SIENTIAPDE-1945: Adopt shared Docker image and Kubernetes deployment strategy.

Removed the local Dockerfile, .dockerignore, and values.yaml, as image building and Kubernetes deployment are now handled by external sientia-module components. Updated README accordingly.

.dockerignore

@@ -1,93 +0,0 @@
-# ============================================================================
-# WHITELIST APPROACH: Block everything by default, then allow only what's needed
-# ============================================================================
-
-# Block everything first
-*
-
-# ============================================================================
-# ALLOW: Application source code (model_manager package)
-# ============================================================================
-
-# Allow the main package directory and all Python files
-!model_manager/
-!model_manager/**/*.py
-!model_manager/**/__init__.py
-
-# Allow subdirectories structure
-!model_manager/activities/
-!model_manager/activities/**
-!model_manager/schedules/
-!model_manager/schedules/**
-!model_manager/sientia/
-!model_manager/sientia/**
-!model_manager/utils/
-!model_manager/utils/**
-!model_manager/utils/models/
-!model_manager/utils/models/**
-!model_manager/utils/repository/
-!model_manager/utils/repository/**
-!model_manager/worker/
-!model_manager/worker/**
-!model_manager/workflows/
-!model_manager/workflows/**
-
-# Allow reports directory with header.html
-!model_manager/reports/
-!model_manager/reports/header.html
-
-# Allow temp directory structure (but not its contents)
-!model_manager/reports/temp/
-
-# ============================================================================
-# ALLOW: Dependencies file (needed for pip install in Dockerfile)
-# ============================================================================
-!requirements.txt
-
-# ============================================================================
-# BLOCK: Explicitly block unwanted files even if they match above patterns
-# ============================================================================
-
-# Python cache and compiled files
-**/__pycache__/
-**/*.pyc
-**/*.pyo
-**/*.pyd
-**/.Python
-**/*.so
-**/*.egg
-**/*.egg-info/
-
-# Tests (not needed in production)
-model_manager/**/test_*.py
-model_manager/**/*_test.py
-
-# IDE and editor files
-**/.vscode/
-**/.idea/
-**/*.swp
-**/*.swo
-**/*~
-
-# OS files
-**/.DS_Store
-**/Thumbs.db
-
-# Logs and temporary files
-**/*.log
-**/*.tmp
-**/*.temp
-
-# Local configuration
-**/.env
-**/.env.local
-**/*.local
-
-# Documentation inside code
-**/*.md
-**/README*
-
-# Backup files
-**/*.bak
-**/*.backup
-**/*.old

Dockerfile

@@ -1,78 +0,0 @@
-# Multi-stage build for optimized Python application
-FROM python:3.11-slim AS builder
-
-# Set build-time environment variables
-ENV PYTHONDONTWRITEBYTECODE=1 \
-    PYTHONUNBUFFERED=1 \
-    PIP_NO_CACHE_DIR=1 \
-    PIP_DISABLE_PIP_VERSION_CHECK=1
-
-# Install build dependencies only
-RUN apt-get update && apt-get install -y \
-    build-essential \
-    curl \
-    git \
-    && rm -rf /var/lib/apt/lists/* && \
-    apt-get clean
-
-# Configure SSH to trust GitHub host key
-RUN mkdir -p ~/.ssh && \
-    ssh-keyscan -t rsa github.com >> ~/.ssh/known_hosts && \
-    chmod 600 ~/.ssh/known_hosts
-
-# Create virtual environment
-RUN python -m venv /opt/venv
-ENV PATH="/opt/venv/bin:$PATH"
-
-# Upgrade pip and wheel for better caching
-RUN pip install --upgrade pip setuptools wheel
-
-# Copy requirements files for better Docker layer caching
-COPY requirements.txt ./
-
-# Install only production dependencies with no cache
-RUN --mount=type=ssh echo "=== Installing dependencies ===" && \
-    pip install --no-cache-dir -r requirements.txt && \
-    echo "=== Dependencies installed successfully ===" && \
-    pip list | wc -l && \
-    echo "=== Cleaning cache files ===" && \
-    find /opt/venv -type d -name __pycache__ -exec rm -rf {} + 2>/dev/null || true && \
-    find /opt/venv -name "*.pyc" -delete 2>/dev/null || true && \
-    rm -rf /root/.cache/pip/* && \
-    echo "=== Cleaning venv site-packages ===" && \
-    find /opt/venv/lib/python3.11/site-packages/ -type f -name "*.md" -delete 2>/dev/null || true && \
-    echo "=== Stripping .so files ===" && \
-    find /opt/venv -name "*.so" -exec strip {} + 2>/dev/null || true
-
-# Production stage using python-slim for better functionality
-FROM python:3.11-slim AS production
-
-# Set environment variables
-ENV PYTHONDONTWRITEBYTECODE=1 \
-    PYTHONUNBUFFERED=1 \
-    PATH="/opt/venv/bin:$PATH" \
-    POD_ID=unknown \
-    HOME="/app"
-
-# Copy virtual environment from builder stage
-COPY --from=builder /opt/venv /opt/venv
-
-# Set working directory
-WORKDIR /app
-
-# Copy application code
-COPY . .
-
-# Create necessary directories for runtime file creation
-RUN mkdir -p /app/model_manager/reports /app/logs /app/temp /app/models /app/data && \
-    chmod 755 /app/model_manager/reports /app/logs /app/temp /app/models /app/data
-
-# Create non-root user
-RUN groupadd -r appuser && useradd -r -g appuser appuser && \
-    chown -R appuser:appuser /app
-
-# Switch to non-root user
-USER appuser
-
-# Set entrypoint for proper signal handling and PID 1
-ENTRYPOINT ["/opt/venv/bin/python", "-m", "model_manager.worker.worker"]

README.md

@@ -73,7 +73,7 @@ An enterprise-grade ML model training orchestration platform built on Temporal.
   - [Usage](#usage)
   - [Command Reference](#command-reference)
 - [Docker](#docker)
-- [Helm Chart](#helm-chart)
+- [Kubernetes Deployment](#kubernetes-deployment)
 
 ## Features
 
@@ -1239,8 +1239,6 @@ sientia-dataops-model-manager/
 ├── .github/workflows/       # CI/CD workflows
 │   ├── quality-gate.yml     # PR quality checks
 │   └── deploy.yml           # Deployment workflow
-├── Dockerfile               # Container image definition
-├── values.yaml              # Helm chart values
 ├── pyproject.toml           # Project configuration
 ├── requirements.txt         # Production dependencies
 ├── requirements-dev.txt     # Development dependencies
@@ -1528,79 +1526,17 @@ act -n
 
 ## Docker
 
-### Create image
+Model Manager runs on the shared **`sientia-module`** image — the application code is cloned from the internal Gitea at runtime, not baked into an image. The image is defined in the [Aignosi/sientia-container-images](https://github.com/Aignosi/sientia-container-images) repository (`templates/sientia-module/`) and published to GCP Artifact Registry (`southamerica-east1-docker.pkg.dev/sientia-dev/sientia/sientia-module`).
 
-```bash
+The legacy repo-specific Dockerfile was removed — no image is built from this repo.
-$ docker build --ssh default --no-cache --progress=plain -t aignosi.azurecr.io/sientia-dataops-model-manager:0.0.0 .
-```
 
-### Create container
+To run locally, use `./run_local.sh` (see [Local Execution](#local-execution)).
 
-```bash
+## Kubernetes Deployment
-$ docker run --env-file .env --network="host" --name sientia-dataops-model-manager -d aignosi.azurecr.io/sientia-dataops-model-manager:0.0.0
 
-$ docker logs -f sientia-dataops-model-manager
+Kubernetes deployment is managed by the [Aignosi/sientia-helm-chart](https://github.com/Aignosi/sientia-helm-chart) umbrella chart (`src/charts-internal/model-manager/`, which wraps the shared `sientia-module` chart) — the local `values.yaml` and the vendored `sientia-module/` chart copy were removed. Worker configuration, Gitea repo/branch, task queues, and sizing are all defined in the umbrella values.
-```
 
-### Login using access token
+The standalone `sientia-module` chart still lives in [sientia-dataops-helm-repo](https://github.com/Aignosi/sientia-dataops-helm-repo) for the legacy deploy flow (temporarily broken until the CI/CD redesign).
-
-```bash
-$ docker login -u <username> -p <access-token> aignosi.azurecr.io
-```
-
-### Push image to repository
-
-```bash
-$ docker push aignosi.azurecr.io/sientia-dataops-model-manager:0.0.0
-```
-
-## Helm Chart
-
-### Reference
-
-https://aignosi-wiki.atlassian.net/wiki/spaces/IT1/pages/274563074/Como+utilizar+o+Helm+Repo+Privado
-
-### Add Helm Chart repository
-
-```bash
-$ helm repo add sientia \
-    https://raw.githubusercontent.com/Aignosi/sientia-dataops-helm-repo/refs/heads/main/ \
-    --username $GITHUB_USER \
-    --password $GITHUB_PASS
-
-# Update repository
-$ helm repo update
-
-# List repositories
-$ helm repo list
-
-# List versions of a specific chart
-$ helm search repo sientia --versions
-
-# List all charts available
-$ helm search repo sientia
-
-# List chart details
-$ helm show all sientia/sientia-module
-
-# Download chart to current directory
-$ helm pull sientia/sientia-module --version 0.6.0 --untar
-
-# Remove chart directory
-$ rm -rf sientia-module
-```
-
-### Helm Install
-
-```shell
-$ helm upgrade --install sientia-dataops-model-manager sientia/sientia-module -n sientia --create-namespace -f ./values.yaml --version 0.6.0
-```
-
-### Uninstall Helm Chart
-
-```shell
-$ helm uninstall sientia-dataops-model-manager -n sientia
-```
 
 ---
 

values.yaml

@@ -1,312 +0,0 @@
-# Default values for sientia-module.
-# This is a YAML-formatted file.
-# Declare variables to be passed into your templates.
-
-# This will set the replicaset count more information can be found here: https://kubernetes.io/docs/concepts/workloads/controllers/replicaset/
-replicaCount: 1
-
-# This sets the container image more information can be found here: https://kubernetes.io/docs/concepts/containers/images/
-image:
-  repository: aignosi.azurecr.io/sientia-dataops-model-manager
-  # This sets the pull policy for images.
-  pullPolicy: IfNotPresent
-  # Overrides the image tag whose default is the chart appVersion.
-  tag: "1.2.0"
-
-# This is for the secrets for pulling an image from a private repository more information can be found here: https://kubernetes.io/docs/tasks/configure-pod-container/pull-image-private-registry/
-imagePullSecrets:
-- name: docker-hub-secret
-
-# This is to override the chart name.
-nameOverride: "sientia-dataops-model-manager"
-fullnameOverride: "sientia-dataops-model-manager"
-namespace: sientia
-
-# This section builds out the service account more information can be found here: https://kubernetes.io/docs/concepts/security/service-accounts/
-serviceAccount:
-  # Specifies whether a service account should be created
-  create: true
-  # Automatically mount a ServiceAccount's API credentials?
-  automount: true
-  # Annotations to add to the service account
-  annotations: {}
-  # The name of the service account to use.
-  # If not set and create is true, a name is generated using the fullname template
-  name: "sientia-dataops-model-manager"
-
-# This is for setting Kubernetes Annotations to a Pod.
-# For more information checkout: https://kubernetes.io/docs/concepts/overview/working-with-objects/annotations/
-podAnnotations: {}
-# This is for setting Kubernetes Labels to a Pod.
-# For more information checkout: https://kubernetes.io/docs/concepts/overview/working-with-objects/labels/
-podLabels: {}
-
-podSecurityContext: {}
-  # fsGroup: 2000
-
-securityContext: {}
-  # capabilities:
-  #   drop:
-  #   - ALL
-  # readOnlyRootFilesystem: true
-  # runAsNonRoot: true
-  # runAsUser: 1000
-
-resources: {}
-  # We usually recommend not to specify default resources and to leave this as a conscious
-  # choice for the user. This also increases chances charts run on environments with little
-  # resources, such as Minikube. If you do want to specify resources, uncomment the following
-  # lines, adjust them as necessary, and remove the curly braces after 'resources:'.
-  # limits:
-  #   cpu: 100m
-  #   memory: 128Mi
-  # requests:
-  #   cpu: 100m
-  #   memory: 128Mi
-
-# This is to setup the liveness and readiness probes more information can be found here: https://kubernetes.io/docs/tasks/configure-pod-container/configure-liveness-readiness-startup-probes/
-livenessProbe:
-  exec:
-    command:
-      - python3
-      - -c
-      - "import requests; requests.get('http://localhost:9090/metrics')"
-  initialDelaySeconds: 20
-  periodSeconds: 30
-
-readinessProbe:
-  exec:
-    command:
-      - python3
-      - -c
-      - "import requests; requests.get('http://localhost:9090/metrics')"
-  initialDelaySeconds: 10
-  periodSeconds: 15
-
-# This section is for setting up autoscaling more information can be found here: https://kubernetes.io/docs/concepts/workloads/autoscaling/
-autoscaling:
-  enabled: false
-  minReplicas: 1
-  maxReplicas: 100
-  targetCPUUtilizationPercentage: 80
-  # targetMemoryUtilizationPercentage: 80
-
-# Additional volumes on the output Deployment definition.
-volumes:
-  - name: reports-volume
-    emptyDir:
-      sizeLimit: 1Gi
-
-# Additional volumeMounts on the output Deployment definition.
-volumeMounts:
-  - name: reports-volume
-    mountPath: "/app/model_manager/reports/temp"
-
-# Deployment strategy configuration
-# More information: https://kubernetes.io/docs/concepts/workloads/controllers/deployment/#strategy
-deploymentStrategy:
-  type: Recreate
-  # rollingUpdate:
-  #   maxSurge: 0
-  #   maxUnavailable: 1
-
-# Number of old ReplicaSets to retain
-revisionHistoryLimit: 2
-
-nodeSelector: {}
-
-tolerations: []
-
-affinity: {}
-
-services:
-  sdk-metrics:
-    enabled: true
-    type: ClusterIP
-    port: 9091
-    targetPort: 9091
-    name: sdk-metrics
-  metrics:
-    enabled: true
-    type: ClusterIP
-    port: 9090
-    targetPort: 9090
-    name: metrics
-
-# Configuração do ServiceMonitor para o Prometheus Operator
-# ref: https://github.com/prometheus-operator/prometheus-operator
-serviceMonitor:
-  # Se true, um recurso ServiceMonitor será criado.
-  enabled: true
-  # O intervalo no qual as métricas devem ser coletadas (ex: 30s, 1m).
-  endpoints:
-  - port: metrics
-    path: /metrics
-    interval: 30s
-    relabelings: []
-  - port: sdk-metrics
-    path: /metrics
-    interval: 30s
-    relabelings: []
-  additionalLabels:
-    release: kube-prometheus-stack
-
-env:
-  - name: POSTGRES_HOST
-    value: "paradedb-rw.paradedb.svc.cluster.local"
-  - name: POSTGRES_PORT
-    value: "5432"
-  - name: POSTGRES_USER
-    value: "postgres"
-  - name: POSTGRES_PASSWORD
-    value: "nFqc81y6kwmr2zuAIx43DhiOosFCVPpeEfTtTWZflkNjB2j1KtEeIANkhFR9mAX3"
-  - name: POSTGRES_DBNAME
-    value: "sientia-core-mlops-bff"
-  - name: POSTGRES_MIN_CONNECTIONS
-    value: "10"
-  - name: POSTGRES_MAX_CONNECTIONS
-    value: "30"
-
-  - name: MLFLOW_URL
-    value: "http://sientia-tracker-mlflow-tracking.sientia-tracker.svc.cluster.local:80"
-  - name: MLFLOW_USERNAME
-    value: "aignosi"
-  - name: MLFLOW_PASSWORD
-    value: "1L0FP50j3ncp123"
-
-  - name: LOG_LEVEL
-    value: "DEBUG"
-  - name: HTTP_METRICS_PORT
-    value: "9090"
-  - name: HTTP_SDK_METRICS_PORT
-    value: "9091"
-  - name: PROJECT_NAME
-    value: "sientia-model-manager"
-
-  - name: TEMPORAL_HOST
-    value: "temporal-frontend.temporal.svc.cluster.local:7233"
-  - name: TEMPORAL_NAMESPACE
-    value: "model-manager"
-  - name: TRAIN_TASK_QUEUE
-    value: "train_model-queue"
-  - name: CLEANUP_TASK_QUEUE
-    value: "cleanup-queue"
-  - name: TEMPORAL_USE_TLS
-    value: "false"
-
-  - name: MONGODB_USERNAME
-    value: "root"
-  - name: MONGODB_PASSWORD
-    value: "wKZDbMNU1c"
-  - name: MONGODB_URL
-    value: "my-release-mongodb.mongodb.svc.cluster.local:27017"
-  - name: MONGODB_DATABASE
-    value: "sientia"
-  - name: MONGODB_TTL_INDEX_HOURS
-    value: "1"
-
-  - name: MINIO_ENDPOINT_URL
-    value: "http://minio.minio.svc.cluster.local:9000"
-  - name: MINIO_ACCESS_KEY
-    value: "model-training-user"
-  - name: MINIO_SECRET_KEY
-    value: "modelTrainingUser123"
-  - name: MINIO_REGION
-    value: "us-east-1"
-  - name: MINIO_USE_SSL
-    value: "false"
-  - name: MINIO_MAX_RETRY_ATTEMPTS
-    value: "3"
-  - name: MINIO_RETRY_MODE
-    value: "adaptive"
-  - name: MINIO_CONNECT_TIMEOUT
-    value: "10"
-  - name: MINIO_READ_TIMEOUT
-    value: "60"
-
-  - name: TIMEOUT_VALIDATE_PARAMS
-    value: "30"
-  - name: TIMEOUT_TRAIN_MODEL
-    value: "2700"
-  - name: TIMEOUT_DELETE_FILE
-    value: "120"
-  - name: TIMEOUT_UPDATE_DATABASE
-    value: "30"
-
-  - name: CLEANUP_RETENTION_HOURS
-    value: "24"
-  - name: CLEANUP_DRY_RUN
-    value: "false"
-  - name: TIMEOUT_CLEANUP_LOCAL
-    value: "120"
-
-  # Cleanup Schedule Configuration
-  - name: CLEANUP_SCHEDULE_ID
-    value: "cleanup-files-daily"
-  - name: CLEANUP_CRON
-    value: "0 0 * * *"  # Midnight UTC
-  - name: CLEANUP_TIMEZONE
-    value: "UTC"
-  - name: CLEANUP_EXECUTION_TIMEOUT_HOURS
-    value: "1"
-
-  - name: EXTRA_PIP_REQUIREMENTS
-    value: "git+https://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@github.com/Aignosi/sientia-mlops-library.git"
-
-  - name: POD_ID
-    valueFrom:
-      fieldRef:
-        fieldPath: metadata.name
-
-ssh:
-  enabled: false
-  secretName: git-ssh-key-sientia-model-manager-worker
-  sshPath: /mnt/.ssh
-  knownHostsPath: /mnt/known_hosts
-
-# Configuração para dashboards do Grafana
-grafanaDashboard:
-  # Habilita a criação de ConfigMaps para dashboards
-  enabled: true
-  # Namespace onde o Grafana está instalado (ajuste conforme seu ambiente)
-  namespace: monitoring
-  # Labels para que o sidecar do Grafana encontre os dashboards
-  labels:
-    grafana_dashboard: "1"
-  # Lista de dashboards para importar
-  dashboards:
-    - name: sientia-dataops-model-manager
-      title: "Sientia DataOps Model Manager"
-      uid: "sientia-dataops-model-manager"
-      folder: "Sientia"
-      jsonFile: "dashboards/sientia-dataops-model-manager.json"
-      overwrite: true          # Sobrescreve dashboard se já existir
-      version: "1.0.0"         # Version inicial do dashboard
-
-# Configuração para datasources do Grafana
-grafanaDatasource:
-  # Habilita a criação de ConfigMap para datasources
-  enabled: false
-  # Namespace onde o Grafana está instalado
-  namespace: monitoring
-  # Labels para que o sidecar do Grafana encontre os datasources
-  labels:
-    grafana_datasource: "1"
-  # Lista de datasources para configurar
-  datasources: []
-  # Exemplo de datasource:
-  # - name: Prometheus
-  #   type: prometheus
-  #   url: http://prometheus-server.monitoring.svc.cluster.local
-  #   isDefault: true
-  #   jsonData:
-  #     timeInterval: "5s"
-
-# kubectl create secret docker-registry docker-hub-secret --namespace sientia --docker-server=http://aignosi.azurecr.io --docker-username=aignosi --docker-password=5I5zpQ6sRaHqX1hD3dr+2mo647yO3FRc359/wu6gsP+ACRDRz5mp
-
-# helm upgrade --install sientia-dataops-model-manager sientia/sientia-module -n sientia --create-namespace -f ./values.yaml --version 0.6.0
-
-# kubectl create secret generic git-ssh-key-sientia-model-manager-worker \
-#   --namespace sientia \
-#   --from-file=ssh-privatekey=git_key \
-#   --type=kubernetes.io/ssh-auth