Add Kubernetes image + Helm package with in-cluster Postgres

Containerizes the momentum monolith and packages every run mode for deployment in a single Kubernetes namespace, with PostgreSQL hosted in the cluster. - Dockerfile (python:3.11-slim, non-root, writable /app/data) + .dockerignore - GitHub Actions workflow publishing to ghcr.io/fez5587/momentum-system - Helm chart (deploy/helm/momentum): * PostgreSQL StatefulSet + PVC (single source of truth; schema auto-creates from storage/pg_schema.sql on first connect) * App Deployment running run_live_paper.py with the embedded dashboard (replicas: 1, Recreate; the dashboard's write endpoints need the in-process TradingExecutionService) + Service/Ingress on 8010, plus a wait-for-postgres initContainer * CronJobs for journal / eod-replay / nightly-tune (US/Eastern via spec.timeZone) sharing the app data PVC * ConfigMap (tuning env) + Secret (DATABASE_URL/broker keys, existingSecret supported); DATABASE_URL built from the in-cluster Postgres service * Optional Grafana provisioned against the in-cluster Postgres - deploy/README.md with install, secrets, and constraints Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01JCVMm2AbmZvvxwLTX6UpNR
2026-06-19 17:22:06 +00:00
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+# Kubernetes deployment
+
+A container image and Helm chart that run the whole Momentum System — including
+its **PostgreSQL datastore** — inside a single Kubernetes namespace.
+
+## What gets deployed
+
+| Workload | Kind | Notes |
+| --- | --- | --- |
+| PostgreSQL | StatefulSet + PVC | Single source of truth. Schema auto-creates on the app's first connection from `storage/pg_schema.sql`. |
+| App loop + dashboard | Deployment (`replicas: 1`, `Recreate`) | `run_live_paper.py` with the **embedded** dashboard on :8010. Stateful singleton — never scale up. |
+| journal / eod-replay / nightly-tune | CronJobs | US/Eastern (`spec.timeZone`), weekdays. Share the app's `data/` PVC. |
+| Grafana | Deployment + Service | Optional (`grafana.enabled`). Datasource auto-points at the in-cluster Postgres. |
+
+The app loop and the CronJobs run the **same image** (built from the repo
+`Dockerfile`), just with different commands.
+
+## Build & publish the image
+
+Pushes to the working branch / `main` / `v*` tags trigger
+`.github/workflows/docker-publish.yml`, which builds and pushes to
+`ghcr.io/fez5587/momentum-system`. Point the chart at a pushed tag via
+`image.tag` (a commit SHA, or `latest` on the default branch).
+
+Local build:
+
+```bash
+docker build -t momentum:dev .
+```
+
+## Install
+
+```bash
+helm install momentum ./deploy/helm/momentum \
+  -n momentum --create-namespace \
+  --set image.tag=latest \
+  --set secrets.alpacaApiKey=YOUR_KEY \
+  --set secrets.alpacaSecretKey=YOUR_SECRET
+```
+
+Without Alpaca keys the loop runs in **dry mode** (no live data/orders); the
+dashboard and database still work.
+
+### Secrets
+
+The chart builds `DATABASE_URL` from the in-cluster Postgres service and a
+password that is generated on first install (or set `postgres.password` to pin
+it). Broker keys come from `secrets.*`.
+
+For real keys, prefer an existing Secret over `values.yaml`:
+
+```bash
+kubectl -n momentum create secret generic momentum-broker \
+  --from-literal=DATABASE_URL=... \
+  --from-literal=ALPACA_API_KEY=... --from-literal=ALPACA_SECRET_KEY=... \
+  --from-literal=APCA_API_KEY_ID=... --from-literal=APCA_API_SECRET_KEY=...
+helm install momentum ./deploy/helm/momentum -n momentum \
+  --set secrets.existingSecret=momentum-broker
+```
+
+When `secrets.existingSecret` is set the chart renders no Secret of its own and
+expects that one to carry `DATABASE_URL`, the `ALPACA_*`/`APCA_*` keys, and
+`POSTGRES_PASSWORD`.
+
+## Reach the dashboard
+
+```bash
+kubectl -n momentum port-forward svc/momentum-app 8010:8010
+open http://localhost:8010
+```
+
+Set `ingress.enabled=true` (with `ingress.host`/`className`) to expose it
+instead.
+
+## Verify
+
+```bash
+helm lint deploy/helm/momentum
+helm template momentum deploy/helm/momentum | less
+
+# After install:
+kubectl -n momentum get pods
+kubectl -n momentum exec sts/momentum-postgres -- psql -U momentum -d momentum -c '\dt'
+kubectl -n momentum create job --from=cronjob/momentum-nightly-tune tune-test
+```
+
+## Notes & constraints
+
+- **Singleton loop.** The trading loop holds in-memory state and one broker
+  session; `replicas` must stay `1` and the strategy is `Recreate`.
+- **Shared `data/` PVC is ReadWriteOnce.** The CronJob pods mount the same PVC
+  as the app (so `nightly_tune.py` can write `learned_params.json` for the loop
+  to read), which schedules them onto the app pod's node. For multi-node
+  clusters, use an RWX StorageClass or split the volumes.
+- **CronJob `spec.timeZone`** requires Kubernetes ≥ 1.27.
+- The legacy `grafana/docker-compose.yml` is left in place for local use; the
+  chart provisions its own Grafana against the in-cluster Postgres.
@@ -0,0 +1,5 @@
+.DS_Store
+.git
+*.tmp
+*.bak
+*.orig
@@ -0,0 +1,14 @@
+apiVersion: v2
+name: momentum
+description: Small-cap momentum research & paper-trading system, with an in-cluster PostgreSQL datastore.
+type: application
+# Chart version is independent of the app; bump on chart changes.
+version: 0.1.0
+# Tracks the application release (pyproject.toml).
+appVersion: "0.4.0"
+kubeVersion: ">=1.27.0-0"
+keywords:
+  - trading
+  - postgres
+  - momentum
+home: https://github.com/fez5587/momentum-system
@@ -0,0 +1,137 @@
+{
+  "uid": "momentum-live",
+  "title": "Momentum — Live",
+  "tags": ["momentum"],
+  "timezone": "browser",
+  "schemaVersion": 39,
+  "version": 1,
+  "refresh": "5s",
+  "time": { "from": "now/d", "to": "now" },
+  "templating": { "list": [] },
+  "annotations": { "list": [] },
+  "panels": [
+    {
+      "id": 1,
+      "type": "stat",
+      "title": "Account equity",
+      "gridPos": { "h": 4, "w": 6, "x": 0, "y": 0 },
+      "datasource": { "type": "postgres", "uid": "momentum_pg" },
+      "fieldConfig": { "defaults": { "unit": "currencyUSD" }, "overrides": [] },
+      "options": { "reduceOptions": { "calcs": ["lastNotNull"] }, "colorMode": "value", "graphMode": "none" },
+      "targets": [{
+        "refId": "A",
+        "format": "table",
+        "rawQuery": true,
+        "rawSql": "SELECT (payload_json::jsonb->>'total_equity')::float AS equity FROM events WHERE event_type='account_summary_updated' ORDER BY timestamp DESC LIMIT 1"
+      }]
+    },
+    {
+      "id": 2,
+      "type": "stat",
+      "title": "Ready signals (today)",
+      "gridPos": { "h": 4, "w": 6, "x": 6, "y": 0 },
+      "datasource": { "type": "postgres", "uid": "momentum_pg" },
+      "fieldConfig": { "defaults": { "thresholds": { "mode": "absolute", "steps": [ { "color": "green", "value": null }, { "color": "blue", "value": 1 } ] } }, "overrides": [] },
+      "options": { "reduceOptions": { "calcs": ["lastNotNull"] }, "colorMode": "background", "graphMode": "none" },
+      "targets": [{
+        "refId": "A",
+        "format": "table",
+        "rawQuery": true,
+        "rawSql": "SELECT count(DISTINCT payload_json::jsonb->>'symbol')::int AS ready FROM events WHERE event_type='signal_ready'"
+      }]
+    },
+    {
+      "id": 6,
+      "type": "stat",
+      "title": "Symbols evaluated",
+      "gridPos": { "h": 4, "w": 6, "x": 12, "y": 0 },
+      "datasource": { "type": "postgres", "uid": "momentum_pg" },
+      "options": { "reduceOptions": { "calcs": ["lastNotNull"] }, "colorMode": "value", "graphMode": "none" },
+      "targets": [{
+        "refId": "A",
+        "format": "table",
+        "rawQuery": true,
+        "rawSql": "SELECT count(DISTINCT payload_json::jsonb->>'symbol')::int AS evaluated FROM events WHERE event_type='criteria_evaluated'"
+      }]
+    },
+    {
+      "id": 3,
+      "type": "table",
+      "title": "Evaluation board — what it's looking at + the determination",
+      "gridPos": { "h": 14, "w": 14, "x": 0, "y": 4 },
+      "datasource": { "type": "postgres", "uid": "momentum_pg" },
+      "fieldConfig": {
+        "defaults": {},
+        "overrides": [
+          { "matcher": { "id": "byName", "options": "status" },
+            "properties": [ { "id": "custom.cellOptions", "value": { "type": "color-background" } },
+              { "id": "mappings", "value": [
+                { "type": "value", "options": { "ready": { "color": "green", "index": 0 }, "late": { "color": "yellow", "index": 1 }, "blocked": { "color": "red", "index": 2 } } } ] } ] },
+          { "matcher": { "id": "byName", "options": "gap" }, "properties": [ { "id": "unit", "value": "percentunit" } ] },
+          { "matcher": { "id": "byName", "options": "score" }, "properties": [ { "id": "unit", "value": "percent" } ] }
+        ]
+      },
+      "options": { "sortBy": [ { "displayName": "score", "desc": true } ] },
+      "targets": [{
+        "refId": "A",
+        "format": "table",
+        "rawQuery": true,
+        "rawSql": "SELECT * FROM ( SELECT DISTINCT ON (sym) sym AS symbol, status, score, gap, rvol, reason FROM ( SELECT payload_json::jsonb->>'symbol' sym, payload_json::jsonb->'criteria_results'->>'status' status, (payload_json::jsonb->>'success_score_pct')::float score, (payload_json::jsonb->'criteria_results'->>'gap_pct')::float gap, (payload_json::jsonb->'criteria_results'->>'relative_volume')::float rvol, payload_json::jsonb->'criteria_results'->>'reason' reason, timestamp ts FROM events WHERE event_type='criteria_evaluated' ) t ORDER BY sym, ts DESC ) x ORDER BY score DESC"
+      }]
+    },
+    {
+      "id": 4,
+      "type": "table",
+      "title": "Ready signals",
+      "gridPos": { "h": 7, "w": 10, "x": 14, "y": 4 },
+      "datasource": { "type": "postgres", "uid": "momentum_pg" },
+      "targets": [{
+        "refId": "A",
+        "format": "table",
+        "rawQuery": true,
+        "rawSql": "SELECT timestamp AS time, payload_json::jsonb->>'symbol' AS symbol, message FROM events WHERE event_type='signal_ready' ORDER BY timestamp DESC LIMIT 25"
+      }]
+    },
+    {
+      "id": 5,
+      "type": "table",
+      "title": "Risk events (breaker / backouts)",
+      "gridPos": { "h": 7, "w": 10, "x": 14, "y": 11 },
+      "datasource": { "type": "postgres", "uid": "momentum_pg" },
+      "targets": [{
+        "refId": "A",
+        "format": "table",
+        "rawQuery": true,
+        "rawSql": "SELECT timestamp AS time, payload_json::jsonb->>'rule_type' AS rule, message FROM events WHERE event_type='risk_rule_triggered' ORDER BY timestamp DESC LIMIT 25"
+      }]
+    },
+    {
+      "id": 7,
+      "type": "timeseries",
+      "title": "Minute bars ingested",
+      "gridPos": { "h": 7, "w": 12, "x": 0, "y": 18 },
+      "datasource": { "type": "postgres", "uid": "momentum_pg" },
+      "fieldConfig": { "defaults": { "custom": { "drawStyle": "bars", "fillOpacity": 40 } }, "overrides": [] },
+      "targets": [{
+        "refId": "A",
+        "format": "time_series",
+        "rawQuery": true,
+        "rawSql": "SELECT timestamp AS time, (payload_json::jsonb->>'output_count')::float AS minute_rows FROM events WHERE event_type='module_tick' AND payload_json::jsonb->>'module'='ingestion' AND $__timeFilter(timestamp) ORDER BY 1"
+      }]
+    },
+    {
+      "id": 8,
+      "type": "timeseries",
+      "title": "Account equity",
+      "gridPos": { "h": 7, "w": 12, "x": 12, "y": 18 },
+      "datasource": { "type": "postgres", "uid": "momentum_pg" },
+      "fieldConfig": { "defaults": { "unit": "currencyUSD" }, "overrides": [] },
+      "targets": [{
+        "refId": "A",
+        "format": "time_series",
+        "rawQuery": true,
+        "rawSql": "SELECT timestamp AS time, (payload_json::jsonb->>'total_equity')::float AS equity FROM events WHERE event_type='account_summary_updated' AND $__timeFilter(timestamp) ORDER BY 1"
+      }]
+    }
+  ]
+}
@@ -0,0 +1,28 @@
+Momentum System deployed as release "{{ .Release.Name }}" in namespace "{{ .Release.Namespace }}".
+
+Components:
+  - PostgreSQL (StatefulSet, single source of truth) : svc/{{ include "momentum.postgresName" . }}:{{ .Values.postgres.port }}
+  - App loop + embedded dashboard (replicas: 1)       : svc/{{ include "momentum.appName" . }}:{{ .Values.service.port }}
+{{- if .Values.cronjobs.enabled }}
+  - CronJobs (journal, eod-replay, nightly-tune)      : timeZone {{ .Values.cronjobs.timeZone }}
+{{- end }}
+{{- if .Values.grafana.enabled }}
+  - Grafana                                           : svc/{{ include "momentum.grafanaName" . }}:{{ .Values.grafana.service.port }}
+{{- end }}
+
+Reach the dashboard:
+  kubectl -n {{ .Release.Namespace }} port-forward svc/{{ include "momentum.appName" . }} {{ .Values.service.port }}:{{ .Values.service.port }}
+  open http://localhost:{{ .Values.service.port }}
+
+{{- if not .Values.secrets.existingSecret }}
+{{- if or (not .Values.secrets.alpacaApiKey) (not .Values.secrets.alpacaSecretKey) }}
+
+WARNING: Alpaca keys are not set — the loop runs in dry mode (no live data/orders).
+  Supply them: helm upgrade {{ .Release.Name }} ... \
+    --set secrets.alpacaApiKey=YOUR_KEY --set secrets.alpacaSecretKey=YOUR_SECRET
+{{- end }}
+{{- end }}
+
+The DB schema auto-creates on the app's first connection. Verify:
+  kubectl -n {{ .Release.Namespace }} exec sts/{{ include "momentum.postgresName" . }} -- \
+    psql -U {{ .Values.postgres.username }} -d {{ .Values.postgres.database }} -c '\dt'
@@ -0,0 +1,69 @@
+{{/* Base name, overridable. */}}
+{{- define "momentum.name" -}}
+{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" -}}
+{{- end -}}
+
+{{/* Fully qualified release name. */}}
+{{- define "momentum.fullname" -}}
+{{- if .Values.fullnameOverride -}}
+{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" -}}
+{{- else -}}
+{{- $name := default .Chart.Name .Values.nameOverride -}}
+{{- if contains $name .Release.Name -}}
+{{- .Release.Name | trunc 63 | trimSuffix "-" -}}
+{{- else -}}
+{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" -}}
+{{- end -}}
+{{- end -}}
+{{- end -}}
+
+{{/* Common labels. */}}
+{{- define "momentum.labels" -}}
+app.kubernetes.io/name: {{ include "momentum.name" . }}
+app.kubernetes.io/instance: {{ .Release.Name }}
+app.kubernetes.io/managed-by: {{ .Release.Service }}
+helm.sh/chart: {{ printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" }}
+{{- if .Chart.AppVersion }}
+app.kubernetes.io/version: {{ .Chart.AppVersion | quote }}
+{{- end }}
+{{- end -}}
+
+{{/* Component-scoped selector labels. Call with (dict "ctx" . "component" "app"). */}}
+{{- define "momentum.selectorLabels" -}}
+app.kubernetes.io/name: {{ include "momentum.name" .ctx }}
+app.kubernetes.io/instance: {{ .ctx.Release.Name }}
+app.kubernetes.io/component: {{ .component }}
+{{- end -}}
+
+{{/* Names of shared resources. */}}
+{{- define "momentum.postgresName" -}}{{ printf "%s-postgres" (include "momentum.fullname" .) }}{{- end -}}
+{{- define "momentum.appName" -}}{{ printf "%s-app" (include "momentum.fullname" .) }}{{- end -}}
+{{- define "momentum.grafanaName" -}}{{ printf "%s-grafana" (include "momentum.fullname" .) }}{{- end -}}
+{{- define "momentum.configMapName" -}}{{ printf "%s-config" (include "momentum.fullname" .) }}{{- end -}}
+{{- define "momentum.appDataPvcName" -}}{{ printf "%s-app-data" (include "momentum.fullname" .) }}{{- end -}}
+
+{{/* Name of the Secret holding DB URL + broker keys (existing or chart-managed). */}}
+{{- define "momentum.secretName" -}}
+{{- if .Values.secrets.existingSecret -}}
+{{- .Values.secrets.existingSecret -}}
+{{- else -}}
+{{- printf "%s-secrets" (include "momentum.fullname" .) -}}
+{{- end -}}
+{{- end -}}
+
+{{/*
+Resolve the Postgres password once: explicit value, else reuse the one already
+stored in the chart-managed Secret (so upgrades don't rotate it), else generate.
+*/}}
+{{- define "momentum.postgresPassword" -}}
+{{- if .Values.postgres.password -}}
+{{- .Values.postgres.password -}}
+{{- else -}}
+{{- $existing := lookup "v1" "Secret" .Release.Namespace (printf "%s-secrets" (include "momentum.fullname" .)) -}}
+{{- if and $existing $existing.data (index $existing.data "POSTGRES_PASSWORD") -}}
+{{- index $existing.data "POSTGRES_PASSWORD" | b64dec -}}
+{{- else -}}
+{{- randAlphaNum 24 -}}
+{{- end -}}
+{{- end -}}
+{{- end -}}
@@ -0,0 +1,16 @@
+{{- if .Values.app.persistence.enabled }}
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: {{ include "momentum.appDataPvcName" . }}
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+spec:
+  accessModes: ["{{ .Values.app.persistence.accessMode }}"]
+  {{- if .Values.app.persistence.storageClass }}
+  storageClassName: {{ .Values.app.persistence.storageClass | quote }}
+  {{- end }}
+  resources:
+    requests:
+      storage: {{ .Values.app.persistence.size | quote }}
+{{- end }}
@@ -0,0 +1,80 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: {{ include "momentum.appName" . }}
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+    app.kubernetes.io/component: app
+spec:
+  # Stateful singleton: the loop holds in-memory trading state and a 1:1 broker
+  # session. Never scale > 1. Recreate avoids two loops overlapping on rollout.
+  replicas: 1
+  strategy:
+    type: Recreate
+  selector:
+    matchLabels:
+      {{- include "momentum.selectorLabels" (dict "ctx" . "component" "app") | nindent 6 }}
+  template:
+    metadata:
+      labels:
+        {{- include "momentum.selectorLabels" (dict "ctx" . "component" "app") | nindent 8 }}
+      annotations:
+        # Roll the pod when config/secret content changes.
+        checksum/config: {{ include (print $.Template.BasePath "/configmap.yaml") . | sha256sum }}
+    spec:
+      {{- with .Values.imagePullSecrets }}
+      imagePullSecrets:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      initContainers:
+        # Block until Postgres accepts connections so the first app connection
+        # (which auto-applies storage/pg_schema.sql) succeeds.
+        - name: wait-for-postgres
+          image: {{ .Values.postgres.image | quote }}
+          command:
+            - sh
+            - -c
+            - |
+              until pg_isready -h {{ include "momentum.postgresName" . }} -p {{ .Values.postgres.port }} -U {{ .Values.postgres.username }}; do
+                echo "waiting for postgres..."; sleep 2;
+              done
+      containers:
+        - name: app
+          image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}"
+          imagePullPolicy: {{ .Values.image.pullPolicy }}
+          command: {{ toYaml .Values.app.command | nindent 12 }}
+          ports:
+            - name: http
+              containerPort: 8010
+          envFrom:
+            - configMapRef:
+                name: {{ include "momentum.configMapName" . }}
+            - secretRef:
+                name: {{ include "momentum.secretName" . }}
+          volumeMounts:
+            - name: app-data
+              mountPath: /app/data
+          {{- if .Values.app.probes.enabled }}
+          readinessProbe:
+            httpGet:
+              path: /
+              port: http
+            initialDelaySeconds: {{ .Values.app.probes.initialDelaySeconds }}
+            periodSeconds: {{ .Values.app.probes.periodSeconds }}
+          livenessProbe:
+            httpGet:
+              path: /
+              port: http
+            initialDelaySeconds: {{ .Values.app.probes.initialDelaySeconds }}
+            periodSeconds: {{ .Values.app.probes.periodSeconds }}
+          {{- end }}
+          resources:
+            {{- toYaml .Values.app.resources | nindent 12 }}
+      volumes:
+        - name: app-data
+          {{- if .Values.app.persistence.enabled }}
+          persistentVolumeClaim:
+            claimName: {{ include "momentum.appDataPvcName" . }}
+          {{- else }}
+          emptyDir: {}
+          {{- end }}
@@ -0,0 +1,14 @@
+apiVersion: v1
+kind: Service
+metadata:
+  name: {{ include "momentum.appName" . }}
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+spec:
+  type: {{ .Values.service.type }}
+  selector:
+    {{- include "momentum.selectorLabels" (dict "ctx" . "component" "app") | nindent 4 }}
+  ports:
+    - name: http
+      port: {{ .Values.service.port }}
+      targetPort: http
@@ -0,0 +1,10 @@
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: {{ include "momentum.configMapName" . }}
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+data:
+  {{- range $key, $val := .Values.config }}
+  {{ $key }}: {{ $val | quote }}
+  {{- end }}
@@ -0,0 +1,59 @@
+{{- if .Values.cronjobs.enabled }}
+{{- $root := . }}
+{{- $jobs := dict "journal" .Values.cronjobs.journal "eod-replay" .Values.cronjobs.eodReplay "nightly-tune" .Values.cronjobs.nightlyTune }}
+{{- range $key, $job := $jobs }}
+{{- if $job.enabled }}
+---
+apiVersion: batch/v1
+kind: CronJob
+metadata:
+  name: {{ include "momentum.fullname" $root }}-{{ $key }}
+  labels:
+    {{- include "momentum.labels" $root | nindent 4 }}
+    app.kubernetes.io/component: cron-{{ $key }}
+spec:
+  schedule: {{ $job.schedule | quote }}
+  # US/Eastern so the market-clock schedules in .env's *.sh comments hold.
+  timeZone: {{ $root.Values.cronjobs.timeZone | quote }}
+  concurrencyPolicy: Forbid
+  successfulJobsHistoryLimit: 3
+  failedJobsHistoryLimit: 3
+  jobTemplate:
+    spec:
+      backoffLimit: 1
+      template:
+        metadata:
+          labels:
+            {{- include "momentum.selectorLabels" (dict "ctx" $root "component" (printf "cron-%s" $key)) | nindent 12 }}
+        spec:
+          restartPolicy: Never
+          {{- with $root.Values.imagePullSecrets }}
+          imagePullSecrets:
+            {{- toYaml . | nindent 12 }}
+          {{- end }}
+          containers:
+            - name: {{ $key }}
+              image: "{{ $root.Values.image.repository }}:{{ $root.Values.image.tag }}"
+              imagePullPolicy: {{ $root.Values.image.pullPolicy }}
+              command: {{ toYaml $job.command | nindent 16 }}
+              envFrom:
+                - configMapRef:
+                    name: {{ include "momentum.configMapName" $root }}
+                - secretRef:
+                    name: {{ include "momentum.secretName" $root }}
+              volumeMounts:
+                - name: app-data
+                  mountPath: /app/data
+          volumes:
+            - name: app-data
+              {{- if $root.Values.app.persistence.enabled }}
+              # Shared with the app pod (nightly-tune writes learned_params.json
+              # the loop reads on boot). RWO ⇒ cron pods schedule onto the app's node.
+              persistentVolumeClaim:
+                claimName: {{ include "momentum.appDataPvcName" $root }}
+              {{- else }}
+              emptyDir: {}
+              {{- end }}
+{{- end }}
+{{- end }}
+{{- end }}
@@ -0,0 +1,158 @@
+{{- if .Values.grafana.enabled }}
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: {{ include "momentum.grafanaName" . }}-provisioning
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+data:
+  # Datasource points at the in-cluster Postgres service (not the old LAN IP).
+  datasource.yaml: |
+    apiVersion: 1
+    datasources:
+      - name: Momentum
+        uid: momentum_pg
+        type: postgres
+        access: proxy
+        url: {{ include "momentum.postgresName" . }}:{{ .Values.postgres.port }}
+        user: {{ .Values.postgres.username }}
+        jsonData:
+          database: {{ .Values.postgres.database }}
+          sslmode: disable
+          postgresVersion: 1600
+        secureJsonData:
+          # Resolved at runtime from the env var below so it always matches the
+          # password stored in the Secret (avoids re-deriving it here).
+          password: $POSTGRES_PASSWORD
+        isDefault: true
+        editable: true
+  provider.yaml: |
+    apiVersion: 1
+    providers:
+      - name: momentum
+        orgId: 1
+        type: file
+        disableDeletion: false
+        updateIntervalSeconds: 10
+        allowUiUpdates: true
+        options:
+          path: /etc/grafana/provisioning/dashboards
+          foldersFromFilesStructure: false
+---
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: {{ include "momentum.grafanaName" . }}-dashboards
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+data:
+  momentum.json: |-
+    {{- .Files.Get "files/dashboard.json" | nindent 4 }}
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: {{ include "momentum.grafanaName" . }}
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+    app.kubernetes.io/component: grafana
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      {{- include "momentum.selectorLabels" (dict "ctx" . "component" "grafana") | nindent 6 }}
+  template:
+    metadata:
+      labels:
+        {{- include "momentum.selectorLabels" (dict "ctx" . "component" "grafana") | nindent 8 }}
+    spec:
+      containers:
+        - name: grafana
+          image: {{ .Values.grafana.image | quote }}
+          ports:
+            - name: http
+              containerPort: 3000
+          env:
+            - name: GF_AUTH_ANONYMOUS_ENABLED
+              value: "true"
+            - name: GF_AUTH_ANONYMOUS_ORG_ROLE
+              value: "Admin"
+            - name: GF_AUTH_DISABLE_LOGIN_FORM
+              value: "true"
+            - name: GF_DASHBOARDS_MIN_REFRESH_INTERVAL
+              value: "2s"
+            # Interpolated into the provisioned datasource (secureJsonData.password).
+            - name: POSTGRES_PASSWORD
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "momentum.secretName" . }}
+                  key: POSTGRES_PASSWORD
+          volumeMounts:
+            - name: datasources
+              mountPath: /etc/grafana/provisioning/datasources
+            - name: dashboard-provider
+              mountPath: /etc/grafana/provisioning/dashboards/provider.yaml
+              subPath: provider.yaml
+            - name: dashboards
+              mountPath: /etc/grafana/provisioning/dashboards/momentum.json
+              subPath: momentum.json
+            - name: storage
+              mountPath: /var/lib/grafana
+          resources:
+            {{- toYaml .Values.grafana.resources | nindent 12 }}
+      volumes:
+        - name: datasources
+          configMap:
+            name: {{ include "momentum.grafanaName" . }}-provisioning
+            items:
+              - key: datasource.yaml
+                path: datasource.yaml
+        - name: dashboard-provider
+          configMap:
+            name: {{ include "momentum.grafanaName" . }}-provisioning
+            items:
+              - key: provider.yaml
+                path: provider.yaml
+        - name: dashboards
+          configMap:
+            name: {{ include "momentum.grafanaName" . }}-dashboards
+        - name: storage
+          {{- if .Values.grafana.persistence.enabled }}
+          persistentVolumeClaim:
+            claimName: {{ include "momentum.grafanaName" . }}
+          {{- else }}
+          emptyDir: {}
+          {{- end }}
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: {{ include "momentum.grafanaName" . }}
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+spec:
+  type: {{ .Values.grafana.service.type }}
+  selector:
+    {{- include "momentum.selectorLabels" (dict "ctx" . "component" "grafana") | nindent 4 }}
+  ports:
+    - name: http
+      port: {{ .Values.grafana.service.port }}
+      targetPort: http
+{{- if .Values.grafana.persistence.enabled }}
+---
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: {{ include "momentum.grafanaName" . }}
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+spec:
+  accessModes: ["ReadWriteOnce"]
+  {{- if .Values.grafana.persistence.storageClass }}
+  storageClassName: {{ .Values.grafana.persistence.storageClass | quote }}
+  {{- end }}
+  resources:
+    requests:
+      storage: {{ .Values.grafana.persistence.size | quote }}
+{{- end }}
+{{- end }}
@@ -0,0 +1,31 @@
+{{- if .Values.ingress.enabled }}
+apiVersion: networking.k8s.io/v1
+kind: Ingress
+metadata:
+  name: {{ include "momentum.appName" . }}
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+  {{- with .Values.ingress.annotations }}
+  annotations:
+    {{- toYaml . | nindent 4 }}
+  {{- end }}
+spec:
+  {{- if .Values.ingress.className }}
+  ingressClassName: {{ .Values.ingress.className }}
+  {{- end }}
+  {{- with .Values.ingress.tls }}
+  tls:
+    {{- toYaml . | nindent 4 }}
+  {{- end }}
+  rules:
+    - host: {{ .Values.ingress.host | quote }}
+      http:
+        paths:
+          - path: /
+            pathType: Prefix
+            backend:
+              service:
+                name: {{ include "momentum.appName" . }}
+                port:
+                  number: {{ .Values.service.port }}
+{{- end }}
@@ -0,0 +1,15 @@
+apiVersion: v1
+kind: Service
+metadata:
+  name: {{ include "momentum.postgresName" . }}
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+spec:
+  # Headless: stable DNS for the single StatefulSet pod.
+  clusterIP: None
+  selector:
+    {{- include "momentum.selectorLabels" (dict "ctx" . "component" "postgres") | nindent 4 }}
+  ports:
+    - name: postgres
+      port: {{ .Values.postgres.port }}
+      targetPort: postgres
@@ -0,0 +1,67 @@
+apiVersion: apps/v1
+kind: StatefulSet
+metadata:
+  name: {{ include "momentum.postgresName" . }}
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+    app.kubernetes.io/component: postgres
+spec:
+  serviceName: {{ include "momentum.postgresName" . }}
+  replicas: 1
+  selector:
+    matchLabels:
+      {{- include "momentum.selectorLabels" (dict "ctx" . "component" "postgres") | nindent 6 }}
+  template:
+    metadata:
+      labels:
+        {{- include "momentum.selectorLabels" (dict "ctx" . "component" "postgres") | nindent 8 }}
+    spec:
+      {{- with .Values.imagePullSecrets }}
+      imagePullSecrets:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      containers:
+        - name: postgres
+          image: {{ .Values.postgres.image | quote }}
+          ports:
+            - name: postgres
+              containerPort: {{ .Values.postgres.port }}
+          env:
+            - name: POSTGRES_USER
+              value: {{ .Values.postgres.username | quote }}
+            - name: POSTGRES_DB
+              value: {{ .Values.postgres.database | quote }}
+            - name: POSTGRES_PASSWORD
+              valueFrom:
+                secretKeyRef:
+                  name: {{ include "momentum.secretName" . }}
+                  key: POSTGRES_PASSWORD
+            # Keep PGDATA in a subdir so the volume root (lost+found) doesn't clash.
+            - name: PGDATA
+              value: /var/lib/postgresql/data/pgdata
+          volumeMounts:
+            - name: data
+              mountPath: /var/lib/postgresql/data
+          readinessProbe:
+            exec:
+              command: ["pg_isready", "-U", {{ .Values.postgres.username | quote }}, "-d", {{ .Values.postgres.database | quote }}]
+            initialDelaySeconds: 10
+            periodSeconds: 10
+          livenessProbe:
+            exec:
+              command: ["pg_isready", "-U", {{ .Values.postgres.username | quote }}, "-d", {{ .Values.postgres.database | quote }}]
+            initialDelaySeconds: 30
+            periodSeconds: 15
+          resources:
+            {{- toYaml .Values.postgres.resources | nindent 12 }}
+  volumeClaimTemplates:
+    - metadata:
+        name: data
+      spec:
+        accessModes: ["{{ .Values.postgres.persistence.accessMode }}"]
+        {{- if .Values.postgres.persistence.storageClass }}
+        storageClassName: {{ .Values.postgres.persistence.storageClass | quote }}
+        {{- end }}
+        resources:
+          requests:
+            storage: {{ .Values.postgres.persistence.size | quote }}
@@ -0,0 +1,26 @@
+{{- if not .Values.secrets.existingSecret }}
+{{- $pgPassword := include "momentum.postgresPassword" . }}
+{{- $pgHost := include "momentum.postgresName" . }}
+{{- $databaseUrl := printf "postgresql://%s:%s@%s:%v/%s" .Values.postgres.username $pgPassword $pgHost .Values.postgres.port .Values.postgres.database }}
+apiVersion: v1
+kind: Secret
+metadata:
+  name: {{ include "momentum.fullname" . }}-secrets
+  labels:
+    {{- include "momentum.labels" . | nindent 4 }}
+type: Opaque
+stringData:
+  # Consumed by the Postgres StatefulSet.
+  POSTGRES_PASSWORD: {{ $pgPassword | quote }}
+  # Consumed by the app + CronJobs (storage/db_pg.py prefers DATABASE_URL).
+  DATABASE_URL: {{ $databaseUrl | quote }}
+  # Alpaca paper broker (the client reads both the ALPACA_* and APCA_* names).
+  ALPACA_API_KEY: {{ .Values.secrets.alpacaApiKey | quote }}
+  ALPACA_SECRET_KEY: {{ .Values.secrets.alpacaSecretKey | quote }}
+  APCA_API_KEY_ID: {{ .Values.secrets.alpacaApiKey | quote }}
+  APCA_API_SECRET_KEY: {{ .Values.secrets.alpacaSecretKey | quote }}
+  APCA_API_BASE_URL: {{ .Values.secrets.alpacaBaseUrl | quote }}
+  {{- range $k, $v := .Values.secrets.schwab }}
+  {{ $k }}: {{ $v | quote }}
+  {{- end }}
+{{- end }}
@@ -0,0 +1,162 @@
+# Default values for the momentum chart.
+# Override per-environment with `-f my-values.yaml` or `--set key=value`.
+
+# -- Container image for every workload (app loop, dashboard, CronJobs).
+image:
+  repository: ghcr.io/fez5587/momentum-system
+  # Pin to a pushed tag (commit SHA or `latest`) from the docker-publish workflow.
+  tag: latest
+  pullPolicy: IfNotPresent
+
+# Optional image pull secrets for a private GHCR package.
+imagePullSecrets: []
+
+nameOverride: ""
+fullnameOverride: ""
+
+# ----------------------------------------------------------------------------
+# App: the live trading loop WITH its embedded dashboard (port 8010).
+# It is a stateful singleton — do not raise replicas above 1.
+# ----------------------------------------------------------------------------
+app:
+  # Runs the loop with the dashboard attached (the dashboard's approve/reject/
+  # exit endpoints require the in-process TradingExecutionService).
+  command: ["python", "run_live_paper.py"]
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      memory: 1Gi
+  # Shared writable dir (DuckDB research file, logs, learned_params.json, tokens).
+  # The nightly-tune CronJob writes learned_params.json here for the loop to read.
+  persistence:
+    enabled: true
+    size: 5Gi
+    storageClass: ""
+    accessMode: ReadWriteOnce
+  # HTTP probes hit the dashboard root.
+  probes:
+    enabled: true
+    initialDelaySeconds: 30
+    periodSeconds: 30
+
+# Dashboard service (ClusterIP by default; port-forward to reach it).
+service:
+  type: ClusterIP
+  port: 8010
+
+ingress:
+  enabled: false
+  className: ""
+  annotations: {}
+  host: momentum.local
+  tls: []
+
+# ----------------------------------------------------------------------------
+# In-cluster PostgreSQL — the single source of truth (StatefulSet + PVC).
+# Schema auto-creates on first app connection from storage/pg_schema.sql.
+# ----------------------------------------------------------------------------
+postgres:
+  image: postgres:16
+  database: momentum
+  username: momentum
+  # If empty, a random password is generated on first install and stored in the
+  # chart-managed Secret. Set explicitly to keep it stable across upgrades.
+  password: ""
+  port: 5432
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      memory: 1Gi
+  persistence:
+    size: 10Gi
+    storageClass: ""
+    accessMode: ReadWriteOnce
+
+# ----------------------------------------------------------------------------
+# Secrets — DB URL is built from the in-cluster Postgres service automatically.
+# Provide broker keys via --set or, better, an existingSecret (sealed-secrets,
+# external-secrets, etc). Never commit real keys into values.yaml.
+# ----------------------------------------------------------------------------
+secrets:
+  # If set, the chart will NOT render its own Secret and instead expects this
+  # one to already contain DATABASE_URL, ALPACA_*/APCA_*, and any SCHWAB_* keys.
+  existingSecret: ""
+  alpacaApiKey: ""
+  alpacaSecretKey: ""
+  alpacaBaseUrl: "https://paper-api.alpaca.markets"
+  schwab: {}   # e.g. SCHWAB_MARKET_DATA_APP_KEY: "..."
+
+# ----------------------------------------------------------------------------
+# Non-secret tuning env (ConfigMap). Mirrors .env.example; override freely.
+# ----------------------------------------------------------------------------
+config:
+  TRADING_EXECUTION_MODE: "alpaca_paper"
+  TRADING_EXECUTION_ENABLED: "1"
+  TRADING_AUTO_APPROVE: "0"
+  TRADING_MAX_CONCURRENT_POSITIONS: "6"
+  TRADING_RISK_PER_TRADE_PCT: "0.01"
+  TRADING_MAX_DAILY_LOSS_PCT: "0.03"
+  TRADING_EOD_FLATTEN_ENABLED: "1"
+  WATCHER_ENABLED: "1"
+  WATCHER_INTERVAL_SECONDS: "60"
+  WATCHER_SYMBOLS: "AAPL,TSLA,NVDA,AMD,SOFI"
+  WATCHER_PRICE_MIN: "1"
+  WATCHER_PRICE_MAX: "20"
+  STRATEGY_SETUPS: "opening_range_break"
+  LIVE_BARS_ENABLED: "1"
+  LIVE_BARS_INTERVAL_SECONDS: "60"
+  ALPACA_DATA_FEED: "iex"
+  ALPACA_BACKFILL_FEED: "sip"
+  TRIGGER_ENABLED: "1"
+  TRIGGER_GAP_MIN: "3.0"
+  TRIGGER_GAP_MAX: "35"
+  TRIGGER_RVOL_MIN: "2.0"
+  ORB_BARS: "5"
+  DASHBOARD_HOST: "0.0.0.0"
+  DASHBOARD_PORT: "8010"
+  # Leave schema auto-creation on (storage/db_pg.py applies pg_schema.sql).
+  PG_SKIP_SCHEMA: "0"
+
+# ----------------------------------------------------------------------------
+# Scheduled jobs (CronJobs). Times are US/Eastern via spec.timeZone (K8s >=1.27),
+# weekdays only — matching the existing *.sh crontab comments.
+# ----------------------------------------------------------------------------
+cronjobs:
+  enabled: true
+  timeZone: America/New_York
+  journal:
+    enabled: true
+    schedule: "2 16 * * 1-5"
+    command: ["python", "momentum_cli.py", "journal"]
+  eodReplay:
+    enabled: true
+    schedule: "5 16 * * 1-5"
+    command: ["python", "eod_replay.py"]
+  nightlyTune:
+    enabled: true
+    schedule: "30 17 * * 1-5"
+    command: ["python", "nightly_tune.py"]
+
+# ----------------------------------------------------------------------------
+# Grafana (optional) — provisioned against the in-cluster Postgres service.
+# ----------------------------------------------------------------------------
+grafana:
+  enabled: true
+  image: grafana/grafana:11.2.0
+  service:
+    type: ClusterIP
+    port: 3000
+  persistence:
+    enabled: true
+    size: 1Gi
+    storageClass: ""
+  resources:
+    requests:
+      cpu: 50m
+      memory: 128Mi
+    limits:
+      memory: 512Mi