added rest of edits

EthicalML · Jul 13, 2019 · 0ce3494 · 0ce3494
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diff --git a/Bias Evaluation & Explainability.ipynb b/Bias Evaluation & Explainability.ipynb
diff --git a/images/alibi-repo-new.jpg b/images/alibi-repo-new.jpg
diff --git a/images/alibi-repo.jpg b/images/alibi-repo.jpg
diff --git a/images/dataviz.jpg b/images/dataviz.jpg
diff --git a/images/modevallibs.jpg b/images/modevallibs.jpg
diff --git a/images/seldon-core-repo.jpg b/images/seldon-core-repo.jpg
diff --git a/images/xai.jpg b/images/xai.jpg
diff --git a/pipeline/pipeline_steps/loanclassifier-explainer/loanclassifiermodel-explainer.yaml b/pipeline/pipeline_steps/loanclassifier-explainer/loanclassifiermodel-explainer.yaml
@@ -0,0 +1,22 @@
+apiVersion: machinelearning.seldon.io/v1alpha2
+kind: SeldonDeployment
+metadata:
+  labels:
+    app: seldon
+  name: loanclassifier-explainer
+spec:
+  name: loanclassifier-explainer
+  predictors:
+  - componentSpecs:
+    - spec:
+        containers:
+        - image: loanclassifier-explainer:0.1
+          name: model-explainer
+    graph:
+      children: []
+      name: model-explainer
+      type: MODEL
+      endpoint:
+        type: REST
+    name: loanclassifier-explainer
+    replicas: 1
diff --git a/pipeline/pipeline_steps/loanclassifier/.s2i/environment b/pipeline/pipeline_steps/loanclassifier/.s2i/environment
@@ -0,0 +1,4 @@
+MODEL_NAME=Model
+API_TYPE=REST
+SERVICE_TYPE=MODEL
+PERSISTENCE=0
diff --git a/pipeline/pipeline_steps/loanclassifier/Model.py b/pipeline/pipeline_steps/loanclassifier/Model.py
@@ -0,0 +1,14 @@
+import dill
+
+class Model:
+    def __init__(self, *args, **kwargs):
+
+        with open("preprocessor.dill", "rb") as prep_f:
+            self.preprocessor = dill.load(prep_f)
+        with open("model.dill", "rb") as model_f:
+            self.clf = dill.load(model_f)
+
+    def predict(self, X, feature_names=[]):
+        X_prep = self.preprocessor.transform(X)
+        proba = self.clf.predict_proba(X_prep)
+        return proba
diff --git a/pipeline/pipeline_steps/loanclassifier/loanclassifiermodel.yaml b/pipeline/pipeline_steps/loanclassifier/loanclassifiermodel.yaml
@@ -0,0 +1,22 @@
+apiVersion: machinelearning.seldon.io/v1alpha2
+kind: SeldonDeployment
+metadata:
+  labels:
+    app: seldon
+  name: loanclassifier
+spec:
+  name: loanclassifier
+  predictors:
+  - componentSpecs:
+    - spec:
+        containers:
+        - image: loanclassifier:0.1
+          name: model
+    graph:
+      children: []
+      name: model
+      type: MODEL
+      endpoint:
+        type: REST
+    name: loanclassifier
+    replicas: 1
diff --git a/pipeline/pipeline_steps/loanclassifier/model.dill b/pipeline/pipeline_steps/loanclassifier/model.dill
diff --git a/pipeline/pipeline_steps/loanclassifier/preprocessor.dill b/pipeline/pipeline_steps/loanclassifier/preprocessor.dill