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("http://localhost:18080", 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 0.9.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| fleetml-0.9.1.tar.gz | 23.2 kB | With provenance | Details for fleetml-0.9.1.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| fleetml-0.9.1-py3-none-any.whl | Python 3 | none | any | Details for fleetml-0.9.1-py3-none-any.whl |
Total release size: 39.6 kB
Release files / fleetml-0.9.1.tar.gz
| Download URL | fleetml-0.9.1.tar.gz |
|---|---|
| Size | 23.2 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
312af6b7f556552fd53806e3ac1a7c0f0ae6af7235747c99f61c205063b874a8
|
|
BLAKE2b-256 checksum How to use checksums |
186004fd5dbede6d03f574c50cd4fd0e5ef6b49af4b077eef5f033c8762a50f2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 25, 2026.
Transparency logRelease files / fleetml-0.9.1-py3-none-any.whl
| Download URL | fleetml-0.9.1-py3-none-any.whl |
|---|---|
| Size | 16.4 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
25b475652be52273cd1bca30a1856ea9c5bf444f42a4e6d275cd87d2491627b5
|
|
BLAKE2b-256 checksum How to use checksums |
2d7d331fda572f1c823098341168267027edff0517ab63114d6b452181281e99
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 25, 2026.
Transparency logSecurity for fleetml 0.9.1
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for fleetml-0.9.1.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 25, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
