Neptune + Sacred Integration

Neptune is a tool used for experiment tracking, model registry, data versioning, and live model monitoring. This integration lets you use it as a UI (frontend) for the experiments you track in Sacred.

What will you get with this integration?

Log, display, organize, and compare ML experiments in a single place
Version, store, manage, and query trained models, and model building metadata
Record and monitor model training, evaluation, or production runs live

What will be logged to Neptune?

Hyperparameters
Losses and metrics
Training code (Python scripts or Jupyter notebooks) and Git information
Dataset version
Model configuration
Other metadata

Example custom dashboard in the Neptune app

Resources

Example

On the command line:

pip install neptune-sacred

In Python:

import neptune

# Start a run
run = neptune.init_run(
    project = "common/sacred-integration",
    api_token = neptune.ANONYMOUS_API_TOKEN,
)

# Create a Sacred experiment
experiment = Experiment("image_classification", interactive=True)

# Add NeptuneObserver and run the experiment
experiment.observers.append(NeptuneObserver(run=run))
experiment.run()

Support

If you got stuck or simply want to talk to us, here are your options:

Check our FAQ page
You can submit bug reports, feature requests, or contributions directly to the repository.
Chat! When in the Neptune application click on the blue message icon in the bottom-right corner and send a message. A real person will talk to you ASAP (typically very ASAP),
You can just shoot us an email at support@neptune.ai

Metadata

Release files for neptune-sacred 1.0.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for neptune-sacred 1.0.1
File	Size	Uploaded
neptune_sacred-1.0.1.tar.gz	9.4 kB	Jul 26, 2023	Details

Built distribution (wheel)

Table of built distributions (wheels) for neptune-sacred 1.0.1
File	Interpreter	ABI	Platform	Reset
neptune_sacred-1.0.1-py3-none-any.whl 10.9 kB Jul 26, 2023	Python 3	none	any	Details

Total release size: 20.3 kB

Release files / neptune_sacred-1.0.1.tar.gz

Download URL	neptune_sacred-1.0.1.tar.gz
Size	9.4 kB
Tags	Source
SHA-256 checksum How to use checksums	`076904429e80c870e0f553303e91a9ea7618c49cb9034cce9df842cfadc1b891`
BLAKE2b-256 checksum How to use checksums	`ec6e798fadeb6afc708deadad66600ca6e471ce4cab91c817635da94b107e272`
Upload date	Jul 26, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / neptune_sacred-1.0.1-py3-none-any.whl

Download URL	neptune_sacred-1.0.1-py3-none-any.whl
Size	10.9 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`b0059e1f66dec8aff5bdf521f0b5c515d1f44dd75b554c5825bf7636c95cb210`
BLAKE2b-256 checksum How to use checksums	`13118c0fdb475ee9cf28567728df9f0c87d3d81aaa31ad32f30f7a66d7c42905`
Upload date	Jul 26, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`