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run workflow-sysml19-aggregathor
ck-action:run workflow-sysml19-aggregathor (v1.0.0)
License: BSD 3-clause (code) and CC BY-SA 4.0 (data)
Creation date: 2019-02-06
Source: GitHub
cID: 081173242a88bc94:f21e69a67244cdad
Don't hesitate to get in touch if you encounter any issues or would like to discuss this community project!
Creation date: 2019-02-06
Source: GitHub
cID: 081173242a88bc94:f21e69a67244cdad
Description
- Automation framework: CK
- Development repository: reproduce-sysml19-paper-aggregathor
- Source: GitHub
- How to get the stable version via the CK client:
pip install cbench
cb download module:workflow-sysml19-aggregathor --version=1.0.0 --all
ck run workflow-sysml19-aggregathor --help - How to get the development version:
pip install ck
ck pull repo:reproduce-sysml19-paper-aggregathor
ck run workflow-sysml19-aggregathor --help
- How to run from Python:
import ck.kernel as ck
r=ck.access({'action':'',
'module_uoa':'',
... See JSON API below ...
})
if r['return']>0: return r
...
- Module description: Workflow to automate validation of results from the SysML'19 paper: "AggregaThor: Byzantine Machine Learning via Robust Gradient Aggregation"
- API Python code: Link
- JSON API:
" Input: { (cmd_key) - local-mnist, local-mnist-attack or local-cifar10 (aggregator) - if not specified, use the list of ['averaged-median', 'krum-co', 'krum-py', 'average', 'median', 'krum-tf', 'average-nan', 'bulyan-co', 'bulyan-py'] } Output: { return - return code = 0, if successful > 0, if error (error) - error text if return > 0 } "