Registry

[workflow action package]

@beam/mnist-mlp

MNIST — petit réseau réel

Real 196 → 32 ReLU → 10 softmax neural network: MNIST SGD, sample-weighted FedAvg, held-out accuracy. CPU and Python standard library, no synthetic data or simulated compute.

ExternalActiveValidatedHippius artifactmnistreal-trainingfedavgcpupythonsandbox

Trust

External

Placements

3

Permissions

-

Versions

2

[package identity]

Details

Identity and execution metadata for the latest version.

Package
@beam/mnist-mlp
Repository
-
Author
beam
Category
ml
API version
workflow-actions/v2
Latest tag
latest -> 1.1.0
Task mode
single-worker
Default placement
external-workers
Visibility
Public
Published
Nov 2, 2026, 12:39 AM
Updated
11/2/2026

[workflow reference]

Use in a workflow

Drop this into a workflow definition to reference the action.

{
  "actionPackageName": "@beam/mnist-mlp",
  "actionVersionRange": "^1.1.0",
  "config": {},
  "inputBindings": {}
}

[developer tooling]

CLI

Publish and resolve packages from a local development environment.

beam-registry publish . --tag latest
curl "https://api.lab.b3m.dev/registry/v1/resolve/%40beam/mnist-mlp?range=latest"