Torch-Board
Torchboard is a powerful library for real-time neural network modification and monitoring in PyTorch. Torchboard provides an interactive dashboard to tweak model architectures, visualize training metrics, and optimize hyperparameters on the fly.
Installation
Install Torch-Board via pip:
pip install torchboard
🧰 Features
- 📊 Live Metrics Dashboard: Visualize loss, accuracy, gradients, and other metrics in real time through an intuitive interface.
- 🛠️ Interactive Model Editing: Modify layers, activations, hyperparameters, and even stop or adjust training without restarting the training loop.
- 🌐 Automatic Localhost Hosting: The dashboard is automatically hosted on localhost, enabling seamless interaction with your model via a web interface.
- 🔍 Advanced Visualization Tools: Monitor weight distributions, activations, computational graph changes, and other insights like learning rate, accuracy, and loss curves.
- 🤝 Seamless PyTorch Integration: Supports most PyTorch optimizers and integrates effortlessly into existing workflows.
Contributing
Contributions are welcome! Please submit a pull request or open an issue to add new decorators or suggest improvements.
License
This project is licensed under the Apache v2.0 License.
Metadata
Release files for torchboard 0.1.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| torchboard-0.1.2.tar.gz | 107.6 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| torchboard-0.1.2-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 217.8 kB
Release files / torchboard-0.1.2.tar.gz
| Download URL | torchboard-0.1.2.tar.gz |
|---|---|
| Size | 107.6 kB |
| Tags | Source |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
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twine/6.1.0 CPython/3.12.8
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Release files / torchboard-0.1.2-py3-none-any.whl
| Download URL | torchboard-0.1.2-py3-none-any.whl |
|---|---|
| Size | 110.2 kB |
| Tags | Python 3 |
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SHA-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.12.8
|