⚡️Changelog

Update Guide

Upgrade to latest version: pip install -U swanlab
Github: https://github.com/SwanHubX/SwanLab

v0.4.3 - 2025.1.17

🚀 New Features

• Added swanlab.sync_wandb(): Supports synchronizing metrics to SwanLab when using Weights&Biases for experiment tracking. Docs
• Added framework integration: Configuration items will now record the framework being used.

Optimizations

• Improved table view interactions, adding row and column dragging, filtering, and sorting interactions.
• Significantly optimized workspace loading performance.
• Significantly optimized log rendering performance.
• Improved the interaction when executing swanlab.init() on a non-logged-in computer.
• Fixed several known issues.

New Year's Day Update

🚀 New Features

• Upgraded chart smoothing; the state will remain preserved after webpage refresh
• Updated chart resizing; now you can change the size by dragging the bottom right corner of the chart

⚙️ Bug Fixes

• Fixed a bug where the project settings did not display the delete option when there were no experiments

v0.4.2 - 2024.12.24

🚀New Features

• Added password login
• Added project settings page

Improvements

• Fixed warning issues when running hardware monitoring on some devices

v0.4.0 - 2024.12.15

🎉The long-awaited hardware monitoring feature (cloud version) is now available, supporting system-level monitoring of CPU, NPU, and GPU:

• CPU: Utilization, Thread Count
• Memory: Utilization, Process Utilization, Available Memory
• Nvidia GPU: Utilization, Memory Allocation, Temperature, Power Consumption
• Ascend NPU: Utilization, HBM Allocation, Temperature

More monitoring features are on the way!

by Cunyue

v0.3.28 - 2024.12.6

🍥Announcement: Hardware monitoring feature coming soon!

🚀New Features

• Added integration with LightGBM
• Added integration with XGBoost

Improvements

• Increased line length limit for log recording
• Improved performance in preparation for version 0.4.0

v0.3.27 - 2024.11.26

🚀New Features

• Added Huawei Ascend NPU GPU detection
• Added integration with Coreshub

New UI Released!

🚀What We Improved

• Launched new website and UI interface focused on user experience
• Released personal/organization homepage
• Added "Dark Mode"
• Fully optimized "Quick Start Guide" with framework integrations and examples
• Improved experiment selection logic in "Chart Comparison View"

v0.3.25 - 2024.11.11

🚀New Features

• 🎉VSCode Extension is now available
• Added integration with Keras framework
• Added run.public method to access experiment project name, experiment name, links etc., #732

v0.3.22 - 2024.10.18

🚀New Features

• 🎉Benchmark Community Beta version is now live: https://swanlab.cn/benchmarks
• Added integration with PaddleYolo, Documentation

Bug Fixes

• Fixed sqlite parallel read/write errors during multiple parallel experiment submissions, #715
• Fixed compatibility issues with CPU brand recording

v0.3.21 - 2024.9.26

🚀New Features

• Organization creation is now fully open, with a limit of 15 people per organization
• Experiment names now support "duplicates" with a new experiment naming system

v0.3.19 - 2024.9.2

🚀New Features

• (Beta) Added cloud storage functionality for task-based training swanlab task, Documentation

Improvements

• [Environment] Added CPU brand recording

Bug Fixes

• Fixed issues with swanlab login in Windows command line caused by misoperations

v0.3.17 - 2024.8.18

1. Completed code refactoring of cloud chart library and frontend, improved many interactions
2. Fixed parameter display issue in experiment table sidebar for unloaded experiments
3. Fixed network connection errors caused by requests package for some users
4. [Environment] Added NVIDIA driver version recording
5. Local board now supports automatic port renewal for occupied ports

v0.3.16 - 2024.7.31

🚀New Features

• (Beta) Added task-based training swanlab task functionality
• Added integration with torchtune, Documentation

Improvements

• Added public parameter to swanlab.init to set new project visibility, defaults to False
• Changed default visibility of projects created with swanlab.init to private
• Added dataclass type support for swanlab.config

Bug Fixes

• Fixed missing dependency issues when importing swanlab in conda-forge environment

v0.3.14 - 2024.7.20

Bug Fixes

• Fixed environment dependency installation issues
• Fixed various compatibility issues on Windows systems

v0.3.13 - 2024.6.27

🚀New Features

• Added support for changing experiment colors

⚡️Improvements

• Optimized issues in Google CoLab and Jupyter Notebook
• Improved error log collection and printing

Bug Fixes

• Fixed various issues when running on Windows systems
• Fixed terminal printing issues with frameworks like Hydra
• Fixed issue where save_dir couldn't be None in SwanlabVisBackend for mmengine integration

v0.3.11 - 2024.6.14

🚀New Features

• Added PID and Python Verbose to environment recording
• Support for changing project visibility
• Offline board command changed to swanlab watch [LOG PATH]

⚡️Improvements

• Optimized Python environment search performance
• Optimized SwanLab library architecture

Bug Fixes

• Fixed offline board startup failure issues

v0.3.10 - 2024.6.10

Bug Fixes

• Fixed encoding errors when uploading certain texts
• Fixed environment information not uploading correctly

v0.3.9 - 2024.6.8

🚀New Features

• swanlab logout: Support logging out of SwanLab account in terminal

👥Integration

• Added integration with HuggingFace Accelerate, Documentation

⚡️Improvements

• Improved media file upload stability

Bug Fixes

• Fixed nvml library compatibility issues
• Resolved 409 errors when uploading large media files at experiment end
• Fixed OSError issues on some machines

v0.3.8 - 2024.5.31

⚡️Improvements

• Improved integration with ultralytics in ddp scenarios
• Added latest version notification during swanlab.init

Bug Fixes

• Fixed thread crash when log value is inf
• Fixed image upload failures during long training sessions

v0.3.6 - 2024.5.28

Bug Fixes

• Fixed some logging data upload issues
• Fixed swanlab login issues

v0.3.4 - 2024.5.27

🚀New Features

• Added mode parameter to swanlab.init, supporting new disabled mode
• Support for batch experiment deletion

⚡️Improvements

• Optimized ultralytics integration code

👥Integration

• Integration with Stable Baseline3, Guide

v0.3.3 - 2024.5.22

👥Integration

• Integration with Weights & Biases, supporting wandb project conversion to SwanLab projects, Guide
• Integration with Ultralytics, Guide
• Integration with fastai, Guide

v0.3.2 - 2024.5.17

👥Integration

• Integration with Tensorboard, supporting conversion of Tensorboard log files to SwanLab experiments, Guide

🚀New Features

• Support for downloading line charts as PNG images
• SwanLab experiments can now be embedded in online documents (Feishu/Notion etc. that support webpage embedding)
• Table view supports CSV export
• Table view supports metrics-only view

⚡️Improvements

• Optimized value display in line charts and table views

⚙️Bug Fixes

• Fixed config table display bug when loading hydra config files with swanlab.config on Windows
• Resolved SwanLab login issues in Jupyter Notebook

v0.3.1 - 2024.5.3

⚡️Improvements

• Added default .gitignore to swanlog log folder

⚙️Bug Fixes

• Fixed compatibility issues with Omegaconfig and similar types in swanlab.init config