Kauldron is a ML research library optimized for quick iteration and modularity.
Project description
kauldron
Kauldron is a library for training machine learning models, optimized for research velocity and modularity.
Modularity:
- All parts of Kauldron are self-contained, so can be used independently outside Kauldron.
- Use any dataset (TFDS, Grain, SeqIO, your custom pipeline), any (flax) model, any optimizer,... Kauldron provides the glue that link everything together.
- Everything can be customized and overwritten (e.g. sweep over models architecture, overwrite any inner layer parameter,...)
Research velocity:
- Everything should work out-of the box. The example configs can be used and customized as a starting point.
- Colab-first workflow for easy prototyping and fast iteration
- Polished user experience (integrated XM plots, profiler, post-mortem debugging on borg, runtime shape checking, and many others...). Open an issue..
This is not an officially supported Google product.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
kauldron-1.2.0.tar.gz
(249.7 kB
view details)
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
kauldron-1.2.0-py3-none-any.whl
(396.1 kB
view details)
File details
Details for the file kauldron-1.2.0.tar.gz.
File metadata
- Download URL: kauldron-1.2.0.tar.gz
- Upload date:
- Size: 249.7 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.11.11
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
5da37560616abd887737ce8b8397c42d469446811c7ef40705b60b82d5724b3e
|
|
| MD5 |
cca84727983d09fbffc6587107a6bb5e
|
|
| BLAKE2b-256 |
7891c849b09cfa72370be709419a4bd1a2fb921b5ff51594e635a9edef01e06e
|
File details
Details for the file kauldron-1.2.0-py3-none-any.whl.
File metadata
- Download URL: kauldron-1.2.0-py3-none-any.whl
- Upload date:
- Size: 396.1 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.11.11
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
0ad2856ffb695319c9be20ab77be9d1c445d9eb66bbcfe16e4e9bf0cb844cb2b
|
|
| MD5 |
f045f9d08b0573ee4bbd3461b9e834b0
|
|
| BLAKE2b-256 |
1d606fa35b51fd1fa0c233226535193f0bc347ffb7317e82739bfe406c5640d1
|