xac 0.3.0

Client for Xaipient Explainability REST API

Powering your AI with human friendly explanations

Xaipient API Client (xac)

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Status: Alpha, Version: 0.3.0

Documentation: https://xaipient.github.io/xaipient-docs/

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Requirements

Python 3.6+

Installation

$ pip install xac

Python API

from xac import Explainer

Explainer.login('[e-mail]')

with Explainer() as german_explainer:
    german_explainer.from_config('tests/sample/configs/german-keras.yaml')
    global_imps =  german_explainer.get_global_importances()
    global_aligns =  german_explainer.get_global_alignments()
    global_rules = german_explainer.get_global_rules()
    local_attrs = german_explainer.get_local_attributions(feature_row=4)
    local_rules =  german_explainer.get_global_rules(feature_row=4)
    counterfactuals = german_explainer.get_counterfactuals(feature_row=4)
print(global_imps)
print(global_aligns)
print(global_rules)
print(local_attrs)
print(local_rules)
print(counterfactuals)

See Documentation for more details

Commandline interface

$ xac login --email [e-mail]
$ xac session init -f german-keras.yaml -n german_credit
$ xac job submit -s <SESSION_ID> -e local_attributions -e global_importances --start 4 --end 5
$ xac job output <JOB_ID> -o /tmp/explns.json

Commands:
  config    Generate Xaipient YAML config files for customization
  info      Display key information about API
  job       Manage and Generate Explanations with Xaipient API
  jobs      List explanation jobs.
  login     Login with email and password.
  logout    Logout and purge any tokens.
  session   Manage and Create Sessions for Explanations
  sessions  List all created sessions.
  version   Display current version of client and API.

See Documentation for more details