docs and cleanup

2025-05-26 18:18:55 +00:00 · 2025-05-26 18:18:55 +00:00 · 8f39689a50
commit 8f39689a50
parent a866e5bddc
9 changed files with 332 additions and 632 deletions
--- a/README.md
+++ b/README.md
@ -152,31 +152,99 @@ Uses Google's Vertex AI multimodal embedding model for generating high-quality i
 ### Prerequisites
 - Python 3.8+
 - Docker
 - Google Cloud account with Firestore, Storage, Pub/Sub, Cloud Functions, Compute Engine, and Vision API enabled
- Terraform (for infrastructure deployment)
+- Terraform (for infrastructure deployment): https://developer.hashicorp.com/terraform/tutorials/aws-get-started/install-cli
 - gcloud CLI: https://cloud.google.com/sdk/docs/install
-### Installation
+### Deployment
 #### 1. Clone the Repository
 1. Clone the repository:
 ```bash
 git clone {repo-url}
 cd {repo-name}
 ```
-2. Create and activate a virtual environment:
+#### 2. Configure Google Cloud Project
 Set your Google Cloud project ID:
 ```bash
 gcloud config set project PROJECT_ID
 gcloud auth login
 gcloud auth application-default login
 gcloud auth configure-docker
 ```
 Replace `PROJECT_ID` with your actual Google Cloud project ID.
 #### 3. Configure Terraform Variables
 Create your Terraform variables file from the example:
 ```bash
 cp deployment/terraform/terraform.tfvars.example deployment/terraform/terraform.tfvars
 ```
 Edit the variables file with your specific values.
 #### 4. Download Service Account Credentials
 Download the service account credentials for the project and save them as `firestore-credentials.json` in the root directory.
 #### 5. Deploy Infrastructure
 Deploy the complete infrastructure including VM, Cloud Functions, and all Google Cloud services:
 ```bash
 ./deployment/deploy.sh --build --deploy
 ```
 #### 6. Seed Initial Data (Optional and requires to install the virtual environment first)
 Initialize the database with sample data:
 ```bash
 python ./scripts/seed_firestore.py
 ```
 #### 7. Verify Deployment
 Your API will be available at the Cloud Run URL provided after deployment. Check the deployment status and test the endpoints.
 #### 8. Destroy Infrastructure (Optional)
 To tear down all deployed resources:
 ```bash
 ./deployment/deploy.sh --destroy
 ```
 ### Local Development
 #### 1. Setup Local Environment
 Create and activate a virtual environment:
 ```bash
 python -m venv venv
 source venv/bin/activate  # Linux/macOS
 venv\Scripts\activate     # Windows
 ```
-3. Install dependencies:
+#### 2. Install Dependencies
 ```bash
 pip install -r requirements.txt
 ```
-4. Create a `.env` file with the following environment variables:
+#### 3. Configure Local Environment
-   ```
+
 Create a `.env` file for local development (use different values from production):
 ```env
 # Project Environment Variables
 ENVIRONMENT=development
 LOG_LEVEL=DEBUG
@ -186,41 +254,36 @@ Uses Google's Vertex AI multimodal embedding model for generating high-quality i
 # Firestore settings
 FIRESTORE_PROJECT_ID=gen-lang-client-0424120530
-    FIRESTORE_DATABASE_NAME=contoso-imagedb
+FIRESTORE_DATABASE_NAME=contoso-imagedb-dev
 FIRESTORE_CREDENTIALS_FILE=firestore-credentials.json
 # Google Cloud Storage settings
-    GCS_BUCKET_NAME=contoso-images
+GCS_BUCKET_NAME=contoso-images-dev
 GCS_CREDENTIALS_FILE=firestore-credentials.json
 # Security settings
-    API_KEY_SECRET=super-secret-key
+API_KEY_SECRET=local-dev-secret-key
-    API_KEY_EXPIRY_DAYS=365
+API_KEY_EXPIRY_DAYS=30
-    # Vector Database settings
+# Vector Database settings (point to deployed VM or local instance)
 QDRANT_PORT=6333
 QDRANT_HTTPS=false
 QDRANT_PREFER_GRPC=false
 ```
-5. **Deploy Infrastructure**
+#### 4. Start Local Development Server
   ```bash
   ./deployment/deploy.sh --build --deploy
   python ./scripts/seed_firestore.py
   ```
 6. **Destroy Infrastructure**
   ```bash
   ./deployment/deploy.sh --destroy
   ```
 7. **Local Development**
 ```bash
 ./scripts/start.sh
 ```
-8. **Local Testing**
+#### 5. Run Tests
 ```bash
 source venv/Scripts/activate && python scripts/run_tests.py all
 ```
 The local development server will be available at `http://localhost:8000` with API documentation at `http://localhost:8000/docs`.
 ## API Endpoints
@ -298,7 +361,6 @@ A **hybrid authentication model**:
 1. **Public Management Endpoints**: Users, teams, and API key creation are **publicly accessible** for easy integration and setup
 2. **Protected Data Endpoints**: Image storage and search require **API key authentication**
 ### **Authentication & Pagination Status**
 | Endpoint Category | Authentication | Pagination Status | Notes |
--- a/deployment/deploy.sh
+++ b/deployment/deploy.sh
--- a/deployment/terraform/.terraform.lock.hcl
+++ b/deployment/terraform/.terraform.lock.hcl
@ -4,6 +4,7 @@
 provider "registry.terraform.io/hashicorp/archive" {
  version = "2.7.1"
  hashes = [
    "h1:62VrkalDPMKB9zerCBS4iKTbvxejwnAWn/XXYZZQWD4=",
    "h1:RzToQiFwVaxcV0QmgbyaKgNOhqc6oLKiFyZTrQSGcog=",
    "zh:19881bb356a4a656a865f48aee70c0b8a03c35951b7799b6113883f67f196e8e",
    "zh:2fcfbf6318dd514863268b09bbe19bfc958339c636bcbcc3664b45f2b8bf5cc6",
@ -23,6 +24,7 @@ provider "registry.terraform.io/hashicorp/archive" {
 provider "registry.terraform.io/hashicorp/google" {
  version = "6.36.1"
  hashes = [
    "h1:DTbEbqeeLHIC+hsNr+IsYk8Qt+UXrTtza0YttHrfHUg=",
    "h1:rj3g00i0dH4VxXYO5xXJg188i6OXWbFUT6WmLbO5orY=",
    "zh:161d054bda352a286a997f80f3d59366d072377abc6777bfe8abacc2e10ac2bf",
    "zh:314c38d8050036176031f691b533184c3578036085483fed877b3b139f887047",
--- a/deployment/terraform/.terraform.tfstate.lock.info
+++ b/deployment/terraform/.terraform.tfstate.lock.info
@ -1 +0,0 @@
 {"ID":"f7ebd466-aa1e-1c15-bedf-0f9c92044463","Operation":"OperationTypeApply","Info":"","Who":"DESKTOP\\habal@Desktop","Version":"1.10.1","Created":"2025-05-26T16:46:06.4288884Z","Path":"terraform.tfstate"}
--- a/deployment/terraform/terraform.tfstate
+++ b/deployment/terraform/terraform.tfstate
@ -1,7 +1,7 @@
 {
  "version": 4,
-  "terraform_version": "1.10.1",
+  "terraform_version": "1.12.1",
-  "serial": 451,
+  "serial": 482,
  "lineage": "a183cd95-f987-8698-c6dd-84e933c394a5",
  "outputs": {
    "cloud_function_name": {
@ -13,11 +13,11 @@
      "type": "string"
    },
    "cloud_run_qdrant_host": {
-      "value": "35.193.174.125",
+      "value": "35.239.162.50",
      "type": "string"
    },
    "cloud_run_qdrant_host_internal": {
-      "value": "10.128.0.7",
+      "value": "10.128.0.10",
      "type": "string"
    },
    "cloud_run_url": {
@ -32,8 +32,8 @@
      "value": {
        "cloud_run_url": "https://contoso-p64zpdtkta-uc.a.run.app",
        "firestore_database": "contoso-imagedb",
-        "qdrant_endpoint": "http://35.193.174.125:6333",
+        "qdrant_endpoint": "http://35.239.162.50:6333",
-        "qdrant_host_ip": "35.193.174.125",
+        "qdrant_host_ip": "35.239.162.50",
        "static_ip_enabled": false,
        "storage_bucket": "contoso-images"
      },
@ -62,11 +62,11 @@
      "type": "string"
    },
    "qdrant_grpc_endpoint": {
-      "value": "http://35.193.174.125:6334",
+      "value": "http://35.239.162.50:6334",
      "type": "string"
    },
    "qdrant_http_endpoint": {
-      "value": "http://35.193.174.125:6333",
+      "value": "http://35.239.162.50:6333",
      "type": "string"
    },
    "storage_bucket_name": {
@ -74,11 +74,11 @@
      "type": "string"
    },
    "vector_db_vm_external_ip": {
-      "value": "35.193.174.125",
+      "value": "35.239.162.50",
      "type": "string"
    },
    "vector_db_vm_internal_ip": {
-      "value": "10.128.0.7",
+      "value": "10.128.0.10",
      "type": "string"
    },
    "vector_db_vm_name": {
@ -98,16 +98,16 @@
          "attributes": {
            "exclude_symlink_directories": null,
            "excludes": null,
-            "id": "fe2be242d7b603458e099720b9d99e319952abb0",
+            "id": "89f7ed751d329280db05b2b98b5018b0af9ece39",
-            "output_base64sha256": "+3DKsNV8OT4cv8S2rftR1Pe8UUHzJNn2hhWkS8FcN9I=",
+            "output_base64sha256": "EJTnhfhxMekptx4HEzFKW+jo7mvd0K/ecHZr4CnvJCQ=",
-            "output_base64sha512": "2+zPRbyYxFDTa0LJz6TmZOajp10eJNQla9tK0S8d++4T6vXgt7nKSy81GO+V4ttWYopmipOvRYJe5YZ4WvmecA==",
+            "output_base64sha512": "f2NkqpPZp+ZLfUvhzm+er2o5edUW9A6u0RsyKTSngTQs1DCF9OUpEoUgvPE+Pjwg5bZWk4XU1xIlGyuG60GMag==",
            "output_file_mode": null,
-            "output_md5": "8e8a10dd705e45fe8645782a20d999a3",
+            "output_md5": "7f6e38555ecabf16a324987982823b6e",
            "output_path": "./function-source.zip",
-            "output_sha": "fe2be242d7b603458e099720b9d99e319952abb0",
+            "output_sha": "89f7ed751d329280db05b2b98b5018b0af9ece39",
-            "output_sha256": "fb70cab0d57c393e1cbfc4b6adfb51d4f7bc5141f324d9f68615a44bc15c37d2",
+            "output_sha256": "1094e785f87131e929b71e0713314a5be8e8ee6bddd0afde70766be029ef2424",
-            "output_sha512": "dbeccf45bc98c450d36b42c9cfa4e664e6a3a75d1e24d4256bdb4ad12f1dfbee13eaf5e0b7b9ca4b2f3518ef95e2db56628a668a93af45825ee586785af99e70",
+            "output_sha512": "7f6364aa93d9a7e64b7d4be1ce6f9eaf6a3979d516f40eaed11b322934a781342cd43085f4e529128520bcf13e3e3c20e5b6569385d4d712251b2b86eb418c6a",
-            "output_size": 69764811,
+            "output_size": 3871,
            "source": [],
            "source_content": null,
            "source_content_filename": null,
@ -115,7 +115,8 @@
            "source_file": null,
            "type": "zip"
          },
-          "sensitive_attributes": []
+          "sensitive_attributes": [],
          "identity_schema_version": 0
        }
      ]
    },
@ -148,7 +149,8 @@
              "generative-language": "enabled"
            }
          },
-          "sensitive_attributes": []
+          "sensitive_attributes": [],
          "identity_schema_version": 0
        }
      ]
    },
@ -172,7 +174,7 @@
                "effective_annotations": {
                  "run.googleapis.com/ingress": "all",
                  "run.googleapis.com/ingress-status": "all",
-                  "run.googleapis.com/operation-id": "2b1374b6-6b03-4d99-a76c-b8e751f46df0",
+                  "run.googleapis.com/operation-id": "0425a798-bd0b-4453-83ba-38983e678875",
                  "run.googleapis.com/urls": "[\"https://contoso-761163285547.us-central1.run.app\",\"https://contoso-p64zpdtkta-uc.a.run.app\"]",
                  "serving.knative.dev/creator": "johnpccd3@gmail.com",
                  "serving.knative.dev/lastModifier": "johnpccd3@gmail.com"
@ -184,12 +186,12 @@
                "generation": 1,
                "labels": null,
                "namespace": "gen-lang-client-0424120530",
-                "resource_version": "AAY191YVk4g",
+                "resource_version": "AAY2Deo4Uy8",
                "self_link": "/apis/serving.knative.dev/v1/namespaces/761163285547/services/contoso",
                "terraform_labels": {
                  "goog-terraform-provisioned": "true"
                },
-                "uid": "d8b0e29e-2db1-4f23-8b6c-d7238a9a5f89"
+                "uid": "65c83cd2-1e60-4541-a922-6132aabb9311"
              }
            ],
            "name": "contoso",
@ -216,14 +218,14 @@
                    "type": "RoutesReady"
                  }
                ],
-                "latest_created_revision_name": "contoso-00001-htg",
+                "latest_created_revision_name": "contoso-00001-w6c",
-                "latest_ready_revision_name": "contoso-00001-htg",
+                "latest_ready_revision_name": "contoso-00001-w6c",
                "observed_generation": 1,
                "traffic": [
                  {
                    "latest_revision": true,
                    "percent": 100,
-                    "revision_name": "contoso-00001-htg",
+                    "revision_name": "contoso-00001-w6c",
                    "tag": "",
                    "url": ""
                  }
@ -291,7 +293,7 @@
                          },
                          {
                            "name": "QDRANT_HOST",
-                            "value": "35.193.174.125",
+                            "value": "35.239.162.50",
                            "value_from": []
                          },
                          {
@ -308,16 +310,6 @@
                            "name": "QDRANT_PREFER_GRPC",
                            "value": "false",
                            "value_from": []
                          },
                          {
                            "name": "VECTOR_DB_ENVIRONMENT",
                            "value": "gcp-starter",
                            "value_from": []
                          },
                          {
                            "name": "VECTOR_DB_INDEX_NAME",
                            "value": "image-embeddings",
                            "value_from": []
                          }
                        ],
                        "env_from": [],
@ -379,47 +371,8 @@
              }
            ]
          },
-          "sensitive_attributes": [
+          "sensitive_attributes": [],
-            [
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              {
                "type": "get_attr",
                "value": "template"
              },
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                "type": "index",
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          "dependencies": [
            "google_compute_address.vector_db_static_ip",
@ -440,7 +393,7 @@
          "schema_version": 0,
          "attributes": {
            "condition": [],
-            "etag": "BwY191avNJc=",
+            "etag": "BwY2DeqBDyE=",
            "id": "v1/projects/gen-lang-client-0424120530/locations/us-central1/services/contoso/roles/run.invoker/allUsers",
            "location": "us-central1",
            "member": "allUsers",
@ -449,6 +402,7 @@
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          },
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          "private": "bnVsbA==",
          "dependencies": [
            "google_cloud_run_service.contoso",
@ -474,7 +428,7 @@
                "automatic_update_policy": [
                  {}
                ],
-                "build": "projects/761163285547/locations/us-central1/builds/3804d611-8e49-491b-b994-4ed7fc528e92",
+                "build": "projects/761163285547/locations/us-central1/builds/08578917-6013-4d38-9c9e-6cf438f1cbd4",
                "docker_repository": "projects/gen-lang-client-0424120530/locations/us-central1/repositories/gcf-artifacts",
                "entry_point": "process_image_embedding",
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@ -488,7 +442,7 @@
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                        "bucket": "gen-lang-client-0424120530-cloud-function-source",
                        "generation": 1748186294324568,
-                        "object": "function-source-8e8a10dd705e45fe8645782a20d999a3.zip"
+                        "object": "function-source-7f6e38555ecabf16a324987982823b6e.zip"
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@ -508,13 +462,13 @@
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                "retry_policy": "RETRY_POLICY_RETRY",
                "service_account_email": "761163285547-compute@developer.gserviceaccount.com",
-                "trigger": "projects/gen-lang-client-0424120530/locations/us-central1/triggers/process-image-embedding-873142",
+                "trigger": "projects/gen-lang-client-0424120530/locations/us-central1/triggers/process-image-embedding-093029",
                "trigger_region": "us-central1"
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            ],
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            "kms_key_name": "",
-            "labels": null,
+            "labels": {},
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@ -534,7 +488,7 @@
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                  "QDRANT_COLLECTION": "image_vectors",
-                  "QDRANT_HOST": "35.193.174.125",
+                  "QDRANT_HOST": "35.239.162.50",
                  "QDRANT_HTTPS": "false",
                  "QDRANT_PORT": "6333",
                  "VERTEX_AI_LOCATION": "us-central1"
@ -559,35 +513,11 @@
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-            "update_time": "2025-05-25T15:20:42.834818284Z",
+            "update_time": "2025-05-26T17:37:44.525533692Z",
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@ -621,7 +551,7 @@
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-            "creation_timestamp": "2025-05-24T14:09:17.159-07:00",
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@ -648,6 +578,7 @@
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@ -711,7 +642,7 @@
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            "cpu_platform": "Intel Broadwell",
-            "creation_timestamp": "2025-05-25T03:58:31.230-07:00",
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@ -724,7 +655,7 @@
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            "instance_encryption_key": [],
-            "instance_id": "3665939918038714681",
+            "instance_id": "7202785867853274026",
            "key_revocation_action_type": "",
            "label_fingerprint": "vezUS-42LLM=",
            "labels": {},
@ -738,7 +669,7 @@
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-                    "nat_ip": "35.193.174.125",
+                    "nat_ip": "35.239.162.50",
                    "network_tier": "PREMIUM",
                    "public_ptr_domain_name": ""
                  }
@ -751,7 +682,7 @@
                "name": "nic0",
                "network": "https://www.googleapis.com/compute/v1/projects/gen-lang-client-0424120530/global/networks/default",
                "network_attachment": "",
-                "network_ip": "10.128.0.7",
+                "network_ip": "10.128.0.10",
                "nic_type": "",
                "queue_count": 0,
                "stack_type": "IPV4_ONLY",
@ -823,7 +754,7 @@
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              {
                "type": "get_attr",
-                "value": "disk_encryption_key_rsa"
+                "value": "disk_encryption_key_raw"
              }
            ],
            [
@ -840,16 +771,11 @@
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              {
                "type": "get_attr",
-                "value": "disk_encryption_key_raw"
+                "value": "disk_encryption_key_rsa"
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            "google_compute_address.vector_db_static_ip",
@ -875,8 +801,8 @@
            "database_edition": "STANDARD",
            "delete_protection_state": "DELETE_PROTECTION_DISABLED",
            "deletion_policy": "ABANDON",
-            "earliest_version_time": "2025-05-25T14:17:09.893967Z",
+            "earliest_version_time": "2025-05-26T17:30:34.654251Z",
-            "etag": "IKfR75n1vo0DMKrW4vCEvY0D",
+            "etag": "IJPvj6vewY0DMLiE6qfXwY0D",
            "id": "projects/gen-lang-client-0424120530/databases/contoso-imagedb",
            "key_prefix": "",
            "location_id": "us-central1",
@ -885,11 +811,12 @@
            "project": "gen-lang-client-0424120530",
            "timeouts": null,
            "type": "FIRESTORE_NATIVE",
-            "uid": "f4aa945b-2205-4f94-b903-57815519f2fc",
+            "uid": "1b80214d-7fd4-4c54-9542-729c7225ed1f",
            "update_time": "",
            "version_retention_period": "3600s"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInVwZGF0ZSI6MTIwMDAwMDAwMDAwMH19",
          "dependencies": [
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@ -907,13 +834,14 @@
          "schema_version": 0,
          "attributes": {
            "condition": [],
-            "etag": "BwY16WAsDU4=",
+            "etag": "BwY2DU48jAs=",
            "id": "gen-lang-client-0424120530/roles/eventarc.eventReceiver/serviceAccount:761163285547-compute@developer.gserviceaccount.com",
            "member": "serviceAccount:761163285547-compute@developer.gserviceaccount.com",
            "project": "gen-lang-client-0424120530",
            "role": "roles/eventarc.eventReceiver"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "bnVsbA==",
          "dependencies": [
            "data.google_project.current"
@ -931,13 +859,14 @@
          "schema_version": 0,
          "attributes": {
            "condition": [],
-            "etag": "BwY16WAsDU4=",
+            "etag": "BwY2DU48jAs=",
            "id": "gen-lang-client-0424120530/roles/datastore.user/serviceAccount:761163285547-compute@developer.gserviceaccount.com",
            "member": "serviceAccount:761163285547-compute@developer.gserviceaccount.com",
            "project": "gen-lang-client-0424120530",
            "role": "roles/datastore.user"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "bnVsbA==",
          "dependencies": [
            "data.google_project.current"
@ -955,13 +884,14 @@
          "schema_version": 0,
          "attributes": {
            "condition": [],
-            "etag": "BwY16WAsDU4=",
+            "etag": "BwY2DU48jAs=",
            "id": "gen-lang-client-0424120530/roles/pubsub.subscriber/serviceAccount:761163285547-compute@developer.gserviceaccount.com",
            "member": "serviceAccount:761163285547-compute@developer.gserviceaccount.com",
            "project": "gen-lang-client-0424120530",
            "role": "roles/pubsub.subscriber"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "bnVsbA==",
          "dependencies": [
            "data.google_project.current"
@ -979,13 +909,14 @@
          "schema_version": 0,
          "attributes": {
            "condition": [],
-            "etag": "BwY16WAsDU4=",
+            "etag": "BwY2DU48jAs=",
            "id": "gen-lang-client-0424120530/roles/storage.objectViewer/serviceAccount:761163285547-compute@developer.gserviceaccount.com",
            "member": "serviceAccount:761163285547-compute@developer.gserviceaccount.com",
            "project": "gen-lang-client-0424120530",
            "role": "roles/storage.objectViewer"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "bnVsbA==",
          "dependencies": [
            "data.google_project.current"
@ -1003,13 +934,14 @@
          "schema_version": 0,
          "attributes": {
            "condition": [],
-            "etag": "BwY16WAsDU4=",
+            "etag": "BwY2DU48jAs=",
            "id": "gen-lang-client-0424120530/roles/aiplatform.user/serviceAccount:761163285547-compute@developer.gserviceaccount.com",
            "member": "serviceAccount:761163285547-compute@developer.gserviceaccount.com",
            "project": "gen-lang-client-0424120530",
            "role": "roles/aiplatform.user"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "bnVsbA==",
          "dependencies": [
            "data.google_project.current"
@ -1035,6 +967,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1049,6 +982,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1063,6 +997,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1077,6 +1012,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1091,6 +1027,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1105,6 +1042,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1119,6 +1057,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1133,6 +1072,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1147,6 +1087,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1161,6 +1102,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1175,6 +1117,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        }
      ]
@ -1228,6 +1171,7 @@
            "topic": "projects/gen-lang-client-0424120530/topics/image-processing-topic-dlq"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInVwZGF0ZSI6MTIwMDAwMDAwMDAwMH19",
          "dependencies": [
            "google_pubsub_topic.image_processing_dlq"
@ -1272,6 +1216,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInVwZGF0ZSI6MTIwMDAwMDAwMDAwMH19"
        }
      ]
@ -1313,6 +1258,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInVwZGF0ZSI6MTIwMDAwMDAwMDAwMH19"
        }
      ]
@ -1327,7 +1273,7 @@
          "schema_version": 0,
          "attributes": {
            "condition": [],
-            "etag": "BwY16CEHGDA=",
+            "etag": "BwY2DU48nbo=",
            "id": "projects/gen-lang-client-0424120530/topics/image-processing-topic/roles/pubsub.publisher",
            "members": [
              "serviceAccount:761163285547-compute@developer.gserviceaccount.com"
@ -1337,6 +1283,7 @@
            "topic": "projects/gen-lang-client-0424120530/topics/image-processing-topic"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "bnVsbA==",
          "dependencies": [
            "data.google_project.current",
@ -1365,9 +1312,10 @@
            "name": "projects/gen-lang-client-0424120530/serviceAccounts/vector-db-sa@gen-lang-client-0424120530.iam.gserviceaccount.com",
            "project": "gen-lang-client-0424120530",
            "timeouts": null,
-            "unique_id": "115648202672357296665"
+            "unique_id": "118261137128240596892"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjozMDAwMDAwMDAwMDB9fQ=="
        }
      ]
@ -1411,7 +1359,7 @@
            "self_link": "https://www.googleapis.com/storage/v1/b/contoso-images",
            "soft_delete_policy": [
              {
-                "effective_time": "2025-05-24T21:09:21.315Z",
+                "effective_time": "2025-05-26T17:30:31.355Z",
                "retention_duration_seconds": 604800
              }
            ],
@ -1419,15 +1367,16 @@
            "terraform_labels": {
              "goog-terraform-provisioned": "true"
            },
-            "time_created": "2025-05-24T21:09:21.315Z",
+            "time_created": "2025-05-26T17:30:31.355Z",
            "timeouts": null,
            "uniform_bucket_level_access": true,
-            "updated": "2025-05-24T21:09:21.315Z",
+            "updated": "2025-05-26T17:30:31.355Z",
            "url": "gs://contoso-images",
            "versioning": [],
            "website": []
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjo2MDAwMDAwMDAwMDAsInJlYWQiOjI0MDAwMDAwMDAwMCwidXBkYXRlIjoyNDAwMDAwMDAwMDB9LCJzY2hlbWFfdmVyc2lvbiI6IjMifQ==",
          "dependencies": [
            "google_project_service.services"
@ -1474,7 +1423,7 @@
            "self_link": "https://www.googleapis.com/storage/v1/b/gen-lang-client-0424120530-cloud-function-source",
            "soft_delete_policy": [
              {
-                "effective_time": "2025-05-24T21:47:35.399Z",
+                "effective_time": "2025-05-26T17:30:31.392Z",
                "retention_duration_seconds": 604800
              }
            ],
@ -1482,15 +1431,16 @@
            "terraform_labels": {
              "goog-terraform-provisioned": "true"
            },
-            "time_created": "2025-05-24T21:47:35.399Z",
+            "time_created": "2025-05-26T17:30:31.392Z",
            "timeouts": null,
            "uniform_bucket_level_access": true,
-            "updated": "2025-05-24T21:47:35.399Z",
+            "updated": "2025-05-26T17:30:31.392Z",
            "url": "gs://gen-lang-client-0424120530-cloud-function-source",
            "versioning": [],
            "website": []
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjo2MDAwMDAwMDAwMDAsInJlYWQiOjI0MDAwMDAwMDAwMCwidXBkYXRlIjoyNDAwMDAwMDAwMDB9LCJzY2hlbWFfdmVyc2lvbiI6IjMifQ==",
          "dependencies": [
            "google_project_service.services"
@ -1514,21 +1464,21 @@
            "content_encoding": "",
            "content_language": "",
            "content_type": "application/zip",
-            "crc32c": "cMTkTw==",
+            "crc32c": "aWG2+g==",
            "customer_encryption": [],
-            "detect_md5hash": "jooQ3XBeRf6GRXgqINmZow==",
+            "detect_md5hash": "f244VV7KvxajJJh5goI7bg==",
            "event_based_hold": false,
-            "generation": 1748186292978895,
+            "generation": 1748280633915865,
-            "id": "gen-lang-client-0424120530-cloud-function-source-function-source-8e8a10dd705e45fe8645782a20d999a3.zip",
+            "id": "gen-lang-client-0424120530-cloud-function-source-function-source-7f6e38555ecabf16a324987982823b6e.zip",
            "kms_key_name": "",
-            "md5hash": "jooQ3XBeRf6GRXgqINmZow==",
+            "md5hash": "f244VV7KvxajJJh5goI7bg==",
-            "md5hexhash": "8e8a10dd705e45fe8645782a20d999a3",
+            "md5hexhash": "7f6e38555ecabf16a324987982823b6e",
-            "media_link": "https://storage.googleapis.com/download/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-8e8a10dd705e45fe8645782a20d999a3.zip?generation=1748186292978895\u0026alt=media",
+            "media_link": "https://storage.googleapis.com/download/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-7f6e38555ecabf16a324987982823b6e.zip?generation=1748280633915865\u0026alt=media",
-            "metadata": null,
+            "metadata": {},
-            "name": "function-source-8e8a10dd705e45fe8645782a20d999a3.zip",
+            "name": "function-source-7f6e38555ecabf16a324987982823b6e.zip",
-            "output_name": "function-source-8e8a10dd705e45fe8645782a20d999a3.zip",
+            "output_name": "function-source-7f6e38555ecabf16a324987982823b6e.zip",
            "retention": [],
-            "self_link": "https://www.googleapis.com/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-8e8a10dd705e45fe8645782a20d999a3.zip",
+            "self_link": "https://www.googleapis.com/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-7f6e38555ecabf16a324987982823b6e.zip",
            "source": "./function-source.zip",
            "storage_class": "STANDARD",
            "temporary_hold": false,
@ -1542,6 +1492,7 @@
              }
            ]
          ],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoyNDAwMDAwMDAwMDAsImRlbGV0ZSI6MjQwMDAwMDAwMDAwLCJ1cGRhdGUiOjI0MDAwMDAwMDAwMH19",
          "dependencies": [
            "data.archive_file.function_source",
--- a/deployment/terraform/terraform.tfstate.backup
+++ b/deployment/terraform/terraform.tfstate.backup
@ -1,7 +1,7 @@
 {
  "version": 4,
-  "terraform_version": "1.10.1",
+  "terraform_version": "1.12.1",
-  "serial": 445,
+  "serial": 479,
  "lineage": "a183cd95-f987-8698-c6dd-84e933c394a5",
  "outputs": {
    "cloud_function_name": {
@ -13,11 +13,11 @@
      "type": "string"
    },
    "cloud_run_qdrant_host": {
-      "value": "35.193.174.125",
+      "value": "35.239.162.50",
      "type": "string"
    },
    "cloud_run_qdrant_host_internal": {
-      "value": "10.128.0.7",
+      "value": "10.128.0.10",
      "type": "string"
    },
    "cloud_run_url": {
@ -32,8 +32,8 @@
      "value": {
        "cloud_run_url": "https://contoso-p64zpdtkta-uc.a.run.app",
        "firestore_database": "contoso-imagedb",
-        "qdrant_endpoint": "http://35.193.174.125:6333",
+        "qdrant_endpoint": "http://35.239.162.50:6333",
-        "qdrant_host_ip": "35.193.174.125",
+        "qdrant_host_ip": "35.239.162.50",
        "static_ip_enabled": false,
        "storage_bucket": "contoso-images"
      },
@ -62,11 +62,11 @@
      "type": "string"
    },
    "qdrant_grpc_endpoint": {
-      "value": "http://35.193.174.125:6334",
+      "value": "http://35.239.162.50:6334",
      "type": "string"
    },
    "qdrant_http_endpoint": {
-      "value": "http://35.193.174.125:6333",
+      "value": "http://35.239.162.50:6333",
      "type": "string"
    },
    "storage_bucket_name": {
@ -74,11 +74,11 @@
      "type": "string"
    },
    "vector_db_vm_external_ip": {
-      "value": "35.193.174.125",
+      "value": "35.239.162.50",
      "type": "string"
    },
    "vector_db_vm_internal_ip": {
-      "value": "10.128.0.7",
+      "value": "10.128.0.10",
      "type": "string"
    },
    "vector_db_vm_name": {
@ -98,16 +98,16 @@
          "attributes": {
            "exclude_symlink_directories": null,
            "excludes": null,
-            "id": "0cfb36e4e396f12e3ad2944c44b083bff2224ad5",
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-            "output_base64sha256": "uMoV4IM2IuGcRtqeI7wbu3OsTmvDx1ohDDxkEE5NY9U=",
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@ -172,7 +174,7 @@
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@ -184,12 +186,12 @@
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@ -216,14 +218,14 @@
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@ -291,7 +293,7 @@
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@ -308,16 +310,6 @@
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@ -379,47 +371,8 @@
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@ -823,7 +754,7 @@
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          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1133,6 +1072,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1147,6 +1087,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1161,6 +1102,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        },
        {
@ -1175,6 +1117,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInJlYWQiOjYwMDAwMDAwMDAwMCwidXBkYXRlIjoxMjAwMDAwMDAwMDAwfX0="
        }
      ]
@ -1228,6 +1171,7 @@
            "topic": "projects/gen-lang-client-0424120530/topics/image-processing-topic-dlq"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInVwZGF0ZSI6MTIwMDAwMDAwMDAwMH19",
          "dependencies": [
            "google_pubsub_topic.image_processing_dlq"
@ -1272,6 +1216,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInVwZGF0ZSI6MTIwMDAwMDAwMDAwMH19"
        }
      ]
@ -1313,6 +1258,7 @@
            "timeouts": null
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoxMjAwMDAwMDAwMDAwLCJkZWxldGUiOjEyMDAwMDAwMDAwMDAsInVwZGF0ZSI6MTIwMDAwMDAwMDAwMH19"
        }
      ]
@ -1327,7 +1273,7 @@
          "schema_version": 0,
          "attributes": {
            "condition": [],
-            "etag": "BwY16CEHGDA=",
+            "etag": "BwY2DU48nbo=",
            "id": "projects/gen-lang-client-0424120530/topics/image-processing-topic/roles/pubsub.publisher",
            "members": [
              "serviceAccount:761163285547-compute@developer.gserviceaccount.com"
@ -1337,6 +1283,7 @@
            "topic": "projects/gen-lang-client-0424120530/topics/image-processing-topic"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "bnVsbA==",
          "dependencies": [
            "data.google_project.current",
@ -1365,9 +1312,10 @@
            "name": "projects/gen-lang-client-0424120530/serviceAccounts/vector-db-sa@gen-lang-client-0424120530.iam.gserviceaccount.com",
            "project": "gen-lang-client-0424120530",
            "timeouts": null,
-            "unique_id": "115648202672357296665"
+            "unique_id": "118261137128240596892"
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjozMDAwMDAwMDAwMDB9fQ=="
        }
      ]
@ -1411,7 +1359,7 @@
            "self_link": "https://www.googleapis.com/storage/v1/b/contoso-images",
            "soft_delete_policy": [
              {
-                "effective_time": "2025-05-24T21:09:21.315Z",
+                "effective_time": "2025-05-26T17:30:31.355Z",
                "retention_duration_seconds": 604800
              }
            ],
@ -1419,15 +1367,16 @@
            "terraform_labels": {
              "goog-terraform-provisioned": "true"
            },
-            "time_created": "2025-05-24T21:09:21.315Z",
+            "time_created": "2025-05-26T17:30:31.355Z",
            "timeouts": null,
            "uniform_bucket_level_access": true,
-            "updated": "2025-05-24T21:09:21.315Z",
+            "updated": "2025-05-26T17:30:31.355Z",
            "url": "gs://contoso-images",
            "versioning": [],
            "website": []
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjo2MDAwMDAwMDAwMDAsInJlYWQiOjI0MDAwMDAwMDAwMCwidXBkYXRlIjoyNDAwMDAwMDAwMDB9LCJzY2hlbWFfdmVyc2lvbiI6IjMifQ==",
          "dependencies": [
            "google_project_service.services"
@ -1474,7 +1423,7 @@
            "self_link": "https://www.googleapis.com/storage/v1/b/gen-lang-client-0424120530-cloud-function-source",
            "soft_delete_policy": [
              {
-                "effective_time": "2025-05-24T21:47:35.399Z",
+                "effective_time": "2025-05-26T17:30:31.392Z",
                "retention_duration_seconds": 604800
              }
            ],
@ -1482,15 +1431,16 @@
            "terraform_labels": {
              "goog-terraform-provisioned": "true"
            },
-            "time_created": "2025-05-24T21:47:35.399Z",
+            "time_created": "2025-05-26T17:30:31.392Z",
            "timeouts": null,
            "uniform_bucket_level_access": true,
-            "updated": "2025-05-24T21:47:35.399Z",
+            "updated": "2025-05-26T17:30:31.392Z",
            "url": "gs://gen-lang-client-0424120530-cloud-function-source",
            "versioning": [],
            "website": []
          },
          "sensitive_attributes": [],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjo2MDAwMDAwMDAwMDAsInJlYWQiOjI0MDAwMDAwMDAwMCwidXBkYXRlIjoyNDAwMDAwMDAwMDB9LCJzY2hlbWFfdmVyc2lvbiI6IjMifQ==",
          "dependencies": [
            "google_project_service.services"
@ -1514,21 +1464,21 @@
            "content_encoding": "",
            "content_language": "",
            "content_type": "application/zip",
-            "crc32c": "EgiVnQ==",
+            "crc32c": "aWG2+g==",
            "customer_encryption": [],
-            "detect_md5hash": "tTLPP/gdYt197AE+SGkxqg==",
+            "detect_md5hash": "f244VV7KvxajJJh5goI7bg==",
            "event_based_hold": false,
-            "generation": 1748174860755303,
+            "generation": 1748280633915865,
-            "id": "gen-lang-client-0424120530-cloud-function-source-function-source-b532cf3ff81d62dd7dec013e486931aa.zip",
+            "id": "gen-lang-client-0424120530-cloud-function-source-function-source-7f6e38555ecabf16a324987982823b6e.zip",
            "kms_key_name": "",
-            "md5hash": "tTLPP/gdYt197AE+SGkxqg==",
+            "md5hash": "f244VV7KvxajJJh5goI7bg==",
-            "md5hexhash": "b532cf3ff81d62dd7dec013e486931aa",
+            "md5hexhash": "7f6e38555ecabf16a324987982823b6e",
-            "media_link": "https://storage.googleapis.com/download/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-b532cf3ff81d62dd7dec013e486931aa.zip?generation=1748174860755303\u0026alt=media",
+            "media_link": "https://storage.googleapis.com/download/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-7f6e38555ecabf16a324987982823b6e.zip?generation=1748280633915865\u0026alt=media",
            "metadata": {},
-            "name": "function-source-b532cf3ff81d62dd7dec013e486931aa.zip",
+            "name": "function-source-7f6e38555ecabf16a324987982823b6e.zip",
-            "output_name": "function-source-b532cf3ff81d62dd7dec013e486931aa.zip",
+            "output_name": "function-source-7f6e38555ecabf16a324987982823b6e.zip",
            "retention": [],
-            "self_link": "https://www.googleapis.com/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-b532cf3ff81d62dd7dec013e486931aa.zip",
+            "self_link": "https://www.googleapis.com/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-7f6e38555ecabf16a324987982823b6e.zip",
            "source": "./function-source.zip",
            "storage_class": "STANDARD",
            "temporary_hold": false,
@ -1542,6 +1492,7 @@
              }
            ]
          ],
          "identity_schema_version": 0,
          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjoyNDAwMDAwMDAwMDAsImRlbGV0ZSI6MjQwMDAwMDAwMDAwLCJ1cGRhdGUiOjI0MDAwMDAwMDAwMH19",
          "dependencies": [
            "data.archive_file.function_source",
--- a/deployment/terraform/terraform.tfvars.example
+++ b/deployment/terraform/terraform.tfvars.example
@ -1,15 +1,7 @@
-project_id         = "your-gcp-project-id"
+project_id         = "gen-lang-client-0424120530"
 region            = "us-central1"
 zone              = "us-central1-a"
-storage_bucket_name = "your-app-storage-bucket"
+storage_bucket_name = "contoso-images"
 firestore_db_name = "contoso-imagedb"
-
+cloud_run_service_account = "service-account@gen-lang-client-xxx.iam.gserviceaccount.com"
-# Vector Database Configuration
+cloud_function_service_account = "service-account@gen-lang-client-xxx.iam.gserviceaccount.com"
 qdrant_api_key = "your-secure-api-key-here"  # Optional: leave empty for no authentication
 allowed_cidr_blocks = "YOUR_IP_ADDRESS/32"   # Replace with your IP or network range
 use_static_ip = false                        # Set to true if you want a static IP
 # Secret Configuration (all optional - random values will be generated if not provided)
 api_key_secret = ""  # Optional: will generate random key if empty
 gcs_credentials_json = ""  # Optional: JSON content of GCS service account key
 firestore_credentials_json = ""  # Optional: JSON content of Firestore service account key 
--- a/deployment/terraform/variables.tf
+++ b/deployment/terraform/variables.tf
@ -54,7 +54,6 @@ variable "cloud_function_service_account" {
 variable "qdrant_api_key" {
  description = "API key for Qdrant vector database"
  type        = string
  sensitive   = true
  default     = ""
 }
--- a/scripts/README.md
+++ b/scripts/README.md
@ -1,256 +0,0 @@
 # Build and Deployment Scripts
 This directory contains scripts for building and deploying the Contoso API application.
 ## Prerequisites
 - Docker installed and running
 - For deployment: access to a container registry (e.g., DockerHub, Google Container Registry)
 - For Cloud Run deployment: Google Cloud SDK (`gcloud`) installed and configured
 ## Scripts
 ### Build Script (`build.sh`)
 Builds the Docker image for the Contoso API.
 **Usage:**
 ```bash
 # Basic usage (builds with default settings)
 ./scripts/build.sh
 # Customize the image name
 IMAGE_NAME=my-custom-name ./scripts/build.sh
 # Customize the image tag
 IMAGE_TAG=v1.0.0 ./scripts/build.sh
 # Use a custom registry
 REGISTRY=gcr.io/my-project ./scripts/build.sh
 ```
 **Environment Variables:**
 - `IMAGE_NAME`: Name for the Docker image (default: "contoso-api")
 - `IMAGE_TAG`: Tag for the Docker image (default: "latest")
 - `REGISTRY`: Container registry to use (default: empty, using DockerHub)
 ### Deploy Script (`deploy.sh`)
 Pushes the built Docker image to a container registry and optionally deploys to Google Cloud Run.
 **Usage:**
 ```bash
 # Push to registry only
 ./scripts/deploy.sh
 # Push to registry and deploy to Cloud Run
 DEPLOY_TO_CLOUD_RUN=true PROJECT_ID=my-project-id ./scripts/deploy.sh
 # Customize deployment settings
 DEPLOY_TO_CLOUD_RUN=true PROJECT_ID=my-project-id REGION=us-west1 SERVICE_NAME=my-api ./scripts/deploy.sh
 ```
 **Environment Variables:**
 All variables from the build script, plus:
 - `PROJECT_ID`: Google Cloud project ID (required for Cloud Run deployment)
 - `REGION`: Google Cloud region (default: "us-central1")
 - `SERVICE_NAME`: Name for the Cloud Run service (default: "contoso-api")
 ### Cloud Run Deployment Script (`deploy-to-cloud-run.sh`)
 Deploys the application to Google Cloud Run using the service configuration file.
 **Usage:**
 ```bash
 # Deploy using existing service.yaml
 PROJECT_ID=my-project-id ./scripts/deploy-to-cloud-run.sh
 # Build, push, and deploy in one command
 PROJECT_ID=my-project-id BUILD=true PUSH=true ./scripts/deploy-to-cloud-run.sh
 # Customize the deployment
 PROJECT_ID=my-project-id REGION=us-west1 IMAGE_TAG=v1.0.0 ./scripts/deploy-to-cloud-run.sh
 ```
 **Environment Variables:**
 - `PROJECT_ID`: Google Cloud project ID (required)
 - `REGION`: Google Cloud region (default: "us-central1")
 - `SERVICE_CONFIG`: Path to the service configuration file (default: "deployment/cloud-run/service.yaml")
 - `IMAGE_NAME`: Name for the Docker image (default: "contoso-api")
 - `IMAGE_TAG`: Tag for the Docker image (default: "latest")
 - `REGISTRY`: Container registry to use (default: "gcr.io")
 - `BUILD`: Set to "true" to build the image before deployment (default: "false")
 - `PUSH`: Set to "true" to push the image before deployment (default: "false")
 ### Frontend Client Script (`client.sh`)
 Manages the Contoso frontend client development, building, and deployment.
 **Usage:**
 ```bash
 # Start development server
 ./scripts/client.sh dev
 # or
 ./scripts/client.sh serve
 # Build production files
 ./scripts/client.sh build
 # Deploy to static hosting
 DEPLOY_TARGET=netlify ./scripts/client.sh deploy
 # Clean build artifacts
 ./scripts/client.sh clean
 # Install dependencies
 ./scripts/client.sh install
 # Check code quality
 ./scripts/client.sh lint
 # Run tests
 ./scripts/client.sh test
 # Show help
 ./scripts/client.sh help
 ```
 **Environment Variables:**
 - `PORT`: Development server port (default: 8080)
 - `HOST`: Development server host (default: localhost)
 - `DEPLOY_TARGET`: Deployment target - netlify, vercel, s3, github, or manual (default: manual)
 - `S3_BUCKET`: S3 bucket name (required for S3 deployment)
 **Features:**
 - **Development Server**: Starts a local HTTP server with CORS headers for frontend development
 - **Production Build**: Creates optimized production files in `dist/` directory
 - **Multiple Deployment Options**: Supports Netlify, Vercel, AWS S3, GitHub Pages, and manual deployment
 - **Code Quality**: Integrates with ESLint, Stylelint, and HTML Tidy (if installed)
 - **Dependency Management**: Handles Python virtual environment setup
 - **Clean Build**: Removes build artifacts and cache files
 **Deployment Targets:**
 - `netlify`: Deploy using Netlify CLI
 - `vercel`: Deploy using Vercel CLI
 - `s3`: Deploy to AWS S3 bucket (requires AWS CLI and S3_BUCKET env var)
 - `github`: Shows instructions for GitHub Pages deployment
 - `manual`: Shows manual deployment instructions
 ## Example Workflows
 ### Basic workflow:
 ```bash
 # Build and tag with version
 IMAGE_TAG=v1.0.0 ./scripts/build.sh
 # Deploy to Cloud Run
 DEPLOY_TO_CLOUD_RUN=true PROJECT_ID=my-project-id IMAGE_TAG=v1.0.0 ./scripts/deploy.sh
 ```
 ### Using the Cloud Run config file:
 ```bash
 # Build and deploy in one step
 PROJECT_ID=my-project-id BUILD=true PUSH=true ./scripts/deploy-to-cloud-run.sh
 ```
 ### Frontend Development Workflow:
 ```bash
 # Install dependencies
 ./scripts/client.sh install
 # Start development server
 ./scripts/client.sh dev
 # Build for production
 ./scripts/client.sh build
 # Deploy to Netlify
 DEPLOY_TARGET=netlify ./scripts/client.sh deploy
 ```
 # Scripts Documentation
 This directory contains utility scripts for the CONTOSO application.
 ## Database Seeding Scripts
 ### `seed_firestore.py`
 This script initializes and seeds a Google Cloud Firestore database with initial data for the CONTOSO application. It creates teams, users, API keys, and sample image metadata.
 #### Requirements
 - Google Cloud project with Firestore enabled
 - Google Cloud credentials configured on your machine
 - Python 3.8+
 - Required Python packages (listed in `requirements.txt`)
 #### Setup
 1. Make sure you have the Google Cloud SDK installed and configured with access to your project:
   ```bash
   gcloud auth login
   gcloud config set project YOUR_PROJECT_ID
   ```
 2. If not using application default credentials, create a service account key file:
   ```bash
   gcloud iam service-accounts create contoso-app
   gcloud projects add-iam-policy-binding YOUR_PROJECT_ID --member="serviceAccount:contoso-app@YOUR_PROJECT_ID.iam.gserviceaccount.com" --role="roles/datastore.user"
   gcloud iam service-accounts keys create credentials.json --iam-account=contoso-app@YOUR_PROJECT_ID.iam.gserviceaccount.com
   ```
 3. Set environment variables:
   ```bash
   # Windows (CMD)
   set DATABASE_TYPE=firestore
   set GCS_CREDENTIALS_FILE=path/to/credentials.json
   # Windows (PowerShell)
   $env:DATABASE_TYPE="firestore"
   $env:GCS_CREDENTIALS_FILE="path/to/credentials.json"
   # Linux/macOS
   export DATABASE_TYPE=firestore
   export GCS_CREDENTIALS_FILE=path/to/credentials.json
   ```
 #### Usage
 Run the seeding script from the project root directory:
 ```bash
 # Activate the Python virtual environment
 source venv/bin/activate  # Linux/macOS
 venv\Scripts\activate     # Windows
 # Run the script
 python scripts/seed_firestore.py
 ```
 #### Generated Data
 The script will create the following data:
 1. **Teams**:
   - Contoso Development
   - Marketing Team
   - Customer Support
 2. **Users**:
   - Admin User (team: Contoso Development)
   - Developer User (team: Contoso Development)
   - Marketing User (team: Marketing Team)
   - Support User (team: Customer Support)
 3. **API Keys**:
   - One API key per user (the keys will be output to the console, save them securely)
 4. **Images**:
   - Sample image metadata (3 images, one for each team)
 #### Notes
 - The script logs the generated API keys to the console. Save these keys somewhere secure as they won't be displayed again.
 - If you need to re-run the script with existing data, use the `--force` flag to overwrite existing data.
 - This script only creates metadata entries for images - it does not upload actual files to Google Cloud Storage.
		`@ -1 +0,0 @@`
			`{"ID":"f7ebd466-aa1e-1c15-bedf-0f9c92044463","Operation":"OperationTypeApply","Info":"","Who":"DESKTOP\\habal@Desktop","Version":"1.10.1","Created":"2025-05-26T16:46:06.4288884Z","Path":"terraform.tfstate"}`