gato
modelstore
| gato | modelstore | |
|---|---|---|
| 2 | 4 | |
| 202 | 378 | |
| - | 0.8% | |
| 4.3 | 5.9 | |
| 11 months ago | 7 months ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
gato
modelstore
-
An open source ML model registry called modelstore
A couple of years ago (during a lockdown!), I started working on modelstore - a Python library for managing trained machine learning models.
-
lightweight model performance tracking?
The lightest open source option I'm aware of is https://github.com/operatorai/modelstore
- What us the best MLOps platform for 2022
- [D] using git or other tools to manage models
What are some alternatives?
Perceiver - Implementation of Perceiver, General Perception with Iterative Attention in TensorFlow
onnxmltools - ONNXMLTools enables conversion of models to ONNX
athena - an open-source implementation of sequence-to-sequence based speech processing engine
aim - Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
bertviz - BertViz: Visualize Attention in NLP Models (BERT, GPT2, BART, etc.)
wandb - The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
best-of-ml-python - 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
polyaxon - MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle