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-1.3.0.tar.gz
(311.1 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-1.3.0-py3-none-any.whl
(492.3 kB
view details)
File details
Details for the file kauldron-1.3.0.tar.gz.
File metadata
- Download URL: kauldron-1.3.0.tar.gz
- Upload date:
- Size: 311.1 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.11.13
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
4d9e0c7e9692bca010b947ec085d9282a07128b3577067c0be6b50e175f623c5
|
|
| MD5 |
bbe8800717e2bc5dcb925776a91bcc3f
|
|
| BLAKE2b-256 |
52d231579a2bc748e4df257cf2298fbc162ee0ed2a8d47a24cad85a332d77b11
|
File details
Details for the file kauldron-1.3.0-py3-none-any.whl.
File metadata
- Download URL: kauldron-1.3.0-py3-none-any.whl
- Upload date:
- Size: 492.3 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.11.13
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
bbd7afc231eddbf21476077126d62826a5c1ba220fd1593afc551daaa8608111
|
|
| MD5 |
18fe46d90d89ef827941ef6fbe4fbfb1
|
|
| BLAKE2b-256 |
bed60f5564c39f128fb0ab1440f344ad35adfcc598909274c82b2b33204c7c09
|