Merge pull request #30 from ruivieira/main

docs: Update ODH explainers tutorial

Author: ruivieira

docs/modules/ROOT/attachments/explainer-data-housing.json

@@ -0,0 +1,13 @@
+apiVersion: serving.kserve.io/v1beta1
+kind: InferenceService
+metadata:
+  name: housing
+  annotations:
+    serving.kserve.io/deploymentMode: ModelMesh
+spec:
+  predictor:
+    model:
+      modelFormat:
+        name: xgboost
+      runtime: mlserver-1.x
+      storageUri: "https://github.com/trustyai/model-collection/raw/housing-data/housing-data/model.json"

docs/modules/ROOT/examples/explainer-is-housing.yaml

@@ -0,0 +1,24 @@
+{
+  "inputs": [
+    {
+      "name": "inputs",
+      "shape": [
+        1,
+        8
+      ],
+      "datatype": "FP64",
+      "data": [
+        [
+          6.6227,
+          20.0,
+          6.282147315855181,
+          1.0087390761548065,
+          2695.0,
+          3.3645443196004994,
+          37.42,
+          -121.86
+        ]
+      ]
+    }
+  ]
+}

docs/modules/ROOT/examples/kserve-explainer-housing-highest.json

@@ -0,0 +1,24 @@
+{
+  "inputs": [
+    {
+      "name": "inputs",
+      "shape": [
+        1,
+        8
+      ],
+      "datatype": "FP64",
+      "data": [
+        [
+          4.2679,
+          33.0,
+          5.7566462167689165,
+          0.9918200408997955,
+          1447.0,
+          2.9591002044989776,
+          34.68,
+          -118.14
+        ]
+      ]
+    }
+  ]
+}

docs/modules/ROOT/examples/kserve-explainer-housing-lowest.json

@@ -0,0 +1,53 @@
+{
+  "timestamp": "2024-07-29T20:47:41.511+00:00",
+  "type": "explanation",
+  "saliencies": {
+    "predict-0": [
+      {
+        "name": "inputs-0",
+        "score": 0.05798290741077758,
+        "confidence": 0.12904453014228442
+      },
+      {
+        "name": "inputs-1",
+        "score": -0.02583508910348834,
+        "confidence": 0.144478542298868
+      },
+      {
+        "name": "inputs-2",
+        "score": 0.05414353021811688,
+        "confidence": 0.15250464517451795
+      },
+      {
+        "name": "inputs-3",
+        "score": -2.9211788608753814E-4,
+        "confidence": 0.1489221798898736
+      },
+      {
+        "name": "inputs-4",
+        "score": -0.010685071550586595,
+        "confidence": 0.13328783125568475
+      },
+      {
+        "name": "inputs-5",
+        "score": -0.3197132284493354,
+        "confidence": 0.1341401364621916
+      },
+      {
+        "name": "inputs-6",
+        "score": 0.4630318848137003,
+        "confidence": 0.13154033030120849
+      },
+      {
+        "name": "inputs-7",
+        "score": -1.0172981362310851,
+        "confidence": 0.3688144561620335
+      },
+      {
+        "name": "Background",
+        "score": 2.1364767908097266,
+        "confidence": 0.0
+      }
+    ]
+  }
+}