Checkpoint Versioning - Model and Data versioning for Automated Machine Learning, Training and Finetuning using Git, DVC, and AWS S3
Project description
Model Training Guide
Setup
- Install dependencies:
pip install -r requirements.txt - Configure AWS and Bitbucket:
cpv aws-config && cpv bitbucket-config
Training
- Prepare training data in
data/directory - Update metrics logging in
train.py - Run:
python train.py
Versioning
- Upload checkpoint:
cpv model upload --message "Training v1" - List checkpoints:
cpv model list-tags - Revert to version:
cpv model revert --tag v1.0
Metrics
- Training metrics logged in
metrics.log - Model weights stored in
model.bin
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
pycpv-0.1.3.tar.gz
(154.6 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
pycpv-0.1.3-py3-none-any.whl
(14.8 kB
view details)
File details
Details for the file pycpv-0.1.3.tar.gz.
File metadata
- Download URL: pycpv-0.1.3.tar.gz
- Upload date:
- Size: 154.6 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.14.2
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
97ba615a90fc667ea7f0e20380d87f9af0b767d11a3bfd71606315678e077b87
|
|
| MD5 |
d2d27b25a0bfd2a672778e5b49d1f140
|
|
| BLAKE2b-256 |
917965ef1415d4575e3e6970a27433be522cd1e44c693b720274a43258ce1962
|
File details
Details for the file pycpv-0.1.3-py3-none-any.whl.
File metadata
- Download URL: pycpv-0.1.3-py3-none-any.whl
- Upload date:
- Size: 14.8 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.14.2
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
3dbd3631bd8e279ff973218aba654d9feb28b8ae27c798b64520135fe0a856ab
|
|
| MD5 |
59b8abc9e2a9fc13f70edd186855998f
|
|
| BLAKE2b-256 |
83286bd32ed8673fa9851e5397e057515d63533c7c55312b207c32a88d56322b
|
