconf.md)
- [OmegaConf](/guide_cloud/integration/integration-omegaconf.md)
- [Online Support](/en/guide_cloud/community/online-support.md)
- [openMind大模型微调教程](/examples/openMind.md)
- [Other CLI Commands](/en/api/cli-swanlab-other.md)
- [Other Python APIs](/en/api/py-other.md)
- [PaddleDetection](/en/guide_cloud/integration/integration-paddledetection.md)
- [PaddleDetection](/guide_cloud/integration/integration-paddledetection.md)
- [PaddleNLP](/en/guide_cloud/integration/integration-paddlenlp.md)
- [PaddleNLP](/guide_cloud/integration/integration-paddlenlp.md)
- [PaddleNLP大模型微调实战](/course/llm_train_course/03-sft/8.other_frameworks/paddlenlp_finetune.md)
- [PaddleNLP大模型微调实战](/examples/paddlenlp_finetune.md)
- [PaddleYOLO](/en/guide_cloud/integration/integration-paddleyolo.md)
- [PaddleYOLO](/guide_cloud/integration/integration-paddleyolo.md)
- [Plugin Overview](/en/plugin/plugin-index.md)
- [Pretraining Your Own Large Model from Scratch](/en/examples/pretrain_llm.md)
- [Pure Offline Environment Deployment](/en/self_host/docker/offline-deployment.md)
- [PyTorch](/en/guide_cloud/integration/integration-pytorch.md)
- [PyTorch](/guide_cloud/integration/integration-pytorch.md)
- [PyTorch Lightning](/en/guide_cloud/integration/integration-pytorch-lightning.md)
- [PyTorch Lightning](/guide_cloud/integration/integration-pytorch-lightning.md)
- [Qwen1.5 Fine-Tuning Case Study](/en/examples/qwen_finetune.md)
- [Qwen1.5微调案例](/course/llm_train_course/03-sft/1.text_classification.md)
- [Qwen1.5微调案例](/examples/qwen_finetune.md)
- [Qwen2 Named Entity Recognition](/en/examples/ner.md)
- [Qwen2-VL Multimodal Large Model Fine-Tuning Practice](/en/examples/qwen_vl_coco.md)
- [Qwen2-VL多模态大模型微调实战](/course/llm_train_course/06-multillm/1.qwen_vl_coco.md)
- [Qwen2-VL多模态大模型微调实战](/examples/qwen_vl_coco.md)
- [Qwen2.5 Reproduction of DeepSeek-R1-ZERO](/en/examples/qwen_grpo.md)
- [Qwen2.5-VL模型目标检测（Grounding）任务领域微调教程](/course/llm_train_course/06-multillm/4.grounding.md)
- [Qwen2.5复现DeepSeek-R1-ZERO](/course/llm_train_course/04-reinforce/2.qwen_grpo.md)
- [Qwen2.5复现DeepSeek-R1-ZERO](/examples/qwen_grpo.md)
- [Qwen2命名实体识别](/course/llm_train_course/03-sft/2.ner.md)
- [Qwen2命名实体识别](/examples/ner.md)
- [Qwen3 Large Model Fine-Tuning in Practice: Medical Reasoning Dialogue](/en/examples/qwen3-medical.md)
- [Qwen3-"VL" — The Path to "Splicing Fine-Tuning" for an Ultra-Small Chinese Multimodal Model (With Code and SwanLab Records)](/en/examples/qwen3_smolvlm_muxi.md)
- [Qwen3-"VL"——超小中文多模态模型的“拼接微调”之路1（附代码和SwanLab记录）](/course/llm_train_course/06-multillm/2.qwen3_smolvlm_muxi.md)
- [Qwen3-"VL"——超小中文多模态模型的“拼接微调”之路1（附代码和SwanLab记录）](/examples/qwen3_smolvlm_muxi.md)
- [Qwen3.5微调-甄嬛角色扮演](/examples/qwen3.5-huanhuan.md)
- [Qwen3大模型微调实战：医学推理对话](/course/llm_train_course/03-sft/4.qwen3-medical-finetune.md)
- [Qwen3大模型微调实战：医学推理对话](/examples/qwen3-medical.md)
- [Ray](/en/guide_cloud/integration/integration-ray.md)
- [Ray](/guide_cloud/integration/integration-ray.md)
- [Remote Access to Offline Dashboard](/en/guide_cloud/remote-view.md)
- [Resuming Experiments / Continuing Interrupted Training](/en/guide_cloud/experiment_track/resume-experiment.md)
- [RLinf](/en/guide_cloud/integration/integration-rlinf.md)
- [RLinf](/guide_cloud/integration/integration-rlinf.md)
- [ROLL](/en/guide_cloud/integration/integration-roll.md)
- [ROLL](/guide_cloud/integration/integration-roll.md)
- [run](/en/api/py-run.md)
- [run](/api/py-run.md)
- [save](/en/api/py-save.md)
- [save](/api/py-save.md)
- [Sentence Transformers](/en/guide_cloud/integration/integration-sentence-transformers.md)
- [Sentence Transformers](/guide_cloud/integration/integration-sentence-transformers.md)
- [Set Experiment Configuration](/en/guide_cloud/experiment_track/set-experiment-config.md)
- [Setting Experiment Tags](/en/guide_cloud/experiment_track/set-experiment-tag.md)
- [Slack](/en/plugin/notification-slack.md)
- [Slack](/plugin/notification-slack.md)
- [Smoothing for Line Charts](/en/guide_cloud/experiment_track/smooth-algorithms.md)
- [SpecForge](/en/guide_cloud/integration/integration-specforge.md)
- [SpecForge](/guide_cloud/integration/integration-specforge.md)
- [Stable Baselines3](/en/guide_cloud/integration/integration-sb3.md)
- [Stable Baselines3](/guide_cloud/integration/integration-sb3.md)
- [Stable Diffusion文生图微调](/course/llm_train_course/06-multillm/3.stable_diffusion.md)
- [Stable Diffusion文生图微调](/examples/stable_diffusion.md)
- [swanlab api](/en/api/cli-swanlab-api.md)
- [swanlab api](/api/cli-swanlab-api.md)
- [swanlab convert](/en/api/cli-swanlab-convert.md)
- [swanlab convert](/api/cli-swanlab-convert.md)
- [swanlab disabled](/en/api/cli-swanlab-disabled.md)
- [swanlab disabled](/api/cli-swanlab-disabled.md)
- [SwanLab Docs](/en.md)
- [swanlab local](/en/api/cli-swanlab-local.md)
- [swanlab local](/api/cli-swanlab-local.md)
- [swanlab login](/en/api/cli-swanlab-login.md)
- [swanlab login](/api/cli-swanlab-login.md)
- [swanlab logout](/en/api/cli-swanlab-logout.md)
- [swanlab logout](/api/cli-swanlab-logout.md)
- [swanlab offline](/en/api/cli-swanlab-offline.md)
- [swanlab offline](/api/cli-swanlab-offline.md)
- [swanlab online](/en/api/cli-swanlab-online.md)
- [swanlab online](/api/cli-swanlab-online.md)
- [swanlab ping](/en/api/cli-swanlab-ping.md)
- [swanlab ping](/api/cli-swanlab-ping.md)
- [SwanLab SSO Feature Overview](/en/self_host/kubernetes/sso/feature-overview.md)
- [SwanLab SSO Prerequisites](/en/self_host/kubernetes/sso/prerequisites.md)
- [SwanLab SSO 前置操作说明](/self_host/kubernetes/sso/prerequisites.md)
- [SwanLab SSO 功能说明](/self_host/kubernetes/sso/feature-overview.md)
- [swanlab sync](/en/api/cli-swanlab-sync.md)
- [swanlab sync](/api/cli-swanlab-sync.md)
- [swanlab verify](/en/api/cli-swanlab-verify.md)
- [swanlab verify](/api/cli-swanlab-verify.md)
- [swanlab watch](/en/api/cli-swanlab-watch.md)
- [swanlab watch](/api/cli-swanlab-watch.md)
- [swanlab.Api](/en/api/py-api.md)
- [swanlab.Api](/en/guide_cloud/experiment_track/use-openapi.md)
- [swanlab.Api](/api/py-api.md)
- [swanlab.Api](/guide_cloud/experiment_track/use-openapi.md)
- [swanlab.Api (Legacy)](/en/api/py-api-legacy.md)
- [swanlab.Api（旧版）](/api/py-api-legacy.md)
- [swanlab.Audio](/en/api/py-Audio.md)
- [swanlab.Audio](/api/py-Audio.md)
- [swanlab.converter](/en/api/py-converter.md)
- [swanlab.converter](/api/py-converter.md)
- [swanlab.echarts](/api/py-echarts.md)
- [swanlab.Echarts](/en/api/py-echarts.md)
- [swanlab.echarts.confusion\_matrix](/en/api/py-confusion_matrix.md)
- [swanlab.echarts.confusion\_matrix](/api/py-confusion_matrix.md)
- [swanlab.echarts.pr\_curve](/en/api/py-pr_curve.md)
- [swanlab.echarts.pr\_curve](/api/py-pr_curve.md)
- [swanlab.echarts.roc\_curve](/en/api/py-roc_curve.md)
- [swanlab.echarts.roc\_curve](/api/py-roc_curve.md)
- [swanlab.Html](/en/api/py-html.md)
- [swanlab.Html](/api/py-html.md)
- [swanlab.Image](/en/api/py-Image.md)
- [swanlab.Image](/api/py-Image.md)
- [swanlab.init](/en/api/py-init.md)
- [swanlab.init](/api/py-init.md)
- [swanlab.integration](/en/api/py-integration.md)
- [swanlab.integration](/api/py-integration.md)
- [swanlab.login](/en/api/py-login.md)
- [swanlab.login](/api/py-login.md)
- [swanlab.Molecule](/en/api/py-molecule.md)
- [swanlab.Molecule](/api/py-molecule.md)
- [swanlab.Object3D](/en/api/py-object3d.md)
- [swanlab.Object3D](/api/py-object3d.md)
- [swanlab.register\_callbacks](/en/api/py-register-callback.md)
- [swanlab.register\_callbacks](/api/py-register-callback.md)
- [swanlab.Settings](/en/api/py-settings.md)
- [swanlab.Settings](/api/py-settings.md)
- [swanlab.sync\_mlflow](/en/api/py-sync-mlflow.md)
- [swanlab.sync\_mlflow](/api/py-sync-mlflow.md)
- [swanlab.sync\_tensorboard](/en/api/py-sync-tensorboard.md)
- [swanlab.sync\_tensorboard](/api/py-sync-tensorboard.md)
- [swanlab.sync\_wandb](/en/api/py-sync-wandb.md)
- [swanlab.sync\_wandb](/api/py-sync-wandb.md)
- [swanlab.Text](/en/api/py-Text.md)
- [swanlab.Text](/api/py-Text.md)
- [swanlab.Video](/en/api/py-video.md)
- [swanlab.Video](/api/py-video.md)
- [System Hardware Monitoring](/en/guide_cloud/experiment_track/system-monitor.md)
- [Team / Enterprise Plan](/en/self_host/enterprise-version.md)
- [Telegram](/en/plugin/notification-telegram.md)
- [Telegram](/plugin/notification-telegram.md)
- [TensorBoard](/en/guide_cloud/integration/integration-tensorboard.md)
- [TensorBoard](/guide_cloud/integration/integration-tensorboard.md)
- [Torchtune](/en/guide_cloud/integration/integration-pytorch-torchtune.md)
- [Torchtune](/guide_cloud/integration/integration-pytorch-torchtune.md)
- [Track Experiments with Jupyter Notebook](/en/guide_cloud/experiment_track/jupyter-notebook.md)
- [Ultralytics](/en/guide_cloud/integration/integration-ultralytics.md)
- [Ultralytics](/guide_cloud/integration/integration-ultralytics.md)
- [UNet for Medical Image Segmentation](/en/examples/unet-medical-segmentation.md)
- [UNet 医学影像分割](/examples/unet-medical-segmentation.md)
- [Unsloth](/en/guide_cloud/integration/integration-unsloth.md)
- [Unsloth](/guide_cloud/integration/integration-unsloth.md)
- [Untitled](/course.md)
- [Untitled](/course/llm_train_course/01-traditionmodel.md)
- [Untitled](/course/llm_train_course/02-pretrain.md)
- [Untitled](/course/llm_train_course/03-sft.md)
- [Untitled](/course/llm_train_course/04-reinforce.md)
- [Untitled](/course/llm_train_course/05-eval.md)
- [Untitled](/course/llm_train_course/06-multillm.md)
- [Untitled](/course/prompt_engineering_course/03-environmental_installation_platform_preparation/1.huawei.md)
- [Untitled](/guide_cloud/experiment_track/environment.md)
- [Update & Rollback](/en/self_host/kubernetes/upgrade.md)
- [Upload Offline Experiment Data](/en/guide_cloud/experiment_track/sync-logfile.md)
- [Using Skill in AI Agents](/en/guide_cloud/experiment_track/skill.md)
- [Using SwanLab in Teams](/en/guide_cloud/general/organization.md)
- [Using SwanLab on Your Phone](/en/guide_cloud/general/app.md)
- [verl](/guide_cloud/integration/integration-verl.md)
- [Verl](/en/guide_cloud/integration/integration-verl.md)
- [Viewing Experiment Results](/en/guide_cloud/experiment_track/view-result.md)
- [Vit-KNO Weather Forecasting](/en/examples/ViT-KNO.md)
- [Vit-KNO 气象预测](/examples/ViT-KNO.md)
- [Webhook Usage Guide](/en/guide_cloud/experiment_track/webhook-setup.md)
- [Webhook使用说明](/guide_cloud/experiment_track/webhook-setup.md)
- [Weights & Biases](/en/guide_cloud/integration/integration-wandb.md)
- [Weights & Biases](/guide_cloud/integration/integration-wandb.md)
- [Welcome to SwanLab](/en/guide_cloud/general/what-is-swanlab.md)
- [What is Experiment Tracking](/en/guide_cloud/experiment_track/what-is-experiment-track.md)
- [WXWork Notification](/en/plugin/notification-wxwork.md)
- [XGBoost](/en/guide_cloud/integration/integration-xgboost.md)
- [XGBoost](/guide_cloud/integration/integration-xgboost.md)
- [XTuner](/en/guide_cloud/integration/integration-xtuner.md)
- [XTuner](/guide_cloud/integration/integration-xtuner.md)
- [YOLO Object Detection](/en/examples/yolo.md)
- [Yolo目标检测](/examples/yolo.md)
- [一文带你熟悉lora微调各类参数，轻松上手deepseek模型微调(全过程代码+结果对比)](/course/llm_train_course/03-sft/7.deepseek-lora.md)
- [上传离线实验数据](/guide_cloud/experiment_track/sync-logfile.md)
- [为 SwanLab 作出贡献](/guide_cloud/community/contributing-code.md)
- [为SwanLab官方文档做贡献](/guide_cloud/community/contributing-docs.md)
- [什么是实验记录](/guide_cloud/experiment_track/what-is-experiment-track.md)
- [从Docker版本迁移至K8S版本](/self_host/docker/migration-docker-kubernetes.md)
- [从零预训练一个自己的大模型](/course/llm_train_course/02-pretrain/1.qwen-pretrain.md)
- [从零预训练一个自己的大模型](/examples/pretrain_llm.md)
- [企业微信](/plugin/notification-wxwork.md)
- [使用 Skill 自动分析实验](/guide_cloud/experiment_track/skill.md)
- [使用ChatGLM4进行大模型指令遵从微调（附代码和测试脚本）](/course/llm_train_course/03-sft/3.glm4-instruct.md)
- [使用ChatGLM4进行大模型指令遵从微调（附代码和测试脚本）](/examples/glm4-instruct.md)
- [使用Docker进行部署](/self_host/docker/deploy.md)
- [使用Kubernetes进行部署](/self_host/kubernetes/deploy.md)
- [使用llamafactory框架进行qlora微调教程](/course/llm_train_course/03-sft/6.llamafactory-finetune/lora2.md)
- [使用Macbook和M微调Qwen3——通过微调给Qwen起一个新名字（手把手教学）](/course/llm_train_course/03-sft/5.mac-qwen3-finetune.md)
- [使用Macbook和M微调Qwen3——通过微调给Qwen起一个新名字（手把手教学）](/examples/mlx_lm_finetune.md)
- [关于我们](/guide_cloud/community/emotion-machine.md)
- [其他CLI命令](/api/cli-swanlab-other.md)
- [其他Python API](/api/py-other.md)
- [分组管理实验](/guide_cloud/experiment_track/grouping.md)
- [创建一个实验](/guide_cloud/experiment_track/create-experiment.md)
- [制作你的自定义插件](/plugin/custom-plugin.md)
- [前言](/course/prompt_engineering_course/01-preface.md)
- [团队/企业版](/self_host/enterprise-version.md)
- [团队使用SwanLab](/guide_cloud/general/organization.md)
- [在内网计算节点访问SwanLab Cloud](/guide_cloud/experiment_track/ssh-portforwarding.md)
- [在手机上使用SwanLab](/guide_cloud/general/app.md)
- [在线支持](/guide_cloud/community/online-support.md)
- [在论文中引用SwanLab](/guide_cloud/community/paper-cite.md)
- [基于EvalScope的Qwen模型评估教程](/course/llm_train_course/05-eval/1.evalscope.md)
- [多人共用服务器避免密钥冲突](/guide_cloud/experiment_track/api-key-conflict.md)
- [如何为你的大模型选对许可证](/examples/how-to-choose-open-source-license.md)
- [定义数据](/shared/custom-charts-3d.md)
- [定义数据](/shared/custom-charts.md)
- [实验元数据](/guide_cloud/experiment_track/experiment-metadata.md)
- [将SwanLab集成到你的库](/guide_cloud/integration/integration-any-library.md)
- [常见问题](/self_host/docker/faq.md)
- [常见问题](/self_host/kubernetes/faq.md)
- [微调基于Qwen2.5-VL-7B-Instruct的自动驾驶辅助模型](/guide_cloud/integration/integration-llama-factory-online.md)
- [恢复实验/断点续训](/guide_cloud/experiment_track/resume-experiment.md)
- [懒人专属：拖入文档=拥有AI文档助手？RAG怎么做？SwanLab文档助手方案开源了！（附详细代码）](/course/prompt_engineering_course/11-swanlab_rag/1.swanlab-rag.md)
- [懒人专属：拖入文档=拥有AI文档助手？RAG怎么做？SwanLab文档助手方案开源了！（附详细代码）](/examples/agent/swanlab-rag.md)
- [折线图平滑](/guide_cloud/experiment_track/smooth-algorithms.md)
- [提示词工程指南](/course/prompt_engineering_course/02-prompt_guide.md)
- [插件一览](/plugin/plugin-index.md)
- [教LLM玩数独：基于GRPO强化学习训练](/course/llm_train_course/04-reinforce/3.sudoku_grpo.md)
- [教LLM玩数独：基于GRPO强化学习训练](/examples/sudoku_grpo.md)
- [数据迁移](/self_host/kubernetes/data-migration.md)
- [更新与回滚](/self_host/kubernetes/upgrade.md)
- [查看实验结果](/guide_cloud/experiment_track/view-result.md)
- [欢迎使用SwanLab](/guide_cloud/general/what-is-swanlab.md)
- [添加项目协作者](/guide_cloud/experiment_track/add-collaborator.md)
- [猫狗分类](/examples/cats_dogs_classification.md)
- [玩转扩散语言模型——教你学会如何用LLaDA模型做训练任务](/course/llm_train_course/08-diffusion/1.llada.md)
- [玩转扩散语言模型——教你学会如何用LLaDA模型做训练任务](/examples/diffusion_language_model.md)
- [环境变量](/api/environment-variable.md)
- [用 Notebook 跟踪实验](/guide_cloud/experiment_track/jupyter-notebook.md)
- [用CosyVoice2实现派蒙语音的微调](/course/llm_train_course/07-audio/1.cosyvoice-sft.md)
- [用CosyVoice2实现派蒙语音的微调](/examples/genshin-paimon-cosyvoice-sft.md)
- [用配置文件创建实验](/guide_cloud/experiment_track/create-experiment-by-configfile.md)
- [监控与日志配置指南](/self_host/kubernetes/monitor-logging.md)
- [离线看板](/guide_cloud/offline-board.md)
- [离线看板接口文档](/guide_cloud/offline-board-api.md)
- [第一章 环境安装](/course/prompt_engineering_course/03-environmental_installation_platform_preparation.md)
- [第七章 RAG检索](/course/prompt_engineering_course/09-RAG.md)
- [第三章 提示词撰写技巧](/course/prompt_engineering_course/05-tips_for_prompt.md)
- [第九章 项目实战](/course/prompt_engineering_course/11-swanlab_rag.md)
- [第二章 模型选择](/course/prompt_engineering_course/04-model_types.md)
- [第五章 多模态提示词](/course/prompt_engineering_course/07-multimodal_prompt.md)
- [第八章 Agent实践](/course/prompt_engineering_course/10-Agent.md)
- [第六章 合成数据](/course/prompt_engineering_course/08-synthetic_data.md)
- [第四章 常见任务示例](/course/prompt_engineering_course/06-common_task_examples.md)
- [等价于 swanlab.init(callbaks=[...])](/plugin/shared-snippet.md)
- [管理员配置 OAuth2 SSO 登录（以 Keycloak 为例）](/self_host/kubernetes/sso/oauth2-configuration.md)
- [管理员配置 OIDC SSO 登录（以 Keycloak 为例）](/self_host/kubernetes/sso/oidc-configuration.md)
- [管理员配置 SAML2 SSO 登录（以 Keycloak、Authentik 为例）](/self_host/kubernetes/sso/saml2-configuration.md)
- [管理员配置 TRUSTED 登录与第三方平台接入](/self_host/kubernetes/sso/trusted-configuration.md)
- [系统硬件监控](/guide_cloud/experiment_track/system-monitor.md)
- [纯离线环境部署](/self_host/docker/offline-deployment.md)
- [结束一个实验](/guide_cloud/experiment_track/finish-experiment.md)
- [考古RNN篇（上）：一文搞懂pytorch RNN如何处理可变长批次训练](/course/llm_train_course/01-traditionmodel/3.rnn/rnn_tutorial_1.md)
- [考古RNN篇（上）：一文搞懂pytorch RNN如何处理可变长批次训练](/examples/rnn_tutorial_1.md)
- [考古RNN篇（下）：如何用RNN网络进行序列预测](/course/llm_train_course/01-traditionmodel/3.rnn/rnn_tutorial_2.md)
- [考古RNN篇（下）：如何用RNN网络进行序列预测](/examples/rnn_tutorial_2.md)
- [腾讯云应用部署](/self_host/tencentcloud-app.md)
- [自定义 Value 配置说明](/self_host/kubernetes/configuration.md)
- [记录PR曲线](/guide_cloud/experiment_track/compute_metric/log-pr-curve.md)
- [记录ROC曲线](/guide_cloud/experiment_track/compute_metric/log-roc-curve.md)
- [记录分布式训练指标](/guide_cloud/experiment_track/log-distributed-training.md)
- [记录媒体数据](/guide_cloud/experiment_track/log-media.md)
- [记录实验指标](/guide_cloud/experiment_track/log-experiment-metric.md)
- [记录混淆矩阵](/guide_cloud/experiment_track/compute_metric/log-confusion-matrix.md)
- [记录自定义3D图表](/guide_cloud/experiment_track/log-custom-3dchart.md)
- [记录自定义图表](/guide_cloud/experiment_track/log-custom-chart.md)
- [设置实验Tag](/guide_cloud/experiment_track/set-experiment-tag.md)
- [设置实验配置](/guide_cloud/experiment_track/set-experiment-config.md)
- [远程访问离线看板](/guide_cloud/remote-view.md)
- [邮件/第三方通知](/guide_cloud/experiment_track/send-notification.md)
- [邮件通知](/plugin/notification-email.md)
- [重温LoRA的原理，对比LoRA和QLoRA](/course/llm_train_course/03-sft/6.llamafactory-finetune/lora1.md)
- [钉钉](/plugin/notification-dingtalk.md)
- [阿里云计算巢应用部署](/self_host/alibabacloud-computenest.md)
- [限制与性能](/guide_cloud/experiment_track/limit-and-performance.md)
- [音频分类](/examples/audio_classification.md)
- [飞书通知](/plugin/notification-lark.md)