Add files using upload-large-folder tool

platform/dbops/binaries/weaviate-src/tools/dev/bench/bench_test.go

@@ -0,0 +1,64 @@
+//                           _       _
+// __      _____  __ ___   ___  __ _| |_ ___
+// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
+//  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
+//   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
+//
+//  Copyright © 2016 - 2025 Weaviate B.V. All rights reserved.
+//
+//  CONTACT: hello@weaviate.io
+//
+
+package main
+
+import (
+	"fmt"
+	"testing"
+	"time"
+)
+
+var size = int(1e7)
+
+func TestVisitedMap(t *testing.T) {
+	numbers := make([]int, size)
+	for i := range numbers {
+		numbers[i] = i
+	}
+
+	before := time.Now()
+	numbersContained := map[int]struct{}{}
+	fmt.Printf("init map took %s\n", time.Since(before))
+
+	before = time.Now()
+	for i := range numbers {
+		_, ok := numbersContained[i]
+		_ = ok
+	}
+
+	fmt.Printf("map lookups took %s\n", time.Since(before))
+}
+
+func TestVisitedList(t *testing.T) {
+	numbers := make([]int, size)
+	for i := range numbers {
+		numbers[i] = i
+	}
+
+	before := time.Now()
+	numbersContained := make([]bool, size)
+	fmt.Printf("init slice took %s\n", time.Since(before))
+
+	for i := range numbers {
+		if i%150 == 0 {
+			// contained := true
+			numbersContained[i] = true
+		}
+	}
+
+	before = time.Now()
+	for i := range numbers {
+		el := numbersContained[i]
+		_ = el
+	}
+	fmt.Printf("slice lookups took %s\n", time.Since(before))
+}

platform/dbops/binaries/weaviate-src/tools/dev/bench/measure_start_time.py

@@ -0,0 +1,32 @@
+import subprocess
+import time
+
+# This measures the start time of weaviate
+#
+# How to use:
+#  - Build a container of the weaviate code that you want to benchmark, this script assumes that you use
+#      ./tools/test/run_ci_server.sh
+#  - Import objects
+#  - Run this script, it will automatically stop/start the weaviate docker container multiple times and measure how long
+#     it takes
+
+runs = 10
+container_name = "weaviate-weaviate-1"
+total_time = 0
+
+# stop any running weaviate containers
+subprocess.run(["docker", "stop", container_name])
+
+for _ in range(runs):
+    start = time.time()
+    subprocess.run(["docker", "start", container_name])
+
+    # Loop until weaviate is responding
+    while True:
+        n = subprocess.run(["curl", "-s", "http://localhost:8080"])
+        if n.returncode == 0:
+            total_time += time.time()-start
+            subprocess.run(["docker", "stop", container_name])
+            break
+
+print("Average time until weaviate responds: ", total_time/runs)

platform/dbops/binaries/weaviate-src/tools/dev/generate_release_notes/README.md

@@ -0,0 +1,9 @@
+## Generate release notes
+
+This project generates github release notes.
+
+Example usage:
+
+```bash
+GITHUB_TOKEN="<token>" CURRENT_VERSION=v1.26.12 PREVIOUS_VERSION=v1.26.11  go run .
+```

platform/dbops/binaries/weaviate-src/tools/dev/generate_release_notes/generate_changes.sh

@@ -0,0 +1,16 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+CURRENT_VERSION=${1:-""}
+PREVIOUS_VERSION=${2:-""}
+
+if [ -z "$CURRENT_VERSION" ]; then
+  echo "<current-version> <previous-version> are missing. Usage: ./generate_changes.sh <current-version> <previous-version>"
+  exit 1
+fi
+if [ -z "$PREVIOUS_VERSION" ]; then
+  echo "<previous-version> is missing. Usage: ./generate_changes.sh <current-version> <previous-version>"
+  exit 1
+fi
+
+git --no-pager log $CURRENT_VERSION...$PREVIOUS_VERSION -P --grep="^(Merge pull request.*|.* \(\#[0-9]+\)$)" --pretty=format:'%s'

platform/dbops/binaries/weaviate-src/tools/dev/generate_release_notes/main.go

@@ -0,0 +1,140 @@
+//                           _       _
+// __      _____  __ ___   ___  __ _| |_ ___
+// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
+//  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
+//   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
+//
+//  Copyright © 2016 - 2025 Weaviate B.V. All rights reserved.
+//
+//  CONTACT: hello@weaviate.io
+//
+
+package main
+
+import (
+	"encoding/json"
+	"fmt"
+	"io"
+	"log"
+	"net/http"
+	"os"
+	"os/exec"
+	"strings"
+)
+
+type pullRequest struct {
+	Number int64      `json:"number"`
+	Title  string     `json:"title"`
+	User   githubUser `json:"user"`
+}
+
+type githubUser struct {
+	Login string `json:"login"`
+}
+
+func main() {
+	githubToken := os.Getenv("GITHUB_TOKEN")
+	if githubToken == "" {
+		fmt.Println("You need to pass GitHub token using GITHUB_TOKEN environment variable.")
+		fmt.Println("How to create a Personal Access Token:")
+		fmt.Println(" 1. Go to GitHub settings (https://github.com/settings/tokens).")
+		fmt.Println(" 2. Generate a new token with at least the repo scope for accessing pull request information.")
+		printUsage()
+		return
+	}
+	currentVersion := os.Getenv("CURRENT_VERSION")
+	if currentVersion == "" {
+		fmt.Println("You need to pass current version using CURRENT_VERSION environment variable.")
+		printUsage()
+		return
+	}
+	previousVersion := os.Getenv("PREVIOUS_VERSION")
+	if previousVersion == "" {
+		fmt.Println("You need to pass previous version using PREVIOUS_VERSION environment variable.")
+		printUsage()
+		return
+	}
+
+	printReleaseNotes(currentVersion, previousVersion, githubToken)
+}
+
+func printReleaseNotes(currentTag, previousTag, githubToken string) {
+	fmt.Printf("\n## Breaking Changes\n*none*\n")
+	fmt.Printf("\n## New Features\n*none*\n")
+	fmt.Printf("\n## Fixes\n")
+	printPullRequests(currentTag, previousTag, githubToken)
+	fmt.Printf("\n**Full Changelog**: https://github.com/weaviate/weaviate/compare/%s...%s\n", previousTag, currentTag)
+}
+
+func printPullRequests(currentTag, previousTag, githubToken string) {
+	cmd := exec.Command("bash", getScriptPath(), getProperTag(currentTag), getProperTag(previousTag))
+	out, err := cmd.Output()
+	fatal(err)
+
+	for _, line := range strings.Split(string(out), "\n") {
+		pr := getPullRequest(parsePullRequestNumber(line), githubToken)
+		fmt.Printf("* %s by @%s in https://github.com/weaviate/weaviate/pull/%d\n", pr.Title, pr.User.Login, pr.Number)
+	}
+}
+
+func getScriptPath() string {
+	cwd, err := os.Getwd()
+	fatal(err)
+
+	if strings.Contains(cwd, "/tools") {
+		cwd = cwd[:strings.Index(cwd, "/tools")]
+	}
+	return fmt.Sprintf("%s/tools/dev/generate_release_notes/generate_changes.sh", cwd)
+}
+
+func parsePullRequestNumber(commitTitle string) string {
+	if strings.HasPrefix(commitTitle, "Merge pull request #") {
+		parts := strings.Split(commitTitle, " ")
+		pr := strings.ReplaceAll(parts[3], "#", "")
+		return pr
+	} else {
+		parts := strings.Split(commitTitle, " (#")
+		pr := strings.ReplaceAll(parts[len(parts)-1], ")", "")
+		return pr
+	}
+}
+
+func getPullRequest(pr, githubToken string) pullRequest {
+	url := fmt.Sprintf("https://api.github.com/repos/weaviate/weaviate/pulls/%s", pr)
+	req, err := http.NewRequest("GET", url, nil)
+	fatal(err)
+
+	req.Header.Add("Accept", "application/vnd.github.v3+json")
+	req.Header.Add("Authorization", fmt.Sprintf("token %s", githubToken))
+	client := &http.Client{}
+	res, err := client.Do(req)
+	fatal(err)
+	defer res.Body.Close()
+
+	bodyBytes, err := io.ReadAll(res.Body)
+	fatal(err)
+
+	var resp pullRequest
+	err = json.Unmarshal(bodyBytes, &resp)
+	fatal(err)
+
+	return resp
+}
+
+func getProperTag(version string) string {
+	if !strings.HasPrefix(version, "v") {
+		return fmt.Sprintf("v%s", version)
+	}
+	return version
+}
+
+func fatal(err error) {
+	if err != nil {
+		log.Fatal(err)
+	}
+}
+
+func printUsage() {
+	fmt.Printf("\nExample usage:\n")
+	fmt.Printf("GITHUB_TOKEN=\"<token>\" CURRENT_VERSION=v1.26.12 PREVIOUS_VERSION=v1.26.11  go run .\n")
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboard_provider.yml

@@ -0,0 +1,24 @@
+apiVersion: 1
+
+providers:
+  # <string> an unique provider name. Required
+  - name: 'weaviate dashboard provider'
+    # <int> Org id. Default to 1
+    orgId: 1
+    # <string> name of the dashboard folder.
+    folder: ''
+    # <string> folder UID. will be automatically generated if not specified
+    folderUid: ''
+    # <string> provider type. Default to 'file'
+    type: file
+    # <bool> disable dashboard deletion
+    disableDeletion: true
+    # <int> how often Grafana will scan for changed dashboards
+    updateIntervalSeconds: 10
+    # <bool> allow updating provisioned dashboards from the UI
+    allowUiUpdates: false
+    options:
+      # <string, required> path to dashboard files on disk. Required when using the 'file' type
+      path: /var/lib/grafana/dashboards
+      # <bool> use folder names from filesystem to create folders in Grafana
+      foldersFromFilesStructure: true

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/auto_tenant.json

@@ -0,0 +1,232 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "grafana",
+          "uid": "-- Grafana --"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "id": 15,
+  "links": [],
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "barWidthFactor": 0.6,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 11,
+        "x": 0,
+        "y": 0
+      },
+      "id": 2,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "11.4.0",
+      "targets": [
+        {
+          "editorMode": "code",
+          "expr": "weaviate_auto_tenant_total",
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "tenants count added by autotenant",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "barWidthFactor": 0.6,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "s"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 11,
+        "y": 0
+      },
+      "id": 1,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "11.4.0",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": false,
+          "expr": "weaviate_auto_tenant_duration_seconds_sum/weaviate_auto_tenant_duration_seconds_count",
+          "instant": false,
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "auto tenant durations",
+      "type": "timeseries"
+    }
+  ],
+  "preload": false,
+  "schemaVersion": 40,
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-1h",
+    "to": "now"
+  },
+  "timepicker": {},
+  "timezone": "browser",
+  "title": "New dashboard",
+  "uid": "fej6ecfjn203kf",
+  "version": 5,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/backup.json

@@ -0,0 +1,446 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "grafana",
+          "uid": "-- Grafana --"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "target": {
+          "limit": 100,
+          "matchAny": false,
+          "tags": [],
+          "type": "dashboard"
+        },
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "links": [],
+  "liveNow": false,
+  "panels": [
+    {
+      "collapsed": true,
+      "gridPos": {
+        "h": 1,
+        "w": 24,
+        "x": 0,
+        "y": 0
+      },
+      "id": 12,
+      "panels": [],
+      "title": "Times",
+      "type": "row"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "s"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 1
+      },
+      "id": 14,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "builder",
+          "expr": "backup_restore_ms_sum{}",
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Time spent restoring",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "s"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 1
+      },
+      "id": 16,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "builder",
+          "expr": "backup_store_to_backend_ms_sum{}",
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Time spent storing",
+      "type": "timeseries"
+    },
+    {
+      "collapsed": false,
+      "gridPos": {
+        "h": 1,
+        "w": 24,
+        "x": 0,
+        "y": 9
+      },
+      "id": 6,
+      "panels": [],
+      "title": "Data",
+      "type": "row"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "decbytes"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 10
+      },
+      "id": 10,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "builder",
+          "expr": "backup_store_data_transferred{}",
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Total data backed up",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "decbytes"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 10
+      },
+      "id": 8,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "builder",
+          "expr": "backup_restore_data_transferred{}",
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Total data restored",
+      "type": "timeseries"
+    }
+  ],
+  "refresh": false,
+  "schemaVersion": 37,
+  "style": "dark",
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "2022-09-07T09:00:22.615Z",
+    "to": "2022-09-07T12:24:45.564Z"
+  },
+  "timepicker": {},
+  "timezone": "",
+  "title": "Snapshots",
+  "uid": "juk0lQZ4z",
+  "version": 1,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/dashboard.yml

@@ -0,0 +1,11 @@
+apiVersion: 1
+providers:
+  - name: 'default'
+    orgId: 1
+    folder: ''
+    type: file
+    disableDeletion: false
+    updateIntervalSeconds: 10
+    allowUiUpdates: true
+    options:
+      path: /etc/grafana/dashboards

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/db_shards.json

@@ -0,0 +1,332 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "grafana",
+          "uid": "-- Grafana --"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "id": 15,
+  "links": [],
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "barWidthFactor": 0.6,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 0
+      },
+      "id": 4,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "11.4.0",
+      "targets": [
+        {
+          "editorMode": "code",
+          "expr": "sum(weaviate_schema_shards) by (status, class_name)",
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Schema shards per collection",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "barWidthFactor": 0.6,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 0
+      },
+      "id": 1,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "11.4.0",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "prometheus"
+          },
+          "disableTextWrap": false,
+          "editorMode": "code",
+          "expr": "weaviate_index_shards_total",
+          "fullMetaSearch": false,
+          "hide": false,
+          "includeNullMetadata": false,
+          "instant": false,
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "B",
+          "useBackend": false
+        }
+      ],
+      "title": "Database shards per collection",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "barWidthFactor": 0.6,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 8
+      },
+      "id": 2,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "11.4.0",
+      "targets": [
+        {
+          "disableTextWrap": false,
+          "editorMode": "code",
+          "expr": "sum by (status) (rate(weaviate_index_shard_status_update_duration_seconds_sum[$__rate_interval])/rate(weaviate_index_shard_status_update_duration_seconds_count[$__rate_interval]))",
+          "fullMetaSearch": false,
+          "includeNullMetadata": true,
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A",
+          "useBackend": false
+        }
+      ],
+      "title": "Shard load time",
+      "type": "timeseries"
+    }
+  ],
+  "preload": false,
+  "refresh": "5s",
+  "schemaVersion": 40,
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-5m",
+    "to": "now"
+  },
+  "timepicker": {},
+  "timezone": "browser",
+  "title": "DB Shards Status",
+  "uid": "dej35ju98g6bke",
+  "version": 5,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/dynamic.json

@@ -0,0 +1,241 @@
+{
+  "annotations": {
+    "list": []
+  },
+  "editable": true,
+  "graphTooltip": 0,
+  "links": [],
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "custom": {
+            "align": "auto",
+            "displayMode": "auto",
+            "filterable": true,
+            "inspect": false
+          }
+        }
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 24,
+        "x": 0,
+        "y": 0
+      },
+      "id": 1,
+      "options": {
+        "showHeader": true,
+        "sortBy": [
+          {
+            "desc": false,
+            "displayName": "Metric"
+          }
+        ]
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "prometheus"
+          },
+          "editorMode": "code",
+          "expr": "count by(__name__) ({__name__=~\"$metric_prefix\", job=~\".+\"})",
+          "format": "table",
+          "instant": true,
+          "range": false,
+          "refId": "A"
+        }
+      ],
+      "title": "Available Metrics",
+      "transformations": [
+        {
+          "id": "organize",
+          "options": {
+            "excludeByName": {},
+            "indexByName": {},
+            "renameByName": {
+              "__name__": "Metric Name",
+              "Value": "Count"
+            }
+          }
+        }
+      ],
+      "type": "table"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 10,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              }
+            ]
+          },
+          "unit": "short"
+        }
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 24,
+        "x": 0,
+        "y": 8
+      },
+      "id": 2,
+      "options": {
+        "legend": {
+          "calcs": [
+            "lastNotNull",
+            "min",
+            "max",
+            "mean"
+          ],
+          "displayMode": "table",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "multi",
+          "sort": "desc"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "prometheus"
+          },
+          "editorMode": "code",
+          "expr": "$metric{job=~\".+\"}",
+          "instant": false,
+          "legendFormat": "{{__name__}} ({{instance}})",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Selected Metric: $metric",
+      "type": "timeseries"
+    }
+  ],
+  "refresh": "5s",
+  "schemaVersion": 38,
+  "style": "dark",
+  "templating": {
+    "list": [
+      {
+        "current": {
+          "selected": false,
+          "text": "All",
+          "value": ".+"
+        },
+        "name": "metric_prefix",
+        "options": [
+          {
+            "selected": true,
+            "text": "All",
+            "value": ".+"
+          },
+          {
+            "selected": false,
+            "text": "Weaviate",
+            "value": "weaviate_.+"
+          },
+          {
+            "selected": false,
+            "text": "Go",
+            "value": "go_.+"
+          },
+          {
+            "selected": false,
+            "text": "Process",
+            "value": "process_.+"
+          }
+        ],
+        "query": "All : .+, Weaviate : weaviate_.+, Go : go_.+, Process : process_.+",
+        "queryValue": "",
+        "skipUrlSync": false,
+        "type": "custom",
+        "label": "Metric Prefix"
+      },
+      {
+        "current": {
+          "selected": true,
+          "text": "up",
+          "value": "up"
+        },
+        "datasource": {
+          "type": "prometheus",
+          "uid": "prometheus"
+        },
+        "definition": "label_values({job=~\".+\"}, __name__)",
+        "hide": 0,
+        "includeAll": false,
+        "label": "Metric",
+        "multi": false,
+        "name": "metric",
+        "options": [],
+        "query": {
+          "query": "label_values({job=~\".+\"}, __name__)",
+          "refId": "PrometheusVariableQueryEditor-VariableQuery"
+        },
+        "refresh": 2,
+        "regex": "$metric_prefix",
+        "skipUrlSync": false,
+        "sort": 1,
+        "type": "query"
+      }
+    ]
+  },
+  "time": {
+    "from": "now-15m",
+    "to": "now"
+  },
+  "title": "Dynamic Metrics Explorer",
+  "uid": "dynamic-metrics",
+  "version": 1
+} 

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/host_metrics_mac.json

@@ -0,0 +1,923 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "grafana",
+          "uid": "-- Grafana --"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "type": "dashboard"
+      }
+    ]
+  },
+  "description": "A quickstart to setup Prometheus Node Exporter with preconfigured dashboards, alerting rules, and recording rules. Mac OSX.",
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "gnetId": 15797,
+  "graphTooltip": 0,
+  "links": [],
+  "liveNow": false,
+  "panels": [
+    {
+      "aliasColors": {},
+      "bars": false,
+      "dashLength": 10,
+      "dashes": false,
+      "datasource": {
+        "uid": "$datasource"
+      },
+      "fill": 1,
+      "fillGradient": 0,
+      "gridPos": {
+        "h": 7,
+        "w": 12,
+        "x": 0,
+        "y": 0
+      },
+      "hiddenSeries": false,
+      "id": 2,
+      "legend": {
+        "alignAsTable": false,
+        "avg": false,
+        "current": false,
+        "max": false,
+        "min": false,
+        "rightSide": false,
+        "show": true,
+        "total": false,
+        "values": false
+      },
+      "lines": true,
+      "linewidth": 1,
+      "links": [],
+      "nullPointMode": "null",
+      "options": {
+        "alertThreshold": true
+      },
+      "percentage": false,
+      "pluginVersion": "10.0.3",
+      "pointradius": 5,
+      "points": false,
+      "renderer": "flot",
+      "seriesOverrides": [],
+      "spaceLength": 10,
+      "stack": true,
+      "steppedLine": false,
+      "targets": [
+        {
+          "datasource": {
+            "uid": "$datasource"
+          },
+          "expr": "(\n  (1 - rate(node_cpu_seconds_total{job=\"node\", mode=\"idle\", instance=\"$instance\"}[$__interval]))\n/ ignoring(cpu) group_left\n  count without (cpu)( node_cpu_seconds_total{job=\"node\", mode=\"idle\", instance=\"$instance\"})\n)\n",
+          "format": "time_series",
+          "intervalFactor": 5,
+          "legendFormat": "{{cpu}}",
+          "refId": "A"
+        }
+      ],
+      "thresholds": [],
+      "timeRegions": [],
+      "title": "CPU Usage",
+      "tooltip": {
+        "shared": true,
+        "sort": 0,
+        "value_type": "individual"
+      },
+      "type": "graph",
+      "xaxis": {
+        "mode": "time",
+        "show": true,
+        "values": []
+      },
+      "yaxes": [
+        {
+          "format": "percentunit",
+          "logBase": 1,
+          "max": 1,
+          "min": 0,
+          "show": true
+        },
+        {
+          "format": "percentunit",
+          "logBase": 1,
+          "max": 1,
+          "min": 0,
+          "show": true
+        }
+      ],
+      "yaxis": {
+        "align": false
+      }
+    },
+    {
+      "aliasColors": {},
+      "bars": false,
+      "dashLength": 10,
+      "dashes": false,
+      "datasource": {
+        "uid": "$datasource"
+      },
+      "fill": 0,
+      "fillGradient": 0,
+      "gridPos": {
+        "h": 7,
+        "w": 12,
+        "x": 12,
+        "y": 0
+      },
+      "hiddenSeries": false,
+      "id": 3,
+      "legend": {
+        "alignAsTable": false,
+        "avg": false,
+        "current": false,
+        "max": false,
+        "min": false,
+        "rightSide": false,
+        "show": true,
+        "total": false,
+        "values": false
+      },
+      "lines": true,
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+          "intervalFactor": 2,
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+          "refId": "B"
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+          "legendFormat": "15m load average",
+          "refId": "C"
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+          "legendFormat": "logical cores",
+          "refId": "D"
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+      "steppedLine": false,
+      "targets": [
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+          "format": "time_series",
+          "hide": false,
+          "intervalFactor": 2,
+          "legendFormat": "memory used",
+          "range": true,
+          "refId": "D"
+        },
+        {
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+          },
+          "editorMode": "code",
+          "expr": "node_memory_total_bytes{job=\"node\", instance=\"$instance\"}",
+          "format": "time_series",
+          "hide": false,
+          "intervalFactor": 2,
+          "legendFormat": "memory total",
+          "range": true,
+          "refId": "A"
+        },
+        {
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+          },
+          "editorMode": "code",
+          "expr": "node_memory_active_bytes{job=\"node\", instance=\"$instance\"}",
+          "format": "time_series",
+          "hide": false,
+          "intervalFactor": 2,
+          "legendFormat": "memory active",
+          "range": true,
+          "refId": "B"
+        }
+      ],
+      "thresholds": [],
+      "timeRegions": [],
+      "title": "Memory Usage",
+      "tooltip": {
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+        "value_type": "individual"
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+      }
+    },
+    {
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+      },
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+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [
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+              "options": {
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+                "result": {
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+              },
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+          ],
+          "max": 100,
+          "min": 0,
+          "thresholds": {
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+            "steps": [
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+                "value": null
+              },
+              {
+                "color": "rgba(237, 129, 40, 0.89)",
+                "value": 80
+              },
+              {
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+              }
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+        "y": 7
+      },
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+      "options": {
+        "orientation": "horizontal",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "showThresholdLabels": false,
+        "showThresholdMarkers": true
+      },
+      "pluginVersion": "10.0.3",
+      "targets": [
+        {
+          "datasource": {
+            "uid": "$datasource"
+          },
+          "expr": "(\n  avg(node_memory_active_bytes{job=\"node\", instance=\"$instance\"})\n/\n  avg(node_memory_total_bytes{job=\"node\", instance=\"$instance\"})\n* 100\n)\n",
+          "format": "time_series",
+          "intervalFactor": 2,
+          "legendFormat": "",
+          "refId": "A"
+        }
+      ],
+      "title": "Memory Usage (active)",
+      "type": "gauge"
+    },
+    {
+      "aliasColors": {},
+      "bars": false,
+      "dashLength": 10,
+      "dashes": false,
+      "datasource": {
+        "uid": "$datasource"
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+        "x": 0,
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+      },
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+      "links": [],
+      "nullPointMode": "null",
+      "options": {
+        "alertThreshold": true
+      },
+      "percentage": false,
+      "pluginVersion": "10.0.3",
+      "pointradius": 5,
+      "points": false,
+      "renderer": "flot",
+      "seriesOverrides": [
+        {
+          "alias": "/ read| written/",
+          "yaxis": 1
+        },
+        {
+          "alias": "/ io time/",
+          "yaxis": 2
+        }
+      ],
+      "spaceLength": 10,
+      "stack": false,
+      "steppedLine": false,
+      "targets": [
+        {
+          "datasource": {
+            "uid": "$datasource"
+          },
+          "expr": "rate(node_disk_read_bytes_total{job=\"node\", instance=\"$instance\", device!=\"\"}[$__interval])",
+          "format": "time_series",
+          "intervalFactor": 2,
+          "legendFormat": "{{device}} read",
+          "refId": "A"
+        },
+        {
+          "datasource": {
+            "uid": "$datasource"
+          },
+          "expr": "rate(node_disk_written_bytes_total{job=\"node\", instance=\"$instance\", device!=\"\"}[$__interval])",
+          "format": "time_series",
+          "intervalFactor": 2,
+          "legendFormat": "{{device}} written",
+          "refId": "B"
+        },
+        {
+          "datasource": {
+            "uid": "$datasource"
+          },
+          "expr": "rate(node_disk_io_time_seconds_total{job=\"node\", instance=\"$instance\", device!=\"\"}[$__interval])",
+          "format": "time_series",
+          "intervalFactor": 2,
+          "legendFormat": "{{device}} io time",
+          "refId": "C"
+        }
+      ],
+      "thresholds": [],
+      "timeRegions": [],
+      "title": "Disk I/O",
+      "tooltip": {
+        "shared": true,
+        "sort": 0,
+        "value_type": "individual"
+      },
+      "type": "graph",
+      "xaxis": {
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+        "show": true,
+        "values": []
+      },
+      "yaxes": [
+        {
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+          "logBase": 1,
+          "show": true
+        },
+        {
+          "format": "s",
+          "logBase": 1,
+          "show": true
+        }
+      ],
+      "yaxis": {
+        "align": false
+      }
+    },
+    {
+      "aliasColors": {},
+      "bars": false,
+      "dashLength": 10,
+      "dashes": false,
+      "datasource": {
+        "uid": "$datasource"
+      },
+      "fill": 1,
+      "fillGradient": 0,
+      "gridPos": {
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+        "x": 12,
+        "y": 14
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+        "total": false,
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+      },
+      "lines": true,
+      "linewidth": 1,
+      "links": [],
+      "nullPointMode": "null",
+      "options": {
+        "alertThreshold": true
+      },
+      "percentage": false,
+      "pluginVersion": "10.0.3",
+      "pointradius": 5,
+      "points": false,
+      "renderer": "flot",
+      "seriesOverrides": [
+        {
+          "alias": "used",
+          "color": "#E0B400"
+        },
+        {
+          "alias": "available",
+          "color": "#73BF69"
+        }
+      ],
+      "spaceLength": 10,
+      "stack": true,
+      "steppedLine": false,
+      "targets": [
+        {
+          "datasource": {
+            "uid": "$datasource"
+          },
+          "expr": "sum(\n  max by (device) (\n    node_filesystem_size_bytes{job=\"node\", instance=\"$instance\", fstype!=\"\"}\n  -\n    node_filesystem_avail_bytes{job=\"node\", instance=\"$instance\", fstype!=\"\"}\n  )\n)\n",
+          "format": "time_series",
+          "intervalFactor": 2,
+          "legendFormat": "used",
+          "refId": "A"
+        },
+        {
+          "datasource": {
+            "uid": "$datasource"
+          },
+          "expr": "sum(\n  max by (device) (\n    node_filesystem_avail_bytes{job=\"node\", instance=\"$instance\", fstype!=\"\"}\n  )\n)\n",
+          "format": "time_series",
+          "intervalFactor": 2,
+          "legendFormat": "available",
+          "refId": "B"
+        }
+      ],
+      "thresholds": [],
+      "timeRegions": [],
+      "title": "Disk Space Usage",
+      "tooltip": {
+        "shared": true,
+        "sort": 0,
+        "value_type": "individual"
+      },
+      "type": "graph",
+      "xaxis": {
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+        "show": true,
+        "values": []
+      },
+      "yaxes": [
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+          "min": 0,
+          "show": true
+        },
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+          "min": 0,
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+        "align": false
+      }
+    },
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+      "dashLength": 10,
+      "dashes": false,
+      "datasource": {
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+      },
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+        "w": 12,
+        "x": 0,
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+      },
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+        "values": false
+      },
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+      "linewidth": 1,
+      "links": [],
+      "nullPointMode": "null",
+      "options": {
+        "alertThreshold": true
+      },
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+      "points": false,
+      "renderer": "flot",
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+      "stack": false,
+      "steppedLine": false,
+      "targets": [
+        {
+          "datasource": {
+            "uid": "$datasource"
+          },
+          "expr": "rate(node_network_receive_bytes_total{job=\"node\", instance=\"$instance\", device!=\"lo\"}[$__interval])",
+          "format": "time_series",
+          "intervalFactor": 2,
+          "legendFormat": "{{device}}",
+          "refId": "A"
+        }
+      ],
+      "thresholds": [],
+      "timeRegions": [],
+      "title": "Network Received",
+      "tooltip": {
+        "shared": true,
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+        "value_type": "individual"
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+      "xaxis": {
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+        "values": false
+      },
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+      "linewidth": 1,
+      "links": [],
+      "nullPointMode": "null",
+      "options": {
+        "alertThreshold": true
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+      "pluginVersion": "10.0.3",
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+      "points": false,
+      "renderer": "flot",
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+      "stack": false,
+      "steppedLine": false,
+      "targets": [
+        {
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+          },
+          "expr": "rate(node_network_transmit_bytes_total{job=\"node\", instance=\"$instance\", device!=\"lo\"}[$__interval])",
+          "format": "time_series",
+          "intervalFactor": 2,
+          "legendFormat": "{{device}}",
+          "refId": "A"
+        }
+      ],
+      "thresholds": [],
+      "timeRegions": [],
+      "title": "Network Transmitted",
+      "tooltip": {
+        "shared": true,
+        "sort": 0,
+        "value_type": "individual"
+      },
+      "type": "graph",
+      "xaxis": {
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+        "show": true,
+        "values": []
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+          "show": true
+        },
+        {
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+          "logBase": 1,
+          "min": 0,
+          "show": true
+        }
+      ],
+      "yaxis": {
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+      }
+    }
+  ],
+  "refresh": "",
+  "schemaVersion": 38,
+  "style": "dark",
+  "tags": [],
+  "templating": {
+    "list": [
+      {
+        "current": {
+          "selected": false,
+          "text": "Prometheus",
+          "value": "Prometheus"
+        },
+        "hide": 0,
+        "includeAll": false,
+        "multi": false,
+        "name": "datasource",
+        "options": [],
+        "query": "prometheus",
+        "refresh": 1,
+        "regex": "",
+        "skipUrlSync": false,
+        "type": "datasource"
+      },
+      {
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+          "value": "host.docker.internal:9100"
+        },
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+          "uid": "$datasource"
+        },
+        "definition": "",
+        "hide": 0,
+        "includeAll": false,
+        "multi": false,
+        "name": "instance",
+        "options": [],
+        "query": "label_values(node_exporter_build_info{job=\"node\"}, instance)",
+        "refresh": 2,
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+        "skipUrlSync": false,
+        "sort": 0,
+        "tagValuesQuery": "",
+        "tagsQuery": "",
+        "type": "query",
+        "useTags": false
+      }
+    ]
+  },
+  "time": {
+    "from": "now-15m",
+    "to": "now"
+  },
+  "timepicker": {
+    "refresh_intervals": [
+      "5s",
+      "10s",
+      "30s",
+      "1m",
+      "5m",
+      "15m",
+      "30m",
+      "1h",
+      "2h",
+      "1d"
+    ],
+    "time_options": [
+      "5m",
+      "15m",
+      "1h",
+      "6h",
+      "12h",
+      "24h",
+      "2d",
+      "7d",
+      "30d"
+    ]
+  },
+  "timezone": "browser",
+  "title": "Host Metrics Mac",
+  "uid": "node-exporter-mac",
+  "version": 1,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/importing.json

@@ -0,0 +1,1155 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "datasource",
+          "uid": "grafana"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "target": {
+          "limit": 100,
+          "matchAny": false,
+          "tags": [],
+          "type": "dashboard"
+        },
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "links": [],
+  "liveNow": false,
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 12,
+        "x": 0,
+        "y": 0
+      },
+      "id": 2,
+      "interval": "3",
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
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+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "maxHeight": 600,
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "go_memstats_heap_inuse_bytes{}",
+          "interval": "",
+          "legendFormat": "",
+          "refId": "A"
+        }
+      ],
+      "title": "Heap in use (bytes)",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "Rate of the number of bytes processed in a batch",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
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+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "decbytes"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 25
+      },
+      "id": 21,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "maxHeight": 600,
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "disableTextWrap": false,
+          "editorMode": "builder",
+          "expr": "rate(batch_objects_processed_bytes[$__rate_interval])",
+          "fullMetaSearch": false,
+          "includeNullMetadata": true,
+          "instant": false,
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A",
+          "useBackend": false
+        }
+      ],
+      "title": "Rate Batch Objects Processed Bytes",
+      "type": "timeseries"
+    }
+  ],
+  "refresh": "5s",
+  "schemaVersion": 39,
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-15m",
+    "to": "now"
+  },
+  "timeRangeUpdatedDuringEditOrView": false,
+  "timepicker": {},
+  "timezone": "",
+  "title": "Importing Data into Weaviate",
+  "uid": "n_WGWQ1nk3",
+  "version": 1,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/index_queue.json

@@ -0,0 +1,706 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "grafana",
+          "uid": "-- Grafana --"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "links": [],
+  "panels": [
+    {
+      "collapsed": false,
+      "gridPos": {
+        "h": 1,
+        "w": 24,
+        "x": 0,
+        "y": 0
+      },
+      "id": 11,
+      "panels": [],
+      "title": "Queue stats (Generic)",
+      "type": "row"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 6,
+        "x": 0,
+        "y": 1
+      },
+      "id": 6,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "showPercentChange": false,
+        "textMode": "auto",
+        "wideLayout": true
+      },
+      "pluginVersion": "11.0.0",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(queue_paused{})\n",
+          "instant": false,
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Queues paused",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
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+        "w": 6,
+        "x": 6,
+        "y": 1
+      },
+      "id": 8,
+      "options": {
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+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "showPercentChange": false,
+        "textMode": "auto",
+        "wideLayout": true
+      },
+      "pluginVersion": "11.0.0",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(queue_count{})\n",
+          "instant": false,
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Number of queues",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "Time spent by a single worker processing a partition",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 1
+      },
+      "id": 2,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "maxHeight": 600,
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "disableTextWrap": false,
+          "editorMode": "code",
+          "expr": "avg(sum by(shard_name) (rate(queue_partition_processing_duration_ms_sum[$__rate_interval])))",
+          "fullMetaSearch": false,
+          "includeNullMetadata": true,
+          "instant": false,
+          "legendFormat": "{{class_name}} - {{shard_name}}",
+          "range": true,
+          "refId": "A",
+          "useBackend": false
+        }
+      ],
+      "title": "Partition processing duration",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
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+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
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+        "y": 9
+      },
+      "id": 1,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "maxHeight": 600,
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "disableTextWrap": false,
+          "editorMode": "builder",
+          "expr": "queue_size",
+          "fullMetaSearch": false,
+          "includeNullMetadata": true,
+          "instant": false,
+          "legendFormat": "{{class_name}} - {{shard_name}}",
+          "range": true,
+          "refId": "A",
+          "useBackend": false
+        }
+      ],
+      "title": "Queue size",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "decbytes"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 9
+      },
+      "id": 7,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "maxHeight": 600,
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "disableTextWrap": false,
+          "editorMode": "code",
+          "expr": "queue_disk_usage",
+          "fullMetaSearch": false,
+          "includeNullMetadata": true,
+          "instant": false,
+          "legendFormat": "{{class_name}} - {{shard_name}}",
+          "range": true,
+          "refId": "A",
+          "useBackend": false
+        }
+      ],
+      "title": "Queue disk usage",
+      "type": "timeseries"
+    },
+    {
+      "collapsed": false,
+      "gridPos": {
+        "h": 1,
+        "w": 24,
+        "x": 0,
+        "y": 17
+      },
+      "id": 12,
+      "panels": [],
+      "title": "Vector Index Queue",
+      "type": "row"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 18
+      },
+      "id": 9,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "maxHeight": 600,
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "disableTextWrap": false,
+          "editorMode": "builder",
+          "expr": "avg(sum by() (rate(vector_index_queue_insert_count[$__rate_interval])))",
+          "fullMetaSearch": false,
+          "includeNullMetadata": true,
+          "instant": false,
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A",
+          "useBackend": false
+        }
+      ],
+      "title": "Inserts",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "insertNulls": false,
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 18
+      },
+      "id": 10,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "maxHeight": 600,
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "disableTextWrap": false,
+          "editorMode": "builder",
+          "expr": "avg(sum by() (rate(vector_index_queue_delete_count[$__rate_interval])))",
+          "fullMetaSearch": false,
+          "includeNullMetadata": true,
+          "instant": false,
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A",
+          "useBackend": false
+        }
+      ],
+      "title": "Deletes",
+      "type": "timeseries"
+    }
+  ],
+  "refresh": "",
+  "schemaVersion": 39,
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-15m",
+    "to": "now"
+  },
+  "timeRangeUpdatedDuringEditOrView": false,
+  "timepicker": {},
+  "timezone": "browser",
+  "title": "Async Indexing",
+  "uid": "cdnvmrjxw1ds0d",
+  "version": 1,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/kubernetes.json

@@ -0,0 +1,3164 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "grafana",
+          "uid": "-- Grafana --"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "target": {
+          "limit": 100,
+          "matchAny": false,
+          "tags": [],
+          "type": "dashboard"
+        },
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 1,
+  "id": 25,
+  "links": [],
+  "panels": [
+    {
+      "collapsed": false,
+      "gridPos": {
+        "h": 1,
+        "w": 24,
+        "x": 0,
+        "y": 0
+      },
+      "id": 50,
+      "panels": [],
+      "title": "Overview",
+      "type": "row"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "prometheus"
+      },
+      "description": "",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "thresholds": {
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platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/lsm.json

@@ -0,0 +1,732 @@
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+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 8,
+        "x": 0,
+        "y": 18
+      },
+      "id": 2,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom"
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "rate(lsm_bloom_filters_duration_ms_sum{strategy=\"replace\"}[$__interval])/rate(lsm_bloom_filters_duration_ms_count{strategy=\"replace\"}[$__interval])",
+          "legendFormat": "{{operation}} ({{class_name}}/{{shard_name}})",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Bloom Filter Hits and Misses Duration",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "Ratio of false-positive to all requests to the bloom filter, i.e. those that required an unnecessary disk lookup.",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "percentunit"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 3,
+        "x": 8,
+        "y": 18
+      },
+      "id": 4,
+      "options": {
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "showThresholdLabels": false,
+        "showThresholdMarkers": true
+      },
+      "pluginVersion": "9.0.0-beta2",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "expr": "sum(lsm_bloom_filters_duration_ms_count{operation=\"get_false_positive\"})/(sum(lsm_bloom_filters_duration_ms_count{operation=\"get_true_negative\"})+sum(lsm_bloom_filters_duration_ms_count{operation=\"get_true_positive\"})+sum(lsm_bloom_filters_duration_ms_count{operation=\"get_false_positive\"}))",
+          "refId": "A"
+        }
+      ],
+      "title": "Bloom Filter False Positive Ratio",
+      "type": "gauge"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "decimals": 0,
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "text",
+                "value": null
+              }
+            ]
+          },
+          "unit": "none"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 7,
+        "x": 11,
+        "y": 18
+      },
+      "id": 6,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "text": {},
+        "textMode": "auto"
+      },
+      "pluginVersion": "9.0.0-beta2",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(lsm_bloom_filters_duration_ms_count{operation=\"get_true_positive\"})",
+          "legendFormat": "True Positives",
+          "range": true,
+          "refId": "A"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(lsm_bloom_filters_duration_ms_count{operation=\"get_true_negative\"})",
+          "hide": false,
+          "legendFormat": "True Negatives",
+          "range": true,
+          "refId": "B"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(lsm_bloom_filters_duration_ms_count{operation=\"get_false_positive\"})",
+          "hide": false,
+          "legendFormat": "False Positives",
+          "range": true,
+          "refId": "C"
+        }
+      ],
+      "title": "Bloom Filter Access",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "The grouping is done by strategy which means the reported Object storage value may be slightly too high, due to other buckets using replace strategy.",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "min": 0,
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "text",
+                "value": null
+              }
+            ]
+          },
+          "unit": "decbytes"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 6,
+        "x": 18,
+        "y": 18
+      },
+      "id": 12,
+      "options": {
+        "displayMode": "gradient",
+        "minVizHeight": 10,
+        "minVizWidth": 0,
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "showUnfilled": true
+      },
+      "pluginVersion": "9.0.0-beta2",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(lsm_segment_size{strategy=\"replace\"})",
+          "legendFormat": "Object Storage",
+          "range": true,
+          "refId": "A"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(lsm_segment_size{strategy=\"mapcollection\"}) + ignoring(strategy) sum(lsm_segment_size{strategy=\"setcollection\"})",
+          "hide": false,
+          "legendFormat": "Inverted Index",
+          "range": true,
+          "refId": "B"
+        }
+      ],
+      "title": "Estimated Sizes LSM stores",
+      "type": "bargauge"
+    }
+  ],
+  "refresh": false,
+  "schemaVersion": 36,
+  "style": "dark",
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-15m",
+    "to": "now"
+  },
+  "timepicker": {},
+  "timezone": "",
+  "title": "LSM Store",
+  "uid": "hPd0sernz",
+  "version": 1,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/objects.json

@@ -0,0 +1,532 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "grafana",
+          "uid": "-- Grafana --"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "target": {
+          "limit": 100,
+          "matchAny": false,
+          "tags": [],
+          "type": "dashboard"
+        },
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "links": [],
+  "liveNow": false,
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "Operations typically happen highly concurrently, so the per object time is often close to the overall batch time. Use this data to draw conclusions about relative changes over time, not for interpreting absolute values.",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 0
+      },
+      "id": 2,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "rate(objects_durations_ms_sum{operation=\"put\"}[$__interval])/rate(objects_durations_ms_count{operation=\"put\"}[$__interval])",
+          "legendFormat": "{{step}} ({{class_name}}/{{shard_name}})",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "PUT (individual operations)",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "continuous-RdYlGr"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 7,
+        "w": 12,
+        "x": 12,
+        "y": 0
+      },
+      "id": 4,
+      "maxDataPoints": 25,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "9.3.6",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(objects_durations_ms_sum{step=\"total\"}[$__interval]) / rate(objects_durations_ms_count{step=\"total\"}[$__interval])",
+          "format": "time_series",
+          "interval": "",
+          "legendFormat": "{{step}} ({{class_name}}/{{shard_name}})",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "PUT Object (Total)",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "continuous-GrYlRd"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 7
+      },
+      "id": 5,
+      "maxDataPoints": 25,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "9.3.6",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(objects_durations_ms_sum{step=\"upsert_object_store\"}[$__interval]) / rate(objects_durations_ms_count{step=\"upsert_object_store\"}[$__interval])",
+          "format": "time_series",
+          "interval": "",
+          "legendFormat": "{{step}} ({{class_name}}/{{shard_name}})",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "PUT Object (Upsert Object)",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 8
+      },
+      "id": 8,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "rate(batch_delete_durations_ms_sum{}[$__interval])/rate(batch_delete_durations_ms_count{}[$__interval])",
+          "interval": "",
+          "legendFormat": "{{ operation }} ({{class_name}}/{{shard_name}})",
+          "refId": "A"
+        }
+      ],
+      "title": "Batch Delete Durations",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "continuous-BlYlRd"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 15
+      },
+      "id": 6,
+      "maxDataPoints": 25,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "9.3.6",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(objects_durations_ms_sum{step=\"inverted_total\"}[$__interval]) / rate(objects_durations_ms_count{step=\"inverted_total\"}[$__interval])",
+          "format": "time_series",
+          "interval": "",
+          "legendFormat": "{{step}} ({{class_name}}/{{shard_name}})",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "PUT Object (Inverted Index)",
+      "type": "timeseries"
+    }
+  ],
+  "refresh": "5s",
+  "schemaVersion": 37,
+  "style": "dark",
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-15m",
+    "to": "now"
+  },
+  "timepicker": {},
+  "timezone": "",
+  "title": "Object Operations",
+  "uid": "X48CZzj7k",
+  "version": 1,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/openai_vectoriser_metrics.json

@@ -0,0 +1,998 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "grafana",
+          "uid": "-- Grafana --"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "type": "dashboard"
+      }
+    ]
+  },
+  "description": "New stats, mostly for openai, regarding the vectoriser",
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "id": 1,
+  "links": [],
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "aeiuom414581sa"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "custom": {
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
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+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "11.6.0-pre",
+      "repeat": "inout",
+      "repeatDirection": "h",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "aeiuom414581sa"
+          },
+          "disableTextWrap": false,
+          "editorMode": "builder",
+          "expr": "weaviate_vectorizer_request_tokens_bucket{inout=\"input\"}",
+          "fullMetaSearch": false,
+          "hide": false,
+          "includeNullMetadata": true,
+          "instant": false,
+          "legendFormat": "{{le}}",
+          "range": true,
+          "refId": "B",
+          "useBackend": false
+        }
+      ],
+      "title": "Tokens per request",
+      "type": "piechart"
+    }
+  ],
+  "preload": false,
+  "refresh": "5s",
+  "schemaVersion": 41,
+  "tags": [],
+  "templating": {
+    "list": [
+      {
+        "current": {
+          "text": "",
+          "value": ""
+        },
+        "name": "inout",
+        "options": [],
+        "query": "",
+        "refresh": 1,
+        "regex": "",
+        "type": "query"
+      }
+    ]
+  },
+  "time": {
+    "from": "now-5m",
+    "to": "now"
+  },
+  "timepicker": {},
+  "timezone": "browser",
+  "title": "Vectoriser",
+  "uid": "eeiuydg9slibka",
+  "version": 83
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/overview.json

@@ -0,0 +1,112 @@
+{
+  "annotations": {
+    "list": []
+  },
+  "editable": true,
+  "graphTooltip": 0,
+  "id": null,
+  "links": [],
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [
+            {
+              "options": {
+                "0": {
+                  "color": "red",
+                  "text": "Down"
+                },
+                "1": {
+                  "color": "green",
+                  "text": "Up"
+                }
+              },
+              "type": "value"
+            }
+          ],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "red",
+                "value": null
+              },
+              {
+                "color": "green",
+                "value": 1
+              }
+            ]
+          }
+        }
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 24,
+        "x": 0,
+        "y": 0
+      },
+      "id": 1,
+      "title": "Node Status",
+      "type": "stat",
+      "targets": [
+        {
+          "expr": "up",
+          "legendFormat": "{{instance}}",
+          "refId": "A"
+        }
+      ]
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "custom": {
+            "align": "auto",
+            "displayMode": "auto",
+            "filterable": true
+          }
+        }
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 24,
+        "x": 0,
+        "y": 8
+      },
+      "id": 2,
+      "targets": [
+        {
+          "expr": "count by(__name__) ({__name__=~\"weaviate_.+\"})",
+          "format": "table",
+          "instant": true
+        }
+      ],
+      "title": "Weaviate Metrics Overview",
+      "type": "table"
+    }
+  ],
+  "refresh": "5s",
+  "schemaVersion": 38,
+  "style": "dark",
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-5m",
+    "to": "now"
+  },
+  "title": "Weaviate Overview",
+  "uid": "weaviate-overview",
+  "version": 1
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/querying.json

@@ -0,0 +1,883 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "datasource",
+          "uid": "grafana"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "target": {
+          "limit": 100,
+          "matchAny": false,
+          "tags": [],
+          "type": "dashboard"
+        },
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "links": [],
+  "liveNow": false,
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "Average query latency per time interval for each class.",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "continuous-GrYlRd"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 12,
+        "x": 0,
+        "y": 0
+      },
+      "id": 5,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(queries_durations_ms_sum{}[$__interval]) / rate(queries_durations_ms_count{}[$__interval])",
+          "legendFormat": "{{class_name}} ",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Average Query Latency",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "Number of queries per second for each class",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "continuous-YlBl"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 12,
+        "x": 12,
+        "y": 0
+      },
+      "id": 7,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(queries_durations_ms_count{}[$__interval])",
+          "legendFormat": "{{class_name}}",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Query Rate",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "Note the percentiles are calculated from histogram buckets so have an associated error see https://prometheus.io/docs/practices/histograms/#errors-of-quantile-estimation",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "continuous-YlRd"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 9
+      },
+      "id": 9,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "histogram_quantile(0.90, sum(rate(queries_durations_ms_bucket{}[$__interval])) by (le,class_name))",
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "90th Percentile Query Latency (Estimated)",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "Note the percentiles are calculated from histogram buckets so have an associated error see https://prometheus.io/docs/practices/histograms/#errors-of-quantile-estimation",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "continuous-YlRd"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 9
+      },
+      "id": 10,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "histogram_quantile(0.95, sum(rate(queries_durations_ms_bucket{}[$__interval])) by (le,class_name))",
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "95th Percentile Query Latency (Estimated)",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "Break down of filtered query latency by operation",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "continuous-GrYlRd"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 12,
+        "x": 0,
+        "y": 17
+      },
+      "id": 11,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(queries_filtered_vector_durations_ms_sum{operation=\"filter\"}[$__interval]) / rate(queries_filtered_vector_durations_ms_count{operation=\"filter\"}[$__interval])",
+          "legendFormat": "{{class_name}}/{{operation}}/{{shard_name}}",
+          "range": true,
+          "refId": "Filter"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(queries_filtered_vector_durations_ms_sum{operation=\"sort\"}[$__interval]) / rate(queries_filtered_vector_durations_ms_count{operation=\"sort\"}[$__interval])",
+          "hide": false,
+          "legendFormat": "{{class_name}}/{{operation}}/{{shard_name}}",
+          "range": true,
+          "refId": "Sort"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(queries_filtered_vector_durations_ms_sum{operation=\"vector\"}[$__interval]) / rate(queries_filtered_vector_durations_ms_count{operation=\"vector\"}[$__interval])",
+          "hide": false,
+          "legendFormat": "{{class_name}}/{{operation}}/{{shard_name}}",
+          "range": true,
+          "refId": "Vector"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(queries_filtered_vector_durations_ms_sum{operation=\"objects\"}[$__interval]) / rate(queries_filtered_vector_durations_ms_count{operation=\"objects\"}[$__interval])",
+          "hide": false,
+          "legendFormat": "{{class_name}}/{{operation}}/{{shard_name}}",
+          "range": true,
+          "refId": "Objects"
+        }
+      ],
+      "title": "Filtered Query Latency",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "axisSoftMin": 0,
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 15,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "smooth",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "normal"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 17
+      },
+      "id": 3,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(concurrent_queries_count{query_type=\"batch\"})",
+          "hide": false,
+          "legendFormat": "Batch (Objects)",
+          "range": true,
+          "refId": "C"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(concurrent_queries_count{query_type=\"batch_references\"})",
+          "hide": false,
+          "legendFormat": "Batch (References)",
+          "range": true,
+          "refId": "D"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "sum(concurrent_queries_count{query_type=\"add_object\"})",
+          "interval": "",
+          "legendFormat": "Add (Objects)",
+          "range": true,
+          "refId": "A"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "sum(concurrent_queries_count{query_type=\"update_object\"})",
+          "hide": false,
+          "interval": "",
+          "legendFormat": "Update (Objects)",
+          "range": true,
+          "refId": "B"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(concurrent_queries_count{query_type=\"merge_object\"})",
+          "hide": false,
+          "legendFormat": "Merge (Objects)",
+          "range": true,
+          "refId": "E"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(concurrent_queries_count{query_type=\"delete_object\"})",
+          "hide": false,
+          "legendFormat": "Delete (Objects)",
+          "range": true,
+          "refId": "F"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(concurrent_queries_count{query_type=\"add_reference\"})",
+          "hide": false,
+          "legendFormat": "Add (Reference)",
+          "range": true,
+          "refId": "G"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(concurrent_queries_count{query_type=\"update_reference\"})",
+          "hide": false,
+          "legendFormat": "Update (Reference)",
+          "range": true,
+          "refId": "H"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(concurrent_queries_count{query_type=\"delete_reference\"})",
+          "hide": false,
+          "legendFormat": "Delete (Reference)",
+          "range": true,
+          "refId": "I"
+        }
+      ],
+      "title": "Concurrent Write Requests",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "axisSoftMin": 0,
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 15,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "smooth",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "normal"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 26
+      },
+      "id": 2,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "sum(concurrent_queries_count{query_type=\"aggregate\"})",
+          "interval": "",
+          "legendFormat": "Aggregate",
+          "refId": "A"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "sum(concurrent_queries_count{query_type=\"get_graphql\"})",
+          "hide": false,
+          "interval": "",
+          "legendFormat": "Get (GraphQL)",
+          "refId": "B"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(concurrent_queries_count{query_type=\"get_object\"})",
+          "hide": false,
+          "legendFormat": "Get (Objects)",
+          "range": true,
+          "refId": "C"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "sum(concurrent_queries_count{query_type=\"head_object\"})",
+          "hide": false,
+          "legendFormat": "Head (Objects)",
+          "range": true,
+          "refId": "D"
+        }
+      ],
+      "title": "Concurrent Read Requests",
+      "type": "timeseries"
+    }
+  ],
+  "refresh": "5s",
+  "schemaVersion": 37,
+  "style": "dark",
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-5m",
+    "to": "now"
+  },
+  "timepicker": {},
+  "timezone": "",
+  "title": "Querying",
+  "uid": "ImxRLXe7z",
+  "version": 1,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/replication-engine.json

@@ -0,0 +1,862 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "grafana",
+          "uid": "-- Grafana --"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "type": "dashboard"
+      }
+    ]
+  },
+  "description": "Replication engine",
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "id": 3,
+  "links": [],
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "dejuz2d5dpptsa"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "decimals": 0,
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green"
+              }
+            ]
+          }
+        },
+        "overrides": [
+          {
+            "matcher": {
+              "id": "byName",
+              "options": "Value #pending"
+            },
+            "properties": [
+              {
+                "id": "displayName",
+                "value": "Pending"
+              }
+            ]
+          },
+          {
+            "matcher": {
+              "id": "byName",
+              "options": "Value #ongoing"
+            },
+            "properties": [
+              {
+                "id": "displayName",
+                "value": "Ongoing"
+              }
+            ]
+          },
+          {
+            "matcher": {
+              "id": "byName",
+              "options": "Value #complete"
+            },
+            "properties": [
+              {
+                "id": "displayName",
+                "value": "Completed"
+              }
+            ]
+          },
+          {
+            "matcher": {
+              "id": "byName",
+              "options": "Value #failed"
+            },
+            "properties": [
+              {
+                "id": "displayName",
+                "value": "Failed"
+              }
+            ]
+          }
+        ]
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 17,
+        "x": 0,
+        "y": 0
+      },
+      "id": 9,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "percentChangeColorMode": "standard",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "showPercentChange": false,
+        "textMode": "auto",
+        "wideLayout": true
+      },
+      "pluginVersion": "11.6.1",
+      "targets": [
+        {
+          "editorMode": "code",
+          "exemplar": false,
+          "expr": "sum (weaviate_replication_pending_operations)",
+          "format": "table",
+          "instant": false,
+          "legendFormat": "Pending",
+          "range": true,
+          "refId": "pending"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "dejuz2d5dpptsa"
+          },
+          "editorMode": "code",
+          "expr": "sum (weaviate_replication_ongoing_operations)",
+          "format": "table",
+          "hide": false,
+          "instant": false,
+          "legendFormat": "Ongoing",
+          "range": true,
+          "refId": "ongoing"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "dejuz2d5dpptsa"
+          },
+          "editorMode": "code",
+          "expr": "sum (increase(weaviate_replication_complete_operations[$__range]))",
+          "format": "table",
+          "hide": false,
+          "instant": false,
+          "legendFormat": "Completed",
+          "range": true,
+          "refId": "complete"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "dejuz2d5dpptsa"
+          },
+          "editorMode": "code",
+          "expr": "sum (increase(weaviate_replication_failed_operations[$__range]))",
+          "format": "table",
+          "hide": false,
+          "instant": false,
+          "legendFormat": "Failed",
+          "range": true,
+          "refId": "failed"
+        }
+      ],
+      "title": "Replication operations",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "uid": "dejuz2d5dpptsa"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green"
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "percentunit"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 7,
+        "x": 17,
+        "y": 0
+      },
+      "id": 11,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "percentChangeColorMode": "standard",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "showPercentChange": false,
+        "textMode": "auto",
+        "wideLayout": true
+      },
+      "pluginVersion": "11.6.1",
+      "targets": [
+        {
+          "editorMode": "code",
+          "expr": "count(weaviate_replication_engine_running_status)",
+          "format": "table",
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "total"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "dejuz2d5dpptsa"
+          },
+          "editorMode": "code",
+          "expr": "sum(weaviate_replication_engine_running_status)",
+          "format": "table",
+          "hide": false,
+          "instant": false,
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "running"
+        }
+      ],
+      "title": "Running replication engines",
+      "transformations": [
+        {
+          "id": "merge",
+          "options": {}
+        },
+        {
+          "id": "calculateField",
+          "options": {
+            "binary": {
+              "left": {
+                "matcher": {
+                  "id": "byName",
+                  "options": "Value #running"
+                }
+              },
+              "operator": "/",
+              "right": {
+                "matcher": {
+                  "id": "byName",
+                  "options": "Value #total"
+                }
+              }
+            },
+            "mode": "binary",
+            "reduce": {
+              "reducer": "sum"
+            },
+            "replaceFields": true
+          }
+        }
+      ],
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "dejuz2d5dpptsa"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "fillOpacity": 80,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineWidth": 1,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green"
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 9
+      },
+      "id": 6,
+      "options": {
+        "barRadius": 0,
+        "barWidth": 0.97,
+        "fullHighlight": false,
+        "groupWidth": 0.7,
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "orientation": "vertical",
+        "showValue": "auto",
+        "stacking": "none",
+        "tooltip": {
+          "hideZeros": false,
+          "mode": "single",
+          "sort": "none"
+        },
+        "xTickLabelRotation": 0,
+        "xTickLabelSpacing": 0
+      },
+      "pluginVersion": "11.6.1",
+      "targets": [
+        {
+          "editorMode": "code",
+          "exemplar": false,
+          "expr": "weaviate_replication_pending_operations",
+          "instant": false,
+          "legendFormat": "{{node}}",
+          "range": true,
+          "refId": "top_pending_by_node"
+        }
+      ],
+      "title": "Top 3 nodes with pending operations",
+      "transformations": [
+        {
+          "id": "reduce",
+          "options": {
+            "labelsToFields": false,
+            "reducers": [
+              "last"
+            ]
+          }
+        },
+        {
+          "id": "organize",
+          "options": {
+            "excludeByName": {},
+            "includeByName": {},
+            "indexByName": {},
+            "renameByName": {
+              "Field": "",
+              "Last": "Pending"
+            }
+          }
+        },
+        {
+          "id": "sortBy",
+          "options": {
+            "fields": {},
+            "sort": [
+              {
+                "desc": true,
+                "field": "Pending"
+              }
+            ]
+          }
+        },
+        {
+          "id": "limit",
+          "options": {
+            "limitField": "3"
+          }
+        }
+      ],
+      "type": "barchart"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "dejuz2d5dpptsa"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisBorderShow": false,
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "fillOpacity": 80,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineWidth": 1,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green"
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 9
+      },
+      "id": 7,
+      "options": {
+        "barRadius": 0,
+        "barWidth": 0.97,
+        "fullHighlight": false,
+        "groupWidth": 0.7,
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "orientation": "vertical",
+        "showValue": "auto",
+        "stacking": "none",
+        "tooltip": {
+          "hideZeros": false,
+          "mode": "single",
+          "sort": "none"
+        },
+        "xTickLabelRotation": 0,
+        "xTickLabelSpacing": 0
+      },
+      "pluginVersion": "11.6.1",
+      "targets": [
+        {
+          "editorMode": "code",
+          "exemplar": false,
+          "expr": "weaviate_replication_ongoing_operations",
+          "instant": false,
+          "legendFormat": "{{node}}",
+          "range": true,
+          "refId": "top_pending_by_node"
+        }
+      ],
+      "title": "Top 3 nodes with ongoing operations",
+      "transformations": [
+        {
+          "id": "reduce",
+          "options": {
+            "labelsToFields": false,
+            "reducers": [
+              "last"
+            ]
+          }
+        },
+        {
+          "id": "organize",
+          "options": {
+            "excludeByName": {},
+            "includeByName": {},
+            "indexByName": {},
+            "renameByName": {
+              "Field": "",
+              "Last": "Ongoing"
+            }
+          }
+        },
+        {
+          "id": "sortBy",
+          "options": {
+            "fields": {},
+            "sort": [
+              {
+                "desc": true,
+                "field": "Ongoing"
+              }
+            ]
+          }
+        },
+        {
+          "id": "limit",
+          "options": {
+            "limitField": "3"
+          }
+        }
+      ],
+      "type": "barchart"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "dejuz2d5dpptsa"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "decimals": 0,
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green"
+              }
+            ]
+          },
+          "unit": "short"
+        },
+        "overrides": [
+          {
+            "matcher": {
+              "id": "byFrameRefID",
+              "options": "failed_ops_by_node"
+            },
+            "properties": [
+              {
+                "id": "thresholds",
+                "value": {
+                  "mode": "absolute",
+                  "steps": [
+                    {
+                      "color": "green"
+                    },
+                    {
+                      "color": "red",
+                      "value": 1
+                    }
+                  ]
+                }
+              }
+            ]
+          }
+        ]
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 24,
+        "x": 0,
+        "y": 17
+      },
+      "id": 3,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "percentChangeColorMode": "standard",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "showPercentChange": false,
+        "textMode": "auto",
+        "wideLayout": true
+      },
+      "pluginVersion": "11.6.1",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "dejuz2d5dpptsa"
+          },
+          "editorMode": "code",
+          "exemplar": false,
+          "expr": "sum by (node) (weaviate_replication_pending_operations)",
+          "hide": false,
+          "legendFormat": "{{node}} (pending)",
+          "range": true,
+          "refId": "pending_ops_by_node"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "dejuz2d5dpptsa"
+          },
+          "editorMode": "code",
+          "expr": "sum by (node) (weaviate_replication_ongoing_operations)",
+          "hide": false,
+          "instant": false,
+          "legendFormat": "{{node}} (ongoing)",
+          "range": true,
+          "refId": "ongoing_ops_by_node"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "dejuz2d5dpptsa"
+          },
+          "editorMode": "code",
+          "expr": "sum by (node) (increase(weaviate_replication_complete_operations[$__range]))",
+          "hide": false,
+          "instant": false,
+          "legendFormat": "{{node}} (completed)",
+          "range": true,
+          "refId": "complted_ops_by_node"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "dejuz2d5dpptsa"
+          },
+          "editorMode": "code",
+          "expr": "sum by (node) (increase(weaviate_replication_failed_operations[$__range]))",
+          "hide": false,
+          "instant": false,
+          "legendFormat": "{{node}} (failed)",
+          "range": true,
+          "refId": "failed_ops_by_node"
+        }
+      ],
+      "title": "Replication operations by node",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "uid": "dejuz2d5dpptsa"
+      },
+      "description": "Replication engine running status (0: not running, 1: running)",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [
+            {
+              "options": {
+                "0": {
+                  "color": "red",
+                  "index": 0,
+                  "text": "Not running"
+                },
+                "1": {
+                  "color": "green",
+                  "index": 1,
+                  "text": "Running"
+                }
+              },
+              "type": "value"
+            }
+          ],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green"
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 24,
+        "x": 0,
+        "y": 25
+      },
+      "id": 1,
+      "options": {
+        "minVizHeight": 75,
+        "minVizWidth": 100,
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "showThresholdLabels": false,
+        "showThresholdMarkers": false,
+        "sizing": "manual"
+      },
+      "pluginVersion": "11.6.1",
+      "targets": [
+        {
+          "editorMode": "code",
+          "exemplar": false,
+          "expr": "sum by (node) (weaviate_replication_engine_running_status)",
+          "legendFormat": "engine-{{node}}",
+          "range": true,
+          "refId": "engine_running_status_by_node"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "dejuz2d5dpptsa"
+          },
+          "editorMode": "code",
+          "expr": "sum by (node) (weaviate_replication_engine_producer_running_status)",
+          "hide": false,
+          "instant": false,
+          "legendFormat": "producer-{{node}}",
+          "range": true,
+          "refId": "producer_running_status_by_node"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "dejuz2d5dpptsa"
+          },
+          "editorMode": "code",
+          "expr": "sum by (node) (weaviate_replication_engine_consumer_running_status)",
+          "hide": false,
+          "instant": false,
+          "legendFormat": "consumer-{{node}}",
+          "range": true,
+          "refId": "consumer_running_status_by_node"
+        }
+      ],
+      "title": "Running status by node",
+      "type": "gauge"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "dejuz2d5dpptsa"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green"
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "percent"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 24,
+        "x": 0,
+        "y": 34
+      },
+      "id": 5,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "percentChangeColorMode": "standard",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "showPercentChange": false,
+        "textMode": "auto",
+        "wideLayout": true
+      },
+      "pluginVersion": "11.6.1",
+      "targets": [
+        {
+          "editorMode": "code",
+          "expr": "(\n  sum by (node) (increase(weaviate_replication_failed_operations[$__range]))\n)\n/\n(\n  sum by (node) (increase(weaviate_replication_complete_operations[$__range]))\n  +\n  sum by (node) (increase(weaviate_replication_failed_operations[$__range]))\n)\n",
+          "legendFormat": "__auto",
+          "range": true,
+          "refId": "replication_failure_rate_by_node"
+        }
+      ],
+      "title": "Failure rate by node",
+      "type": "stat"
+    }
+  ],
+  "preload": false,
+  "schemaVersion": 41,
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-3h",
+    "to": "now"
+  },
+  "timepicker": {},
+  "timezone": "browser",
+  "title": "Replication engine",
+  "uid": "aejvwfv8vkq2oa",
+  "version": 79
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/schema.json

@@ -0,0 +1,208 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "grafana",
+          "uid": "-- Grafana --"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "target": {
+          "limit": 100,
+          "matchAny": false,
+          "tags": [],
+          "type": "dashboard"
+        },
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "id": 10,
+  "links": [],
+  "liveNow": false,
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "unit": "s"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 12,
+        "x": 0,
+        "y": 0
+      },
+      "id": 1,
+      "options": {
+        "showPoints": "always",
+        "lineWidth": 2,
+        "fillOpacity": 20
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "rate(schema_wait_for_version_seconds_sum[$__rate_interval]) / rate(schema_wait_for_version_seconds_count[$__rate_interval])",
+          "interval": "",
+          "legendFormat": "{{type}}",
+          "refId": "A"
+        }
+      ],
+      "title": "Schema Wait for Version Time",
+      "description": "Measures the time a follower node will wait for a schema change to propagate from the leader and it allows a data read to process.",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "unit": "s"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 12,
+        "x": 12,
+        "y": 0
+      },
+      "id": 2,
+      "options": {
+        "showPoints": "always",
+        "lineWidth": 2,
+        "fillOpacity": 20
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "rate(schema_reads_leader_seconds_sum[$__rate_interval]) / rate(schema_reads_leader_seconds_count[$__rate_interval])",
+          "interval": "",
+          "legendFormat": "{{type}}",
+          "refId": "A"
+        }
+      ],
+      "title": "Schema Reads Leader Time",
+      "description": "Measures how long does it takes for a follower node to query the leader for a schema state.",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "unit": "s"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 12,
+        "x": 0,
+        "y": 9
+      },
+      "id": 3,
+      "options": {
+        "showPoints": "always",
+        "lineWidth": 2,
+        "fillOpacity": 20
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "rate(schema_reads_local_seconds_sum[$__rate_interval]) / rate(schema_reads_local_seconds_count[$__rate_interval])",
+          "interval": "",
+          "legendFormat": "{{type}}",
+          "refId": "A"
+        }
+      ],
+      "title": "Schema Reads Local Time",
+      "description": "Measures how long does it takes for a node to query the local schema copy it has.",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "unit": "s"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 12,
+        "x": 12,
+        "y": 9
+      },
+      "id": 4,
+      "options": {
+        "showPoints": "always",
+        "lineWidth": 2,
+        "fillOpacity": 20
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "expr": "rate(schema_writes_seconds_sum[$__rate_interval]) / rate(schema_writes_seconds_count[$__rate_interval])",
+          "interval": "",
+          "legendFormat": "{{type}}",
+          "refId": "A"
+        }
+      ],
+      "title": "Schema Writes Time",
+      "description": "Measures how long does it take for a node to write to the schema (effectively talk to the leader to get a change accepted).",
+      "type": "timeseries"
+    }
+  ],
+  "schemaVersion": 30,
+  "style": "dark",
+  "tags": ["weaviate"],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-3h",
+    "to": "now"
+  },
+  "timepicker": {},
+  "timezone": "",
+  "title": "Schema Transactions",
+  "uid": "J4aHTlxIz",
+  "version": 1,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/startup.json

@@ -0,0 +1,423 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": "-- Grafana --",
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "target": {
+          "limit": 100,
+          "matchAny": false,
+          "tags": [],
+          "type": "dashboard"
+        },
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "links": [],
+  "liveNow": false,
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 12,
+        "x": 0,
+        "y": 0
+      },
+      "id": 2,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom"
+        },
+        "tooltip": {
+          "mode": "single"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "rate(startup_durations_ms_sum{}[$__interval])/rate(startup_durations_ms_count{}[$__interval])",
+          "interval": "",
+          "legendFormat": "{{operation}} ({{class_name}} / {{shard_name}})",
+          "refId": "A"
+        }
+      ],
+      "title": "Startup durations",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "These times do not represent wall time. Some init processes are running in parallel, so this is CPU time. For a wall clock measurement look at total shard startup time.",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 3,
+        "x": 12,
+        "y": 0
+      },
+      "id": 4,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "textMode": "auto"
+      },
+      "pluginVersion": "8.3.3",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "sum(startup_durations_ms_sum{operation=\"lsm_startup_bucket\"})",
+          "interval": "",
+          "legendFormat": "",
+          "refId": "A"
+        }
+      ],
+      "title": "Startup all LSM buckets",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 3,
+        "x": 15,
+        "y": 0
+      },
+      "id": 5,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "textMode": "auto"
+      },
+      "pluginVersion": "8.3.3",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "sum(startup_durations_ms_sum{operation=\"hnsw_read_all_commitlogs\"})",
+          "interval": "",
+          "legendFormat": "",
+          "refId": "A"
+        }
+      ],
+      "title": "Startup all HNSW indexes",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "This represents the total wall time per shard.",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "ms"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 3,
+        "x": 18,
+        "y": 0
+      },
+      "id": 8,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "textMode": "auto"
+      },
+      "pluginVersion": "8.3.3",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "startup_durations_ms_sum{operation=\"shard_total_init\"}",
+          "interval": "",
+          "legendFormat": "{{class_name}}/{{shard_name}}",
+          "refId": "A"
+        }
+      ],
+      "title": "Total shard Startup",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          },
+          "unit": "Bps"
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 9
+      },
+      "id": 7,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom"
+        },
+        "tooltip": {
+          "mode": "single"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "rate(startup_diskio_throughput_sum{}[$__interval])/rate(startup_diskio_throughput_count{}[$__interval])",
+          "interval": "",
+          "legendFormat": "{{operation}} ({{class_name}}/{{shard_name}})",
+          "refId": "A"
+        }
+      ],
+      "title": "Startup Disk I/O ",
+      "type": "timeseries"
+    }
+  ],
+  "schemaVersion": 34,
+  "style": "dark",
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-15m",
+    "to": "now"
+  },
+  "timepicker": {},
+  "timezone": "",
+  "title": "Startup times",
+  "uid": "oZZHUUC7k",
+  "version": 1,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/tombstones.json

@@ -0,0 +1,620 @@
+{
+    "annotations": {
+      "list": [
+        {
+          "builtIn": 1,
+          "datasource": {
+            "type": "grafana",
+            "uid": "-- Grafana --"
+          },
+          "enable": true,
+          "hide": true,
+          "iconColor": "rgba(0, 211, 255, 1)",
+          "name": "Annotations & Alerts",
+          "type": "dashboard"
+        }
+      ]
+    },
+    "editable": true,
+    "fiscalYearStartMonth": 0,
+    "graphTooltip": 0,
+    "id": 11,
+    "links": [],
+    "liveNow": false,
+    "panels": [
+      {
+        "datasource": {
+          "type": "prometheus",
+          "uid": "Prometheus"
+        },
+        "description": "",
+        "fieldConfig": {
+          "defaults": {
+            "color": {
+              "mode": "palette-classic"
+            },
+            "custom": {
+              "axisBorderShow": false,
+              "axisCenteredZero": false,
+              "axisColorMode": "text",
+              "axisLabel": "",
+              "axisPlacement": "auto",
+              "barAlignment": 0,
+              "drawStyle": "line",
+              "fillOpacity": 0,
+              "gradientMode": "none",
+              "hideFrom": {
+                "legend": false,
+                "tooltip": false,
+                "viz": false
+              },
+              "insertNulls": false,
+              "lineInterpolation": "linear",
+              "lineWidth": 1,
+              "pointSize": 5,
+              "scaleDistribution": {
+                "type": "linear"
+              },
+              "showPoints": "auto",
+              "spanNulls": false,
+              "stacking": {
+                "group": "A",
+                "mode": "none"
+              },
+              "thresholdsStyle": {
+                "mode": "off"
+              }
+            },
+            "mappings": [],
+            "thresholds": {
+              "mode": "absolute",
+              "steps": [
+                {
+                  "color": "green",
+                  "value": null
+                },
+                {
+                  "color": "red",
+                  "value": 80
+                }
+              ]
+            }
+          },
+          "overrides": []
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+          "w": 12,
+          "x": 0,
+          "y": 0
+        },
+        "id": 6,
+        "interval": "1",
+        "options": {
+          "legend": {
+            "calcs": [],
+            "displayMode": "list",
+            "placement": "bottom",
+            "showLegend": true
+          },
+          "tooltip": {
+            "mode": "single",
+            "sort": "none"
+          }
+        },
+        "targets": [
+          {
+            "datasource": {
+              "type": "prometheus",
+              "uid": "Prometheus"
+            },
+            "exemplar": true,
+            "expr": "vector_index_tombstones{}",
+            "instant": false,
+            "interval": "",
+            "intervalFactor": 1,
+            "legendFormat": "{{class_name}} - {{shard_name}}",
+            "refId": "A"
+          }
+        ],
+        "title": "Active Tombstones in HNSW index",
+        "type": "timeseries"
+      },
+      {
+        "datasource": {
+          "type": "prometheus",
+          "uid": "Prometheus"
+        },
+        "fieldConfig": {
+          "defaults": {
+            "color": {
+              "mode": "thresholds"
+            },
+            "mappings": [],
+            "thresholds": {
+              "mode": "absolute",
+              "steps": [
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+                  "color": "text",
+                  "value": null
+                }
+              ]
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+          "overrides": []
+        },
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+          "h": 7,
+          "w": 12,
+          "x": 12,
+          "y": 0
+        },
+        "id": 7,
+        "options": {
+          "colorMode": "value",
+          "graphMode": "area",
+          "justifyMode": "center",
+          "orientation": "auto",
+          "reduceOptions": {
+            "calcs": [
+              "lastNotNull"
+            ],
+            "fields": "",
+            "values": false
+          },
+          "textMode": "auto",
+          "wideLayout": true
+        },
+        "pluginVersion": "10.2.3",
+        "targets": [
+          {
+            "datasource": {
+              "type": "prometheus",
+              "uid": "Prometheus"
+            },
+            "exemplar": true,
+            "expr": "sum(vector_index_operations{operation=\"create\"})",
+            "interval": "",
+            "legendFormat": "Vectors Inserted",
+            "refId": "A"
+          },
+          {
+            "datasource": {
+              "type": "prometheus",
+              "uid": "Prometheus"
+            },
+            "exemplar": true,
+            "expr": "sum(vector_index_operations{operation=\"delete\"})",
+            "hide": false,
+            "interval": "",
+            "legendFormat": "Vectors Deleted",
+            "refId": "B"
+          },
+          {
+            "datasource": {
+              "type": "prometheus",
+              "uid": "Prometheus"
+            },
+            "exemplar": false,
+            "expr": "sum(vector_index_operations{operation=\"create\"}) - ignoring(operation) sum(vector_index_operations{operation=\"delete\"})",
+            "hide": false,
+            "instant": false,
+            "interval": "",
+            "legendFormat": "Net Vectors",
+            "refId": "C"
+          }
+        ],
+        "title": "Vector Index Statistics",
+        "type": "stat"
+      },
+      {
+        "datasource": {
+          "type": "prometheus",
+          "uid": "Prometheus"
+        },
+        "fieldConfig": {
+          "defaults": {
+            "color": {
+              "mode": "palette-classic"
+            },
+            "custom": {
+              "axisBorderShow": false,
+              "axisCenteredZero": false,
+              "axisColorMode": "text",
+              "axisLabel": "",
+              "axisPlacement": "auto",
+              "barAlignment": 0,
+              "drawStyle": "line",
+              "fillOpacity": 0,
+              "gradientMode": "none",
+              "hideFrom": {
+                "legend": false,
+                "tooltip": false,
+                "viz": false
+              },
+              "insertNulls": false,
+              "lineInterpolation": "linear",
+              "lineWidth": 1,
+              "pointSize": 5,
+              "scaleDistribution": {
+                "type": "linear"
+              },
+              "showPoints": "auto",
+              "spanNulls": false,
+              "stacking": {
+                "group": "A",
+                "mode": "none"
+              },
+              "thresholdsStyle": {
+                "mode": "off"
+              }
+            },
+            "mappings": [],
+            "thresholds": {
+              "mode": "absolute",
+              "steps": [
+                {
+                  "color": "green",
+                  "value": null
+                },
+                {
+                  "color": "red",
+                  "value": 80
+                }
+              ]
+            }
+          },
+          "overrides": []
+        },
+        "gridPos": {
+          "h": 7,
+          "w": 12,
+          "x": 0,
+          "y": 7
+        },
+        "id": 4,
+        "options": {
+          "legend": {
+            "calcs": [],
+            "displayMode": "list",
+            "placement": "bottom",
+            "showLegend": true
+          },
+          "tooltip": {
+            "mode": "single",
+            "sort": "none"
+          }
+        },
+        "targets": [
+          {
+            "datasource": {
+              "type": "prometheus",
+              "uid": "Prometheus"
+            },
+            "editorMode": "code",
+            "expr": "go_goroutines{job=\"weaviate\"}",
+            "instant": false,
+            "legendFormat": "Weaviate goroutines",
+            "range": true,
+            "refId": "A"
+          }
+        ],
+        "title": "Weaviate goroutines",
+        "type": "timeseries"
+      },
+      {
+        "datasource": {
+          "type": "prometheus",
+          "uid": "Prometheus"
+        },
+        "fieldConfig": {
+          "defaults": {
+            "color": {
+              "mode": "palette-classic"
+            },
+            "custom": {
+              "axisBorderShow": false,
+              "axisCenteredZero": false,
+              "axisColorMode": "text",
+              "axisLabel": "",
+              "axisPlacement": "auto",
+              "barAlignment": 0,
+              "drawStyle": "line",
+              "fillOpacity": 0,
+              "gradientMode": "none",
+              "hideFrom": {
+                "legend": false,
+                "tooltip": false,
+                "viz": false
+              },
+              "insertNulls": false,
+              "lineInterpolation": "linear",
+              "lineWidth": 1,
+              "pointSize": 5,
+              "scaleDistribution": {
+                "type": "linear"
+              },
+              "showPoints": "auto",
+              "spanNulls": false,
+              "stacking": {
+                "group": "A",
+                "mode": "none"
+              },
+              "thresholdsStyle": {
+                "mode": "off"
+              }
+            },
+            "mappings": [],
+            "thresholds": {
+              "mode": "absolute",
+              "steps": [
+                {
+                  "color": "green",
+                  "value": null
+                },
+                {
+                  "color": "red",
+                  "value": 80
+                }
+              ]
+            }
+          },
+          "overrides": []
+        },
+        "gridPos": {
+          "h": 7,
+          "w": 12,
+          "x": 12,
+          "y": 7
+        },
+        "id": 3,
+        "options": {
+          "legend": {
+            "calcs": [],
+            "displayMode": "list",
+            "placement": "bottom",
+            "showLegend": true
+          },
+          "tooltip": {
+            "mode": "single",
+            "sort": "none"
+          }
+        },
+        "targets": [
+          {
+            "datasource": {
+              "type": "prometheus",
+              "uid": "Prometheus"
+            },
+            "editorMode": "code",
+            "expr": "tombstone_reassign_neighbors",
+            "instant": false,
+            "legendFormat": "Reassign - {{shard_name}}",
+            "range": true,
+            "refId": "A"
+          }
+        ],
+        "title": "Tombstone Reassign Neighbors",
+        "type": "timeseries"
+      },
+      {
+        "datasource": {
+          "type": "prometheus",
+          "uid": "Prometheus"
+        },
+        "fieldConfig": {
+          "defaults": {
+            "color": {
+              "mode": "palette-classic"
+            },
+            "custom": {
+              "axisBorderShow": false,
+              "axisCenteredZero": false,
+              "axisColorMode": "text",
+              "axisLabel": "",
+              "axisPlacement": "auto",
+              "barAlignment": 0,
+              "drawStyle": "line",
+              "fillOpacity": 0,
+              "gradientMode": "none",
+              "hideFrom": {
+                "legend": false,
+                "tooltip": false,
+                "viz": false
+              },
+              "insertNulls": false,
+              "lineInterpolation": "linear",
+              "lineWidth": 1,
+              "pointSize": 5,
+              "scaleDistribution": {
+                "type": "linear"
+              },
+              "showPoints": "auto",
+              "spanNulls": false,
+              "stacking": {
+                "group": "A",
+                "mode": "none"
+              },
+              "thresholdsStyle": {
+                "mode": "off"
+              }
+            },
+            "mappings": [],
+            "thresholds": {
+              "mode": "absolute",
+              "steps": [
+                {
+                  "color": "green",
+                  "value": null
+                },
+                {
+                  "color": "red",
+                  "value": 80
+                }
+              ]
+            }
+          },
+          "overrides": []
+        },
+        "gridPos": {
+          "h": 7,
+          "w": 12,
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+          "y": 14
+        },
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+            "displayMode": "list",
+            "placement": "bottom",
+            "showLegend": true
+          },
+          "tooltip": {
+            "mode": "single",
+            "sort": "none"
+          }
+        },
+        "targets": [
+          {
+            "datasource": {
+              "type": "prometheus",
+              "uid": "Prometheus"
+            },
+            "editorMode": "code",
+            "expr": "tombstone_find_global_entrypoint",
+            "instant": false,
+            "legendFormat": "Global Entrypoint - {{shard_name}}",
+            "range": true,
+            "refId": "A"
+          },
+          {
+            "datasource": {
+              "type": "prometheus",
+              "uid": "Prometheus"
+            },
+            "editorMode": "code",
+            "expr": "tombstone_find_global_entrypoint",
+            "hide": false,
+            "instant": false,
+            "legendFormat": "Local Entrypoint - {{shard_name}}",
+            "range": true,
+            "refId": "B"
+          }
+        ],
+        "title": "Find Local & Global Entrypoints",
+        "type": "timeseries"
+      },
+      {
+        "datasource": {
+          "type": "prometheus",
+          "uid": "Prometheus"
+        },
+        "fieldConfig": {
+          "defaults": {
+            "color": {
+              "mode": "palette-classic"
+            },
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+              "axisCenteredZero": false,
+              "axisColorMode": "text",
+              "axisLabel": "",
+              "axisPlacement": "auto",
+              "barAlignment": 0,
+              "drawStyle": "line",
+              "fillOpacity": 0,
+              "gradientMode": "none",
+              "hideFrom": {
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+                "tooltip": false,
+                "viz": false
+              },
+              "insertNulls": false,
+              "lineInterpolation": "linear",
+              "lineWidth": 1,
+              "pointSize": 5,
+              "scaleDistribution": {
+                "type": "linear"
+              },
+              "showPoints": "auto",
+              "spanNulls": false,
+              "stacking": {
+                "group": "A",
+                "mode": "none"
+              },
+              "thresholdsStyle": {
+                "mode": "off"
+              }
+            },
+            "mappings": [],
+            "thresholds": {
+              "mode": "absolute",
+              "steps": [
+                {
+                  "color": "green",
+                  "value": null
+                },
+                {
+                  "color": "red",
+                  "value": 80
+                }
+              ]
+            }
+          },
+          "overrides": []
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+          "w": 12,
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+          "y": 14
+        },
+        "id": 1,
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+            "calcs": [],
+            "displayMode": "list",
+            "placement": "bottom",
+            "showLegend": true
+          },
+          "tooltip": {
+            "mode": "single",
+            "sort": "none"
+          }
+        },
+        "targets": [
+          {
+            "datasource": {
+              "type": "prometheus",
+              "uid": "Prometheus"
+            },
+            "editorMode": "code",
+            "expr": "tombstone_delete_list_size",
+            "instant": false,
+            "legendFormat": "{{class_name}} - {{shard_name}}",
+            "range": true,
+            "refId": "A"
+          }
+        ],
+        "title": "Tombstone Delete List Size",
+        "type": "timeseries"
+      }
+    ],
+    "refresh": "",
+    "schemaVersion": 39,
+    "tags": [],
+    "templating": {
+      "list": []
+    },
+    "time": {
+      "from": "now-15m",
+      "to": "now"
+    },
+    "timepicker": {},
+    "timezone": "",
+    "title": "Tombstone Analysis",
+    "uid": "b715f587-ef7d-4009-8e8a-d62e26a33a44",
+    "version": 1,
+    "weekStart": ""
+  }

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/usage.json

@@ -0,0 +1,316 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "datasource",
+          "uid": "grafana"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "target": {
+          "limit": 100,
+          "matchAny": false,
+          "tags": [],
+          "type": "dashboard"
+        },
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "links": [],
+  "liveNow": false,
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "blue",
+                "value": null
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 5,
+        "x": 0,
+        "y": 0
+      },
+      "id": 2,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "textMode": "auto"
+      },
+      "pluginVersion": "9.0.6",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "sum(object_count{})",
+          "interval": "",
+          "legendFormat": "",
+          "refId": "A"
+        }
+      ],
+      "title": "Overall Object Count",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "description": "This value is refreshed at a 5min interval.",
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "thresholds"
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "blue",
+                "value": null
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 9,
+        "w": 5,
+        "x": 5,
+        "y": 0
+      },
+      "id": 6,
+      "options": {
+        "colorMode": "value",
+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "textMode": "auto"
+      },
+      "pluginVersion": "9.0.6",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "sum(vector_dimensions_sum)",
+          "interval": "",
+          "legendFormat": "",
+          "refId": "A"
+        }
+      ],
+      "title": "Overall Dimension Count",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
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+          "color": {
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+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "blue",
+                "value": null
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
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+        "w": 5,
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+        "y": 9
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+      "options": {
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+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "reduceOptions": {
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+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "textMode": "auto"
+      },
+      "pluginVersion": "9.0.6",
+      "targets": [
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+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "object_count{}",
+          "interval": "",
+          "legendFormat": "{{ class_name }} / {{ shard_name }}",
+          "refId": "A"
+        }
+      ],
+      "title": "Object Count per Class / Shard",
+      "type": "stat"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
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+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "purple",
+                "value": null
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 5,
+        "w": 5,
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+        "y": 9
+      },
+      "id": 5,
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+        "graphMode": "area",
+        "justifyMode": "auto",
+        "orientation": "auto",
+        "reduceOptions": {
+          "calcs": [
+            "lastNotNull"
+          ],
+          "fields": "",
+          "values": false
+        },
+        "textMode": "auto"
+      },
+      "pluginVersion": "9.0.6",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "sum(vector_index_operations{operation=\"create\"})",
+          "interval": "",
+          "legendFormat": "Vector Additions",
+          "refId": "A"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "sum(vector_index_operations{operation=\"delete\"})",
+          "hide": false,
+          "interval": "",
+          "legendFormat": "Vector Deletions",
+          "refId": "B"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "sum(vector_index_operations{operation=\"create\"}) - ignoring(operation) sum(vector_index_operations{operation=\"delete\"})",
+          "hide": false,
+          "interval": "",
+          "legendFormat": "Net Vectors",
+          "refId": "C"
+        }
+      ],
+      "title": "Vector Statistics across all Classes",
+      "type": "stat"
+    }
+  ],
+  "schemaVersion": 36,
+  "style": "dark",
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-15m",
+    "to": "now"
+  },
+  "timepicker": {},
+  "timezone": "",
+  "title": "Usage",
+  "uid": "KK1fvyqnz",
+  "version": 1,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/dashboards/vectorindex.json

@@ -0,0 +1,437 @@
+{
+  "annotations": {
+    "list": [
+      {
+        "builtIn": 1,
+        "datasource": {
+          "type": "datasource",
+          "uid": "grafana"
+        },
+        "enable": true,
+        "hide": true,
+        "iconColor": "rgba(0, 211, 255, 1)",
+        "name": "Annotations & Alerts",
+        "target": {
+          "limit": 100,
+          "matchAny": false,
+          "tags": [],
+          "type": "dashboard"
+        },
+        "type": "dashboard"
+      }
+    ]
+  },
+  "editable": true,
+  "fiscalYearStartMonth": 0,
+  "graphTooltip": 0,
+  "links": [],
+  "liveNow": false,
+  "panels": [
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 0
+      },
+      "id": 2,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "exemplar": true,
+          "expr": "vector_index_size{}",
+          "interval": "",
+          "legendFormat": "{{class_name}} / {{shard_name}}",
+          "refId": "A"
+        }
+      ],
+      "title": "Vector Index Size",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 0
+      },
+      "id": 4,
+      "maxDataPoints": 25,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "pluginVersion": "9.3.6",
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(vector_index_maintenance_durations_ms_sum{}[$__interval]) / rate(vector_index_maintenance_durations_ms_count{}[$__interval])",
+          "format": "time_series",
+          "interval": "",
+          "legendFormat": "{{step}} ({{class_name}}/{{shard_name}})",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Vector Index Maintenance Operations (Sync & Async)",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 0,
+        "y": 8
+      },
+      "id": 6,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(vector_index_durations_ms_sum{operation=\"create\"}[$__interval])/rate(vector_index_durations_ms_count{operation=\"create\"}[$__interval])",
+          "interval": "",
+          "legendFormat": "{{step}} ({{class_name}}/{{shard_name}})",
+          "range": true,
+          "refId": "A"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "builder",
+          "expr": "concurrent_goroutines{class_name=\"object batcher\"}",
+          "hide": false,
+          "interval": "",
+          "legendFormat": "Concurrent goroutines",
+          "range": true,
+          "refId": "B"
+        }
+      ],
+      "title": "Insert Operations",
+      "type": "timeseries"
+    },
+    {
+      "datasource": {
+        "type": "prometheus",
+        "uid": "Prometheus"
+      },
+      "fieldConfig": {
+        "defaults": {
+          "color": {
+            "mode": "palette-classic"
+          },
+          "custom": {
+            "axisCenteredZero": false,
+            "axisColorMode": "text",
+            "axisLabel": "",
+            "axisPlacement": "auto",
+            "barAlignment": 0,
+            "drawStyle": "line",
+            "fillOpacity": 0,
+            "gradientMode": "none",
+            "hideFrom": {
+              "legend": false,
+              "tooltip": false,
+              "viz": false
+            },
+            "lineInterpolation": "linear",
+            "lineWidth": 1,
+            "pointSize": 5,
+            "scaleDistribution": {
+              "type": "linear"
+            },
+            "showPoints": "auto",
+            "spanNulls": false,
+            "stacking": {
+              "group": "A",
+              "mode": "none"
+            },
+            "thresholdsStyle": {
+              "mode": "off"
+            }
+          },
+          "mappings": [],
+          "thresholds": {
+            "mode": "absolute",
+            "steps": [
+              {
+                "color": "green",
+                "value": null
+              },
+              {
+                "color": "red",
+                "value": 80
+              }
+            ]
+          }
+        },
+        "overrides": []
+      },
+      "gridPos": {
+        "h": 8,
+        "w": 12,
+        "x": 12,
+        "y": 8
+      },
+      "id": 7,
+      "options": {
+        "legend": {
+          "calcs": [],
+          "displayMode": "list",
+          "placement": "bottom",
+          "showLegend": true
+        },
+        "tooltip": {
+          "mode": "single",
+          "sort": "none"
+        }
+      },
+      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "Prometheus"
+          },
+          "editorMode": "code",
+          "exemplar": true,
+          "expr": "rate(vector_index_durations_ms_sum{operation=\"delete\"}[$__interval])/rate(vector_index_durations_ms_count{operation=\"delete\"}[$__interval])",
+          "interval": "",
+          "legendFormat": "{{step}} ({{class_name}}/{{shard_name}})",
+          "range": true,
+          "refId": "A"
+        }
+      ],
+      "title": "Delete Operations",
+      "type": "timeseries"
+    }
+  ],
+  "schemaVersion": 37,
+  "style": "dark",
+  "tags": [],
+  "templating": {
+    "list": []
+  },
+  "time": {
+    "from": "now-15m",
+    "to": "now"
+  },
+  "timepicker": {},
+  "timezone": "",
+  "title": "Vector Index",
+  "uid": "03GWjZC7z",
+  "version": 1,
+  "weekStart": ""
+}

platform/dbops/binaries/weaviate-src/tools/dev/grafana/datasource.yml

@@ -0,0 +1,21 @@
+# config file version
+apiVersion: 1
+
+# list of datasources to insert/update depending
+# what's available in the database
+datasources:
+  # <string, required> name of the datasource. Required
+  - name: Prometheus
+    # <string, required> datasource type. Required
+    type: prometheus
+    # <string, required> access mode. proxy or direct (Server or Browser in the UI). Required
+    access: proxy
+    # <int> org id. will default to orgId 1 if not specified
+    orgId: 1
+    # <string> custom UID which can be used to reference this datasource in other parts of the configuration, if not specified will be generated automatically
+    uid: Prometheus
+    # <string> url
+    url: http://prometheus:9090
+    version: 1
+    # <bool> allow users to edit datasources from the UI.
+    editable: false

platform/dbops/binaries/weaviate-src/tools/dev/grafana/datasources/prometheus.yml

@@ -0,0 +1,14 @@
+apiVersion: 1
+datasources:
+  - name: Prometheus
+    type: prometheus
+    access: proxy
+    orgId: 1
+    uid: prometheus
+    url: http://prometheus:9090
+    basicAuth: false
+    isDefault: true
+    version: 1
+    editable: false
+    jsonData:
+      timeInterval: "5s"

platform/dbops/binaries/weaviate-src/tools/dev/grafana/grafana.ini

@@ -0,0 +1,1080 @@
+##################### Grafana Configuration Example #####################
+#
+# Everything has defaults so you only need to uncomment things you want to
+# change
+
+# possible values : production, development
+;app_mode = production
+
+# instance name, defaults to HOSTNAME environment variable value or hostname if HOSTNAME var is empty
+;instance_name = ${HOSTNAME}
+
+#################################### Paths ####################################
+[paths]
+# Path to where grafana can store temp files, sessions, and the sqlite3 db (if that is used)
+;data = /var/lib/grafana
+
+# Temporary files in `data` directory older than given duration will be removed
+;temp_data_lifetime = 24h
+
+# Directory where grafana can store logs
+;logs = /var/log/grafana
+
+# Directory where grafana will automatically scan and look for plugins
+;plugins = /var/lib/grafana/plugins
+
+# folder that contains provisioning config files that grafana will apply on startup and while running.
+;provisioning = conf/provisioning
+
+#################################### Server ####################################
+[server]
+# Protocol (http, https, h2, socket)
+;protocol = http
+
+# The ip address to bind to, empty will bind to all interfaces
+;http_addr =
+
+# The http port  to use
+;http_port = 3000
+
+# The public facing domain name used to access grafana from a browser
+;domain = localhost
+
+# Redirect to correct domain if host header does not match domain
+# Prevents DNS rebinding attacks
+;enforce_domain = false
+
+# The full public facing url you use in browser, used for redirects and emails
+# If you use reverse proxy and sub path specify full url (with sub path)
+;root_url = %(protocol)s://%(domain)s:%(http_port)s/
+
+# Serve Grafana from subpath specified in `root_url` setting. By default it is set to `false` for compatibility reasons.
+;serve_from_sub_path = false
+
+# Log web requests
+;router_logging = false
+
+# the path relative working path
+;static_root_path = public
+
+# enable gzip
+;enable_gzip = false
+
+# https certs & key file
+;cert_file =
+;cert_key =
+
+# Unix socket path
+;socket =
+
+# CDN Url
+;cdn_url =
+
+# Sets the maximum time using a duration format (5s/5m/5ms) before timing out read of an incoming request and closing idle connections.
+# `0` means there is no timeout for reading the request.
+;read_timeout = 0
+
+#################################### Database ####################################
+[database]
+# You can configure the database connection by specifying type, host, name, user and password
+# as separate properties or as on string using the url properties.
+
+# Either "mysql", "postgres" or "sqlite3", it's your choice
+;type = sqlite3
+;host = 127.0.0.1:3306
+;name = grafana
+;user = root
+# If the password contains # or ; you have to wrap it with triple quotes. Ex """#password;"""
+;password =
+
+# Use either URL or the previous fields to configure the database
+# Example: mysql://user:secret@host:port/database
+;url =
+
+# For "postgres" only, either "disable", "require" or "verify-full"
+;ssl_mode = disable
+
+# Database drivers may support different transaction isolation levels.
+# Currently, only "mysql" driver supports isolation levels.
+# If the value is empty - driver's default isolation level is applied.
+# For "mysql" use "READ-UNCOMMITTED", "READ-COMMITTED", "REPEATABLE-READ" or "SERIALIZABLE".
+;isolation_level =
+
+;ca_cert_path =
+;client_key_path =
+;client_cert_path =
+;server_cert_name =
+
+# For "sqlite3" only, path relative to data_path setting
+;path = grafana.db
+
+# Max idle conn setting default is 2
+;max_idle_conn = 2
+
+# Max conn setting default is 0 (mean not set)
+;max_open_conn =
+
+# Connection Max Lifetime default is 14400 (means 14400 seconds or 4 hours)
+;conn_max_lifetime = 14400
+
+# Set to true to log the sql calls and execution times.
+;log_queries =
+
+# For "sqlite3" only. cache mode setting used for connecting to the database. (private, shared)
+;cache_mode = private
+
+################################### Data sources #########################
+[datasources]
+# Upper limit of data sources that Grafana will return. This limit is a temporary configuration and it will be deprecated when pagination will be introduced on the list data sources API.
+;datasource_limit = 5000
+
+#################################### Cache server #############################
+[remote_cache]
+# Either "redis", "memcached" or "database" default is "database"
+;type = database
+
+# cache connectionstring options
+# database: will use Grafana primary database.
+# redis: config like redis server e.g. `addr=127.0.0.1:6379,pool_size=100,db=0,ssl=false`. Only addr is required. ssl may be 'true', 'false', or 'insecure'.
+# memcache: 127.0.0.1:11211
+;connstr =
+
+#################################### Data proxy ###########################
+[dataproxy]
+
+# This enables data proxy logging, default is false
+;logging = false
+
+# How long the data proxy waits to read the headers of the response before timing out, default is 30 seconds.
+# This setting also applies to core backend HTTP data sources where query requests use an HTTP client with timeout set.
+;timeout = 30
+
+# How long the data proxy waits to establish a TCP connection before timing out, default is 10 seconds.
+;dialTimeout = 10
+
+# How many seconds the data proxy waits before sending a keepalive probe request.
+;keep_alive_seconds = 30
+
+# How many seconds the data proxy waits for a successful TLS Handshake before timing out.
+;tls_handshake_timeout_seconds = 10
+
+# How many seconds the data proxy will wait for a server's first response headers after
+# fully writing the request headers if the request has an "Expect: 100-continue"
+# header. A value of 0 will result in the body being sent immediately, without
+# waiting for the server to approve.
+;expect_continue_timeout_seconds = 1
+
+# Optionally limits the total number of connections per host, including connections in the dialing,
+# active, and idle states. On limit violation, dials will block.
+# A value of zero (0) means no limit.
+;max_conns_per_host = 0
+
+# The maximum number of idle connections that Grafana will keep alive.
+;max_idle_connections = 100
+
+# How many seconds the data proxy keeps an idle connection open before timing out.
+;idle_conn_timeout_seconds = 90
+
+# If enabled and user is not anonymous, data proxy will add X-Grafana-User header with username into the request, default is false.
+;send_user_header = false
+
+# Limit the amount of bytes that will be read/accepted from responses of outgoing HTTP requests.
+;response_limit = 0
+
+# Limits the number of rows that Grafana will process from SQL data sources.
+;row_limit = 1000000
+
+#################################### Analytics ####################################
+[analytics]
+# Server reporting, sends usage counters to stats.grafana.org every 24 hours.
+# No ip addresses are being tracked, only simple counters to track
+# running instances, dashboard and error counts. It is very helpful to us.
+# Change this option to false to disable reporting.
+;reporting_enabled = true
+
+# The name of the distributor of the Grafana instance. Ex hosted-grafana, grafana-labs
+;reporting_distributor = grafana-labs
+
+# Set to false to disable all checks to https://grafana.net
+# for new versions (grafana itself and plugins), check is used
+# in some UI views to notify that grafana or plugin update exists
+# This option does not cause any auto updates, nor send any information
+# only a GET request to http://grafana.com to get latest versions
+;check_for_updates = true
+
+# Google Analytics universal tracking code, only enabled if you specify an id here
+;google_analytics_ua_id =
+
+# Google Tag Manager ID, only enabled if you specify an id here
+;google_tag_manager_id =
+
+#################################### Security ####################################
+[security]
+# disable creation of admin user on first start of grafana
+;disable_initial_admin_creation = false
+
+# default admin user, created on startup
+admin_user = weaviate
+
+# default admin password, can be changed before first start of grafana,  or in profile settings
+admin_password = weaviate
+
+# used for signing
+;secret_key = SW2YcwTIb9zpOOhoPsMm
+
+# current key provider used for envelope encryption, default to static value specified by secret_key
+;encryption_provider = secretKey
+
+# list of configured key providers, space separated (Enterprise only): e.g., awskms.v1 azurekv.v1
+;available_encryption_providers =
+
+# disable gravatar profile images
+;disable_gravatar = false
+
+# data source proxy whitelist (ip_or_domain:port separated by spaces)
+;data_source_proxy_whitelist =
+
+# disable protection against brute force login attempts
+;disable_brute_force_login_protection = false
+
+# set to true if you host Grafana behind HTTPS. default is false.
+;cookie_secure = false
+
+# set cookie SameSite attribute. defaults to `lax`. can be set to "lax", "strict", "none" and "disabled"
+;cookie_samesite = lax
+
+# set to true if you want to allow browsers to render Grafana in a <frame>, <iframe>, <embed> or <object>. default is false.
+;allow_embedding = false
+
+# Set to true if you want to enable http strict transport security (HSTS) response header.
+# This is only sent when HTTPS is enabled in this configuration.
+# HSTS tells browsers that the site should only be accessed using HTTPS.
+;strict_transport_security = false
+
+# Sets how long a browser should cache HSTS. Only applied if strict_transport_security is enabled.
+;strict_transport_security_max_age_seconds = 86400
+
+# Set to true if to enable HSTS preloading option. Only applied if strict_transport_security is enabled.
+;strict_transport_security_preload = false
+
+# Set to true if to enable the HSTS includeSubDomains option. Only applied if strict_transport_security is enabled.
+;strict_transport_security_subdomains = false
+
+# Set to true to enable the X-Content-Type-Options response header.
+# The X-Content-Type-Options response HTTP header is a marker used by the server to indicate that the MIME types advertised
+# in the Content-Type headers should not be changed and be followed.
+;x_content_type_options = true
+
+# Set to true to enable the X-XSS-Protection header, which tells browsers to stop pages from loading
+# when they detect reflected cross-site scripting (XSS) attacks.
+;x_xss_protection = true
+
+# Enable adding the Content-Security-Policy header to your requests.
+# CSP allows to control resources the user agent is allowed to load and helps prevent XSS attacks.
+;content_security_policy = false
+
+# Set Content Security Policy template used when adding the Content-Security-Policy header to your requests.
+# $NONCE in the template includes a random nonce.
+# $ROOT_PATH is server.root_url without the protocol.
+;content_security_policy_template = """script-src 'self' 'unsafe-eval' 'unsafe-inline' 'strict-dynamic' $NONCE;object-src 'none';font-src 'self';style-src 'self' 'unsafe-inline' blob:;img-src * data:;base-uri 'self';connect-src 'self' grafana.com ws://$ROOT_PATH wss://$ROOT_PATH;manifest-src 'self';media-src 'none';form-action 'self';"""
+
+#################################### Snapshots ###########################
+[snapshots]
+# snapshot sharing options
+;external_enabled = true
+;external_snapshot_url = https://snapshots-origin.raintank.io
+;external_snapshot_name = Publish to snapshot.raintank.io
+
+# Set to true to enable this Grafana instance act as an external snapshot server and allow unauthenticated requests for
+# creating and deleting snapshots.
+;public_mode = false
+
+# remove expired snapshot
+;snapshot_remove_expired = true
+
+#################################### Dashboards History ##################
+[dashboards]
+# Number dashboard versions to keep (per dashboard). Default: 20, Minimum: 1
+;versions_to_keep = 20
+
+# Minimum dashboard refresh interval. When set, this will restrict users to set the refresh interval of a dashboard lower than given interval. Per default this is 5 seconds.
+# The interval string is a possibly signed sequence of decimal numbers, followed by a unit suffix (ms, s, m, h, d), e.g. 30s or 1m.
+;min_refresh_interval = 5s
+
+# Path to the default home dashboard. If this value is empty, then Grafana uses StaticRootPath + "dashboards/home.json"
+;default_home_dashboard_path =
+
+#################################### Users ###############################
+[users]
+# disable user signup / registration
+;allow_sign_up = true
+
+# Allow non admin users to create organizations
+;allow_org_create = true
+
+# Set to true to automatically assign new users to the default organization (id 1)
+;auto_assign_org = true
+
+# Set this value to automatically add new users to the provided organization (if auto_assign_org above is set to true)
+;auto_assign_org_id = 1
+
+# Default role new users will be automatically assigned (if disabled above is set to true)
+;auto_assign_org_role = Viewer
+
+# Require email validation before sign up completes
+;verify_email_enabled = false
+
+# Background text for the user field on the login page
+;login_hint = email or username
+;password_hint = password
+
+# Default UI theme ("dark" or "light")
+;default_theme = dark
+
+# Path to a custom home page. Users are only redirected to this if the default home dashboard is used. It should match a frontend route and contain a leading slash.
+; home_page =
+
+# External user management, these options affect the organization users view
+;external_manage_link_url =
+;external_manage_link_name =
+;external_manage_info =
+
+# Viewers can edit/inspect dashboard settings in the browser. But not save the dashboard.
+;viewers_can_edit = false
+
+# Editors can administrate dashboard, folders and teams they create
+;editors_can_admin = false
+
+# The duration in time a user invitation remains valid before expiring. This setting should be expressed as a duration. Examples: 6h (hours), 2d (days), 1w (week). Default is 24h (24 hours). The minimum supported duration is 15m (15 minutes).
+;user_invite_max_lifetime_duration = 24h
+
+# Enter a comma-separated list of users login to hide them in the Grafana UI. These users are shown to Grafana admins and themselves.
+; hidden_users =
+
+[auth]
+# Login cookie name
+;login_cookie_name = grafana_session
+
+# The maximum lifetime (duration) an authenticated user can be inactive before being required to login at next visit. Default is 7 days (7d). This setting should be expressed as a duration, e.g. 5m (minutes), 6h (hours), 10d (days), 2w (weeks), 1M (month). The lifetime resets at each successful token rotation.
+;login_maximum_inactive_lifetime_duration =
+
+# The maximum lifetime (duration) an authenticated user can be logged in since login time before being required to login. Default is 30 days (30d). This setting should be expressed as a duration, e.g. 5m (minutes), 6h (hours), 10d (days), 2w (weeks), 1M (month).
+;login_maximum_lifetime_duration =
+
+# How often should auth tokens be rotated for authenticated users when being active. The default is each 10 minutes.
+;token_rotation_interval_minutes = 10
+
+# Set to true to disable (hide) the login form, useful if you use OAuth, defaults to false
+;disable_login_form = false
+
+# Set to true to disable the sign out link in the side menu. Useful if you use auth.proxy or auth.jwt, defaults to false
+;disable_signout_menu = false
+
+# URL to redirect the user to after sign out
+;signout_redirect_url =
+
+# Set to true to attempt login with OAuth automatically, skipping the login screen.
+# This setting is ignored if multiple OAuth providers are configured.
+;oauth_auto_login = false
+
+# OAuth state max age cookie duration in seconds. Defaults to 600 seconds.
+;oauth_state_cookie_max_age = 600
+
+# limit of api_key seconds to live before expiration
+;api_key_max_seconds_to_live = -1
+
+# Set to true to enable SigV4 authentication option for HTTP-based datasources.
+;sigv4_auth_enabled = false
+
+#################################### Anonymous Auth ######################
+[auth.anonymous]
+# enable anonymous access
+;enabled = false
+
+# specify organization name that should be used for unauthenticated users
+;org_name = Main Org.
+
+# specify role for unauthenticated users
+;org_role = Viewer
+
+# mask the Grafana version number for unauthenticated users
+;hide_version = false
+
+#################################### GitHub Auth ##########################
+[auth.github]
+;enabled = false
+;allow_sign_up = true
+;client_id = some_id
+;client_secret = some_secret
+;scopes = user:email,read:org
+;auth_url = https://github.com/login/oauth/authorize
+;token_url = https://github.com/login/oauth/access_token
+;api_url = https://api.github.com/user
+;allowed_domains =
+;team_ids =
+;allowed_organizations =
+
+#################################### GitLab Auth #########################
+[auth.gitlab]
+;enabled = false
+;allow_sign_up = true
+;client_id = some_id
+;client_secret = some_secret
+;scopes = api
+;auth_url = https://gitlab.com/oauth/authorize
+;token_url = https://gitlab.com/oauth/token
+;api_url = https://gitlab.com/api/v4
+;allowed_domains =
+;allowed_groups =
+
+#################################### Google Auth ##########################
+[auth.google]
+;enabled = false
+;allow_sign_up = true
+;client_id = some_client_id
+;client_secret = some_client_secret
+;scopes = https://www.googleapis.com/auth/userinfo.profile https://www.googleapis.com/auth/userinfo.email
+;auth_url = https://accounts.google.com/o/oauth2/auth
+;token_url = https://accounts.google.com/o/oauth2/token
+;api_url = https://www.googleapis.com/oauth2/v1/userinfo
+;allowed_domains =
+;hosted_domain =
+
+#################################### Grafana.com Auth ####################
+[auth.grafana_com]
+;enabled = false
+;allow_sign_up = true
+;client_id = some_id
+;client_secret = some_secret
+;scopes = user:email
+;allowed_organizations =
+
+#################################### Azure AD OAuth #######################
+[auth.azuread]
+;name = Azure AD
+;enabled = false
+;allow_sign_up = true
+;client_id = some_client_id
+;client_secret = some_client_secret
+;scopes = openid email profile
+;auth_url = https://login.microsoftonline.com/<tenant-id>/oauth2/v2.0/authorize
+;token_url = https://login.microsoftonline.com/<tenant-id>/oauth2/v2.0/token
+;allowed_domains =
+;allowed_groups =
+
+#################################### Okta OAuth #######################
+[auth.okta]
+;name = Okta
+;enabled = false
+;allow_sign_up = true
+;client_id = some_id
+;client_secret = some_secret
+;scopes = openid profile email groups
+;auth_url = https://<tenant-id>.okta.com/oauth2/v1/authorize
+;token_url = https://<tenant-id>.okta.com/oauth2/v1/token
+;api_url = https://<tenant-id>.okta.com/oauth2/v1/userinfo
+;allowed_domains =
+;allowed_groups =
+;role_attribute_path =
+;role_attribute_strict = false
+
+#################################### Generic OAuth ##########################
+[auth.generic_oauth]
+;enabled = false
+;name = OAuth
+;allow_sign_up = true
+;client_id = some_id
+;client_secret = some_secret
+;scopes = user:email,read:org
+;empty_scopes = false
+;email_attribute_name = email:primary
+;email_attribute_path =
+;login_attribute_path =
+;name_attribute_path =
+;id_token_attribute_name =
+;auth_url = https://foo.bar/login/oauth/authorize
+;token_url = https://foo.bar/login/oauth/access_token
+;api_url = https://foo.bar/user
+;teams_url =
+;allowed_domains =
+;team_ids =
+;allowed_organizations =
+;role_attribute_path =
+;role_attribute_strict = false
+;groups_attribute_path =
+;team_ids_attribute_path =
+;tls_skip_verify_insecure = false
+;tls_client_cert =
+;tls_client_key =
+;tls_client_ca =
+;use_pkce = false
+
+#################################### Basic Auth ##########################
+[auth.basic]
+;enabled = true
+
+#################################### Auth Proxy ##########################
+[auth.proxy]
+;enabled = false
+;header_name = X-WEBAUTH-USER
+;header_property = username
+;auto_sign_up = true
+;sync_ttl = 60
+;whitelist = 192.168.1.1, 192.168.2.1
+;headers = Email:X-User-Email, Name:X-User-Name
+# Read the auth proxy docs for details on what the setting below enables
+;enable_login_token = false
+
+#################################### Auth JWT ##########################
+[auth.jwt]
+;enabled = true
+;header_name = X-JWT-Assertion
+;email_claim = sub
+;username_claim = sub
+;jwk_set_url = https://foo.bar/.well-known/jwks.json
+;jwk_set_file = /path/to/jwks.json
+;cache_ttl = 60m
+;expected_claims = {"aud": ["foo", "bar"]}
+;key_file = /path/to/key/file
+
+#################################### Auth LDAP ##########################
+[auth.ldap]
+;enabled = false
+;config_file = /etc/grafana/ldap.toml
+;allow_sign_up = true
+
+# LDAP background sync (Enterprise only)
+# At 1 am every day
+;sync_cron = "0 0 1 * * *"
+;active_sync_enabled = true
+
+#################################### AWS ###########################
+[aws]
+# Enter a comma-separated list of allowed AWS authentication providers.
+# Options are: default (AWS SDK Default), keys (Access && secret key), credentials (Credentials field), ec2_iam_role (EC2 IAM Role)
+; allowed_auth_providers = default,keys,credentials
+
+# Allow AWS users to assume a role using temporary security credentials.
+# If true, assume role will be enabled for all AWS authentication providers that are specified in aws_auth_providers
+; assume_role_enabled = true
+
+#################################### Azure ###############################
+[azure]
+# Azure cloud environment where Grafana is hosted
+# Possible values are AzureCloud, AzureChinaCloud, AzureUSGovernment and AzureGermanCloud
+# Default value is AzureCloud (i.e. public cloud)
+;cloud = AzureCloud
+
+# Specifies whether Grafana hosted in Azure service with Managed Identity configured (e.g. Azure Virtual Machines instance)
+# If enabled, the managed identity can be used for authentication of Grafana in Azure services
+# Disabled by default, needs to be explicitly enabled
+;managed_identity_enabled = false
+
+# Client ID to use for user-assigned managed identity
+# Should be set for user-assigned identity and should be empty for system-assigned identity
+;managed_identity_client_id =
+
+#################################### SMTP / Emailing ##########################
+[smtp]
+;enabled = false
+;host = localhost:25
+;user =
+# If the password contains # or ; you have to wrap it with triple quotes. Ex """#password;"""
+;password =
+;cert_file =
+;key_file =
+;skip_verify = false
+;from_address = admin@grafana.localhost
+;from_name = Grafana
+# EHLO identity in SMTP dialog (defaults to instance_name)
+;ehlo_identity = dashboard.example.com
+# SMTP startTLS policy (defaults to 'OpportunisticStartTLS')
+;startTLS_policy = NoStartTLS
+
+[emails]
+;welcome_email_on_sign_up = false
+;templates_pattern = emails/*.html, emails/*.txt
+;content_types = text/html
+
+#################################### Logging ##########################
+[log]
+# Either "console", "file", "syslog". Default is console and  file
+# Use space to separate multiple modes, e.g. "console file"
+;mode = console file
+
+# Either "debug", "info", "warn", "error", "critical", default is "info"
+;level = info
+
+# optional settings to set different levels for specific loggers. Ex filters = sqlstore:debug
+;filters =
+
+# For "console" mode only
+[log.console]
+;level =
+
+# log line format, valid options are text, console and json
+;format = console
+
+# For "file" mode only
+[log.file]
+;level =
+
+# log line format, valid options are text, console and json
+;format = text
+
+# This enables automated log rotate(switch of following options), default is true
+;log_rotate = true
+
+# Max line number of single file, default is 1000000
+;max_lines = 1000000
+
+# Max size shift of single file, default is 28 means 1 << 28, 256MB
+;max_size_shift = 28
+
+# Segment log daily, default is true
+;daily_rotate = true
+
+# Expired days of log file(delete after max days), default is 7
+;max_days = 7
+
+[log.syslog]
+;level =
+
+# log line format, valid options are text, console and json
+;format = text
+
+# Syslog network type and address. This can be udp, tcp, or unix. If left blank, the default unix endpoints will be used.
+;network =
+;address =
+
+# Syslog facility. user, daemon and local0 through local7 are valid.
+;facility =
+
+# Syslog tag. By default, the process' argv[0] is used.
+;tag =
+
+[log.frontend]
+# Should Sentry javascript agent be initialized
+;enabled = false
+
+# Sentry DSN if you want to send events to Sentry.
+;sentry_dsn =
+
+# Custom HTTP endpoint to send events captured by the Sentry agent to. Default will log the events to stdout.
+;custom_endpoint = /log
+
+# Rate of events to be reported between 0 (none) and 1 (all), float
+;sample_rate = 1.0
+
+# Requests per second limit enforced an extended period, for Grafana backend log ingestion endpoint (/log).
+;log_endpoint_requests_per_second_limit = 3
+
+# Max requests accepted per short interval of time for Grafana backend log ingestion endpoint (/log).
+;log_endpoint_burst_limit = 15
+
+#################################### Usage Quotas ########################
+[quota]
+; enabled = false
+
+#### set quotas to -1 to make unlimited. ####
+# limit number of users per Org.
+; org_user = 10
+
+# limit number of dashboards per Org.
+; org_dashboard = 100
+
+# limit number of data_sources per Org.
+; org_data_source = 10
+
+# limit number of api_keys per Org.
+; org_api_key = 10
+
+# limit number of alerts per Org.
+;org_alert_rule = 100
+
+# limit number of orgs a user can create.
+; user_org = 10
+
+# Global limit of users.
+; global_user = -1
+
+# global limit of orgs.
+; global_org = -1
+
+# global limit of dashboards
+; global_dashboard = -1
+
+# global limit of api_keys
+; global_api_key = -1
+
+# global limit on number of logged in users.
+; global_session = -1
+
+# global limit of alerts
+;global_alert_rule = -1
+
+#################################### Unified Alerting ####################
+[unified_alerting]
+#Enable the Unified Alerting sub-system and interface. When enabled we'll migrate all of your alert rules and notification channels to the new system. New alert rules will be created and your notification channels will be converted into an Alertmanager configuration. Previous data is preserved to enable backwards compatibility but new data is removed.```
+;enabled = true
+
+# Comma-separated list of organization IDs for which to disable unified alerting. Only supported if unified alerting is enabled.
+;disabled_orgs =
+
+# Specify the frequency of polling for admin config changes.
+# The interval string is a possibly signed sequence of decimal numbers, followed by a unit suffix (ms, s, m, h, d), e.g. 30s or 1m.
+;admin_config_poll_interval = 60s
+
+# Specify the frequency of polling for Alertmanager config changes.
+# The interval string is a possibly signed sequence of decimal numbers, followed by a unit suffix (ms, s, m, h, d), e.g. 30s or 1m.
+;alertmanager_config_poll_interval = 60s
+
+# Listen address/hostname and port to receive unified alerting messages for other Grafana instances. The port is used for both TCP and UDP. It is assumed other Grafana instances are also running on the same port. The default value is `0.0.0.0:9094`.
+;ha_listen_address = "0.0.0.0:9094"
+
+# Listen address/hostname and port to receive unified alerting messages for other Grafana instances. The port is used for both TCP and UDP. It is assumed other Grafana instances are also running on the same port. The default value is `0.0.0.0:9094`.
+;ha_advertise_address = ""
+
+# Comma-separated list of initial instances (in a format of host:port) that will form the HA cluster. Configuring this setting will enable High Availability mode for alerting.
+;ha_peers = ""
+
+# Time to wait for an instance to send a notification via the Alertmanager. In HA, each Grafana instance will
+# be assigned a position (e.g. 0, 1). We then multiply this position with the timeout to indicate how long should
+# each instance wait before sending the notification to take into account replication lag.
+# The interval string is a possibly signed sequence of decimal numbers, followed by a unit suffix (ms, s, m, h, d), e.g. 30s or 1m.
+;ha_peer_timeout = "15s"
+
+# The interval between sending gossip messages. By lowering this value (more frequent) gossip messages are propagated
+# across cluster more quickly at the expense of increased bandwidth usage.
+# The interval string is a possibly signed sequence of decimal numbers, followed by a unit suffix (ms, s, m, h, d), e.g. 30s or 1m.
+;ha_gossip_interval = "200ms"
+
+# The interval between gossip full state syncs. Setting this interval lower (more frequent) will increase convergence speeds
+# across larger clusters at the expense of increased bandwidth usage.
+# The interval string is a possibly signed sequence of decimal numbers, followed by a unit suffix (ms, s, m, h, d), e.g. 30s or 1m.
+;ha_push_pull_interval = "60s"
+
+# Enable or disable alerting rule execution. The alerting UI remains visible. This option has a legacy version in the `[alerting]` section that takes precedence.
+;execute_alerts = true
+
+# Alert evaluation timeout when fetching data from the datasource. This option has a legacy version in the `[alerting]` section that takes precedence.
+# The timeout string is a possibly signed sequence of decimal numbers, followed by a unit suffix (ms, s, m, h, d), e.g. 30s or 1m.
+;evaluation_timeout = 30s
+
+# Number of times we'll attempt to evaluate an alert rule before giving up on that evaluation. This option has a legacy version in the `[alerting]` section that takes precedence.
+;max_attempts = 3
+
+# Minimum interval to enforce between rule evaluations. Rules will be adjusted if they are less than this value  or if they are not multiple of the scheduler interval (10s). Higher values can help with resource management as we'll schedule fewer evaluations over time. This option has a legacy version in the `[alerting]` section that takes precedence.
+# The interval string is a possibly signed sequence of decimal numbers, followed by a unit suffix (ms, s, m, h, d), e.g. 30s or 1m.
+;min_interval = 10s
+
+#################################### Alerting ############################
+[alerting]
+# Disable legacy alerting engine & UI features
+;enabled = false
+
+# Makes it possible to turn off alert execution but alerting UI is visible
+;execute_alerts = true
+
+# Default setting for new alert rules. Defaults to categorize error and timeouts as alerting. (alerting, keep_state)
+;error_or_timeout = alerting
+
+# Default setting for how Grafana handles nodata or null values in alerting. (alerting, no_data, keep_state, ok)
+;nodata_or_nullvalues = no_data
+
+# Alert notifications can include images, but rendering many images at the same time can overload the server
+# This limit will protect the server from render overloading and make sure notifications are sent out quickly
+;concurrent_render_limit = 5
+
+# Default setting for alert calculation timeout. Default value is 30
+;evaluation_timeout_seconds = 30
+
+# Default setting for alert notification timeout. Default value is 30
+;notification_timeout_seconds = 30
+
+# Default setting for max attempts to sending alert notifications. Default value is 3
+;max_attempts = 3
+
+# Makes it possible to enforce a minimal interval between evaluations, to reduce load on the backend
+;min_interval_seconds = 1
+
+# Configures for how long alert annotations are stored. Default is 0, which keeps them forever.
+# This setting should be expressed as a duration. Examples: 6h (hours), 10d (days), 2w (weeks), 1M (month).
+;max_annotation_age =
+
+# Configures max number of alert annotations that Grafana stores. Default value is 0, which keeps all alert annotations.
+;max_annotations_to_keep =
+
+#################################### Annotations #########################
+[annotations]
+# Configures the batch size for the annotation clean-up job. This setting is used for dashboard, API, and alert annotations.
+;cleanupjob_batchsize = 100
+
+[annotations.dashboard]
+# Dashboard annotations means that annotations are associated with the dashboard they are created on.
+
+# Configures how long dashboard annotations are stored. Default is 0, which keeps them forever.
+# This setting should be expressed as a duration. Examples: 6h (hours), 10d (days), 2w (weeks), 1M (month).
+;max_age =
+
+# Configures max number of dashboard annotations that Grafana stores. Default value is 0, which keeps all dashboard annotations.
+;max_annotations_to_keep =
+
+[annotations.api]
+# API annotations means that the annotations have been created using the API without any
+# association with a dashboard.
+
+# Configures how long Grafana stores API annotations. Default is 0, which keeps them forever.
+# This setting should be expressed as a duration. Examples: 6h (hours), 10d (days), 2w (weeks), 1M (month).
+;max_age =
+
+# Configures max number of API annotations that Grafana keeps. Default value is 0, which keeps all API annotations.
+;max_annotations_to_keep =
+
+#################################### Explore #############################
+[explore]
+# Enable the Explore section
+;enabled = true
+
+#################################### Internal Grafana Metrics ##########################
+# Metrics available at HTTP API Url /metrics
+[metrics]
+# Disable / Enable internal metrics
+;enabled           = true
+# Graphite Publish interval
+;interval_seconds  = 10
+# Disable total stats (stat_totals_*) metrics to be generated
+;disable_total_stats = false
+
+#If both are set, basic auth will be required for the metrics endpoint.
+; basic_auth_username =
+; basic_auth_password =
+
+# Metrics environment info adds dimensions to the `grafana_environment_info` metric, which
+# can expose more information about the Grafana instance.
+[metrics.environment_info]
+#exampleLabel1 = exampleValue1
+#exampleLabel2 = exampleValue2
+
+# Send internal metrics to Graphite
+[metrics.graphite]
+# Enable by setting the address setting (ex localhost:2003)
+;address =
+;prefix = prod.grafana.%(instance_name)s.
+
+#################################### Grafana.com integration  ##########################
+# Url used to import dashboards directly from Grafana.com
+[grafana_com]
+;url = https://grafana.com
+
+#################################### Distributed tracing ############
+[tracing.jaeger]
+# Enable by setting the address sending traces to jaeger (ex localhost:6831)
+;address = localhost:6831
+# Tag that will always be included in when creating new spans. ex (tag1:value1,tag2:value2)
+;always_included_tag = tag1:value1
+# Type specifies the type of the sampler: const, probabilistic, rateLimiting, or remote
+;sampler_type = const
+# jaeger samplerconfig param
+# for "const" sampler, 0 or 1 for always false/true respectively
+# for "probabilistic" sampler, a probability between 0 and 1
+# for "rateLimiting" sampler, the number of spans per second
+# for "remote" sampler, param is the same as for "probabilistic"
+# and indicates the initial sampling rate before the actual one
+# is received from the mothership
+;sampler_param = 1
+# sampling_server_url is the URL of a sampling manager providing a sampling strategy.
+;sampling_server_url =
+# Whether or not to use Zipkin propagation (x-b3- HTTP headers).
+;zipkin_propagation = false
+# Setting this to true disables shared RPC spans.
+# Not disabling is the most common setting when using Zipkin elsewhere in your infrastructure.
+;disable_shared_zipkin_spans = false
+
+#################################### External image storage ##########################
+[external_image_storage]
+# Used for uploading images to public servers so they can be included in slack/email messages.
+# you can choose between (s3, webdav, gcs, azure_blob, local)
+;provider =
+
+[external_image_storage.s3]
+;endpoint =
+;path_style_access =
+;bucket =
+;region =
+;path =
+;access_key =
+;secret_key =
+
+[external_image_storage.webdav]
+;url =
+;public_url =
+;username =
+;password =
+
+[external_image_storage.gcs]
+;key_file =
+;bucket =
+;path =
+
+[external_image_storage.azure_blob]
+;account_name =
+;account_key =
+;container_name =
+
+[external_image_storage.local]
+# does not require any configuration
+
+[rendering]
+# Options to configure a remote HTTP image rendering service, e.g. using https://github.com/grafana/grafana-image-renderer.
+# URL to a remote HTTP image renderer service, e.g. http://localhost:8081/render, will enable Grafana to render panels and dashboards to PNG-images using HTTP requests to an external service.
+;server_url =
+# If the remote HTTP image renderer service runs on a different server than the Grafana server you may have to configure this to a URL where Grafana is reachable, e.g. http://grafana.domain/.
+;callback_url =
+# Concurrent render request limit affects when the /render HTTP endpoint is used. Rendering many images at the same time can overload the server,
+# which this setting can help protect against by only allowing a certain amount of concurrent requests.
+;concurrent_render_request_limit = 30
+
+[panels]
+# If set to true Grafana will allow script tags in text panels. Not recommended as it enable XSS vulnerabilities.
+;disable_sanitize_html = false
+
+[plugins]
+;enable_alpha = false
+;app_tls_skip_verify_insecure = false
+# Enter a comma-separated list of plugin identifiers to identify plugins to load even if they are unsigned. Plugins with modified signatures are never loaded.
+;allow_loading_unsigned_plugins =
+# Enable or disable installing / uninstalling / updating plugins directly from within Grafana.
+;plugin_admin_enabled = false
+;plugin_admin_external_manage_enabled = false
+;plugin_catalog_url = https://grafana.com/grafana/plugins/
+# Enter a comma-separated list of plugin identifiers to hide in the plugin catalog.
+;plugin_catalog_hidden_plugins =
+
+#################################### Grafana Live ##########################################
+[live]
+# max_connections to Grafana Live WebSocket endpoint per Grafana server instance. See Grafana Live docs
+# if you are planning to make it higher than default 100 since this can require some OS and infrastructure
+# tuning. 0 disables Live, -1 means unlimited connections.
+;max_connections = 100
+
+# allowed_origins is a comma-separated list of origins that can establish connection with Grafana Live.
+# If not set then origin will be matched over root_url. Supports wildcard symbol "*".
+;allowed_origins =
+
+# engine defines an HA (high availability) engine to use for Grafana Live. By default no engine used - in
+# this case Live features work only on a single Grafana server. Available options: "redis".
+# Setting ha_engine is an EXPERIMENTAL feature.
+;ha_engine =
+
+# ha_engine_address sets a connection address for Live HA engine. Depending on engine type address format can differ.
+# For now we only support Redis connection address in "host:port" format.
+# This option is EXPERIMENTAL.
+;ha_engine_address = "127.0.0.1:6379"
+
+#################################### Grafana Image Renderer Plugin ##########################
+[plugin.grafana-image-renderer]
+# Instruct headless browser instance to use a default timezone when not provided by Grafana, e.g. when rendering panel image of alert.
+# See ICU’s metaZones.txt (https://cs.chromium.org/chromium/src/third_party/icu/source/data/misc/metaZones.txt) for a list of supported
+# timezone IDs. Fallbacks to TZ environment variable if not set.
+;rendering_timezone =
+
+# Instruct headless browser instance to use a default language when not provided by Grafana, e.g. when rendering panel image of alert.
+# Please refer to the HTTP header Accept-Language to understand how to format this value, e.g. 'fr-CH, fr;q=0.9, en;q=0.8, de;q=0.7, *;q=0.5'.
+;rendering_language =
+
+# Instruct headless browser instance to use a default device scale factor when not provided by Grafana, e.g. when rendering panel image of alert.
+# Default is 1. Using a higher value will produce more detailed images (higher DPI), but will require more disk space to store an image.
+;rendering_viewport_device_scale_factor =
+
+# Instruct headless browser instance whether to ignore HTTPS errors during navigation. Per default HTTPS errors are not ignored. Due to
+# the security risk it's not recommended to ignore HTTPS errors.
+;rendering_ignore_https_errors =
+
+# Instruct headless browser instance whether to capture and log verbose information when rendering an image. Default is false and will
+# only capture and log error messages. When enabled, debug messages are captured and logged as well.
+# For the verbose information to be included in the Grafana server log you have to adjust the rendering log level to debug, configure
+# [log].filter = rendering:debug.
+;rendering_verbose_logging =
+
+# Instruct headless browser instance whether to output its debug and error messages into running process of remote rendering service.
+# Default is false. This can be useful to enable (true) when troubleshooting.
+;rendering_dumpio =
+
+# Additional arguments to pass to the headless browser instance. Default is --no-sandbox. The list of Chromium flags can be found
+# here (https://peter.sh/experiments/chromium-command-line-switches/). Multiple arguments is separated with comma-character.
+;rendering_args =
+
+# You can configure the plugin to use a different browser binary instead of the pre-packaged version of Chromium.
+# Please note that this is not recommended, since you may encounter problems if the installed version of Chrome/Chromium is not
+# compatible with the plugin.
+;rendering_chrome_bin =
+
+# Instruct how headless browser instances are created. Default is 'default' and will create a new browser instance on each request.
+# Mode 'clustered' will make sure that only a maximum of browsers/incognito pages can execute concurrently.
+# Mode 'reusable' will have one browser instance and will create a new incognito page on each request.
+;rendering_mode =
+
+# When rendering_mode = clustered, you can instruct how many browsers or incognito pages can execute concurrently. Default is 'browser'
+# and will cluster using browser instances.
+# Mode 'context' will cluster using incognito pages.
+;rendering_clustering_mode =
+# When rendering_mode = clustered, you can define the maximum number of browser instances/incognito pages that can execute concurrently. Default is '5'.
+;rendering_clustering_max_concurrency =
+# When rendering_mode = clustered, you can specify the duration a rendering request can take before it will time out. Default is `30` seconds.
+;rendering_clustering_timeout =
+
+# Limit the maximum viewport width, height and device scale factor that can be requested.
+;rendering_viewport_max_width =
+;rendering_viewport_max_height =
+;rendering_viewport_max_device_scale_factor =
+
+# Change the listening host and port of the gRPC server. Default host is 127.0.0.1 and default port is 0 and will automatically assign
+# a port not in use.
+;grpc_host =
+;grpc_port =
+
+[enterprise]
+# Path to a valid Grafana Enterprise license.jwt file
+;license_path =
+
+[feature_toggles]
+# enable features, separated by spaces
+;enable =
+
+[date_formats]
+# For information on what formatting patterns that are supported https://momentjs.com/docs/#/displaying/
+
+# Default system date format used in time range picker and other places where full time is displayed
+;full_date = YYYY-MM-DD HH:mm:ss
+
+# Used by graph and other places where we only show small intervals
+;interval_second = HH:mm:ss
+;interval_minute = HH:mm
+;interval_hour = MM/DD HH:mm
+;interval_day = MM/DD
+;interval_month = YYYY-MM
+;interval_year = YYYY
+
+# Experimental feature
+;use_browser_locale = false
+
+# Default timezone for user preferences. Options are 'browser' for the browser local timezone or a timezone name from IANA Time Zone database, e.g. 'UTC' or 'Europe/Amsterdam' etc.
+;default_timezone = browser
+
+[expressions]
+# Enable or disable the expressions functionality.
+;enabled = true
+
+[geomap]
+# Set the JSON configuration for the default basemap
+;default_baselayer_config = `{
+;  "type": "xyz",
+;  "config": {
+;    "attribution": "Open street map",
+;    "url": "https://tile.openstreetmap.org/{z}/{x}/{y}.png"
+;  }
+;}`
+
+# Enable or disable loading other base map layers
+;enable_custom_baselayers = true

platform/dbops/binaries/weaviate-src/tools/dev/keycloak/get_token.sh

@@ -0,0 +1,15 @@
+#!/usr/bin/env bash
+
+set -eou pipefail
+
+# Jump to root directory
+cd "$( dirname "${BASH_SOURCE[0]}" )"/../.. || exit 1
+
+function main() {
+  USERNAME=${1:-johndoe}
+  PASSWORD=$USERNAME
+
+  curl --fail -s -X POST -d grant_type=password -d client_id=demo -d username="$USERNAME" -d password="$PASSWORD" http://localhost:9090/auth/realms/weaviate/protocol/openid-connect/token | jq -r ".access_token"
+}
+
+main "$@"

platform/dbops/binaries/weaviate-src/tools/dev/keycloak/import_users.sh

@@ -0,0 +1,25 @@
+#!/bin/bash
+
+set -eou pipefail
+
+# Jump to root directory
+cd "$( dirname "${BASH_SOURCE[0]}" )"/../.. || exit 1
+
+function main() {
+  # Get admin token
+  TOKEN=$( curl --fail -s -X POST -d grant_type=password -d client_id=admin-cli -d username=admin -d password=admin http://localhost:9090/auth/realms/master/protocol/openid-connect/token | jq -r .access_token )
+
+  # Create user
+  if ! curl --fail -s -X POST -d '{"username":"johndoe", "enabled":true, "email":"john@doe.com", "emailVerified":true, "credentials":[{"type":"password","value":"johndoe"}]}' -H "Authorization: Bearer $TOKEN" -H 'Content-Type: application/json'  http://localhost:9090/auth/admin/realms/weaviate/users; then
+    echo Error creating user
+    return 1
+  fi
+
+  echo ""
+  echo "Created user 'johndoe' with password 'johndoe'."
+  echo "You can retrieve a token for this user using:"
+  echo "  $ ./tools/dev/keycloak/get_token.sh johndoe"
+  echo ""
+}
+
+main "$@"

platform/dbops/binaries/weaviate-src/tools/dev/keycloak/weaviate-realm.json

@@ -0,0 +1,1703 @@
+{
+  "id": "weaviate",
+  "realm": "weaviate",
+  "displayName": "Keycloak",
+  "displayNameHtml": "<div class=\"kc-logo-text\"><span>Keycloak</span></div>",
+  "notBefore": 0,
+  "revokeRefreshToken": false,
+  "refreshTokenMaxReuse": 0,
+  "accessTokenLifespan": 60,
+  "accessTokenLifespanForImplicitFlow": 900,
+  "ssoSessionIdleTimeout": 1800,
+  "ssoSessionMaxLifespan": 36000,
+  "ssoSessionIdleTimeoutRememberMe": 0,
+  "ssoSessionMaxLifespanRememberMe": 0,
+  "offlineSessionIdleTimeout": 2592000,
+  "offlineSessionMaxLifespanEnabled": false,
+  "offlineSessionMaxLifespan": 5184000,
+  "accessCodeLifespan": 60,
+  "accessCodeLifespanUserAction": 300,
+  "accessCodeLifespanLogin": 1800,
+  "actionTokenGeneratedByAdminLifespan": 43200,
+  "actionTokenGeneratedByUserLifespan": 300,
+  "enabled": true,
+  "sslRequired": "external",
+  "registrationAllowed": false,
+  "registrationEmailAsUsername": false,
+  "rememberMe": false,
+  "verifyEmail": false,
+  "loginWithEmailAllowed": true,
+  "duplicateEmailsAllowed": false,
+  "resetPasswordAllowed": false,
+  "editUsernameAllowed": false,
+  "bruteForceProtected": false,
+  "permanentLockout": false,
+  "maxFailureWaitSeconds": 900,
+  "minimumQuickLoginWaitSeconds": 60,
+  "waitIncrementSeconds": 60,
+  "quickLoginCheckMilliSeconds": 1000,
+  "maxDeltaTimeSeconds": 43200,
+  "failureFactor": 30,
+  "roles": {
+    "realm": [
+      {
+        "id": "bcf90610-c3a7-4f04-af25-9f0f856841c3",
+        "name": "uma_authorization",
+        "composite": false,
+        "clientRole": false,
+        "containerId": "weaviate",
+        "attributes": {}
+      },
+      {
+        "id": "3e47b161-5941-4c97-9b91-95ddea37f0fc",
+        "name": "offline_access",
+        "description": "${role_offline-access}",
+        "composite": false,
+        "clientRole": false,
+        "containerId": "weaviate",
+        "attributes": {}
+      }
+    ],
+    "client": {
+      "realm-management": [
+        {
+          "id": "52f0e9c2-2d91-48bb-b48e-46f4e4e4dc2b",
+          "name": "manage-realm",
+          "description": "${role_manage-realm}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "a16d7c02-9bb2-4891-9675-aa19a0b6538e",
+          "name": "manage-users",
+          "description": "${role_manage-users}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "41634c37-53e2-43e5-9e89-5914db9fddf3",
+          "name": "view-identity-providers",
+          "description": "${role_view-identity-providers}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "139f59c0-d0fd-403e-bb93-ee2d16286fac",
+          "name": "manage-identity-providers",
+          "description": "${role_manage-identity-providers}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "f7488874-24aa-42a2-838f-a8760a66dc50",
+          "name": "manage-clients",
+          "description": "${role_manage-clients}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "2af9e4c7-4b2e-4607-9541-d98c91d69f5f",
+          "name": "impersonation",
+          "description": "${role_impersonation}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "42f271a0-61ca-4a01-bdd6-592bbadcea14",
+          "name": "manage-events",
+          "description": "${role_manage-events}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "6898b010-83f2-4aac-987b-5906dfe48903",
+          "name": "query-realms",
+          "description": "${role_query-realms}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "afa527b5-fdc4-453a-903e-a50fc6e36e17",
+          "name": "query-groups",
+          "description": "${role_query-groups}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "333af307-6a71-46d8-a85e-8cfed4c888c9",
+          "name": "view-users",
+          "description": "${role_view-users}",
+          "composite": true,
+          "composites": {
+            "client": {
+              "realm-management": [
+                "query-users",
+                "query-groups"
+              ]
+            }
+          },
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "04cf7adb-6bbc-43ff-96e4-b0d3b950c342",
+          "name": "manage-authorization",
+          "description": "${role_manage-authorization}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "16420961-6866-481c-9c88-69106e8d0ff6",
+          "name": "view-clients",
+          "description": "${role_view-clients}",
+          "composite": true,
+          "composites": {
+            "client": {
+              "realm-management": [
+                "query-clients"
+              ]
+            }
+          },
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "0abf0b40-9185-48bb-8421-31aa250cafb4",
+          "name": "create-client",
+          "description": "${role_create-client}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "e324bf87-47d9-436a-9f2d-e64df34a6a41",
+          "name": "view-events",
+          "description": "${role_view-events}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "c9b45a2a-ed9a-4c40-9864-05f84516897b",
+          "name": "view-authorization",
+          "description": "${role_view-authorization}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "3fcb99db-412e-4342-bf06-297a68202f93",
+          "name": "query-clients",
+          "description": "${role_query-clients}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "2c103067-a335-44b4-8dd0-483c1b309271",
+          "name": "view-realm",
+          "description": "${role_view-realm}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "ad188d4d-62ed-47bb-b4bb-ffb9a9e49676",
+          "name": "query-users",
+          "description": "${role_query-users}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        },
+        {
+          "id": "38b80f27-414b-4be2-ad8a-ed03cdcbe0fd",
+          "name": "realm-admin",
+          "description": "${role_realm-admin}",
+          "composite": true,
+          "composites": {
+            "client": {
+              "realm-management": [
+                "manage-realm",
+                "manage-users",
+                "view-identity-providers",
+                "manage-identity-providers",
+                "impersonation",
+                "manage-clients",
+                "manage-events",
+                "query-realms",
+                "query-groups",
+                "view-users",
+                "manage-authorization",
+                "view-clients",
+                "create-client",
+                "view-authorization",
+                "view-events",
+                "query-clients",
+                "view-realm",
+                "query-users"
+              ]
+            }
+          },
+          "clientRole": true,
+          "containerId": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+          "attributes": {}
+        }
+      ],
+      "security-admin-console": [],
+      "admin-cli": [],
+      "broker": [
+        {
+          "id": "003c33a2-f062-46c6-bbe8-75637a66f6d6",
+          "name": "read-token",
+          "description": "${role_read-token}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "f7d6538a-32ea-4d48-9a95-e4fab1745e87",
+          "attributes": {}
+        }
+      ],
+      "demo": [],
+      "account": [
+        {
+          "id": "638fafaf-7a1d-417f-8244-53efd03f2efa",
+          "name": "view-profile",
+          "description": "${role_view-profile}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "86086ea0-cc30-404d-bba3-4619af803f73",
+          "attributes": {}
+        },
+        {
+          "id": "3735e215-f5ab-4974-beef-9d9815a311a1",
+          "name": "manage-account",
+          "description": "${role_manage-account}",
+          "composite": true,
+          "composites": {
+            "client": {
+              "account": [
+                "manage-account-links"
+              ]
+            }
+          },
+          "clientRole": true,
+          "containerId": "86086ea0-cc30-404d-bba3-4619af803f73",
+          "attributes": {}
+        },
+        {
+          "id": "30460f75-3543-44b6-88a3-4666db06b3b0",
+          "name": "manage-account-links",
+          "description": "${role_manage-account-links}",
+          "composite": false,
+          "clientRole": true,
+          "containerId": "86086ea0-cc30-404d-bba3-4619af803f73",
+          "attributes": {}
+        }
+      ]
+    }
+  },
+  "groups": [],
+  "defaultRoles": [
+    "offline_access",
+    "uma_authorization"
+  ],
+  "requiredCredentials": [
+    "password"
+  ],
+  "otpPolicyType": "totp",
+  "otpPolicyAlgorithm": "HmacSHA1",
+  "otpPolicyInitialCounter": 0,
+  "otpPolicyDigits": 6,
+  "otpPolicyLookAheadWindow": 1,
+  "otpPolicyPeriod": 30,
+  "otpSupportedApplications": [
+    "FreeOTP",
+    "Google Authenticator"
+  ],
+  "scopeMappings": [
+    {
+      "clientScope": "offline_access",
+      "roles": [
+        "offline_access"
+      ]
+    }
+  ],
+  "clients": [
+    {
+      "id": "bb1dad02-482b-47ed-b409-bcc41db69ec1",
+      "clientId": "admin-cli",
+      "name": "${client_admin-cli}",
+      "surrogateAuthRequired": false,
+      "enabled": true,
+      "clientAuthenticatorType": "client-secret",
+      "secret": "**********",
+      "redirectUris": [],
+      "webOrigins": [],
+      "notBefore": 0,
+      "bearerOnly": false,
+      "consentRequired": false,
+      "standardFlowEnabled": false,
+      "implicitFlowEnabled": false,
+      "directAccessGrantsEnabled": true,
+      "serviceAccountsEnabled": false,
+      "publicClient": true,
+      "frontchannelLogout": false,
+      "protocol": "openid-connect",
+      "attributes": {},
+      "authenticationFlowBindingOverrides": {},
+      "fullScopeAllowed": false,
+      "nodeReRegistrationTimeout": 0,
+      "defaultClientScopes": [],
+      "optionalClientScopes": []
+    },
+    {
+      "id": "f7d6538a-32ea-4d48-9a95-e4fab1745e87",
+      "clientId": "broker",
+      "name": "${client_broker}",
+      "surrogateAuthRequired": false,
+      "enabled": true,
+      "clientAuthenticatorType": "client-secret",
+      "secret": "**********",
+      "redirectUris": [],
+      "webOrigins": [],
+      "notBefore": 0,
+      "bearerOnly": false,
+      "consentRequired": false,
+      "standardFlowEnabled": true,
+      "implicitFlowEnabled": false,
+      "directAccessGrantsEnabled": false,
+      "serviceAccountsEnabled": false,
+      "publicClient": false,
+      "frontchannelLogout": false,
+      "protocol": "openid-connect",
+      "attributes": {},
+      "authenticationFlowBindingOverrides": {},
+      "fullScopeAllowed": false,
+      "nodeReRegistrationTimeout": 0,
+      "defaultClientScopes": [],
+      "optionalClientScopes": []
+    },
+    {
+      "id": "bb1b3891-eea7-4cca-b885-2b09c73dd1f4",
+      "clientId": "security-admin-console",
+      "name": "${client_security-admin-console}",
+      "baseUrl": "/auth/admin/weaviate/console/index.html",
+      "surrogateAuthRequired": false,
+      "enabled": true,
+      "clientAuthenticatorType": "client-secret",
+      "secret": "**********",
+      "redirectUris": [
+        "/auth/admin/weaviate/console/*"
+      ],
+      "webOrigins": [],
+      "notBefore": 0,
+      "bearerOnly": false,
+      "consentRequired": false,
+      "standardFlowEnabled": true,
+      "implicitFlowEnabled": false,
+      "directAccessGrantsEnabled": false,
+      "serviceAccountsEnabled": false,
+      "publicClient": true,
+      "frontchannelLogout": false,
+      "protocol": "openid-connect",
+      "attributes": {},
+      "authenticationFlowBindingOverrides": {},
+      "fullScopeAllowed": false,
+      "nodeReRegistrationTimeout": 0,
+      "protocolMappers": [
+        {
+          "id": "01f87462-9300-4ef3-85a6-73b14b4618a7",
+          "name": "locale",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "locale",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "locale",
+            "jsonType.label": "String"
+          }
+        }
+      ],
+      "defaultClientScopes": [],
+      "optionalClientScopes": []
+    },
+    {
+      "id": "86086ea0-cc30-404d-bba3-4619af803f73",
+      "clientId": "account",
+      "name": "${client_account}",
+      "baseUrl": "/auth/realms/weaviate/account",
+      "surrogateAuthRequired": false,
+      "enabled": true,
+      "clientAuthenticatorType": "client-secret",
+      "secret": "**********",
+      "defaultRoles": [
+        "manage-account",
+        "view-profile"
+      ],
+      "redirectUris": [
+        "/auth/realms/weaviate/account/*"
+      ],
+      "webOrigins": [],
+      "notBefore": 0,
+      "bearerOnly": false,
+      "consentRequired": false,
+      "standardFlowEnabled": true,
+      "implicitFlowEnabled": false,
+      "directAccessGrantsEnabled": false,
+      "serviceAccountsEnabled": false,
+      "publicClient": false,
+      "frontchannelLogout": false,
+      "protocol": "openid-connect",
+      "attributes": {},
+      "authenticationFlowBindingOverrides": {},
+      "fullScopeAllowed": false,
+      "nodeReRegistrationTimeout": 0,
+      "defaultClientScopes": [],
+      "optionalClientScopes": []
+    },
+    {
+      "id": "7763dbe7-825e-4254-b0a5-b81afd8a8fd8",
+      "clientId": "demo",
+      "rootUrl": "http://localhost:8080",
+      "adminUrl": "http://localhost:8080",
+      "surrogateAuthRequired": false,
+      "enabled": true,
+      "clientAuthenticatorType": "client-secret",
+      "secret": "**********",
+      "redirectUris": [
+        "http://localhost:8080/*"
+      ],
+      "webOrigins": [
+        "http://localhost:8080"
+      ],
+      "notBefore": 0,
+      "bearerOnly": false,
+      "consentRequired": false,
+      "standardFlowEnabled": true,
+      "implicitFlowEnabled": false,
+      "directAccessGrantsEnabled": true,
+      "serviceAccountsEnabled": false,
+      "publicClient": true,
+      "frontchannelLogout": false,
+      "protocol": "openid-connect",
+      "attributes": {
+        "saml.assertion.signature": "false",
+        "access.token.lifespan": "600",
+        "saml.force.post.binding": "false",
+        "saml.multivalued.roles": "false",
+        "saml.encrypt": "false",
+        "saml.server.signature": "false",
+        "saml.server.signature.keyinfo.ext": "false",
+        "exclude.session.state.from.auth.response": "false",
+        "saml_force_name_id_format": "false",
+        "saml.client.signature": "false",
+        "tls.client.certificate.bound.access.tokens": "false",
+        "saml.authnstatement": "false",
+        "display.on.consent.screen": "false",
+        "saml.onetimeuse.condition": "false"
+      },
+      "authenticationFlowBindingOverrides": {},
+      "fullScopeAllowed": true,
+      "nodeReRegistrationTimeout": -1,
+      "protocolMappers": [
+        {
+          "id": "1cea9d89-f6b7-4682-8e83-3eb05b486e0d",
+          "name": "Groups in Token",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-group-membership-mapper",
+          "consentRequired": false,
+          "config": {
+            "full.path": "true",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "groups",
+            "userinfo.token.claim": "true"
+          }
+        },
+        {
+          "id": "0a2bed13-8fb9-4c5a-985e-f10e2f9a1bb7",
+          "name": "Audience in Token",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-audience-mapper",
+          "consentRequired": false,
+          "config": {
+            "included.client.audience": "demo",
+            "id.token.claim": "true",
+            "access.token.claim": "true"
+          }
+        }
+      ],
+      "defaultClientScopes": [
+        "web-origins",
+        "role_list",
+        "roles",
+        "profile",
+        "email"
+      ],
+      "optionalClientScopes": [
+        "address",
+        "phone",
+        "offline_access"
+      ]
+    },
+    {
+      "id": "32fefe82-19b6-4c55-8ab1-1a7bd43c5e1e",
+      "clientId": "realm-management",
+      "name": "${client_realm-management}",
+      "surrogateAuthRequired": false,
+      "enabled": true,
+      "clientAuthenticatorType": "client-secret",
+      "secret": "**********",
+      "redirectUris": [],
+      "webOrigins": [],
+      "notBefore": 0,
+      "bearerOnly": true,
+      "consentRequired": false,
+      "standardFlowEnabled": true,
+      "implicitFlowEnabled": false,
+      "directAccessGrantsEnabled": false,
+      "serviceAccountsEnabled": false,
+      "publicClient": false,
+      "frontchannelLogout": false,
+      "protocol": "openid-connect",
+      "attributes": {},
+      "authenticationFlowBindingOverrides": {},
+      "fullScopeAllowed": false,
+      "nodeReRegistrationTimeout": 0,
+      "defaultClientScopes": [],
+      "optionalClientScopes": []
+    }
+  ],
+  "clientScopes": [
+    {
+      "id": "9324ed2f-73c2-42b0-9252-107e2aa1c7d7",
+      "name": "address",
+      "description": "OpenID Connect built-in scope: address",
+      "protocol": "openid-connect",
+      "attributes": {
+        "include.in.token.scope": "true",
+        "display.on.consent.screen": "true",
+        "consent.screen.text": "${addressScopeConsentText}"
+      },
+      "protocolMappers": [
+        {
+          "id": "7afed556-4132-4bf6-97ae-a3653ac6ceea",
+          "name": "address",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-address-mapper",
+          "consentRequired": false,
+          "config": {
+            "user.attribute.formatted": "formatted",
+            "user.attribute.country": "country",
+            "user.attribute.postal_code": "postal_code",
+            "userinfo.token.claim": "true",
+            "user.attribute.street": "street",
+            "id.token.claim": "true",
+            "user.attribute.region": "region",
+            "access.token.claim": "true",
+            "user.attribute.locality": "locality"
+          }
+        }
+      ]
+    },
+    {
+      "id": "5fb55885-093b-4d65-b0dd-32803c7f4a7a",
+      "name": "email",
+      "description": "OpenID Connect built-in scope: email",
+      "protocol": "openid-connect",
+      "attributes": {
+        "include.in.token.scope": "true",
+        "display.on.consent.screen": "true",
+        "consent.screen.text": "${emailScopeConsentText}"
+      },
+      "protocolMappers": [
+        {
+          "id": "2a5ee0e1-fcc1-4425-a3dd-e6fa4338ddcb",
+          "name": "email verified",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-property-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "emailVerified",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "email_verified",
+            "jsonType.label": "boolean"
+          }
+        },
+        {
+          "id": "e1c003e2-96f6-4827-ad81-2c8e0f04e591",
+          "name": "email",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-property-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "email",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "email",
+            "jsonType.label": "String"
+          }
+        }
+      ]
+    },
+    {
+      "id": "da9bc51e-9cd1-4bd6-a886-51ddfc59b1fc",
+      "name": "offline_access",
+      "description": "OpenID Connect built-in scope: offline_access",
+      "protocol": "openid-connect",
+      "attributes": {
+        "consent.screen.text": "${offlineAccessScopeConsentText}",
+        "display.on.consent.screen": "true"
+      }
+    },
+    {
+      "id": "01cb391a-5bec-40e4-81aa-26e07bfae875",
+      "name": "phone",
+      "description": "OpenID Connect built-in scope: phone",
+      "protocol": "openid-connect",
+      "attributes": {
+        "include.in.token.scope": "true",
+        "display.on.consent.screen": "true",
+        "consent.screen.text": "${phoneScopeConsentText}"
+      },
+      "protocolMappers": [
+        {
+          "id": "04bb5603-ade0-4cc4-ab58-fb7c345ede62",
+          "name": "phone number verified",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "phoneNumberVerified",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "phone_number_verified",
+            "jsonType.label": "boolean"
+          }
+        },
+        {
+          "id": "84322aa4-3194-42cd-b200-be8c3cfe2184",
+          "name": "phone number",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "phoneNumber",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "phone_number",
+            "jsonType.label": "String"
+          }
+        }
+      ]
+    },
+    {
+      "id": "575730b1-cafc-4a74-9ba5-52f0196bd6cd",
+      "name": "profile",
+      "description": "OpenID Connect built-in scope: profile",
+      "protocol": "openid-connect",
+      "attributes": {
+        "include.in.token.scope": "true",
+        "display.on.consent.screen": "true",
+        "consent.screen.text": "${profileScopeConsentText}"
+      },
+      "protocolMappers": [
+        {
+          "id": "77caa164-82ac-4493-83b9-073a7cc95c6a",
+          "name": "birthdate",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "birthdate",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "birthdate",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "c11a25af-5e54-4abd-bd69-1c8edcb2d71d",
+          "name": "full name",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-full-name-mapper",
+          "consentRequired": false,
+          "config": {
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "userinfo.token.claim": "true"
+          }
+        },
+        {
+          "id": "fb18c42b-3300-4da4-affe-43e92e180896",
+          "name": "zoneinfo",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "zoneinfo",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "zoneinfo",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "1cdbe22f-82eb-403f-9a61-d87e29aec091",
+          "name": "family name",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-property-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "lastName",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "family_name",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "58691a12-d039-48ba-8c6a-3b3a90c73c4a",
+          "name": "nickname",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "nickname",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "nickname",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "d10ec26c-7a80-46b3-8eab-170c09a9bf0c",
+          "name": "profile",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "profile",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "profile",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "e75f8037-d5ae-4f1d-b51d-5dcf8fb1225b",
+          "name": "picture",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "picture",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "picture",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "674a0d30-0a68-4230-a0c2-0fd3ac35097c",
+          "name": "updated at",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "updatedAt",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "updated_at",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "c2c5120b-41d9-4ad4-a95d-c0dc3a724c35",
+          "name": "given name",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-property-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "firstName",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "given_name",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "91b08b12-6690-4999-9d5f-36bd79115af0",
+          "name": "gender",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "gender",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "gender",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "b382d2ea-4964-4470-ac53-8b4c4bb08c8a",
+          "name": "middle name",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "middleName",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "middle_name",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "adf4565c-7bc9-4135-9dff-021572e724b8",
+          "name": "website",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "website",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "website",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "ac36272c-7135-4a4c-8161-f291c3a4675b",
+          "name": "locale",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-attribute-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "locale",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "locale",
+            "jsonType.label": "String"
+          }
+        },
+        {
+          "id": "60f2eb06-7afe-44fe-b0bd-0e77280c5b8b",
+          "name": "username",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-property-mapper",
+          "consentRequired": false,
+          "config": {
+            "userinfo.token.claim": "true",
+            "user.attribute": "username",
+            "id.token.claim": "true",
+            "access.token.claim": "true",
+            "claim.name": "preferred_username",
+            "jsonType.label": "String"
+          }
+        }
+      ]
+    },
+    {
+      "id": "7acf0b6c-05d6-4d3b-ac91-941d0379ebfe",
+      "name": "role_list",
+      "description": "SAML role list",
+      "protocol": "saml",
+      "attributes": {
+        "consent.screen.text": "${samlRoleListScopeConsentText}",
+        "display.on.consent.screen": "true"
+      },
+      "protocolMappers": [
+        {
+          "id": "3f6b1de0-70d0-4763-ac97-6dfd8d5238d8",
+          "name": "role list",
+          "protocol": "saml",
+          "protocolMapper": "saml-role-list-mapper",
+          "consentRequired": false,
+          "config": {
+            "single": "false",
+            "attribute.nameformat": "Basic",
+            "attribute.name": "Role"
+          }
+        }
+      ]
+    },
+    {
+      "id": "06ab5f56-a04c-4e34-830f-fab845d8c413",
+      "name": "roles",
+      "description": "OpenID Connect scope for add user roles to the access token",
+      "protocol": "openid-connect",
+      "attributes": {
+        "include.in.token.scope": "false",
+        "display.on.consent.screen": "true",
+        "consent.screen.text": "${rolesScopeConsentText}"
+      },
+      "protocolMappers": [
+        {
+          "id": "7d13e22c-34b9-4db9-ac0a-ac81b538b337",
+          "name": "audience resolve",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-audience-resolve-mapper",
+          "consentRequired": false,
+          "config": {}
+        },
+        {
+          "id": "19a383ac-07ea-4e50-9eeb-24cd6bf11501",
+          "name": "client roles",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-client-role-mapper",
+          "consentRequired": false,
+          "config": {
+            "user.attribute": "foo",
+            "access.token.claim": "true",
+            "claim.name": "resource_access.${client_id}.roles",
+            "jsonType.label": "String",
+            "multivalued": "true"
+          }
+        },
+        {
+          "id": "6d04f765-5a69-4f4f-96ac-721a05e34e9f",
+          "name": "realm roles",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-realm-role-mapper",
+          "consentRequired": false,
+          "config": {
+            "user.attribute": "foo",
+            "access.token.claim": "true",
+            "claim.name": "realm_access.roles",
+            "jsonType.label": "String",
+            "multivalued": "true"
+          }
+        }
+      ]
+    },
+    {
+      "id": "b53f953e-849d-47c6-a7a0-db57e583c1a8",
+      "name": "web-origins",
+      "description": "OpenID Connect scope for add allowed web origins to the access token",
+      "protocol": "openid-connect",
+      "attributes": {
+        "include.in.token.scope": "false",
+        "display.on.consent.screen": "false",
+        "consent.screen.text": ""
+      },
+      "protocolMappers": [
+        {
+          "id": "899e32a3-1161-4b46-8d86-5243bdcded35",
+          "name": "allowed web origins",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-allowed-origins-mapper",
+          "consentRequired": false,
+          "config": {}
+        }
+      ]
+    }
+  ],
+  "defaultDefaultClientScopes": [
+    "roles",
+    "profile",
+    "email",
+    "role_list",
+    "web-origins"
+  ],
+  "defaultOptionalClientScopes": [
+    "phone",
+    "address",
+    "offline_access"
+  ],
+  "browserSecurityHeaders": {
+    "contentSecurityPolicyReportOnly": "",
+    "xContentTypeOptions": "nosniff",
+    "xRobotsTag": "none",
+    "xFrameOptions": "SAMEORIGIN",
+    "xXSSProtection": "1; mode=block",
+    "contentSecurityPolicy": "frame-src 'self'; frame-ancestors 'self'; object-src 'none';",
+    "strictTransportSecurity": "max-age=31536000; includeSubDomains"
+  },
+  "smtpServer": {},
+  "eventsEnabled": false,
+  "eventsListeners": [
+    "jboss-logging"
+  ],
+  "enabledEventTypes": [],
+  "adminEventsEnabled": false,
+  "adminEventsDetailsEnabled": false,
+  "components": {
+    "org.keycloak.services.clientregistration.policy.ClientRegistrationPolicy": [
+      {
+        "id": "38f25d45-e013-4a7b-bdb6-3cfbc8ff9c29",
+        "name": "Trusted Hosts",
+        "providerId": "trusted-hosts",
+        "subType": "anonymous",
+        "subComponents": {},
+        "config": {
+          "host-sending-registration-request-must-match": [
+            "true"
+          ],
+          "client-uris-must-match": [
+            "true"
+          ]
+        }
+      },
+      {
+        "id": "08db0916-9d80-48c6-8c7d-7de40d97b1d4",
+        "name": "Allowed Protocol Mapper Types",
+        "providerId": "allowed-protocol-mappers",
+        "subType": "anonymous",
+        "subComponents": {},
+        "config": {
+          "allowed-protocol-mapper-types": [
+            "oidc-usermodel-attribute-mapper",
+            "saml-user-property-mapper",
+            "oidc-full-name-mapper",
+            "oidc-usermodel-property-mapper",
+            "oidc-address-mapper",
+            "oidc-sha256-pairwise-sub-mapper",
+            "saml-role-list-mapper",
+            "saml-user-attribute-mapper"
+          ]
+        }
+      },
+      {
+        "id": "3bd5feba-44cc-43b3-9379-32e300e897a8",
+        "name": "Consent Required",
+        "providerId": "consent-required",
+        "subType": "anonymous",
+        "subComponents": {},
+        "config": {}
+      },
+      {
+        "id": "d0f19a5a-ec57-4d41-9573-b7f89d89733a",
+        "name": "Max Clients Limit",
+        "providerId": "max-clients",
+        "subType": "anonymous",
+        "subComponents": {},
+        "config": {
+          "max-clients": [
+            "200"
+          ]
+        }
+      },
+      {
+        "id": "ff0b90dc-a2b6-4fe6-bec1-48c6d5df7755",
+        "name": "Allowed Client Scopes",
+        "providerId": "allowed-client-templates",
+        "subType": "authenticated",
+        "subComponents": {},
+        "config": {
+          "allow-default-scopes": [
+            "true"
+          ]
+        }
+      },
+      {
+        "id": "22e8ab2e-0981-41bb-884d-be1e707991ce",
+        "name": "Full Scope Disabled",
+        "providerId": "scope",
+        "subType": "anonymous",
+        "subComponents": {},
+        "config": {}
+      },
+      {
+        "id": "7d869316-f614-4fb7-8628-888b8a14f894",
+        "name": "Allowed Protocol Mapper Types",
+        "providerId": "allowed-protocol-mappers",
+        "subType": "authenticated",
+        "subComponents": {},
+        "config": {
+          "allowed-protocol-mapper-types": [
+            "saml-user-property-mapper",
+            "saml-user-attribute-mapper",
+            "saml-role-list-mapper",
+            "oidc-address-mapper",
+            "oidc-usermodel-property-mapper",
+            "oidc-full-name-mapper",
+            "oidc-sha256-pairwise-sub-mapper",
+            "oidc-usermodel-attribute-mapper"
+          ]
+        }
+      },
+      {
+        "id": "26731f7a-21df-463a-893a-95b6f62eb5fd",
+        "name": "Allowed Client Scopes",
+        "providerId": "allowed-client-templates",
+        "subType": "anonymous",
+        "subComponents": {},
+        "config": {
+          "allow-default-scopes": [
+            "true"
+          ]
+        }
+      }
+    ],
+    "org.keycloak.keys.KeyProvider": [
+      {
+        "id": "ed448fe5-8f0d-4700-8b4d-72216065720a",
+        "name": "rsa-generated",
+        "providerId": "rsa-generated",
+        "subComponents": {},
+        "config": {
+          "priority": [
+            "100"
+          ]
+        }
+      },
+      {
+        "id": "a4691254-0c91-4e7b-ab26-fb9173a6baec",
+        "name": "aes-generated",
+        "providerId": "aes-generated",
+        "subComponents": {},
+        "config": {
+          "priority": [
+            "100"
+          ]
+        }
+      },
+      {
+        "id": "bdc21dc7-0ee0-4c0c-a11b-7fb01f48c21f",
+        "name": "hmac-generated",
+        "providerId": "hmac-generated",
+        "subComponents": {},
+        "config": {
+          "priority": [
+            "100"
+          ],
+          "algorithm": [
+            "HS256"
+          ]
+        }
+      }
+    ]
+  },
+  "internationalizationEnabled": false,
+  "supportedLocales": [],
+  "authenticationFlows": [
+    {
+      "id": "6dd0bde8-4413-43a8-8bf0-0e185b930d1d",
+      "alias": "Handle Existing Account",
+      "description": "Handle what to do if there is existing account with same email/username like authenticated identity provider",
+      "providerId": "basic-flow",
+      "topLevel": false,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "idp-confirm-link",
+          "requirement": "REQUIRED",
+          "priority": 10,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "idp-email-verification",
+          "requirement": "ALTERNATIVE",
+          "priority": 20,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "requirement": "ALTERNATIVE",
+          "priority": 30,
+          "flowAlias": "Verify Existing Account by Re-authentication",
+          "userSetupAllowed": false,
+          "autheticatorFlow": true
+        }
+      ]
+    },
+    {
+      "id": "653632e5-6e46-4935-ba13-21a948f1e075",
+      "alias": "Verify Existing Account by Re-authentication",
+      "description": "Reauthentication of existing account",
+      "providerId": "basic-flow",
+      "topLevel": false,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "idp-username-password-form",
+          "requirement": "REQUIRED",
+          "priority": 10,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "auth-otp-form",
+          "requirement": "OPTIONAL",
+          "priority": 20,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        }
+      ]
+    },
+    {
+      "id": "cb4dbb35-f35e-4a6c-8dad-2260df69f392",
+      "alias": "browser",
+      "description": "browser based authentication",
+      "providerId": "basic-flow",
+      "topLevel": true,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "auth-cookie",
+          "requirement": "ALTERNATIVE",
+          "priority": 10,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "auth-spnego",
+          "requirement": "DISABLED",
+          "priority": 20,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "identity-provider-redirector",
+          "requirement": "ALTERNATIVE",
+          "priority": 25,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "requirement": "ALTERNATIVE",
+          "priority": 30,
+          "flowAlias": "forms",
+          "userSetupAllowed": false,
+          "autheticatorFlow": true
+        }
+      ]
+    },
+    {
+      "id": "39aedc22-42a3-4068-9033-e56b82f1b34e",
+      "alias": "clients",
+      "description": "Base authentication for clients",
+      "providerId": "client-flow",
+      "topLevel": true,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "client-secret",
+          "requirement": "ALTERNATIVE",
+          "priority": 10,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "client-jwt",
+          "requirement": "ALTERNATIVE",
+          "priority": 20,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "client-secret-jwt",
+          "requirement": "ALTERNATIVE",
+          "priority": 30,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "client-x509",
+          "requirement": "ALTERNATIVE",
+          "priority": 40,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        }
+      ]
+    },
+    {
+      "id": "5376fd21-90cf-44ab-b3ec-a2429c645e14",
+      "alias": "direct grant",
+      "description": "OpenID Connect Resource Owner Grant",
+      "providerId": "basic-flow",
+      "topLevel": true,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "direct-grant-validate-username",
+          "requirement": "REQUIRED",
+          "priority": 10,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "direct-grant-validate-password",
+          "requirement": "REQUIRED",
+          "priority": 20,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "direct-grant-validate-otp",
+          "requirement": "OPTIONAL",
+          "priority": 30,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        }
+      ]
+    },
+    {
+      "id": "384c9be0-026c-40f9-806f-4df8afeadb2c",
+      "alias": "docker auth",
+      "description": "Used by Docker clients to authenticate against the IDP",
+      "providerId": "basic-flow",
+      "topLevel": true,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "docker-http-basic-authenticator",
+          "requirement": "REQUIRED",
+          "priority": 10,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        }
+      ]
+    },
+    {
+      "id": "46a544e9-18b8-4170-b94a-b9772a5cb00c",
+      "alias": "first broker login",
+      "description": "Actions taken after first broker login with identity provider account, which is not yet linked to any Keycloak account",
+      "providerId": "basic-flow",
+      "topLevel": true,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticatorConfig": "review profile config",
+          "authenticator": "idp-review-profile",
+          "requirement": "REQUIRED",
+          "priority": 10,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticatorConfig": "create unique user config",
+          "authenticator": "idp-create-user-if-unique",
+          "requirement": "ALTERNATIVE",
+          "priority": 20,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "requirement": "ALTERNATIVE",
+          "priority": 30,
+          "flowAlias": "Handle Existing Account",
+          "userSetupAllowed": false,
+          "autheticatorFlow": true
+        }
+      ]
+    },
+    {
+      "id": "27ce773d-4de1-429a-a4cd-448578a74621",
+      "alias": "forms",
+      "description": "Username, password, otp and other auth forms.",
+      "providerId": "basic-flow",
+      "topLevel": false,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "auth-username-password-form",
+          "requirement": "REQUIRED",
+          "priority": 10,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "auth-otp-form",
+          "requirement": "OPTIONAL",
+          "priority": 20,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        }
+      ]
+    },
+    {
+      "id": "0290f616-95b1-47df-8a4f-96297e19a854",
+      "alias": "http challenge",
+      "description": "An authentication flow based on challenge-response HTTP Authentication Schemes",
+      "providerId": "basic-flow",
+      "topLevel": true,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "no-cookie-redirect",
+          "requirement": "REQUIRED",
+          "priority": 10,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "basic-auth",
+          "requirement": "REQUIRED",
+          "priority": 20,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "basic-auth-otp",
+          "requirement": "DISABLED",
+          "priority": 30,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "auth-spnego",
+          "requirement": "DISABLED",
+          "priority": 40,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        }
+      ]
+    },
+    {
+      "id": "848db7e8-5f91-4db4-bd5e-e417f65a5805",
+      "alias": "registration",
+      "description": "registration flow",
+      "providerId": "basic-flow",
+      "topLevel": true,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "registration-page-form",
+          "requirement": "REQUIRED",
+          "priority": 10,
+          "flowAlias": "registration form",
+          "userSetupAllowed": false,
+          "autheticatorFlow": true
+        }
+      ]
+    },
+    {
+      "id": "15b9c530-dbf3-4edc-b744-7bc981cb24ca",
+      "alias": "registration form",
+      "description": "registration form",
+      "providerId": "form-flow",
+      "topLevel": false,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "registration-user-creation",
+          "requirement": "REQUIRED",
+          "priority": 20,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "registration-profile-action",
+          "requirement": "REQUIRED",
+          "priority": 40,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "registration-password-action",
+          "requirement": "REQUIRED",
+          "priority": 50,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "registration-recaptcha-action",
+          "requirement": "DISABLED",
+          "priority": 60,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        }
+      ]
+    },
+    {
+      "id": "44ed12ab-3e4a-4bc7-8804-7c7de8213947",
+      "alias": "reset credentials",
+      "description": "Reset credentials for a user if they forgot their password or something",
+      "providerId": "basic-flow",
+      "topLevel": true,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "reset-credentials-choose-user",
+          "requirement": "REQUIRED",
+          "priority": 10,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "reset-credential-email",
+          "requirement": "REQUIRED",
+          "priority": 20,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "reset-password",
+          "requirement": "REQUIRED",
+          "priority": 30,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        },
+        {
+          "authenticator": "reset-otp",
+          "requirement": "OPTIONAL",
+          "priority": 40,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        }
+      ]
+    },
+    {
+      "id": "0c992d29-412c-45a4-b9a8-053e602a993e",
+      "alias": "saml ecp",
+      "description": "SAML ECP Profile Authentication Flow",
+      "providerId": "basic-flow",
+      "topLevel": true,
+      "builtIn": true,
+      "authenticationExecutions": [
+        {
+          "authenticator": "http-basic-authenticator",
+          "requirement": "REQUIRED",
+          "priority": 10,
+          "userSetupAllowed": false,
+          "autheticatorFlow": false
+        }
+      ]
+    }
+  ],
+  "authenticatorConfig": [
+    {
+      "id": "ee0a0640-d6b9-4507-9289-7087af0baee4",
+      "alias": "create unique user config",
+      "config": {
+        "require.password.update.after.registration": "false"
+      }
+    },
+    {
+      "id": "ad84f286-889e-4b0c-8475-9fc318b0fd93",
+      "alias": "review profile config",
+      "config": {
+        "update.profile.on.first.login": "missing"
+      }
+    }
+  ],
+  "requiredActions": [
+    {
+      "alias": "CONFIGURE_TOTP",
+      "name": "Configure OTP",
+      "providerId": "CONFIGURE_TOTP",
+      "enabled": true,
+      "defaultAction": false,
+      "priority": 10,
+      "config": {}
+    },
+    {
+      "alias": "terms_and_conditions",
+      "name": "Terms and Conditions",
+      "providerId": "terms_and_conditions",
+      "enabled": false,
+      "defaultAction": false,
+      "priority": 20,
+      "config": {}
+    },
+    {
+      "alias": "UPDATE_PASSWORD",
+      "name": "Update Password",
+      "providerId": "UPDATE_PASSWORD",
+      "enabled": true,
+      "defaultAction": false,
+      "priority": 30,
+      "config": {}
+    },
+    {
+      "alias": "UPDATE_PROFILE",
+      "name": "Update Profile",
+      "providerId": "UPDATE_PROFILE",
+      "enabled": true,
+      "defaultAction": false,
+      "priority": 40,
+      "config": {}
+    },
+    {
+      "alias": "VERIFY_EMAIL",
+      "name": "Verify Email",
+      "providerId": "VERIFY_EMAIL",
+      "enabled": true,
+      "defaultAction": false,
+      "priority": 50,
+      "config": {}
+    }
+  ],
+  "browserFlow": "browser",
+  "registrationFlow": "registration",
+  "directGrantFlow": "direct grant",
+  "resetCredentialsFlow": "reset credentials",
+  "clientAuthenticationFlow": "clients",
+  "dockerAuthenticationFlow": "docker auth",
+  "attributes": {
+    "_browser_header.xXSSProtection": "1; mode=block",
+    "_browser_header.xFrameOptions": "SAMEORIGIN",
+    "_browser_header.strictTransportSecurity": "max-age=31536000; includeSubDomains",
+    "permanentLockout": "false",
+    "quickLoginCheckMilliSeconds": "1000",
+    "displayName": "Keycloak",
+    "_browser_header.xRobotsTag": "none",
+    "maxFailureWaitSeconds": "900",
+    "minimumQuickLoginWaitSeconds": "60",
+    "displayNameHtml": "<div class=\"kc-logo-text\"><span>Keycloak</span></div>",
+    "failureFactor": "30",
+    "actionTokenGeneratedByUserLifespan": "300",
+    "maxDeltaTimeSeconds": "43200",
+    "_browser_header.xContentTypeOptions": "nosniff",
+    "offlineSessionMaxLifespan": "5184000",
+    "actionTokenGeneratedByAdminLifespan": "43200",
+    "_browser_header.contentSecurityPolicyReportOnly": "",
+    "bruteForceProtected": "false",
+    "_browser_header.contentSecurityPolicy": "frame-src 'self'; frame-ancestors 'self'; object-src 'none';",
+    "waitIncrementSeconds": "60",
+    "offlineSessionMaxLifespanEnabled": "false"
+  },
+  "keycloakVersion": "5.0.0",
+  "userManagedAccessAllowed": false
+}

platform/dbops/binaries/weaviate-src/tools/dev/ollama_startup.sh

@@ -0,0 +1,27 @@
+#!/bin/sh
+
+# Start Ollama in background
+ollama serve &
+OLLAMA_PID=$!
+
+# Wait for Ollama to start up
+echo "Waiting for Ollama service to be ready..."
+until ollama list > /dev/null 2>&1; do
+  echo "Waiting for Ollama service to be ready..."
+  sleep 2
+done
+echo "Ollama is running!"
+
+# Pull required models
+MODELS=${MODELS_TO_PULL:-llama3}
+echo "$MODELS" | tr ',' '\n' | while read MODEL; do
+  if [ -n "$MODEL" ]; then
+    echo "Pulling model: $MODEL"
+    ollama pull "$MODEL"
+  fi
+done
+
+echo "All models loaded successfully!"
+
+# Keep container running
+wait $OLLAMA_PID

platform/dbops/binaries/weaviate-src/tools/dev/prometheus_config/prometheus.yml

@@ -0,0 +1,25 @@
+global:
+  scrape_interval: 5s
+  evaluation_interval: 5s
+
+scrape_configs:
+  - job_name: 'weaviate-node-1'
+    static_configs:
+      - targets: ['host.docker.internal:2112']
+        labels:
+          instance: 'node-1'
+  - job_name: 'weaviate-node-2'
+    static_configs:
+      - targets: ['host.docker.internal:2113']
+        labels:
+          instance: 'node-2'
+  - job_name: 'weaviate-node-3'
+    static_configs:
+      - targets: ['host.docker.internal:2114']
+        labels:
+          instance: 'node-3'
+  - job_name: 'node'
+    scrape_interval: 15s
+    static_configs:
+      - targets:
+        - host.docker.internal:9100

platform/dbops/binaries/weaviate-src/tools/dev/restart_dev_environment.sh

@@ -0,0 +1,123 @@
+#!/usr/bin/env bash
+
+set -e
+
+# Jump to root directory
+cd "$( dirname "${BASH_SOURCE[0]}" )"/../.. || exit 1
+
+DOCKER_COMPOSE_FILE=docker-compose.yml
+ADDITIONAL_SERVICES=()
+if [[ "$*" == *--keycloak* ]]; then
+  ADDITIONAL_SERVICES+=('keycloak')
+fi
+if [[ "$*" == *--transformers-passage-query* ]]; then
+  ADDITIONAL_SERVICES+=('t2v-transformers-passage')
+  ADDITIONAL_SERVICES+=('t2v-transformers-query')
+elif [[ "$*" == *--transformers* ]]; then
+  ADDITIONAL_SERVICES+=('t2v-transformers')
+else
+  ADDITIONAL_SERVICES+=('contextionary')
+fi
+if [[ "$*" == *--contextionary* ]]; then
+  ADDITIONAL_SERVICES+=('contextionary')
+fi
+if [[ "$*" == *--qna* ]]; then
+  ADDITIONAL_SERVICES+=('qna-transformers')
+fi
+if [[ "$*" == *--sum* ]]; then
+  ADDITIONAL_SERVICES+=('sum-transformers')
+fi
+if [[ "$*" == *--image* ]]; then
+  ADDITIONAL_SERVICES+=('i2v-neural')
+fi
+if [[ "$*" == *--ner* ]]; then
+  ADDITIONAL_SERVICES+=('ner-transformers')
+fi
+if [[ "$*" == *--spellcheck* ]]; then
+  ADDITIONAL_SERVICES+=('text-spellcheck')
+fi
+if [[ "$*" == *--clip* ]]; then
+  ADDITIONAL_SERVICES+=('multi2vec-clip')
+fi
+if [[ "$*" == *--bind* ]]; then
+  ADDITIONAL_SERVICES+=('multi2vec-bind')
+fi
+if [[ "$*" == *--reranker* ]]; then
+  ADDITIONAL_SERVICES+=('reranker-transformers')
+fi
+if [[ "$*" == *--gpt4all* ]]; then
+  ADDITIONAL_SERVICES+=('t2v-gpt4all')
+fi
+if [[ "$*" == *--prometheus* ]]; then
+  ADDITIONAL_SERVICES+=('prometheus')
+  ADDITIONAL_SERVICES+=('grafana')
+fi
+if [[ "$*" == *--s3* ]]; then
+  ADDITIONAL_SERVICES+=('backup-s3')
+fi
+if [[ "$*" == *--gcs* ]]; then
+  ADDITIONAL_SERVICES+=('backup-gcs')
+fi
+if [[ "$*" == *--azure* ]]; then
+  ADDITIONAL_SERVICES+=('backup-azure')
+fi
+if [[ "$*" == *--voyagemulti* ]]; then
+  ADDITIONAL_SERVICES+=('multi2vec-voyageai')
+fi
+if [[ "$*" == *--ollama ]]; then
+  ADDITIONAL_SERVICES+=('ollama')
+fi
+if [[ "$*" == *--model2vec* ]]; then
+  ADDITIONAL_SERVICES+=('text2vec-model2vec')
+fi
+
+docker compose -f $DOCKER_COMPOSE_FILE down --remove-orphans
+
+echo "Deleting local persistent state. All the collections and tenants created will be removed"
+rm -rf data data-weaviate-0 data-weaviate-1 data-weaviate-2  backups-weaviate-0 backups-weaviate-1 backups-weaviate-2 connector_state.json schema_state.json
+
+docker compose -f $DOCKER_COMPOSE_FILE up -d "${ADDITIONAL_SERVICES[@]}"
+
+if [[ "$*" == *--keycloak* ]]; then
+  echo "Since you have specified the --keycloak option, we must now wait for"
+  echo "keycloak to spin up, so that we can add some demo users"
+
+  echo -n "Waiting "
+  until curl --fail -s localhost:9090/auth; do
+    echo -n .
+    sleep 1
+  done
+  echo
+  echo Keycloak is ready, now importing some users.
+  ./tools/dev/keycloak/import_users.sh
+fi
+
+if [[ "$*" == *--transformers-passage-query* ]]; then
+  echo "You have specified the --transformers-passage-query option. Starting up"
+  echo "the t2v-transformers-passage and t2v-transformers-query model containers"
+elif [[ "$*" == *--transformers* ]]; then
+  echo "You have specified the --transformers option. Starting up"
+  echo "the text2vec-transformers model container"
+fi
+
+if [[ "$*" == *--image* ]]; then
+  echo "You have specified the --image option. Starting up"
+  echo "the text2vec-contextionary model container with img2vec-image module"
+fi
+
+if [[ "$*" == *--s3* ]]; then
+  echo "You have specified the --s3 option. Starting up"
+  echo "the text2vec-contextionary model container with backup-s3 module"
+fi
+
+if [[ "$*" == *--gcs* ]]; then
+  echo "You have specified the --gcs option. Starting up"
+  echo "the text2vec-contextionary model container with backup-gcs module"
+fi
+
+if [[ "$*" == *--azure* ]]; then
+  echo "You have specified the --azure option. Starting up"
+  echo "the text2vec-contextionary model container with backup-azure module"
+fi
+
+echo "You can now run the dev version with: ./tools/dev/run_dev_server.sh or ./tools/dev/run_dev_server_no_network.sh"

platform/dbops/binaries/weaviate-src/tools/dev/run_debug_server.sh

@@ -0,0 +1,21 @@
+#!/usr/bin/env sh
+
+set -e
+
+function echo_green() {
+  green='\033[0;32m'
+  nc='\033[0m'
+  echo "${green}${*}${nc}"
+}
+
+echo_green "Building and starting a debug instance of weaviate locally..."
+
+if [[ ! -f docker-compose-debug.yml ]]; then
+    echo "Could not locate docker-compose-debug.yml file. Ensure your current PWD is the root the repository"
+    exit 1
+fi
+
+# Use of the --build flag ensure the latest local changes are picked up and we are debugging the current state of the repo
+docker compose -f docker-compose-debug.yml up --build -d
+
+echo_green "Debug instance of weaviate started locally"

platform/dbops/binaries/weaviate-src/tools/dev/run_dev_server.sh

@@ -0,0 +1,1159 @@
+#!/usr/bin/env bash
+
+CONFIG=${1:-local-development}
+
+# Jump to root directory
+cd "$( dirname "${BASH_SOURCE[0]}" )"/../.. || exit 1
+
+export GO111MODULE=on
+export LOG_LEVEL=${LOG_LEVEL:-"debug"}
+export LOG_FORMAT=${LOG_FORMAT:-"text"}
+export PROMETHEUS_MONITORING_ENABLED=${PROMETHEUS_MONITORING_ENABLED:-"true"}
+export PROMETHEUS_MONITORING_PORT=${PROMETHEUS_MONITORING_PORT:-"2112"}
+export GO_BLOCK_PROFILE_RATE=${GO_BLOCK_PROFILE_RATE:-"20"}
+export GO_MUTEX_PROFILE_FRACTION=${GO_MUTEX_PROFILE_FRACTION:-"20"}
+export PERSISTENCE_DATA_PATH=${PERSISTENCE_DATA_PATH:-"./data"}
+export ORIGIN=${ORIGIN:-"http://localhost:8080"}
+export QUERY_DEFAULTS_LIMIT=${QUERY_DEFAULTS_LIMIT:-"20"}
+export QUERY_MAXIMUM_RESULTS=${QUERY_MAXIMUM_RESULTS:-"10000"}
+export TRACK_VECTOR_DIMENSIONS=true
+export CLUSTER_HOSTNAME=${CLUSTER_HOSTNAME:-"weaviate-0"}
+export GPT4ALL_INFERENCE_API="http://localhost:8010"
+export DISABLE_TELEMETRY=true # disable telemetry for local development
+export PERSISTENCE_HNSW_DISABLE_SNAPSHOTS=${PERSISTENCE_HNSW_DISABLE_SNAPSHOTS:-"false"}
+export PERSISTENCE_HNSW_SNAPSHOT_INTERVAL_SECONDS=${PERSISTENCE_HNSW_SNAPSHOT_INTERVAL_SECONDS:-"300"}
+# inject build info into binaries.
+GIT_REVISION=$(git rev-parse --short HEAD)
+GIT_BRANCH=$(git rev-parse --abbrev-ref HEAD)
+
+VPREFIX="github.com/weaviate/weaviate/usecases/build"
+
+BUILD_TAGS="-X ${VPREFIX}.Branch=${GIT_BRANCH} -X ${VPREFIX}.Revision=${GIT_REVISION} -X ${VPREFIX}.BuildUser=$(whoami)@$(hostname) -X ${VPREFIX}.BuildDate=$(date -u +"%Y-%m-%dT%H:%M:%SZ")"
+
+
+function go_run() {
+   go run -ldflags "${BUILD_TAGS}" "$@"
+}
+
+case $CONFIG in
+  debug)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      ENABLE_MODULES="text2vec-contextionary" \
+      dlv debug ./cmd/weaviate-server -- \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+  ;;
+
+  local-single-node)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      PERSISTENCE_DATA_PATH="./data-weaviate-0" \
+      BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-0" \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      ENABLE_MODULES="text2vec-contextionary,backup-filesystem" \
+      PROMETHEUS_MONITORING_PORT="2112" \
+      PROMETHEUS_MONITORING_METRIC_NAMESPACE="weaviate" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      RAFT_BOOTSTRAP_EXPECT=1 \
+      RUNTIME_OVERRIDES_ENABLED=true \
+      RUNTIME_OVERRIDES_PATH="${PWD}/tools/dev/config.runtime-overrides.yaml" \
+      RUNTIME_OVERRIDES_LOAD_INTERVAL=30s \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-single-node-rbac)
+    AUTHENTICATION_APIKEY_ENABLED=true \
+    AUTHORIZATION_RBAC_ENABLED=true \
+    AUTHENTICATION_APIKEY_ALLOWED_KEYS='jane-secret-key,ian-secret-key,jp-secret-key' \
+    AUTHENTICATION_APIKEY_USERS='jane@doe.com,ian-smith,jp-hwang' \
+    AUTHORIZATION_RBAC_ROOT_USERS='jp-hwang' \
+    PERSISTENCE_DATA_PATH="./data-weaviate-0" \
+    BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-0" \
+    ENABLE_MODULES="backup-filesystem" \
+    CLUSTER_IN_LOCALHOST=true \
+    CLUSTER_GOSSIP_BIND_PORT="7100" \
+    CLUSTER_DATA_BIND_PORT="7101" \
+    RAFT_BOOTSTRAP_EXPECT=1 \
+    go_run ./cmd/weaviate-server \
+      --scheme http \
+      --host "127.0.0.1" \
+      --port 8080 \
+      --read-timeout=600s \
+      --write-timeout=600s
+  ;;
+
+  local-first-rbac)
+    CONTEXTIONARY_URL=localhost:9999 \
+    AUTHENTICATION_APIKEY_ENABLED=true \
+    AUTHORIZATION_RBAC_ENABLED=true \
+    AUTHENTICATION_APIKEY_ALLOWED_KEYS='jane-secret-key,ian-secret-key,jp-secret-key' \
+    AUTHENTICATION_APIKEY_USERS='jane@doe.com,ian-smith,jp-hwang' \
+    AUTHORIZATION_RBAC_ROOT_USERS='jp-hwang' \
+    PERSISTENCE_DATA_PATH="${PERSISTENCE_DATA_PATH}-weaviate-0" \
+    BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-0" \
+    DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+    ENABLE_MODULES="text2vec-contextionary,backup-filesystem" \
+    PROMETHEUS_MONITORING_PORT="2112" \
+    CLUSTER_IN_LOCALHOST=true \
+    CLUSTER_GOSSIP_BIND_PORT="7100" \
+    CLUSTER_DATA_BIND_PORT="7101" \
+    RAFT_JOIN="weaviate-0:8300,weaviate-1:8302,weaviate-2:8304" \
+    RAFT_BOOTSTRAP_EXPECT=3 \
+    go_run ./cmd/weaviate-server \
+      --scheme http \
+      --host "127.0.0.1" \
+      --port 8080 \
+      --read-timeout=600s \
+      --write-timeout=600s
+  ;;
+
+  local-second-rbac)
+    GRPC_PORT=50052 \
+    CONTEXTIONARY_URL=localhost:9999 \
+    AUTHENTICATION_APIKEY_ENABLED=true \
+    AUTHORIZATION_RBAC_ENABLED=true \
+    AUTHENTICATION_APIKEY_ALLOWED_KEYS='jane-secret-key,ian-secret-key,jp-secret-key' \
+    AUTHENTICATION_APIKEY_USERS='jane@doe.com,ian-smith,jp-hwang' \
+    AUTHORIZATION_RBAC_ROOT_USERS='jp-hwang' \
+    PERSISTENCE_DATA_PATH="${PERSISTENCE_DATA_PATH}-weaviate-1" \
+    BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-1" \
+    CLUSTER_HOSTNAME="weaviate-1" \
+    CLUSTER_IN_LOCALHOST=true \
+    CLUSTER_GOSSIP_BIND_PORT="7102" \
+    CLUSTER_DATA_BIND_PORT="7103" \
+    CLUSTER_JOIN="localhost:7100" \
+    PROMETHEUS_MONITORING_PORT="2113" \
+    RAFT_PORT="8302" \
+    RAFT_INTERNAL_RPC_PORT="8303" \
+    RAFT_JOIN="weaviate-0:8300,weaviate-1:8302,weaviate-2:8304" \
+    RAFT_BOOTSTRAP_EXPECT=3 \
+    DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+    ENABLE_MODULES="text2vec-contextionary,backup-filesystem" \
+    go_run ./cmd/weaviate-server \
+      --scheme http \
+      --host "127.0.0.1" \
+      --port 8081 \
+      --read-timeout=600s \
+      --write-timeout=600s
+  ;;
+
+  local-third-rbac)
+    GRPC_PORT=50053 \
+    CONTEXTIONARY_URL=localhost:9999 \
+    AUTHENTICATION_APIKEY_ENABLED=true \
+    AUTHORIZATION_RBAC_ENABLED=true \
+    AUTHENTICATION_APIKEY_ALLOWED_KEYS='jane-secret-key,ian-secret-key,jp-secret-key' \
+    AUTHENTICATION_APIKEY_USERS='jane@doe.com,ian-smith,jp-hwang' \
+    AUTHORIZATION_RBAC_ROOT_USERS='jp-hwang' \
+    BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-2" \
+    PERSISTENCE_DATA_PATH="${PERSISTENCE_DATA_PATH}-weaviate-2" \
+    CLUSTER_HOSTNAME="weaviate-2" \
+    CLUSTER_IN_LOCALHOST=true \
+    CLUSTER_GOSSIP_BIND_PORT="7104" \
+    CLUSTER_DATA_BIND_PORT="7105" \
+    CLUSTER_JOIN="localhost:7100" \
+    PROMETHEUS_MONITORING_PORT="2114" \
+    RAFT_PORT="8304" \
+    RAFT_INTERNAL_RPC_PORT="8305" \
+    RAFT_JOIN="weaviate-0:8300,weaviate-1:8302,weaviate-2:8304" \
+    RAFT_BOOTSTRAP_EXPECT=3 \
+    DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+    ENABLE_MODULES="text2vec-contextionary,backup-filesystem" \
+    go_run ./cmd/weaviate-server \
+      --scheme http \
+      --host "127.0.0.1" \
+      --port 8082 \
+      --read-timeout=600s \
+      --write-timeout=600s
+  ;;
+
+  local-development)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      PERSISTENCE_DATA_PATH="${PERSISTENCE_DATA_PATH}-weaviate-0" \
+      BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-0" \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      ENABLE_MODULES="text2vec-contextionary,backup-filesystem" \
+      PROMETHEUS_MONITORING_METRIC_NAMESPACE="weaviate" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      PROMETHEUS_MONITORING_ENABLED=true \
+      PROMETHEUS_MONITORING_PORT="${PROMETHEUS_MONITORING_PORT}" \
+      RAFT_JOIN="weaviate-0:8300,weaviate-1:8302,weaviate-2:8304" \
+      RAFT_BOOTSTRAP_EXPECT=3 \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  second-node)
+      GRPC_PORT=50052 \
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      PERSISTENCE_DATA_PATH="${PERSISTENCE_DATA_PATH}-weaviate-1" \
+      BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-1" \
+      CLUSTER_HOSTNAME="weaviate-1" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7102" \
+      CLUSTER_DATA_BIND_PORT="7103" \
+      CLUSTER_JOIN="localhost:7100" \
+      PROMETHEUS_MONITORING_METRIC_NAMESPACE="weaviate" \
+      PROMETHEUS_MONITORING_PORT="$((PROMETHEUS_MONITORING_PORT + 1))" \
+      PROMETHEUS_MONITORING_ENABLED=true \
+      RAFT_PORT="8302" \
+      RAFT_INTERNAL_RPC_PORT="8303" \
+      RAFT_JOIN="weaviate-0:8300,weaviate-1:8302,weaviate-2:8304" \
+      RAFT_BOOTSTRAP_EXPECT=3 \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      ENABLE_MODULES="text2vec-contextionary,backup-filesystem" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8081 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+    third-node)
+        GRPC_PORT=50053 \
+        CONTEXTIONARY_URL=localhost:9999 \
+        AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+        BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-2" \
+        PERSISTENCE_DATA_PATH="${PERSISTENCE_DATA_PATH}-weaviate-2" \
+        CLUSTER_HOSTNAME="weaviate-2" \
+        CLUSTER_IN_LOCALHOST=true \
+        CLUSTER_GOSSIP_BIND_PORT="7104" \
+        CLUSTER_DATA_BIND_PORT="7105" \
+        CLUSTER_JOIN="localhost:7100" \
+        PROMETHEUS_MONITORING_METRIC_NAMESPACE="weaviate" \
+        PROMETHEUS_MONITORING_PORT="$((PROMETHEUS_MONITORING_PORT + 2))" \
+        PROMETHEUS_MONITORING_ENABLED=true \
+        RAFT_PORT="8304" \
+        RAFT_INTERNAL_RPC_PORT="8305" \
+        RAFT_JOIN="weaviate-0:8300,weaviate-1:8302,weaviate-2:8304" \
+        RAFT_BOOTSTRAP_EXPECT=3 \
+        DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+        ENABLE_MODULES="text2vec-contextionary,backup-filesystem" \
+        go_run ./cmd/weaviate-server \
+          --scheme http \
+          --host "127.0.0.1" \
+          --port 8082 \
+          --read-timeout=600s \
+          --write-timeout=600s
+      ;;
+
+    fourth-node)
+        GRPC_PORT=50054 \
+        CONTEXTIONARY_URL=localhost:9999 \
+        AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+        PERSISTENCE_DATA_PATH="./data-weaviate-4" \
+        CLUSTER_HOSTNAME="weaviate-4" \
+        CLUSTER_IN_LOCALHOST=true \
+        CLUSTER_GOSSIP_BIND_PORT="7106" \
+        CLUSTER_DATA_BIND_PORT="7107" \
+        CLUSTER_JOIN="localhost:7100" \
+        PROMETHEUS_MONITORING_PORT="2115" \
+        PROMETHEUS_MONITORING_METRIC_NAMESPACE="weaviate" \
+        RAFT_PORT="8306" \
+        RAFT_INTERNAL_RPC_PORT="8307" \
+	RAFT_JOIN="weaviate-0:8300,weaviate-1:8302,weaviate-2:8304" \
+        DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+        ENABLE_MODULES="text2vec-contextionary" \
+        go_run ./cmd/weaviate-server \
+          --scheme http \
+          --host "127.0.0.1" \
+          --port 8083 \
+          --read-timeout=600s \
+          --write-timeout=600s
+      ;;
+
+  local-transformers)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-transformers \
+      TRANSFORMERS_INFERENCE_API="http://localhost:8000" \
+      ENABLE_MODULES="text2vec-transformers" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-transformers-passage-query)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-transformers \
+      TRANSFORMERS_PASSAGE_INFERENCE_API="http://localhost:8006" \
+      TRANSFORMERS_QUERY_INFERENCE_API="http://localhost:8007" \
+      ENABLE_MODULES="text2vec-transformers" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-qna)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      QNA_INFERENCE_API="http://localhost:8001" \
+      ENABLE_MODULES="text2vec-contextionary,qna-transformers" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-sum)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      SUM_INFERENCE_API="http://localhost:8008" \
+      ENABLE_MODULES="text2vec-contextionary,sum-transformers" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-image)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      IMAGE_INFERENCE_API="http://localhost:8002" \
+      ENABLE_MODULES="text2vec-contextionary,img2vec-neural" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-ner)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      NER_INFERENCE_API="http://localhost:8003" \
+      ENABLE_MODULES="text2vec-contextionary,ner-transformers" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-spellcheck)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      SPELLCHECK_INFERENCE_API="http://localhost:8004" \
+      ENABLE_MODULES="text2vec-contextionary,text-spellcheck" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-clip)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=multi2vec-clip \
+      CLIP_INFERENCE_API="http://localhost:8005" \
+      ENABLE_MODULES="multi2vec-clip" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-bind)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=multi2vec-bind \
+      BIND_INFERENCE_API="http://localhost:8011" \
+      ENABLE_MODULES="multi2vec-bind" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-oidc)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=false \
+      AUTHENTICATION_OIDC_ENABLED=true \
+      AUTHENTICATION_OIDC_ISSUER=http://localhost:9090/auth/realms/weaviate \
+      AUTHENTICATION_OIDC_USERNAME_CLAIM=email \
+      AUTHENTICATION_OIDC_GROUPS_CLAIM=groups \
+      AUTHENTICATION_OIDC_CLIENT_ID=demo \
+      AUTHORIZATION_ADMINLIST_ENABLED=true \
+      AUTHORIZATION_ADMINLIST_USERS=john@doe.com \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080
+    ;;
+
+  local-apikey)
+      AUTHENTICATION_APIKEY_ENABLED=true \
+      AUTHENTICATION_APIKEY_ALLOWED_KEYS=my-secret-key \
+      AUTHENTICATION_APIKEY_USERS=john@doe.com \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=false \
+      AUTHORIZATION_ADMINLIST_ENABLED=true \
+      AUTHORIZATION_ADMINLIST_USERS=john@doe.com \
+      DEFAULT_VECTORIZER_MODULE=none \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080
+    ;;
+
+  local-wcs-oidc-and-apikey)
+      AUTHENTICATION_APIKEY_ENABLED=true \
+      AUTHENTICATION_APIKEY_ALLOWED_KEYS=my-secret-key,my-secret-read-only-key \
+      AUTHENTICATION_APIKEY_USERS=etienne@semi.technology,etienne+read-only@semi.technology \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=false \
+      AUTHENTICATION_OIDC_ENABLED=true \
+      AUTHENTICATION_OIDC_ISSUER=https://auth.wcs.api.weaviate.io/auth/realms/SeMI\
+      AUTHENTICATION_OIDC_USERNAME_CLAIM=email \
+      AUTHENTICATION_OIDC_GROUPS_CLAIM=groups \
+      AUTHENTICATION_OIDC_CLIENT_ID=wcs \
+      AUTHORIZATION_ADMINLIST_ENABLED=true \
+      AUTHORIZATION_ADMINLIST_USERS=etienne@semi.technology \
+      AUTHORIZATION_ADMINLIST_READONLY_USERS=etienne+read-only@semi.technology \
+      DEFAULT_VECTORIZER_MODULE=none \
+      RUNTIME_OVERRIDES_ENABLED=true \
+      RUNTIME_OVERRIDES_PATH="${PWD}/tools/dev/config.runtime-overrides.yaml" \
+      RUNTIME_OVERRIDES_LOAD_INTERVAL=30s \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080
+    ;;
+
+  local-multi-text)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      TRANSFORMERS_INFERENCE_API=http://localhost:8000 \
+      CLIP_INFERENCE_API=http://localhost:8005 \
+      ENABLE_MODULES=text2vec-contextionary,text2vec-transformers,multi2vec-clip \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080
+    ;;
+
+  local-ollama)
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-ollama \
+      ENABLE_MODULES="text2vec-ollama" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-openai)
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-openai \
+      ENABLE_MODULES="text2vec-openai" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-qna-openai)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      QNA_INFERENCE_API="http://localhost:8001" \
+      CLUSTER_HOSTNAME="weaviate-0" \
+      CLUSTER_IN_LOCALHOST=true \
+      ENABLE_MODULES="text2vec-contextionary,qna-openai" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-generative-openai)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      QNA_INFERENCE_API="http://localhost:8001" \
+      CLUSTER_HOSTNAME="weaviate-0" \
+      CLUSTER_IN_LOCALHOST=true \
+      ENABLE_MODULES="text2vec-contextionary,generative-openai" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-all-openai)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      QNA_INFERENCE_API="http://localhost:8001" \
+      CLUSTER_HOSTNAME="weaviate-0" \
+      CLUSTER_IN_LOCALHOST=true \
+      ENABLE_MODULES="text2vec-contextionary,qna-openai,generative-openai,text2vec-openai" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-all-google)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      QNA_INFERENCE_API="http://localhost:8001" \
+      CLUSTER_HOSTNAME="weaviate-0" \
+      CLUSTER_IN_LOCALHOST=true \
+      ENABLE_MODULES="text2vec-contextionary,generative-google,text2vec-google" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-all-openai-cohere-google)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      QNA_INFERENCE_API="http://localhost:8001" \
+      CLUSTER_HOSTNAME="weaviate-0" \
+      CLUSTER_IN_LOCALHOST=true \
+      ENABLE_MODULES="text2vec-contextionary,generative-google,text2vec-google,qna-openai,generative-openai,text2vec-openai,generative-cohere,text2vec-cohere,reranker-cohere" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-all-openai-voyageai-google)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      QNA_INFERENCE_API="http://localhost:8001" \
+      CLUSTER_HOSTNAME="weaviate-0" \
+      ENABLE_MODULES="text2vec-contextionary,generative-google,text2vec-google,qna-openai,generative-openai,text2vec-openai,text2vec-voyageai,reranker-voyageai,multi2vec-voyageai" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-huggingface)
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      CLUSTER_IN_LOCALHOST=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-huggingface \
+      ENABLE_MODULES="text2vec-huggingface" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-no-modules)
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      CLUSTER_IN_LOCALHOST=true \
+      DEFAULT_VECTORIZER_MODULE=none \
+      RUNTIME_OVERRIDES_ENABLED=true \
+      RUNTIME_OVERRIDES_PATH="${PWD}/tools/dev/config.runtime-overrides.yaml" \
+      RUNTIME_OVERRIDES_LOAD_INTERVAL=5s \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=3600s \
+        --write-timeout=3600s
+    ;;
+
+  local-centroid)
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      ENABLE_MODULES="ref2vec-centroid" \
+      CLUSTER_IN_LOCALHOST=true \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=3600s \
+        --write-timeout=3600s
+    ;;
+
+  local-s3)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      BACKUP_S3_ENDPOINT="localhost:9000" \
+      BACKUP_S3_USE_SSL="false" \
+      BACKUP_S3_BUCKET="weaviate-backups" \
+      AWS_ACCESS_KEY_ID="aws_access_key" \
+      AWS_SECRET_KEY="aws_secret_key" \
+      ENABLE_MODULES="text2vec-contextionary,backup-s3" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-minio)
+    docker run \
+    -p 9000:9000 \
+    -p 9001:9001 \
+    --user $(id -u):$(id -g) \
+    --name minio1 \
+    -e "MINIO_ROOT_USER=aws_access_key" \
+    -e "MINIO_ROOT_PASSWORD=aws_secret_key" \
+    -v ${HOME}/minio/data:/data \
+    quay.io/minio/minio server /data --console-address ":9001"
+    ;;
+
+  local-node-with-offload)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      PERSISTENCE_DATA_PATH="./data-weaviate-0" \
+      BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-0" \
+      ENABLE_MODULES="backup-s3,offload-s3" \
+      BACKUP_S3_BUCKET="weaviate-backups" \
+      BACKUP_S3_USE_SSL="false" \
+      BACKUP_S3_ENDPOINT="localhost:9000" \
+      ENABLE_MODULES="backup-filesystem,text2vec-contextionary,offload-s3" \
+      PROMETHEUS_MONITORING_PORT="2112" \
+      PROMETHEUS_MONITORING_METRIC_NAMESPACE="weaviate" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      RAFT_BOOTSTRAP_EXPECT=1 \
+      OFFLOAD_S3_BUCKET_AUTO_CREATE=true \
+      OFFLOAD_S3_ENDPOINT="http://localhost:9000"\
+      OFFLOAD_S3_BUCKET_AUTO_CREATE=true \
+      AWS_ACCESS_KEY_ID="aws_access_key"\
+      AWS_SECRET_KEY="aws_secret_key"\
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+    local-single-offload-node)
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      PERSISTENCE_DATA_PATH="./data-weaviate-0" \
+      BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-0" \
+      ENABLE_MODULES="backup-s3,offload-s3" \
+      BACKUP_S3_BUCKET="weaviate-backups" \
+      BACKUP_S3_USE_SSL="false" \
+      BACKUP_S3_ENDPOINT="localhost:9000" \
+      PROMETHEUS_MONITORING_PORT="2112" \
+      PROMETHEUS_MONITORING_METRIC_NAMESPACE="weaviate" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      RAFT_BOOTSTRAP_EXPECT=1 \
+      OFFLOAD_S3_ENDPOINT="http://localhost:9000"\
+      OFFLOAD_S3_BUCKET_AUTO_CREATE=true \
+      AWS_ACCESS_KEY_ID="aws_access_key"\
+      AWS_SECRET_KEY="aws_secret_key"\
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  first-s3)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      PERSISTENCE_DATA_PATH="./${PERSISTENCE_DATA_PATH}-weaviate-0" \
+      BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-0" \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      ENABLE_MODULES="text2vec-contextionary,backup-s3,offload-s3" \
+      BACKUP_S3_BUCKET="weaviate-backups" \
+      BACKUP_S3_USE_SSL="false" \
+      BACKUP_S3_ENDPOINT="localhost:9000" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      RAFT_JOIN="weaviate-0:8300,weaviate-1:8302,weaviate-2:8304" \
+      RAFT_BOOTSTRAP_EXPECT=3 \
+      OFFLOAD_S3_BUCKET_AUTO_CREATE=true \
+      OFFLOAD_S3_ENDPOINT="http://localhost:9000"\
+      AWS_ACCESS_KEY_ID="aws_access_key"\
+      AWS_SECRET_KEY="aws_secret_key"\
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  second-s3)
+      GRPC_PORT=50052 \
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      PERSISTENCE_DATA_PATH="./${PERSISTENCE_DATA_PATH}-weaviate-1" \
+      BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-1" \
+      BACKUP_S3_BUCKET="weaviate-backups" \
+      BACKUP_S3_USE_SSL="false" \
+      BACKUP_S3_ENDPOINT="localhost:9000" \
+      CLUSTER_HOSTNAME="weaviate-1" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7102" \
+      CLUSTER_DATA_BIND_PORT="7103" \
+      CLUSTER_JOIN="localhost:7100" \
+      PROMETHEUS_MONITORING_PORT="2113" \
+      PROMETHEUS_MONITORING_METRIC_NAMESPACE="weaviate" \
+      RAFT_PORT="8302" \
+      RAFT_INTERNAL_RPC_PORT="8303" \
+      RAFT_JOIN="weaviate-0:8300,weaviate-1:8302,weaviate-2:8304" \
+      RAFT_BOOTSTRAP_EXPECT=3 \
+      OFFLOAD_S3_BUCKET_AUTO_CREATE=true \
+      OFFLOAD_S3_ENDPOINT="http://localhost:9000"\
+      AWS_ACCESS_KEY_ID="aws_access_key"\
+      AWS_SECRET_KEY="aws_secret_key"\
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      ENABLE_MODULES="text2vec-contextionary,backup-s3,offload-s3" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8081 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  third-s3)
+        GRPC_PORT=50053 \
+        CONTEXTIONARY_URL=localhost:9999 \
+        AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+        PERSISTENCE_DATA_PATH="./${PERSISTENCE_DATA_PATH}-weaviate-2" \
+        BACKUP_FILESYSTEM_PATH="${PWD}/backups-weaviate-2" \
+        BACKUP_S3_BUCKET="weaviate-backups" \
+        BACKUP_S3_USE_SSL="false" \
+        BACKUP_S3_ENDPOINT="localhost:9000" \
+        CLUSTER_HOSTNAME="weaviate-2" \
+        CLUSTER_IN_LOCALHOST=true \
+        CLUSTER_GOSSIP_BIND_PORT="7104" \
+        CLUSTER_DATA_BIND_PORT="7105" \
+        CLUSTER_JOIN="localhost:7100" \
+        PROMETHEUS_MONITORING_PORT="2114" \
+	PROMETHEUS_MONITORING_METRIC_NAMESPACE="weaviate" \
+        RAFT_PORT="8304" \
+        RAFT_INTERNAL_RPC_PORT="8305" \
+        RAFT_JOIN="weaviate-0:8300,weaviate-1:8302,weaviate-2:8304" \
+        RAFT_BOOTSTRAP_EXPECT=3 \
+        OFFLOAD_S3_BUCKET_AUTO_CREATE=true \
+        DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+        ENABLE_MODULES="text2vec-contextionary,backup-s3,offload-s3" \
+        OFFLOAD_S3_ENDPOINT="http://localhost:9000"\
+        AWS_ACCESS_KEY_ID="aws_access_key"\
+        AWS_SECRET_KEY="aws_secret_key"\
+        go_run ./cmd/weaviate-server \
+          --scheme http \
+          --host "127.0.0.1" \
+          --port 8082 \
+          --read-timeout=600s \
+          --write-timeout=600s
+      ;;
+  local-gcs)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      GOOGLE_CLOUD_PROJECT=project-id \
+      STORAGE_EMULATOR_HOST=localhost:9090 \
+      BACKUP_GCS_ENDPOINT=localhost:9090 \
+      BACKUP_GCS_BUCKET=weaviate-backups \
+      ENABLE_MODULES="text2vec-contextionary,backup-gcs" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+      ;;
+
+    local-gcs-2)
+        PERSISTENCE_DATA_PATH="./data-weaviate-1" \
+        CONTEXTIONARY_URL=localhost:9999 \
+        AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+        DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+        GOOGLE_CLOUD_PROJECT=project-id \
+        STORAGE_EMULATOR_HOST=localhost:9090 \
+        BACKUP_GCS_ENDPOINT=localhost:9090 \
+        BACKUP_GCS_BUCKET=weaviate-backups \
+        ENABLE_MODULES="text2vec-contextionary,backup-gcs" \
+        CLUSTER_IN_LOCALHOST=true \
+        CLUSTER_HOSTNAME="weaviate-1" \
+        CLUSTER_GOSSIP_BIND_PORT="7102" \
+        CLUSTER_DATA_BIND_PORT="7103" \
+        CLUSTER_JOIN="localhost:7100" \
+        GRPC_PORT=50052 \
+        go_run ./cmd/weaviate-server \
+          --scheme http \
+          --host "127.0.0.1" \
+          --port 8081 \
+          --read-timeout=600s \
+          --write-timeout=600s
+        ;;
+
+    local-gcs-3)
+        PERSISTENCE_DATA_PATH="./data-weaviate-2" \
+        CONTEXTIONARY_URL=localhost:9999 \
+        AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+        DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+        GOOGLE_CLOUD_PROJECT=project-id \
+        STORAGE_EMULATOR_HOST=localhost:9090 \
+        BACKUP_GCS_ENDPOINT=localhost:9090 \
+        BACKUP_GCS_BUCKET=weaviate-backups \
+        ENABLE_MODULES="text2vec-contextionary,backup-gcs" \
+        CLUSTER_IN_LOCALHOST=true \
+        CLUSTER_HOSTNAME="weaviate-2" \
+        CLUSTER_GOSSIP_BIND_PORT="7104" \
+        CLUSTER_DATA_BIND_PORT="7105" \
+        CLUSTER_JOIN="localhost:7100" \
+        GRPC_PORT=50053 \
+        go_run ./cmd/weaviate-server \
+          --scheme http \
+          --host "127.0.0.1" \
+          --port 8082 \
+          --read-timeout=600s \
+          --write-timeout=600s
+        ;;
+
+  local-azure)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      BACKUP_AZURE_CONTAINER=weaviate-container \
+      AZURE_STORAGE_CONNECTION_STRING="DefaultEndpointsProtocol=http;AccountName=devstoreaccount1;AccountKey=Eby8vdM02xNOcqFlqUwJPLlmEtlCDXJ1OUzFT50uSRZ6IFsuFq2UVErCz4I6tq/K1SZFPTOtr/KBHBeksoGMGw==;BlobEndpoint=http://127.0.0.1:10000/devstoreaccount1;" \
+      ENABLE_MODULES="text2vec-contextionary,backup-azure" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+      ;;
+create-gcs-bucket)
+      echo "make sure that you ran docker-compose up backup-gcs"
+      curl -X POST "http://localhost:9090/storage/v1/b" \
+      -H "Content-Type: application/json" \
+      -d '{"name": "weaviate-usage"}'      
+      curl -X POST "http://localhost:9090/storage/v1/b" \
+      -H "Content-Type: application/json" \
+      -d '{"name": "weaviate-backups"}'
+      ;;
+
+local-usage-gcs)
+      CONTEXTIONARY_URL=localhost:9999 \
+      LOG_LEVEL=debug \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      STORAGE_EMULATOR_HOST=localhost:9090 \
+      BACKUP_GCS_ENDPOINT=localhost:9090 \
+      BACKUP_GCS_BUCKET=weaviate-backups \
+      USAGE_GCS_BUCKET=weaviate-usage \
+      USAGE_GCS_PREFIX=billing-usage \
+      TRACK_VECTOR_DIMENSIONS=false \
+      USAGE_SCRAPE_INTERVAL=1s \
+      USAGE_POLICY_VERSION=2025-06-01 \
+      RUNTIME_OVERRIDES_LOAD_INTERVAL=3s \
+      ENABLE_MODULES="text2vec-contextionary,backup-gcs,usage-gcs" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      RUNTIME_OVERRIDES_ENABLED=true \
+      RUNTIME_OVERRIDES_PATH="${PWD}/tools/dev/config.runtime-overrides.yaml" \
+      RUNTIME_OVERRIDES_LOAD_INTERVAL=30s \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+      ;;
+
+create-s3-bucket)
+      echo "make sure that you ran docker-compose up backup-s3 or have MinIO running on port 9000"
+      AWS_ACCESS_KEY_ID=aws_access_key \
+      AWS_SECRET_ACCESS_KEY=aws_secret_key \
+      aws --endpoint-url=http://localhost:9000 s3 mb s3://weaviate-usage
+      AWS_ACCESS_KEY_ID=aws_access_key \
+      AWS_SECRET_ACCESS_KEY=aws_secret_key \
+      aws --endpoint-url=http://localhost:9000 s3 mb s3://weaviate-backups
+      ;;
+
+local-usage-s3)
+      CONTEXTIONARY_URL=localhost:9999 \
+      LOG_LEVEL=debug \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      AWS_ACCESS_KEY_ID=aws_access_key \
+      AWS_SECRET_ACCESS_KEY=aws_secret_key \
+      AWS_REGION=us-east-1 \
+      AWS_ENDPOINT=http://localhost:9000 \
+      BACKUP_S3_ENDPOINT=localhost:9000 \
+      BACKUP_S3_BUCKET=weaviate-backups \
+      BACKUP_S3_USE_SSL=false \
+      TRACK_VECTOR_DIMENSIONS=false \
+      USAGE_S3_BUCKET=weaviate-usage \
+      USAGE_S3_PREFIX=billing-usage \
+      USAGE_SCRAPE_INTERVAL=1s \
+      USAGE_POLICY_VERSION=2025-06-01 \
+      RUNTIME_OVERRIDES_LOAD_INTERVAL=3s \
+      ENABLE_MODULES="text2vec-contextionary,backup-s3,usage-s3" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      RUNTIME_OVERRIDES_ENABLED=true \
+      RUNTIME_OVERRIDES_PATH="${PWD}/tools/dev/config.runtime-overrides.yaml" \
+      RUNTIME_OVERRIDES_LOAD_INTERVAL=30s \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+      ;;
+
+  local-cohere)
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      CLUSTER_IN_LOCALHOST=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-cohere \
+      ENABLE_MODULES="text2vec-cohere" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-all-cohere)
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      CLUSTER_IN_LOCALHOST=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-cohere \
+      ENABLE_MODULES="text2vec-cohere,reranker-cohere,generative-cohere" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-voyageai)
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-voyageai \
+      ENABLE_MODULES="text2vec-voyageai" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-all-voyageai)
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-voyageai \
+      ENABLE_MODULES="text2vec-voyageai,reranker-voyageai" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+
+  local-reranker-transformers)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-contextionary \
+      CLUSTER_IN_LOCALHOST=true \
+      RERANKER_INFERENCE_API="http://localhost:8009" \
+      ENABLE_MODULES="text2vec-contextionary,reranker-transformers" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-gpt4all)
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      CLUSTER_IN_LOCALHOST=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-gpt4all \
+      GPT4ALL_INFERENCE_API="http://localhost:8010" \
+      ENABLE_MODULES="text2vec-gpt4all" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-bigram)
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-bigram \
+      BACKUP_FILESYSTEM_PATH="${PWD}/backups" \
+      ENABLE_MODULES="text2vec-bigram,backup-filesystem" \
+      CLUSTER_IN_LOCALHOST=true \
+      CLUSTER_GOSSIP_BIND_PORT="7100" \
+      CLUSTER_DATA_BIND_PORT="7101" \
+      RAFT_BOOTSTRAP_EXPECT=1 \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-model2vec)
+      CONTEXTIONARY_URL=localhost:9999 \
+      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED=true \
+      DEFAULT_VECTORIZER_MODULE=text2vec-model2vec \
+      MODEL2VEC_INFERENCE_API="http://localhost:8012" \
+      ENABLE_MODULES="text2vec-model2vec" \
+      go_run ./cmd/weaviate-server \
+        --scheme http \
+        --host "127.0.0.1" \
+        --port 8080 \
+        --read-timeout=600s \
+        --write-timeout=600s
+    ;;
+  local-prometheus)
+    echo "Starting monitoring setup..."
+
+    cleanup() {
+      echo "Cleaning up existing containers and volumes..."
+      docker stop prometheus grafana 2>/dev/null || true
+      docker rm -f prometheus grafana 2>/dev/null || true
+      docker volume rm grafana_data 2>/dev/null || true
+      docker network rm monitoring 2>/dev/null || true
+      echo "Cleanup complete."
+    }
+
+    cleanup
+
+    echo "Creating new setup..."
+
+    docker network create monitoring 2>/dev/null || true
+
+
+    echo "Starting Prometheus..."
+    docker run -d \
+      --name prometheus \
+      --network monitoring \
+      -p 9090:9090 \
+      --add-host=host.docker.internal:host-gateway \
+      -v "$(pwd)/tools/dev/prometheus_config/prometheus.yml:/etc/prometheus/prometheus.yml" \
+      prom/prometheus
+
+
+    echo "Starting Grafana..."
+    docker run -d \
+      --name grafana \
+      --network monitoring \
+      -p 3000:3000 \
+      -e "GF_SECURITY_ADMIN_PASSWORD=admin" \
+      -e "GF_LOG_LEVEL=debug" \
+      -v "$(pwd)/tools/dev/grafana/datasources:/etc/grafana/provisioning/datasources" \
+      -v "$(pwd)/tools/dev/grafana/dashboards/dashboard.yml:/etc/grafana/provisioning/dashboards/dashboard.yml" \
+      -v "$(pwd)/tools/dev/grafana/dashboards:/etc/grafana/dashboards" \
+      grafana/grafana
+
+    echo "Waiting for services to start..."
+    sleep 5
+
+    if docker ps | grep -q prometheus; then
+      echo "Prometheus is running"
+      echo "Checking Prometheus targets..."
+      curl -s http://localhost:9090/api/v1/targets | jq '.data.activeTargets[] | {job:.job, state:.health}'
+    else
+      echo "Error: Prometheus failed to start"
+      docker logs prometheus
+    fi
+
+    if docker ps | grep -q grafana; then
+      echo "Grafana is running"
+      echo "Checking Grafana logs..."
+      docker logs grafana
+    else
+      echo "Error: Grafana failed to start"
+      docker logs grafana
+    fi
+
+    echo "Setup complete! Services are available at:"
+    echo "Prometheus: http://localhost:9090"
+    echo "Grafana: http://localhost:3000 (admin/admin)"
+    echo "Dashboards should be available at:"
+    echo "- Overview: http://localhost:3000/d/weaviate-overview/weaviate-overview"
+    ;;
+  *)
+    echo "Invalid config" 2>&1
+    exit 1
+    ;;
+esac

platform/dbops/binaries/weaviate-src/tools/dev/run_dev_server_no_network.sh

@@ -0,0 +1,13 @@
+#!/usr/bin/env bash
+
+# Jump to root directory
+cd "$( dirname "${BASH_SOURCE[0]}" )"/../.. || exit 1
+
+export GO111MODULE=on
+
+export DEVELOPMENT_UI=on
+go run ./cmd/weaviate-server \
+  --scheme http \
+  --host "127.0.0.1" \
+  --port 8080 \
+  --config-file=tools/dev/config.local-no-network.yaml

platform/dbops/binaries/weaviate-src/tools/dev/run_test_server.sh

@@ -0,0 +1,11 @@
+#!/usr/bin/env bash
+
+# Jump to root directory
+cd "$( dirname "${BASH_SOURCE[0]}" )"/../.. || exit 1
+
+go run ./cmd/weaviate-server \
+  --scheme http \
+  --host "127.0.0.1" \
+  --port 8080 \
+  --config-file=tools/dev/config.json \
+  --config janusgraph_test

platform/dbops/binaries/weaviate-src/tools/dev/vector_search.sh

@@ -0,0 +1,15 @@
+#!/usr/bin/env bash
+
+search_term="${1:required}"
+
+query="{ Local { Explore { Concepts(keywords:[\\\"$search_term\\\"]) { className beacon } } } }"
+body="{\"query\":\"$query\"}"
+endpoint=localhost:8080/v1/graphql
+
+curl -s -H 'Content-Type: application/json' -d "$body" $endpoint | jq -r .data.Local.Explore.Concepts[].beacon | while read -r url; do
+res=$(echo "$url" | sed 's#weaviate://localhost#http://localhost:8080/v1#g' | xargs curl -s)
+echo -en "$res" | jq -r .class | tr -d '\n'
+echo -en "\t"
+echo -en "$res" | jq -r .schema.name
+
+done;

platform/dbops/binaries/weaviate-src/tools/dev/windows/create_checksums.sh

@@ -0,0 +1,88 @@
+#!/usr/bin/env bash
+
+set -eou pipefail
+
+VERSION=${1-}
+
+function echo_green() {
+  green='\033[0;32m'
+  nc='\033[0m'
+  echo -e "${green}${*}${nc}"
+}
+
+function echo_red() {
+  red='\033[0;31m'
+  nc='\033[0m' 
+  echo -e "${red}${*}${nc}"
+}
+
+function echo_purp_bold() {
+    purp='\033[1;35m'
+    nc='\033[0m'
+    echo -e "${purp}${*}${nc}"
+}
+
+function check_binary_files_existance() {
+  FILES=("binaries-windows-amd64.zip" "binaries-windows-arm64.zip")
+  for f in "${FILES[@]}"
+  do
+    if [ ! -f "$f" ]; then
+      echo_red "File $f does not exist."
+      echo_red "This script expects binaries-windows-amd64.zip and binaries-windows-arm64.zip files to be present."
+      echo_red "Before running it please first download windows binaries files from github CI pipeline"
+      echo_red "so that this script can properly modify the names of the files and generate checksums."
+      exit 1
+    fi
+  done
+}
+
+function calculate_checksums() {
+  shasum -a 256 $1 | cut -d ' ' -f 1 > $1.sha256
+  md5 $1 | cut -d ' ' -f 4 > $1.md5
+}
+
+function prepare_binary() {
+  arch=$1
+  arch_dir=$arch
+  mkdir $arch_dir && mv binaries-windows-$arch.zip $arch_dir && cd $arch_dir
+  
+  unzip binaries-windows-$arch.zip
+  cp ../../../../README.md .
+  cp ../../../../LICENSE .
+  zip weaviate-$VERSION-windows-$arch.zip weaviate.exe LICENSE README.md
+  calculate_checksums weaviate-$VERSION-windows-$arch.zip
+
+  rm weaviate.exe
+  mv weaviate* ../
+  cd .. && rm -fr $arch_dir
+}
+
+function main() {
+  if test -z "$VERSION"; then
+    echo "Missing version parameter. Usage: $0 VERSION"
+    exit 1
+  fi
+
+  if case $VERSION in v*) false;; esac; then
+    VERSION="v$VERSION"
+  fi
+
+  check_binary_files_existance
+
+  OUT_DIR="dist"
+  if [ -d $OUT_DIR ]; then
+    rm -fr $OUT_DIR
+  fi
+
+  ARCHITECTURES=("amd64" "arm64")
+  for arch in "${ARCHITECTURES[@]}"
+  do
+    prepare_binary $arch
+  done
+
+  mkdir $OUT_DIR && mv weaviate* $OUT_DIR
+
+  echo_purp_bold "${VERSION} windows artifacts available here: $(pwd)/$OUT_DIR"
+}
+
+main "$@"

platform/dbops/binaries/weaviate-src/tools/license_headers/header.txt

@@ -0,0 +1,10 @@
+//                           _       _
+// __      _____  __ ___   ___  __ _| |_ ___
+// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
+//  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
+//   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
+//
+//  Copyright © 2016 - 2025 Weaviate B.V. All rights reserved.
+//
+//  CONTACT: hello@weaviate.io
+//

platform/dbops/binaries/weaviate-src/tools/license_headers/main.go

@@ -0,0 +1,132 @@
+//                           _       _
+// __      _____  __ ___   ___  __ _| |_ ___
+// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
+//  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
+//   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
+//
+//  Copyright © 2016 - 2025 Weaviate B.V. All rights reserved.
+//
+//  CONTACT: hello@weaviate.io
+//
+
+package main
+
+import (
+	"bytes"
+	"fmt"
+	"log"
+	"os"
+	"regexp"
+	"strings"
+	"time"
+
+	"github.com/bmatcuk/doublestar"
+)
+
+var (
+	headerSectionRe *regexp.Regexp
+	buildTagRe      *regexp.Regexp
+	targetHeader    []byte
+	yearRe          *regexp.Regexp
+)
+
+func init() {
+	headerSectionRe = regexp.MustCompile(`^(//.*\n)*\n`)
+	buildTagRe = regexp.MustCompile(`^//go:build`)
+	yearRe = regexp.MustCompile(`2016 - \d{4}`)
+	h, err := os.ReadFile("tools/license_headers/header.txt")
+	fatal(err)
+
+	// Replace the year with current year
+	currentYear := time.Now().Year()
+	targetHeader = yearRe.ReplaceAll(h, []byte(fmt.Sprintf("2016 - %d", currentYear)))
+	targetHeader = bytes.TrimSpace(targetHeader)
+}
+
+func main() {
+	fileNames, err := doublestar.Glob("**/*.go")
+	fatal(err)
+	for _, name := range fileNames {
+		if len := len(name); len > 5 && name[len-6:] == ".pb.go" || strings.HasPrefix(name, "vendor/") {
+			continue
+		}
+		fatal(processSingleFile(name))
+	}
+}
+
+func processSingleFile(name string) error {
+	bytes, err := os.ReadFile(name)
+	if err != nil {
+		return fmt.Errorf("%s: %w", name, err)
+	}
+
+	if hasNoHeader(bytes, name) {
+		err := extendWithHeader(name, bytes)
+		if err != nil {
+			return fmt.Errorf("%s: %w", name, err)
+		}
+		fmt.Printf("🖋️  successfully created header: %s\n", name)
+		return nil
+	}
+
+	if headerNeedsUpdate(bytes) {
+		err := updateHeader(name, bytes)
+		if err != nil {
+			return fmt.Errorf("%s: %w", name, err)
+		}
+
+		fmt.Printf("👷 successfully updated: %s\n", name)
+	} else {
+		fmt.Printf("✅ already up to date: %s\n", name)
+	}
+	return nil
+}
+
+func headerNeedsUpdate(content []byte) bool {
+	current := headerSectionRe.Find(content)
+	return !bytes.Equal(bytes.TrimSpace(current), targetHeader)
+}
+
+func extendWithHeader(name string, content []byte) error {
+	target := append(targetHeader, []byte("\n\n")...)
+	updated := append(target, content...)
+	return os.WriteFile(name, updated, 0)
+}
+
+func updateHeader(name string, content []byte) error {
+	if startsWithBuildTag(content) {
+		// the document starts with a build tag, this means we don't replace, but
+		// insert the header at pos 0
+		return extendWithHeader(name, content)
+	}
+
+	// append a newline so we consistently have one newline regardless of the
+	// input doc
+	target := append(targetHeader, []byte("\n\n")...)
+	replaced := headerSectionRe.ReplaceAll(content, target)
+	return os.WriteFile(name, replaced, 0)
+}
+
+func hasNoHeader(content []byte, name string) bool {
+	h := headerSectionRe.Find(content)
+	if h == nil {
+		// there is no comment section at all
+		return true
+	}
+
+	lines := bytes.Split(h, []byte("\n"))
+
+	// this comment is so short, this is most likely not a header section,
+	// let's add a header in front of it instead
+	return len(lines) < 4
+}
+
+func startsWithBuildTag(content []byte) bool {
+	return buildTagRe.Match(content)
+}
+
+func fatal(err error) {
+	if err != nil {
+		log.Fatal(err)
+	}
+}

platform/dbops/binaries/weaviate-src/tools/release_template/main.go

@@ -0,0 +1,154 @@
+//                           _       _
+// __      _____  __ ___   ___  __ _| |_ ___
+// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
+//  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
+//   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
+//
+//  Copyright © 2016 - 2025 Weaviate B.V. All rights reserved.
+//
+//  CONTACT: hello@weaviate.io
+//
+
+package main
+
+import (
+	"encoding/json"
+	"fmt"
+	"io"
+	"log"
+	"net/http"
+	"os"
+	"strings"
+
+	"github.com/pkg/errors"
+)
+
+const configurationAPIOrigin = "https://configuration.weaviate.io"
+
+func main() {
+	version := os.Getenv("VERSION")
+
+	languages, err := getLanguages()
+	fatal(err)
+
+	languages, err = getModels(languages)
+	fatal(err)
+
+	printRelaeseNotes(languages, version)
+}
+
+type language struct {
+	code  string
+	label string
+	model string
+}
+
+func printRelaeseNotes(languages []language, version string) {
+	fmt.Printf("Docker image/tag: `semitechnologies/weaviate:%s`\n", version)
+	fmt.Printf("See also: example docker-compose files in %s. ", makeLinks(languages, version))
+	fmt.Printf("If you need to configure additional settings, you can also generate " +
+		"a custom `docker-compose.yml` file [using the documentation]" +
+		"(https://weaviate.io/developers/weaviate/installation/docker-compose).")
+	fmt.Printf("\n## Breaking Changes\n*none*\n")
+	fmt.Printf("\n## New Features\n*none*\n")
+	fmt.Printf("\n## Fixes\n*none*\n")
+}
+
+func makeLinks(languages []language, version string) string {
+	var out string
+
+	for i, lang := range languages {
+		if i != 0 {
+			out += ", "
+		}
+
+		link := fmt.Sprintf("%s/docker-compose?weaviate_version=%s&language=%s&contextionary_model=%s",
+			configurationAPIOrigin, version, lang.code, lang.model)
+		out += fmt.Sprintf("[%s](%s)", lang.label, link)
+	}
+
+	return out
+}
+
+func getModels(languages []language) ([]language, error) {
+	for i, lang := range languages {
+		resp, err := http.Get(fmt.Sprintf(
+			"%s/docker-compose/parameters/contextionary-models?language=%s",
+			configurationAPIOrigin, lang.code))
+		if err != nil {
+			return nil, errors.Wrapf(err, "language %s", lang.label)
+		}
+
+		defer resp.Body.Close()
+		bytes, err := io.ReadAll(resp.Body)
+		if err != nil {
+			return nil, errors.Wrapf(err, "language %s", lang.label)
+		}
+
+		model, err := extractModel(bytes)
+		if err != nil {
+			return nil, errors.Wrapf(err, "language %s", lang.label)
+		}
+
+		languages[i].model = model
+	}
+
+	return languages, nil
+}
+
+func extractModel(in []byte) (string, error) {
+	var payload map[string]interface{}
+	err := json.Unmarshal(in, &payload)
+	if err != nil {
+		return "", err
+	}
+
+	options := payload["items"].([]interface{})
+	if len(options) < 1 {
+		return "", fmt.Errorf("no model options for this language")
+	}
+
+	return options[0].(map[string]interface{})["value"].(string), nil
+}
+
+func getLanguages() ([]language, error) {
+	codes := strings.Split(os.Getenv("LANGUAGES"), " ")
+
+	out := make([]language, len(codes))
+	for i, code := range codes {
+		label, err := languageFullName(code)
+		if err != nil {
+			return nil, err
+		}
+
+		out[i] = language{
+			code:  code,
+			label: label,
+		}
+	}
+
+	return out, nil
+}
+
+func fatal(err error) {
+	if err != nil {
+		log.Fatal(err)
+	}
+}
+
+func languageFullName(code string) (string, error) {
+	switch code {
+	case "en":
+		return "English", nil
+	case "de":
+		return "German", nil
+	case "it":
+		return "Italian", nil
+	case "cs":
+		return "Czech", nil
+	case "nl":
+		return "Dutch", nil
+	default:
+		return "", fmt.Errorf("unknown language %s", code)
+	}
+}

platform/dbops/binaries/weaviate-src/tools/swagger_custom_code/main.go

@@ -0,0 +1,72 @@
+//                           _       _
+// __      _____  __ ___   ___  __ _| |_ ___
+// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
+//  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
+//   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
+//
+//  Copyright © 2016 - 2025 Weaviate B.V. All rights reserved.
+//
+//  CONTACT: hello@weaviate.io
+//
+
+package main
+
+import (
+	"fmt"
+	"os"
+	"strings"
+)
+
+func main() {
+	overrideObject("entities/models/vectors.go")
+}
+
+func overrideObject(name string) error {
+	bytes, err := os.ReadFile(name)
+	if err != nil {
+		return fmt.Errorf("%s: %w", name, err)
+	}
+
+	objectStr := string(bytes)
+
+	importStr := `import (
+	"fmt"
+	"encoding/json"`
+
+	objectStr = strings.Replace(objectStr, "import (", importStr, 1)
+
+	unmarshalStr := `
+// UnmarshalJSON custom unmarshalling method
+func (v *Vectors) UnmarshalJSON(data []byte) error {
+	var rawVectors map[string]json.RawMessage
+	if err := json.Unmarshal(data, &rawVectors); err != nil {
+		return err
+	}
+
+	if len(rawVectors) > 0 {
+		*v = make(Vectors)
+		for targetVector, rawMessage := range rawVectors {
+			// Try unmarshaling as []float32
+			var vector []float32
+			if err := json.Unmarshal(rawMessage, &vector); err == nil {
+				if len(vector) > 0 {
+					(*v)[targetVector] = vector
+				}
+				continue
+			}
+			// Try unmarshaling as [][]float32
+			var multiVector [][]float32
+			if err := json.Unmarshal(rawMessage, &multiVector); err == nil {
+				if len(multiVector) > 0 {
+					(*v)[targetVector] = multiVector
+				}
+				continue
+			}
+			return fmt.Errorf("vectors: cannot unmarshal vector into either []float32 or [][]float32 for target vector %s", targetVector)
+		}
+	}
+	return nil
+}
+`
+	return os.WriteFile(name, []byte(fmt.Sprintf("%s%s", objectStr, unmarshalStr)), 0)
+}

platform/dbops/binaries/weaviate-src/tools/test/run_ci_server.sh

@@ -0,0 +1,70 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+# This scripts starts a Weaviate server with the test scheme and waits until weaviate is up and running.
+
+function build() {
+  echo "Pull images..."
+  surpress_on_success docker pull golang:1.19-alpine
+  echo "Build containers (this will take the longest)..."
+  GIT_REVISION=$(git rev-parse --short HEAD)
+  GIT_BRANCH=$(git rev-parse --abbrev-ref HEAD)
+  echo_red $1 $2
+  docker compose -f "$1" build --build-arg GIT_REVISION="$GIT_REVISION" --build-arg GIT_BRANCH="$GIT_BRANCH" --build-arg EXTRA_BUILD_ARGS="-race" "$2"
+  echo "Start up docker compose setup..."
+}
+
+function wait(){
+    MAX_WAIT_SECONDS=60
+    ALREADY_WAITING=0
+
+    while true; do
+      if curl -s http://localhost:8080 > /dev/null; then
+        break
+      else
+        if [ $? -eq 7 ]; then
+          echo "Weaviate is not up yet. (waited for ${ALREADY_WAITING}s)"
+          echo "Weaviate:"
+          docker compose -f "$1" logs weaviate
+          if [ $ALREADY_WAITING -gt $MAX_WAIT_SECONDS ]; then
+            echo "Weaviate did not start up in $MAX_WAIT_SECONDS."
+            docker compose -f "$1" logs
+            exit 1
+          else
+            sleep 2
+            let ALREADY_WAITING=$ALREADY_WAITING+2
+          fi
+        fi
+      fi
+    done
+
+    echo "Weaviate is up and running!"
+}
+surpress_on_success() {
+  out="$("${@}" 2>&1)" || { echo_red "FAILED!";  echo "$out"; return 1; }
+  echo "Done!"
+}
+
+function echo_red() {
+  red='\033[0;31m'
+  nc='\033[0m'
+  echo -e "${red}${*}${nc}"
+}
+
+START_WEAVIATE_AUTH=${1:-""}
+if [ $# -eq 1 ] && [ "$1" == "--with-auth" ]; then
+  START_WEAVIATE_AUTH="true"
+fi
+
+build docker-compose-test.yml weaviate
+surpress_on_success docker compose -f docker-compose-test.yml up --force-recreate -d weaviate contextionary
+
+if [ "$START_WEAVIATE_AUTH" == "true" ]; then
+  build docker-compose-auth-test.yml weaviate-auth
+  surpress_on_success docker compose -f docker-compose-auth-test.yml up --force-recreate -d weaviate-auth
+fi
+
+wait docker-compose-test.yml
+if [ "$START_WEAVIATE_AUTH" == "true" ]; then
+  wait docker-compose-auth-test.yml
+fi

platform/dbops/binaries/weaviate-src/usecases/backup/auth_test.go

@@ -0,0 +1,205 @@
+//                           _       _
+// __      _____  __ ___   ___  __ _| |_ ___
+// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
+//  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
+//   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
+//
+//  Copyright © 2016 - 2025 Weaviate B.V. All rights reserved.
+//
+//  CONTACT: hello@weaviate.io
+//
+
+package backup
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"reflect"
+	"testing"
+	"time"
+
+	"github.com/sirupsen/logrus/hooks/test"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/mock"
+	"github.com/stretchr/testify/require"
+
+	"github.com/weaviate/weaviate/entities/backup"
+	"github.com/weaviate/weaviate/entities/models"
+	"github.com/weaviate/weaviate/entities/modulecapabilities"
+	"github.com/weaviate/weaviate/usecases/auth/authorization"
+)
+
+// A component-test like test suite that makes sure that every available UC is
+// potentially protected with the Authorization plugin
+
+func Test_Authorization(t *testing.T) {
+	req := &BackupRequest{ID: "123", Backend: "filesystem"}
+	type testCase struct {
+		methodName       string
+		additionalArgs   []interface{}
+		classes          []string
+		expectedVerb     string
+		expectedResource string
+		ignoreAuthZ      bool
+	}
+
+	tests := []testCase{
+		{
+			methodName:       "Backup",
+			additionalArgs:   []interface{}{req},
+			expectedVerb:     authorization.CREATE,
+			expectedResource: authorization.Backups("ABC")[0],
+			classes:          []string{"ABC"},
+		},
+		{
+			methodName:     "BackupStatus",
+			additionalArgs: []interface{}{"filesystem", "123", "", ""},
+			classes:        []string{"ABC"},
+			ignoreAuthZ:    true,
+		},
+		{
+			methodName:       "Restore",
+			additionalArgs:   []interface{}{req, false},
+			expectedVerb:     authorization.CREATE,
+			expectedResource: authorization.Backups("ABC")[0],
+			classes:          []string{"ABC"},
+		},
+		{
+			methodName:     "RestorationStatus",
+			additionalArgs: []interface{}{"filesystem", "123", "", ""},
+			classes:        []string{"ABC"},
+			ignoreAuthZ:    true,
+		},
+		{
+			methodName:       "Cancel",
+			additionalArgs:   []interface{}{"filesystem", "123", "", ""},
+			expectedVerb:     authorization.DELETE,
+			expectedResource: authorization.Backups("ABC")[0],
+			classes:          []string{"ABC"},
+		},
+		{
+			methodName:     "List",
+			additionalArgs: []interface{}{"filesystem"},
+			classes:        []string{"ABC"},
+			ignoreAuthZ:    true,
+		},
+	}
+
+	t.Run("verify that a test for every public method exists", func(t *testing.T) {
+		testedMethods := make([]string, len(tests))
+		for i, test := range tests {
+			testedMethods[i] = test.methodName
+		}
+
+		for _, method := range allExportedMethods(&Scheduler{}) {
+			switch method {
+			case "OnCommit", "OnAbort", "OnCanCommit",
+				"OnStatus", "CleanupUnfinishedBackups":
+				continue
+			}
+			assert.Contains(t, testedMethods, method)
+		}
+	})
+
+	t.Run("verify the tested methods require correct permissions from the authorizer", func(t *testing.T) {
+		logger, _ := test.NewNullLogger()
+		for _, test := range tests {
+			t.Run(test.methodName, func(t *testing.T) {
+				authorizer := authorization.NewMockAuthorizer(t)
+				selector := NewMockSelector(t)
+				backupProvider := NewMockBackupBackendProvider(t)
+				nodeResolver := NewMockNodeResolver(t)
+				modcapabilities := modulecapabilities.NewMockBackupBackend(t)
+
+				backupProvider.On("BackupBackend", mock.Anything).Return(modcapabilities, nil).Maybe()
+
+				modcapabilities.On("IsExternal").Return(false).Maybe()
+				modcapabilities.On("HomeDir", mock.Anything, mock.Anything, mock.Anything).Return("/").Maybe()
+
+				d, err := json.Marshal(backup.DistributedBackupDescriptor{
+					StartedAt: time.Now(),
+					Nodes: map[string]*backup.NodeDescriptor{
+						"node-0": {
+							Classes: test.classes,
+							Status:  backup.Success,
+						},
+					},
+					Status:        backup.Success,
+					ID:            "123",
+					Version:       "2.1",
+					ServerVersion: "x.x.x",
+					Error:         "",
+				})
+				require.Nil(t, err)
+				var dd backup.DistributedBackupDescriptor
+				err = json.Unmarshal(d, &dd)
+				require.Nil(t, err)
+
+				var notFound interface{}
+				if test.methodName == "Backup" {
+					notFound = backup.ErrNotFound{}
+				} else {
+					notFound = nil
+				}
+
+				modcapabilities.On("GetObject", mock.Anything, mock.Anything, mock.Anything, mock.Anything, mock.Anything).Return(d, notFound).Maybe()
+				modcapabilities.On("PutObject", mock.Anything, mock.Anything, mock.Anything, mock.Anything, mock.Anything, mock.Anything).Return(nil).Maybe()
+
+				modcapabilities.On("Initialize", mock.Anything, mock.Anything, mock.Anything, mock.Anything).Return(nil).Maybe()
+
+				// AllBackups mock expectation for List method
+				if test.methodName == "List" {
+					modcapabilities.On("AllBackups", mock.Anything).Return([]*backup.DistributedBackupDescriptor{&dd}, nil)
+				}
+
+				nodeResolver.On("NodeCount").Return(1).Maybe()
+				nodeResolver.On("LeaderID").Return("node-0").Maybe()
+				nodeResolver.On("AllNames").Return([]string{"node-0"}).Maybe()
+				nodeResolver.On("NodeHostname", mock.Anything).Return("localhost", false).Maybe()
+
+				selector.On("Shards", mock.Anything, test.classes[0]).Return([]string{"node-0"}, nil).Maybe()
+				selector.On("ListClasses", mock.Anything).Return(test.classes).Maybe()
+				selector.On("Backupable", mock.Anything, mock.Anything).Return(nil).Maybe()
+
+				s := NewScheduler(authorizer, nil, selector, backupProvider, nodeResolver, &fakeSchemaManger{}, logger)
+				require.NotNil(t, s)
+
+				if !test.ignoreAuthZ {
+					authorizer.On("Authorize", mock.Anything, mock.Anything, test.expectedVerb, test.expectedResource).Return(nil)
+				}
+
+				args := append([]interface{}{context.Background(), &models.Principal{}}, test.additionalArgs...)
+				callFuncByName(s, test.methodName, args...)
+			})
+		}
+	})
+}
+
+// inspired by https://stackoverflow.com/a/33008200
+func callFuncByName(manager interface{}, funcName string, params ...interface{}) (out []reflect.Value, err error) {
+	managerValue := reflect.ValueOf(manager)
+	m := managerValue.MethodByName(funcName)
+	if !m.IsValid() {
+		return make([]reflect.Value, 0), fmt.Errorf("Method not found \"%s\"", funcName)
+	}
+	in := make([]reflect.Value, len(params))
+	for i, param := range params {
+		in[i] = reflect.ValueOf(param)
+	}
+	out = m.Call(in)
+	return
+}
+
+func allExportedMethods(subject interface{}) []string {
+	var methods []string
+	subjectType := reflect.TypeOf(subject)
+	for i := 0; i < subjectType.NumMethod(); i++ {
+		name := subjectType.Method(i).Name
+		if name[0] >= 'A' && name[0] <= 'Z' {
+			methods = append(methods, name)
+		}
+	}
+
+	return methods
+}

platform/dbops/binaries/weaviate-src/usecases/backup/backend.go

@@ -0,0 +1,702 @@
+//                           _       _
+// __      _____  __ ___   ___  __ _| |_ ___
+// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
+//  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
+//   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
+//
+//  Copyright © 2016 - 2025 Weaviate B.V. All rights reserved.
+//
+//  CONTACT: hello@weaviate.io
+//
+
+package backup
+
+import (
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"os"
+	"path"
+	"path/filepath"
+	"runtime"
+	"sync/atomic"
+	"time"
+
+	"github.com/prometheus/client_golang/prometheus"
+	"github.com/sirupsen/logrus"
+
+	"github.com/weaviate/weaviate/cluster/fsm"
+	"github.com/weaviate/weaviate/entities/backup"
+	enterrors "github.com/weaviate/weaviate/entities/errors"
+	"github.com/weaviate/weaviate/entities/modulecapabilities"
+	"github.com/weaviate/weaviate/usecases/monitoring"
+)
+
+// TODO adjust or make configurable
+const (
+	storeTimeout = 24 * time.Hour
+	metaTimeout  = 20 * time.Minute
+
+	// DefaultChunkSize if size is not specified
+	DefaultChunkSize = 1 << 27 // 128MB
+
+	// maxChunkSize is the upper bound on the chunk size
+	maxChunkSize = 1 << 29 // 512MB
+
+	// minChunkSize is the lower bound on the chunk size
+	minChunkSize = 1 << 21 // 2MB
+
+	// maxCPUPercentage max CPU percentage can be consumed by the file writer
+	maxCPUPercentage = 80
+
+	// DefaultCPUPercentage default CPU percentage can be consumed by the file writer
+	DefaultCPUPercentage = 50
+)
+
+const (
+	// BackupFile used by a node to store its metadata
+	BackupFile = "backup.json"
+	// GlobalBackupFile used by coordinator to store its metadata
+	GlobalBackupFile  = "backup_config.json"
+	GlobalRestoreFile = "restore_config.json"
+	TempDirectory     = ".backup.tmp"
+)
+
+var _NUMCPU = runtime.NumCPU()
+
+type objectStore struct {
+	backend modulecapabilities.BackupBackend
+
+	backupId string // use supplied backup id
+	bucket   string // Override bucket for one call
+	path     string // Override path for one call
+}
+
+func (s *objectStore) HomeDir(overrideBucket, overridePath string) string {
+	return s.backend.HomeDir(s.backupId, overrideBucket, overridePath)
+}
+
+func (s *objectStore) WriteToFile(ctx context.Context, key, destPath, overrideBucket, overridePath string) error {
+	return s.backend.WriteToFile(ctx, s.backupId, key, destPath, overrideBucket, overridePath)
+}
+
+// SourceDataPath is data path of all source files
+func (s *objectStore) SourceDataPath() string {
+	return s.backend.SourceDataPath()
+}
+
+func (s *objectStore) Write(ctx context.Context, key, overrideBucket, overridePath string, r io.ReadCloser) (int64, error) {
+	return s.backend.Write(ctx, s.backupId, key, overrideBucket, overridePath, r)
+}
+
+func (s *objectStore) Read(ctx context.Context, key, overrideBucket, overridePath string, w io.WriteCloser) (int64, error) {
+	return s.backend.Read(ctx, s.backupId, key, overrideBucket, overridePath, w)
+}
+
+func (s *objectStore) Initialize(ctx context.Context, overrideBucket, overridePath string) error {
+	return s.backend.Initialize(ctx, s.backupId, overrideBucket, overridePath)
+}
+
+// meta marshals and uploads metadata
+func (s *objectStore) putMeta(ctx context.Context, key, overrideBucket, overridePath string, desc interface{}) error {
+	bytes, err := json.Marshal(desc)
+	if err != nil {
+		return fmt.Errorf("putMeta: marshal meta file %q: %w", key, err)
+	}
+	ctx, cancel := context.WithTimeout(ctx, metaTimeout)
+	defer cancel()
+	if err := s.backend.PutObject(ctx, s.backupId, key, overrideBucket, overridePath, bytes); err != nil {
+		return fmt.Errorf("putMeta: upload meta file %q into bucket %v, path %v: %w", key, overrideBucket, overridePath, err)
+	}
+	return nil
+}
+
+func (s *objectStore) meta(ctx context.Context, key, overrideBucket, overridePath string, dest interface{}) error {
+	bytes, err := s.backend.GetObject(ctx, s.backupId, key, overrideBucket, overridePath)
+	if err != nil {
+		return err
+	}
+	err = json.Unmarshal(bytes, dest)
+	if err != nil {
+		return fmt.Errorf("marshal meta file %q: %w", key, err)
+	}
+	return nil
+}
+
+type nodeStore struct {
+	objectStore
+}
+
+func NewNodeStore(backend modulecapabilities.BackupBackend, backupId, bucket, path string) *nodeStore {
+	return &nodeStore{objectStore: objectStore{backend, backupId, bucket, path}}
+}
+
+// Meta gets meta data using standard path or deprecated old path
+//
+// adjustBasePath: sets the base path to the old path if the backup has been created prior to v1.17.
+func (s *nodeStore) Meta(ctx context.Context, backupID, overrideBucket, overridePath string, adjustBasePath bool) (*backup.BackupDescriptor, error) {
+	var result backup.BackupDescriptor
+	err := s.meta(ctx, BackupFile, overrideBucket, overridePath, &result)
+	if err != nil {
+		cs := &objectStore{s.backend, backupID, overrideBucket, overridePath} // for backward compatibility
+		if err := cs.meta(ctx, BackupFile, overrideBucket, overridePath, &result); err == nil {
+			if adjustBasePath {
+				s.objectStore.backupId = backupID
+			}
+			return &result, nil
+		}
+	}
+
+	return &result, err
+}
+
+// meta marshals and uploads metadata
+func (s *nodeStore) PutMeta(ctx context.Context, desc *backup.BackupDescriptor, overrideBucket, overridePath string) error {
+	return s.putMeta(ctx, BackupFile, overrideBucket, overridePath, desc)
+}
+
+type coordStore struct {
+	objectStore
+}
+
+// PutMeta puts coordinator's global metadata into object store
+func (s *coordStore) PutMeta(ctx context.Context, filename string, desc *backup.DistributedBackupDescriptor, overrideBucket, overridePath string) error {
+	return s.putMeta(ctx, filename, overrideBucket, overridePath, desc)
+}
+
+// Meta gets coordinator's global metadata from object store
+func (s *coordStore) Meta(ctx context.Context, filename, overrideBucket, overridePath string) (*backup.DistributedBackupDescriptor, error) {
+	var result backup.DistributedBackupDescriptor
+	err := s.meta(ctx, filename, overrideBucket, overridePath, &result)
+	if err != nil && filename == GlobalBackupFile {
+		var oldBackup backup.BackupDescriptor
+		if err := s.meta(ctx, BackupFile, overrideBucket, overridePath, &oldBackup); err == nil {
+			return oldBackup.ToDistributed(), nil
+		}
+	}
+	return &result, err
+}
+
+// uploader uploads backup artifacts. This includes db files and metadata
+type uploader struct {
+	sourcer        Sourcer
+	rbacSourcer    fsm.Snapshotter
+	dynUserSourcer fsm.Snapshotter
+	backend        nodeStore
+	backupID       string
+	zipConfig
+	setStatus func(st backup.Status)
+	log       logrus.FieldLogger
+}
+
+func newUploader(sourcer Sourcer, rbacSourcer fsm.Snapshotter, dynUserSourcer fsm.Snapshotter, backend nodeStore,
+	backupID string, setstatus func(st backup.Status), l logrus.FieldLogger,
+) *uploader {
+	return &uploader{
+		sourcer, rbacSourcer, dynUserSourcer, backend,
+		backupID,
+		newZipConfig(Compression{
+			Level:         DefaultCompression,
+			CPUPercentage: DefaultCPUPercentage,
+			ChunkSize:     DefaultChunkSize,
+		}),
+		setstatus,
+		l,
+	}
+}
+
+func (u *uploader) withCompression(cfg zipConfig) *uploader {
+	u.zipConfig = cfg
+	return u
+}
+
+// all uploads all files in addition to the metadata file
+func (u *uploader) all(ctx context.Context, classes []string, desc *backup.BackupDescriptor, overrideBucket, overridePath string) (err error) {
+	u.setStatus(backup.Transferring)
+	desc.Status = string(backup.Transferring)
+	ch := u.sourcer.BackupDescriptors(ctx, desc.ID, classes)
+	var totalPreCompressionSize int64 // Track total pre-compression bytes
+	defer func() {
+		//  release indexes under all conditions
+		u.releaseIndexes(classes, desc.ID)
+
+		//  make sure context is not cancelled when uploading metadata
+		ctx := context.Background()
+
+		// Handle success case first
+		if err == nil {
+			u.log.Info("start uploading metadata")
+			if err = u.backend.PutMeta(ctx, desc, overrideBucket, overridePath); err != nil {
+				desc.Status = string(backup.Transferred)
+			}
+			u.setStatus(backup.Success)
+			u.log.Info("finish uploading metadata")
+			return
+		}
+
+		desc.Error = err.Error()
+
+		// Handle error cases
+		if errors.Is(err, context.Canceled) || errors.Is(ctx.Err(), context.Canceled) {
+			u.setStatus(backup.Cancelled)
+			desc.Status = string(backup.Cancelled)
+		}
+
+		u.log.Info("start uploading metadata for cancelled or failed backup")
+		if metaErr := u.backend.PutMeta(ctx, desc, overrideBucket, overridePath); metaErr != nil {
+			// combine errors for shadowing the original error in case
+			// of putMeta failure
+			err = fmt.Errorf("upload %w: %w", err, metaErr)
+		}
+		u.log.Info("finish uploading metadata for cancelled or failed backup")
+	}()
+
+	contextChecker := func(ctx context.Context) error {
+		ctxerr := ctx.Err()
+		if ctxerr != nil {
+			u.setStatus(backup.Cancelled)
+			desc.Status = string(backup.Cancelled)
+			u.releaseIndexes(classes, desc.ID)
+		}
+		return ctxerr
+	}
+
+Loop:
+	for {
+		select {
+		case cdesc, ok := <-ch:
+			if !ok {
+				u.releaseIndexes(classes, desc.ID)
+				break Loop // we are done
+			}
+			if cdesc.Error != nil {
+				return cdesc.Error
+			}
+			u.log.WithField("class", cdesc.Name).Info("start uploading files")
+			preCompressionSize, err := u.class(ctx, desc.ID, &cdesc, overrideBucket, overridePath)
+			if err != nil {
+				return err
+			}
+			totalPreCompressionSize += preCompressionSize
+			cdesc.PreCompressionSizeBytes = preCompressionSize // Set pre-compression size for this class
+			desc.Classes = append(desc.Classes, cdesc)
+			u.log.WithField("class", cdesc.Name).Info("finish uploading files")
+
+		case <-ctx.Done():
+			return contextChecker(ctx)
+		}
+	}
+
+	if err := ctx.Err(); err != nil {
+		return contextChecker(ctx)
+	} else if u.rbacSourcer != nil {
+		u.log.Info("start uploading RBAC backups")
+		descrp, err := u.rbacSourcer.Snapshot()
+		if err != nil {
+			return err
+		}
+		desc.RbacBackups = descrp
+	}
+
+	if err := ctx.Err(); err != nil {
+		return contextChecker(ctx)
+	} else if u.dynUserSourcer != nil {
+		u.log.Info("start uploading dynamic user backups")
+		descrp, err := u.dynUserSourcer.Snapshot()
+		if err != nil {
+			return err
+		}
+		desc.UserBackups = descrp
+	}
+
+	u.setStatus(backup.Transferred)
+	desc.Status = string(backup.Success)
+	// After all classes, set desc.PreCompressionSizeBytes as the sum of all class sizes
+	desc.PreCompressionSizeBytes = totalPreCompressionSize
+	return nil
+}
+
+func (u *uploader) releaseIndexes(classes []string, ID string) {
+	for _, class := range classes {
+		className := class
+		enterrors.GoWrapper(func() {
+			if err := u.sourcer.ReleaseBackup(context.Background(), ID, className); err != nil {
+				u.log.WithFields(logrus.Fields{
+					"class":    className,
+					"backupID": ID,
+				}).Error("failed to release backup")
+			}
+		}, u.log)
+	}
+}
+
+// class uploads one class
+// Returns the number of bytes written for this class
+func (u *uploader) class(ctx context.Context, id string, desc *backup.ClassDescriptor, overrideBucket, overridePath string) (int64, error) {
+	var err error
+	classLabel := desc.Name
+	if monitoring.GetMetrics().Group {
+		classLabel = "n/a"
+	}
+	metric, err := monitoring.GetMetrics().BackupStoreDurations.GetMetricWithLabelValues(getType(u.backend.backend), classLabel)
+	if err == nil {
+		timer := prometheus.NewTimer(metric)
+		defer timer.ObserveDuration()
+	}
+	defer func() {
+		// backups need to be released anyway
+		enterrors.GoWrapper(func() {
+			if err := u.sourcer.ReleaseBackup(context.Background(), id, desc.Name); err != nil {
+				u.log.WithFields(logrus.Fields{
+					"class":    id,
+					"backupID": desc.Name,
+				}).Error("failed to release backup")
+			}
+		}, u.log)
+	}()
+	ctx, cancel := context.WithTimeout(ctx, storeTimeout)
+	defer cancel()
+
+	u.log.WithFields(logrus.Fields{
+		"action":   "upload_class",
+		"duration": storeTimeout,
+	}).Debug("context.WithTimeout")
+
+	nShards := len(desc.Shards)
+	if nShards == 0 {
+		return 0, nil
+	}
+
+	desc.Chunks = make(map[int32][]string, 1+nShards/2)
+	var (
+		hasJobs   atomic.Bool
+		lastChunk = int32(0)
+		nWorker   = u.GoPoolSize
+	)
+	if nWorker > nShards {
+		nWorker = nShards
+	}
+	hasJobs.Store(nShards > 0)
+
+	// jobs produces work for the processor
+	jobs := func(xs []*backup.ShardDescriptor) <-chan *backup.ShardDescriptor {
+		sendCh := make(chan *backup.ShardDescriptor)
+		f := func() {
+			defer close(sendCh)
+			defer hasJobs.Store(false)
+
+			for _, shard := range xs {
+				select {
+				case sendCh <- shard:
+				// cancellation will happen for two reasons:
+				//  - 1. if the whole operation has been aborted,
+				//  - 2. or if the processor routine returns an error
+				case <-ctx.Done():
+					return
+				}
+			}
+		}
+		enterrors.GoWrapper(f, u.log)
+		return sendCh
+	}
+
+	// processor
+	processor := func(nWorker int, sender <-chan *backup.ShardDescriptor) <-chan chuckShards {
+		eg, ctx := enterrors.NewErrorGroupWithContextWrapper(u.log, ctx)
+		eg.SetLimit(nWorker)
+		recvCh := make(chan chuckShards, nWorker)
+		f := func() {
+			defer close(recvCh)
+			for i := 0; i < nWorker; i++ {
+				eg.Go(func() error {
+					// operation might have been aborted see comment above
+					if err := ctx.Err(); err != nil {
+						return err
+					}
+					for hasJobs.Load() {
+						if err := ctx.Err(); err != nil {
+							return err
+						}
+						chunk := atomic.AddInt32(&lastChunk, 1)
+						shards, preCompressionSize, err := u.compress(ctx, desc.Name, chunk, sender, overrideBucket, overridePath)
+						if err != nil {
+							return err
+						}
+						if m := int32(len(shards)); m > 0 {
+							recvCh <- chuckShards{chunk, shards, preCompressionSize}
+						}
+					}
+					return err
+				})
+			}
+			err = eg.Wait()
+		}
+		enterrors.GoWrapper(f, u.log)
+		return recvCh
+	}
+
+	for x := range processor(nWorker, jobs(desc.Shards)) {
+		desc.Chunks[x.chunk] = x.shards
+		desc.PreCompressionSizeBytes += x.preCompressionSize
+	}
+	return desc.PreCompressionSizeBytes, err
+}
+
+type chuckShards struct {
+	chunk              int32
+	shards             []string
+	preCompressionSize int64
+}
+
+func (u *uploader) compress(ctx context.Context,
+	class string, // class name
+	chunk int32, // chunk index
+	ch <-chan *backup.ShardDescriptor, // chan of shards
+	overrideBucket, overridePath string, // bucket name and path
+) ([]string, int64, error) {
+	var (
+		chunkKey = chunkKey(class, chunk)
+		shards   = make([]string, 0, 10)
+		// add tolerance to enable better optimization of the chunk size
+		maxSize            = int64(u.ChunkSize + u.ChunkSize/20) // size + 5%
+		preCompressionSize atomic.Int64
+		eg                 = enterrors.NewErrorGroupWrapper(u.log)
+	)
+	zip, reader := NewZip(u.backend.SourceDataPath(), u.Level)
+	producer := func() error {
+		defer zip.Close()
+		lastShardSize := int64(0)
+		for shard := range ch {
+			if err := ctx.Err(); err != nil {
+				return err
+			}
+
+			eg.Go(func() error {
+				// Calculate pre-compression size for this shard
+				shardPreSize := u.calculateShardPreCompressionSize(shard)
+				preCompressionSize.Add(shardPreSize)
+				return nil
+			})
+
+			if _, err := zip.WriteShard(ctx, shard); err != nil {
+				return err
+			}
+			shard.Chunk = chunk
+			shards = append(shards, shard.Name)
+			shard.ClearTemporary()
+			zip.gzw.Flush() // flush new shard
+			lastShardSize = zip.lastWritten() - lastShardSize
+			if zip.lastWritten()+lastShardSize > maxSize {
+				break
+			}
+		}
+		return nil
+	}
+
+	// consumer
+	eg.Go(func() error {
+		if _, err := u.backend.Write(ctx, chunkKey, overrideBucket, overridePath, reader); err != nil {
+			return err
+		}
+		return nil
+	})
+
+	if err := producer(); err != nil {
+		return shards, preCompressionSize.Load(), err
+	}
+	// wait for the consumer to finish
+	return shards, preCompressionSize.Load(), eg.Wait()
+}
+
+// calculateShardPreCompressionSize calculates the total size of a shard before compression
+// Since shards are paused and memtables are flushed during backup, we only need to calculate
+// the size of files on disk, not in-memory data.
+func (u *uploader) calculateShardPreCompressionSize(shard *backup.ShardDescriptor) int64 {
+	var totalSize int64
+	sourceDataPath := u.backend.SourceDataPath()
+	// Add size of files on disk (in-memory data is flushed to disk during backup preparation)
+	for _, filePath := range shard.Files {
+		fullPath := filepath.Join(sourceDataPath, filePath)
+		if info, err := os.Stat(fullPath); err == nil {
+			totalSize += info.Size()
+		}
+	}
+
+	u.log.WithFields(logrus.Fields{
+		"shard":          shard.Name,
+		"filesCount":     len(shard.Files),
+		"totalSize":      totalSize,
+		"sourceDataPath": sourceDataPath,
+	}).Debug("calculated pre-compression size for shard")
+
+	return totalSize
+}
+
+// fileWriter downloads files from object store and writes files to the destination folder destDir
+type fileWriter struct {
+	sourcer    Sourcer
+	backend    nodeStore
+	tempDir    string
+	destDir    string
+	movedFiles []string // files successfully moved to destination folder
+	compressed bool
+	GoPoolSize int
+	migrator   func(classPath string) error
+	logger     logrus.FieldLogger
+}
+
+func newFileWriter(sourcer Sourcer, backend nodeStore,
+	compressed bool, logger logrus.FieldLogger,
+) *fileWriter {
+	destDir := backend.SourceDataPath()
+	return &fileWriter{
+		sourcer:    sourcer,
+		backend:    backend,
+		destDir:    destDir,
+		tempDir:    path.Join(destDir, TempDirectory),
+		movedFiles: make([]string, 0, 64),
+		compressed: compressed,
+		GoPoolSize: routinePoolSize(50),
+		logger:     logger,
+	}
+}
+
+func (fw *fileWriter) WithPoolPercentage(p int) *fileWriter {
+	fw.GoPoolSize = routinePoolSize(p)
+	return fw
+}
+
+func (fw *fileWriter) setMigrator(m func(classPath string) error) { fw.migrator = m }
+
+// Write downloads files and put them in the destination directory
+func (fw *fileWriter) Write(ctx context.Context, desc *backup.ClassDescriptor, overrideBucket, overridePath string) (err error) {
+	if len(desc.Shards) == 0 { // nothing to copy
+		return nil
+	}
+	classTempDir := path.Join(fw.tempDir, desc.Name)
+
+	if err := fw.writeTempFiles(ctx, classTempDir, overrideBucket, overridePath, desc); err != nil {
+		return fmt.Errorf("get files: %w", err)
+	}
+
+	if fw.migrator != nil {
+		if err := fw.migrator(classTempDir); err != nil {
+			return fmt.Errorf("migrate from pre 1.23: %w", err)
+		}
+	}
+
+	return nil
+}
+
+// writeTempFiles writes class files into a temporary directory
+// temporary directory path = d.tempDir/className
+// Function makes sure that created files will be removed in case of an error
+func (fw *fileWriter) writeTempFiles(ctx context.Context, classTempDir, overrideBucket, overridePath string, desc *backup.ClassDescriptor) (err error) {
+	if err := os.RemoveAll(classTempDir); err != nil {
+		return fmt.Errorf("remove %s: %w", classTempDir, err)
+	}
+	if err := os.MkdirAll(classTempDir, os.ModePerm); err != nil {
+		return fmt.Errorf("create temp class folder %s: %w", classTempDir, err)
+	}
+	ctx, cancel := context.WithCancel(ctx)
+	defer cancel()
+
+	// no compression processed as before
+	eg, ctx := enterrors.NewErrorGroupWithContextWrapper(fw.logger, ctx)
+	if !fw.compressed {
+		eg.SetLimit(2 * _NUMCPU)
+		for _, shard := range desc.Shards {
+			shard := shard
+			eg.Go(func() error { return fw.writeTempShard(ctx, shard, classTempDir, overrideBucket, overridePath) }, shard.Name)
+		}
+		return eg.Wait()
+	}
+
+	// source files are compressed
+
+	eg.SetLimit(fw.GoPoolSize)
+	for k := range desc.Chunks {
+		chunk := chunkKey(desc.Name, k)
+		eg.Go(func() error {
+			uz, w := NewUnzip(classTempDir)
+			enterrors.GoWrapper(func() {
+				fw.backend.Read(ctx, chunk, overrideBucket, overridePath, w)
+			}, fw.logger)
+			_, err := uz.ReadChunk()
+			return err
+		})
+	}
+	return eg.Wait()
+}
+
+func (fw *fileWriter) writeTempShard(ctx context.Context, sd *backup.ShardDescriptor, classTempDir, overrideBucket, overridePath string) error {
+	for _, key := range sd.Files {
+		destPath := path.Join(classTempDir, key)
+		destDir := path.Dir(destPath)
+		if err := os.MkdirAll(destDir, os.ModePerm); err != nil {
+			return fmt.Errorf("create folder %s: %w", destDir, err)
+		}
+		if err := fw.backend.WriteToFile(ctx, key, destPath, overrideBucket, overridePath); err != nil {
+			return fmt.Errorf("write file %s: %w", destPath, err)
+		}
+	}
+	destPath := path.Join(classTempDir, sd.DocIDCounterPath)
+	if err := os.WriteFile(destPath, sd.DocIDCounter, os.ModePerm); err != nil {
+		return fmt.Errorf("write counter file %s: %w", destPath, err)
+	}
+	destPath = path.Join(classTempDir, sd.PropLengthTrackerPath)
+	if err := os.WriteFile(destPath, sd.PropLengthTracker, os.ModePerm); err != nil {
+		return fmt.Errorf("write prop file %s: %w", destPath, err)
+	}
+	destPath = path.Join(classTempDir, sd.ShardVersionPath)
+	if err := os.WriteFile(destPath, sd.Version, os.ModePerm); err != nil {
+		return fmt.Errorf("write version file %s: %w", destPath, err)
+	}
+	return nil
+}
+
+func chunkKey(class string, id int32) string {
+	return fmt.Sprintf("%s/chunk-%d", class, id)
+}
+
+func routinePoolSize(percentage int) int {
+	if percentage == 0 { // default value
+		percentage = DefaultCPUPercentage
+	} else if percentage > maxCPUPercentage {
+		percentage = maxCPUPercentage
+	}
+	if x := (_NUMCPU * percentage) / 100; x > 0 {
+		return x
+	}
+	return 1
+}
+
+// RestoreClassDir returns a func that restores classes on the filesystem directly from the temporary class backup stored on disk.
+// This function is invoked by the Raft store when a restoration request is sent by the backup coordinator.
+func RestoreClassDir(dataPath string) func(class string) error {
+	return func(class string) error {
+		classTempDir := filepath.Join(dataPath, TempDirectory, class)
+		// nothing to restore
+		if _, err := os.Stat(classTempDir); err != nil {
+			return nil
+		}
+		defer os.RemoveAll(classTempDir)
+		files, err := os.ReadDir(classTempDir)
+		if err != nil {
+			return fmt.Errorf("read %s", classTempDir)
+		}
+		destDir := dataPath
+
+		for _, key := range files {
+			from := path.Join(classTempDir, key.Name())
+			to := path.Join(destDir, key.Name())
+			if err := os.Rename(from, to); err != nil {
+				return fmt.Errorf("move %s %s: %w", from, to, err)
+			}
+		}
+
+		return nil
+	}
+}

platform/dbops/binaries/weaviate-src/usecases/backup/backend_test.go

@@ -0,0 +1,73 @@
+//                           _       _
+// __      _____  __ ___   ___  __ _| |_ ___
+// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
+//  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
+//   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
+//
+//  Copyright © 2016 - 2025 Weaviate B.V. All rights reserved.
+//
+//  CONTACT: hello@weaviate.io
+//
+
+package backup
+
+import (
+	"os"
+	"path/filepath"
+	"testing"
+
+	"github.com/sirupsen/logrus"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+
+	"github.com/weaviate/weaviate/entities/backup"
+	"github.com/weaviate/weaviate/entities/modulecapabilities"
+)
+
+func TestCalculateShardPreCompressionSize(t *testing.T) {
+	// Create a temporary directory for test files
+	tempDir := t.TempDir()
+
+	// Create test files with known sizes
+	testFiles := []string{
+		"test1.db",
+		"test2.db",
+		"test3.db",
+	}
+
+	// Create files with specific content
+	fileSizes := make(map[string]int64)
+	for i, filename := range testFiles {
+		content := make([]byte, 100*(i+1)) // 100, 200, 300 bytes
+		filePath := filepath.Join(tempDir, filename)
+		err := os.WriteFile(filePath, content, 0o644)
+		require.NoError(t, err)
+		fileSizes[filename] = int64(len(content))
+	}
+
+	// Create a test shard descriptor
+	shard := &backup.ShardDescriptor{
+		Name:  "test-shard",
+		Node:  "test-node",
+		Files: testFiles,
+	}
+
+	// Create a mock backend with expectations
+	mockBackend := modulecapabilities.NewMockBackupBackend(t)
+	mockBackend.EXPECT().SourceDataPath().Return(tempDir)
+
+	// Create a mock uploader with the temp directory as source path
+	uploader := &uploader{
+		backend: nodeStore{
+			objectStore: objectStore{
+				backend: mockBackend,
+			},
+		},
+		log: logrus.New(),
+	}
+
+	// Calculate pre-compression size
+	preCompressionSize := uploader.calculateShardPreCompressionSize(shard)
+
+	assert.Equal(t, int64(100+200+300), preCompressionSize)
+}

platform/dbops/binaries/weaviate-src/usecases/backup/backupper.go

@@ -0,0 +1,190 @@
+//                           _       _
+// __      _____  __ ___   ___  __ _| |_ ___
+// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
+//  \ V  V /  __/ (_| |\ V /| | (_| | ||  __/
+//   \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
+//
+//  Copyright © 2016 - 2025 Weaviate B.V. All rights reserved.
+//
+//  CONTACT: hello@weaviate.io
+//
+
+package backup
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"time"
+
+	"github.com/sirupsen/logrus"
+
+	"github.com/weaviate/weaviate/cluster/fsm"
+	"github.com/weaviate/weaviate/entities/backup"
+	enterrors "github.com/weaviate/weaviate/entities/errors"
+	"github.com/weaviate/weaviate/entities/models"
+	"github.com/weaviate/weaviate/usecases/config"
+)
+
+type backupper struct {
+	node           string
+	logger         logrus.FieldLogger
+	sourcer        Sourcer
+	rbacSourcer    fsm.Snapshotter
+	dynUserSourcer fsm.Snapshotter
+	backends       BackupBackendProvider
+	// shardCoordinationChan is sync and coordinate operations
+	shardSyncChan
+}
+
+func newBackupper(node string, logger logrus.FieldLogger, sourcer Sourcer, rbacSourcer fsm.Snapshotter, dynUserSourcer fsm.Snapshotter, backends BackupBackendProvider,
+) *backupper {
+	return &backupper{
+		node:           node,
+		logger:         logger,
+		sourcer:        sourcer,
+		rbacSourcer:    rbacSourcer,
+		dynUserSourcer: dynUserSourcer,
+		backends:       backends,
+		shardSyncChan:  shardSyncChan{coordChan: make(chan interface{}, 5)},
+	}
+}
+
+// Backup is called by the User
+func (b *backupper) Backup(ctx context.Context,
+	store nodeStore, id string, classes []string, overrideBucket, overridePath string,
+) (*backup.CreateMeta, error) {
+	// make sure there is no active backup
+	req := Request{
+		Method:  OpCreate,
+		ID:      id,
+		Classes: classes,
+		Bucket:  overrideBucket,
+		Path:    overridePath,
+	}
+	if _, err := b.backup(store, &req); err != nil {
+		return nil, backup.NewErrUnprocessable(err)
+	}
+
+	return &backup.CreateMeta{
+		Path:   store.HomeDir(overrideBucket, overridePath),
+		Status: backup.Started,
+	}, nil
+}
+
+// Status returns status of a backup
+// If the backup is still active the status is immediately returned
+// If not it fetches the metadata file to get the status
+func (b *backupper) Status(ctx context.Context, backend, bakID string,
+) (*models.BackupCreateStatusResponse, error) {
+	st, err := b.OnStatus(ctx, &StatusRequest{OpCreate, bakID, backend, "", ""}) // retrieved from store
+	if err != nil {
+		if errors.Is(err, errMetaNotFound) {
+			err = backup.NewErrNotFound(err)
+		} else {
+			err = backup.NewErrUnprocessable(err)
+		}
+		return nil, err
+	}
+	// check if backup is still active
+	status := string(st.Status)
+	return &models.BackupCreateStatusResponse{
+		ID:      bakID,
+		Path:    st.Path,
+		Status:  &status,
+		Backend: backend,
+	}, nil
+}
+
+func (b *backupper) OnStatus(ctx context.Context, req *StatusRequest) (reqState, error) {
+	// check if backup is still active
+	st := b.lastOp.get()
+	if st.ID == req.ID {
+		return st, nil // st contains path, which is the homedir, a combination of bucket and path
+	}
+
+	// The backup might have been already created.
+	store, err := nodeBackend(b.node, b.backends, req.Backend, req.ID, req.Bucket, req.Path)
+	if err != nil {
+		return reqState{}, fmt.Errorf("no backup provider %q, did you enable the right module?", req.Backend)
+	}
+
+	meta, err := store.Meta(ctx, req.ID, store.bucket, store.path, false)
+	if err != nil {
+		path := fmt.Sprintf("%s/%s", req.ID, BackupFile)
+		return reqState{}, fmt.Errorf("cannot get status while backing up: %w: %q: %w", errMetaNotFound, path, err)
+	}
+	if meta.Error != "" {
+		return reqState{}, errors.New(meta.Error)
+	}
+
+	return reqState{
+		Starttime: meta.StartedAt,
+		ID:        req.ID,
+		Path:      store.HomeDir(store.bucket, store.path),
+		Status:    backup.Status(meta.Status),
+	}, nil
+}
+
+// backup checks if the node is ready to back up (can commit phase)
+//
+// Moreover it starts a goroutine in the background which waits for the
+// next instruction from the coordinator (second phase).
+// It will start the backup as soon as it receives an ack, or abort otherwise
+func (b *backupper) backup(store nodeStore, req *Request) (CanCommitResponse, error) {
+	id := req.ID
+	expiration := req.Duration
+	if expiration > _TimeoutShardCommit {
+		expiration = _TimeoutShardCommit
+	}
+	ret := CanCommitResponse{
+		Method:  OpCreate,
+		ID:      req.ID,
+		Timeout: expiration,
+	}
+
+	// make sure there is no active backup
+	if prevID := b.lastOp.renew(id, store.HomeDir(req.Bucket, req.Path), req.Bucket, req.Path); prevID != "" {
+		return ret, fmt.Errorf("backup %s already in progress", prevID)
+	}
+	b.waitingForCoordinatorToCommit.Store(true) // is set to false by wait()
+	// waits for ack from coordinator in order to processed with the backup
+	f := func() {
+		defer b.lastOp.reset()
+		if err := b.waitForCoordinator(expiration, id); err != nil {
+			b.logger.WithField("action", "create_backup").
+				Error(err)
+			b.lastAsyncError = err
+			return
+
+		}
+		provider := newUploader(b.sourcer, b.rbacSourcer, b.dynUserSourcer, store, req.ID, b.lastOp.set, b.logger).
+			withCompression(newZipConfig(req.Compression))
+
+		result := backup.BackupDescriptor{
+			StartedAt:     time.Now().UTC(),
+			ID:            id,
+			Classes:       make([]backup.ClassDescriptor, 0, len(req.Classes)),
+			Version:       Version,
+			ServerVersion: config.ServerVersion,
+		}
+
+		// the coordinator might want to abort the backup
+		done := make(chan struct{})
+		ctx := b.withCancellation(context.Background(), id, done, b.logger)
+		defer close(done)
+
+		logFields := logrus.Fields{"action": "create_backup", "backup_id": req.ID, "override_bucket": req.Bucket, "override_path": req.Path}
+		if err := provider.all(ctx, req.Classes, &result, req.Bucket, req.Path); err != nil {
+			b.logger.WithFields(logFields).Error(err)
+			b.lastAsyncError = err
+
+		} else {
+			b.logger.WithFields(logFields).Info("backup completed successfully")
+		}
+		result.CompletedAt = time.Now().UTC()
+	}
+	enterrors.GoWrapper(f, b.logger)
+
+	return ret, nil
+}