Embedl Hub Python library
embedl-hub is the Python client and command-line interface for
Embedl Hub, a shared platform for developing and
validating physical AI. It records your work as runs in a Hub project, with
their parameters, metrics, tags, and files, from your own Python code or from
the shell. The documentation explains the
concepts and covers the full feature set.
Installation
Python 3.10 or newer.
pip install embedl-hub
This installs the embedl_hub package and the embedl-hub command (ehub
for short).
Set up access
Create a key on your API keys page, then store it:
embedl-hub auth --api-key <your-key>
See SDK setup for self-hosted Hubs and Configuration for the environment variables to use in CI.
Track from Python
from pathlib import Path
from embedl_hub.tracking import Client
client = Client() # uses the stored API key
client.set_project("my-project") # the project to record runs in
with client.start_run("eval", name="Baseline") as run: # finished when the block ends
client.log_param("model", "resnet18") # a setting
client.log_metric("accuracy", 0.923, step=1) # a measurement
client.log_tag("stage", "baseline") # a label
Path("predictions.json").write_text("[]") # a file to upload
client.log_artifact("predictions.json") # uploads it
print(run.id) # the run's ID
See Direct tracking for
everything a Client can record, and
Decorator tracking for
tracking a pipeline of Python functions.
Track from the shell
embedl-hub use project my-project # the project for this directory
embedl-hub run start --type eval --use # starts a run and prints its URL
embedl-hub log param model resnet18 # a setting
embedl-hub log metric accuracy 0.923 --step 1 # a measurement
embedl-hub log tag stage baseline # a label
embedl-hub log artifact predictions.json # uploads a file
embedl-hub run finish # ends the run
See the CLI guide for the rest, or run
embedl-hub --help.
Project status
embedl-hub is under active development. The public API may change between
releases in the 0.0.x series, so pin an exact version for a reproducible build.
Support
For questions, bug reports, and feedback, contact support@embedl.com.
License
This software is subject to the Embedl Hub Software License Agreement.
4 maintainers
Metadata
4 maintainers
Release files for embedl-hub 0.0.8
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| embedl_hub-0.0.8.tar.gz | 110.0 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| embedl_hub-0.0.8-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 234.3 kB
Release files / embedl_hub-0.0.8.tar.gz
| Download URL | embedl_hub-0.0.8.tar.gz |
|---|---|
| Size | 110.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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| Download URL | embedl_hub-0.0.8-py3-none-any.whl |
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| Size | 124.2 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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ca3b5392dbab7cf18f210670865c3eccb56caf9b29ea3bfdd763d8ef563ab830
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
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Transparency logSecurity for embedl-hub 0.0.8
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Attestation for embedl_hub-0.0.8.tar.gz
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Signed by GitHub Actions, verified by PyPI on Oct 12, 2026.
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