added planning and reflection

bootstrap/database/db-init-job.yaml

@@ -0,0 +1,51 @@
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: db-init-job
+  annotations:
+    argocd.argoproj.io/sync-wave: "2"
+spec:
+  template:
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: busybox:1.28
+        command: ['sh', '-c', 'until nc -z -v -w30 $POSTGRESQL_DATABASE 5432; do echo "Waiting for database connection..."; sleep 2; done;']
+        env:
+        - name: POSTGRESQL_DATABASE
+          value: claimdb.ic-shared-db.svc.cluster.local
+      containers:
+      - name: postgresql
+        image: registry.redhat.io/rhel9/postgresql-13:latest
+        env:
+          - name: POSTGRESQL_DATABASE
+            valueFrom:
+              secretKeyRef:
+                name: claimdb
+                key: database-name
+          - name: POSTGRESQL_USER
+            valueFrom:
+              secretKeyRef:
+                name: claimdb
+                key: database-user
+          - name: PGPASSWORD
+            valueFrom:
+              secretKeyRef:
+                name: claimdb
+                key: database-password
+          - name: POSTGRESQL_DATABASE_HOST
+            value: claimdb.ic-shared-db.svc.cluster.local
+        command: ["/bin/bash", "-c"]
+        args:
+        - |
+          echo "Running SQL script"
+          psql -h $POSTGRESQL_DATABASE_HOST -p 5432 -U $POSTGRESQL_USER -d $POSTGRESQL_DATABASE -f /sql-script/script.sql
+        volumeMounts:
+        - name: sql-script-volume
+          mountPath: /sql-script
+      restartPolicy: Never
+      volumes:
+      - name: sql-script-volume
+        configMap:
+          name: sql-script-configmap
+  backoffLimit: 4

bootstrap/database/deployment.yaml

@@ -0,0 +1,76 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  namespace: ic-shared-db
+  name: ic-shared-db
+  annotations:
+    argocd.argoproj.io/sync-wave: "1"
+spec:
+  selector:
+    matchLabels:
+      app: ic-shared-db
+  replicas: 1
+  template:
+    metadata:
+      labels:
+        app: ic-shared-db
+    spec:
+      containers:
+        - name: postgresql
+          image: registry.redhat.io/rhel9/postgresql-13:latest
+          resources:
+            limits:
+              memory: 512Mi
+          readinessProbe:
+            exec:
+              command:
+                - /usr/libexec/check-container
+            initialDelaySeconds: 5
+            timeoutSeconds: 1
+            periodSeconds: 10
+            successThreshold: 1
+            failureThreshold: 3
+          livenessProbe:
+            exec:
+              command:
+                - /usr/libexec/check-container
+                - '--live'
+            initialDelaySeconds: 120
+            timeoutSeconds: 10
+            periodSeconds: 10
+            successThreshold: 1
+            failureThreshold: 3
+          env:
+            - name: POSTGRESQL_USER
+              valueFrom:
+                secretKeyRef:
+                  name: claimdb
+                  key: database-user
+            - name: POSTGRESQL_PASSWORD
+              valueFrom:
+                secretKeyRef:
+                  name: claimdb
+                  key: database-password
+            - name: POSTGRESQL_DATABASE
+              valueFrom:
+                secretKeyRef:
+                  name: claimdb
+                  key: database-name
+          securityContext:
+            capabilities: {}
+            privileged: false
+          ports:
+            - containerPort: 5432
+              protocol: TCP
+          imagePullPolicy: IfNotPresent
+          terminationMessagePath: /dev/termination-log
+          terminationMessagePolicy: File
+          volumeMounts:
+            - name: claimdb-data
+              mountPath: /var/lib/pgsql/data
+      volumes:
+        - name: claimdb-data
+          persistentVolumeClaim:
+            claimName: claimdb
+  strategy:
+    type: Recreate

bootstrap/database/kustomization.yaml

@@ -0,0 +1,22 @@
+---
+apiVersion: kustomize.config.k8s.io/v1beta1
+kind: Kustomization
+
+namespace: ic-shared-db
+
+commonLabels:
+  component: ic-shared-db
+
+resources:
+# wave 0
+- namespace.yaml
+# wave 1
+- pvc.yaml
+- secret.yaml
+- secret-minio.yaml
+- deployment.yaml
+- service.yaml
+- sql-script-configmap.yaml
+# wave 2
+- db-init-job.yaml
+- populate-images.yaml

bootstrap/database/namespace.yaml

@@ -0,0 +1,11 @@
+---
+apiVersion: v1
+kind: Namespace
+metadata:
+  name: ic-shared-db
+  labels:
+    app: ic-shared-db
+    argocd.argoproj.io/managed-by: openshift-gitops
+  annotations:
+    openshift.io/display-name: "Shared PostgreSQL Database"
+    argocd.argoproj.io/sync-wave: "0"

bootstrap/database/populate-images.yaml

@@ -0,0 +1,59 @@
+---
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: populate-images
+  annotations:
+    argocd.argoproj.io/sync-wave: "2"
+spec:
+  backoffLimit: 4
+  template:
+    spec:
+      initContainers:
+      - name: wait-for-minio
+        image: busybox:1.28
+        command: ['sh', '-c', 'until nc -z -v -w30 $MINIO_ENDPOINT 9000; do echo "Waiting for Minio connection..."; sleep 2; done;']
+        env:
+        - name: MINIO_ENDPOINT
+          value: minio.ic-shared-minio.svc.cluster.local
+      containers:
+      - name: add-images-to-bucket
+        image: image-registry.openshift-image-registry.svc:5000/redhat-ods-applications/s2i-generic-data-science-notebook:1.2
+        imagePullPolicy: IfNotPresent
+        command: ["/bin/bash"]
+        args:
+        - -ec
+        - |-
+          git clone https://github.com/rh-aiservices-bu/parasol-insurance.git
+
+          cat << 'EOF' | python3
+          import boto3, os, botocore
+
+          s3 = boto3.client("s3",
+                            endpoint_url=os.getenv("AWS_S3_ENDPOINT"),
+                            aws_access_key_id=os.getenv("AWS_ACCESS_KEY_ID"),
+                            aws_secret_access_key=os.getenv("AWS_SECRET_ACCESS_KEY"))
+
+          # Create image bucket
+          bucket_name = "claim-images"
+          try:
+            s3.head_bucket(Bucket=bucket_name)
+          except botocore.exceptions.ClientError as e:
+            if e.response['Error']['Code'] == '404':
+              s3.create_bucket(Bucket=bucket_name)
+
+          # Upload original images to minio
+          for filename in os.listdir("parasol-insurance/bootstrap/ic-shared-database/images/original_images"):
+              with open(f"parasol-insurance/bootstrap/ic-shared-database/images/original_images/{filename}", "rb") as f:
+                  s3.upload_fileobj(f, bucket_name, f"original_images/{filename}")
+
+          # Upload processed images to minio
+          for filename in os.listdir("parasol-insurance/bootstrap/ic-shared-database/images/processed_images"):
+              with open(f"parasol-insurance/bootstrap/ic-shared-database/images/processed_images/{filename}", "rb") as f:
+                  s3.upload_fileobj(f, bucket_name, f"processed_images/{filename}")
+
+          EOF
+        envFrom:
+        - secretRef:
+            name: secret-minio
+      restartPolicy: Never

bootstrap/database/pvc.yaml

@@ -0,0 +1,16 @@
+---
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: claimdb
+  namespace: ic-shared-db
+  labels:
+    app: ic-shared-db
+  annotations:
+    argocd.argoproj.io/sync-wave: "1"
+spec:
+  accessModes:
+  - ReadWriteOnce
+  resources:
+    requests:
+      storage: 10Gi

bootstrap/database/secret.yaml

@@ -0,0 +1,14 @@
+kind: Secret
+apiVersion: v1
+metadata:
+  name: claimdb
+  namespace: ic-shared-db
+  labels:
+    app: ic-shared-db
+  annotations:
+    argocd.argoproj.io/sync-wave: "1"
+stringData:
+  database-name: claimdb
+  database-password: claimdb
+  database-user: claimdb
+type: Opaque

bootstrap/database/service.yaml

@@ -0,0 +1,20 @@
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: claimdb
+  namespace: ic-shared-db
+  labels:
+    app: ic-shared-db
+  annotations:
+    argocd.argoproj.io/sync-wave: "1"
+spec:
+  ports:
+  - name: postgresql
+    protocol: TCP
+    port: 5432
+    targetPort: 5432
+  selector:
+    app: ic-shared-db
+  sessionAffinity: None
+  type: ClusterIP

content/modules/ROOT/pages/05-02-agentic-architectures.adoc

@@ -30,8 +30,6 @@ workflows with access to external resources.
    - **Memory**: Retains context across steps, using short-term and long-term memory.
    - **Planning**: Enables the LLM to decide on multi-step actions, iteratively refining its approach based on observations.
 
-image::05/05-01-tool-calling.png[Tool Calling]
-
 ## Key Features for Custom Agent Architectures
 
    - **Human-in-the-Loop**: Involves human oversight for critical decisions, such as approving actions or editing the agent’s state. This is crucial for sensitive tasks where full automation may not be desirable.

content/modules/ROOT/pages/05-03-routing-collaboration.adoc

@@ -11,6 +11,8 @@ ensuring precision and reliability in specific applications.
 Routers are ideal for scenarios where an LLM must make a single decision or route a task based on 
 context, without the complexity of managing an entire control flow.
 
+image::05/05-08-agent-routing.png[Agentic Routing]
+
 ## **Key Features of Routers**
 
 1. **Decision-Making Scope**:  
@@ -30,7 +32,6 @@ context, without the complexity of managing an entire control flow.
 3. **Routing**: It selects the appropriate step or tool to proceed.  
 4. **Execution**: The selected tool or path is executed to complete the task.
 
-image::05/05-08-agent-routing.png[Agentic Routing]
 
 ## **Examples of Router Applications**
 

content/modules/ROOT/pages/05-04-tool-calling.adoc

@@ -16,6 +16,8 @@ Tool calling agents enable:
 This architecture allows for more dynamic and flexible behaviors, enabling agents to solve intricate tasks by 
 leveraging external resources efficiently.
 
+image::05/05-01-tool-calling.png[Tool Calling]
+
 == **Tool Calling**
 
 Tools are essential for enabling agents to interact with external systems, such as APIs or databases. 
@@ -33,7 +35,7 @@ the gap between natural language inputs and the structured requirements of these
 
 Let's see the Tool Calling and Routing Agents in Action!
 
-From the `agentic-workshop/lab-materials/05` folder, please open the notebook called `5.1-agent-routing.ipynb` and follow the instructions.
+From the `agentic-workshop/lab-materials/04` folder, please open the notebook called `4.1-agent-routing.ipynb` and follow the instructions.
 
 === Example Use Cases:
 

content/modules/ROOT/pages/05-05-sql-agents.adoc

@@ -28,7 +28,7 @@ image::05/05-07-sql-agents.png[SQL Agents]
 
 Let's see the SQL Retriever Agents in Action!
 
-From the `agentic-workshop/lab-materials/05` folder, please open the notebook called `4.5-sql-agents.ipynb` and follow the instructions.
+From the `agentic-workshop/lab-materials/04` folder, please open the notebook called `4.5-sql-agents.ipynb` and follow the instructions.
 
 == **Example Use Cases**
 

content/modules/ROOT/pages/05-06-react-implementation.adoc

@@ -67,7 +67,7 @@ image::04/04-07-react-final.png[ReAct Final]
 
 Let's see the Tool Calling and Routing Agents in Action!
 
-From the `agentic-workshop/lab-materials/04` folder, please open the notebook called `4.2-react-agents.ipynb` and follow the instructions.
+From the `agentic-workshop/lab-materials/04` folder, please open the notebook called `4.3-react-agents.ipynb` and follow the instructions.
 
 == Advantages of ReAct Agents