fleetml
The Python client for FleetML, the self-hosted platform that rolls models out to Android, iOS and Linux devices with canaries, automatic rollback, A/B experiments and drift detection.
From a training pipeline, a notebook or CI: push a model, start a rollout,
wait for it, and read what the fleet reports. It speaks the server's REST API,
with the same words as the fleetml CLI, and depends only on httpx.
pip install fleetml
Python 3.9 or later. The package is typed (py.typed; its own code passes
mypy --strict).
import time
from fleetml import FleetML
fm = FleetML("<server URL>", api_key="...") # or FLEETML_SERVER, FLEETML_API_KEY
project = fm.projects.create(f"demo-{time.strftime('%Y%m%d-%H%M%S')}") # names are unique per server
version = fm.push("model.tflite", project=project.id, model="iris", version="1.0.0")
deployment = fm.deployments.start(fm.deployments.create(project.id, version.id).id)
print(fm.wait_for_deployment(deployment.id).status)
Documentation: docs/PYTHON_CLIENT.md. License: Apache-2.0.
Contact
- Anything about FleetML: hello@fleetml.dev.
- A security problem: security@fleetml.dev, see SECURITY.md.
- Questions in public: GitHub Discussions.
- Bugs: GitHub Issues, with the FleetML version and the command or log line that shows the problem.
1 maintainer
Metadata
1 maintainer
Release files for fleetml 0.10.4
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
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| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| fleetml-0.10.4-py3-none-any.whl | Python 3 | none | any | Details for fleetml-0.10.4-py3-none-any.whl |
Total release size: 41.6 kB
Release files / fleetml-0.10.4.tar.gz
| Download URL | fleetml-0.10.4.tar.gz |
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| Tags | Python 3 |
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