cloud run functions initializes correct

.gitignore

@@ -55,3 +55,6 @@ coverage.xml
 .terraform
 
 firestore-credentials.json
+
+# Deployment
+function-source.zip

deployment/cloud-function/README.md

@@ -0,0 +1,66 @@
+# Cloud Function for Image Processing
+
+This directory contains the source code for the Cloud Function that processes image embeddings.
+
+## Deployment
+
+**Note: This Cloud Function is now deployed via Terraform, not the previous bash script.**
+
+The Cloud Function is automatically deployed when you run:
+
+```bash
+cd deployment/terraform
+terraform apply
+```
+
+## What the Cloud Function Does
+
+1. **Triggered by Pub/Sub**: Listens to the `image-processing-topic` for new image processing tasks
+2. **Downloads Images**: Retrieves images from Google Cloud Storage
+3. **Generates Embeddings**: Uses Google Cloud Vision API to create image embeddings
+4. **Stores Vectors**: Saves embeddings to the Qdrant vector database
+5. **Updates Status**: Updates Firestore with processing status and embedding metadata
+
+## Environment Variables
+
+The following environment variables are automatically configured by Terraform:
+
+- `QDRANT_HOST`: IP address of the vector database VM
+- `QDRANT_PORT`: Port for Qdrant (default: 6333)
+- `QDRANT_API_KEY`: API key for Qdrant authentication
+- `QDRANT_COLLECTION`: Collection name for storing vectors (default: image_vectors)
+
+## Function Configuration
+
+- **Runtime**: Python 3.11
+- **Memory**: 512MB
+- **Timeout**: 540 seconds (9 minutes)
+- **Max Instances**: 10
+- **Min Instances**: 0 (scales to zero when not in use)
+- **Retry Policy**: Automatic retries on failure
+
+## Dependencies
+
+See `requirements.txt` for the complete list of Python dependencies.
+
+## Monitoring
+
+The function automatically logs to Google Cloud Logging. You can monitor:
+
+- Function executions
+- Error rates
+- Processing times
+- Pub/Sub message handling
+
+## Manual Testing
+
+To manually trigger the function, publish a message to the Pub/Sub topic:
+
+```json
+{
+  "image_id": "test-image-123",
+  "storage_path": "your-bucket/path/to/image.jpg",
+  "team_id": "team-456",
+  "retry_count": 0
+}
+``` 

deployment/cloud-function/deploy.sh

@@ -1,74 +0,0 @@
-#!/bin/bash
-
-# Cloud Function deployment script for image processing
-
-set -e
-
-# Configuration
-PROJECT_ID=${GOOGLE_CLOUD_PROJECT:-"your-project-id"}
-FUNCTION_NAME="process-image-embedding"
-REGION=${REGION:-"us-central1"}
-PUBSUB_TOPIC=${PUBSUB_TOPIC:-"image-processing-topic"}
-MEMORY=${MEMORY:-"512MB"}
-TIMEOUT=${TIMEOUT:-"540s"}
-
-# Environment variables for the function
-QDRANT_HOST=${QDRANT_HOST:-""}
-QDRANT_PORT=${QDRANT_PORT:-"6333"}
-QDRANT_API_KEY=${QDRANT_API_KEY:-""}
-QDRANT_COLLECTION=${QDRANT_COLLECTION:-"image_vectors"}
-
-echo "Deploying Cloud Function: $FUNCTION_NAME"
-echo "Project: $PROJECT_ID"
-echo "Region: $REGION"
-echo "Pub/Sub Topic: $PUBSUB_TOPIC"
-
-# Check if required environment variables are set
-if [ -z "$QDRANT_HOST" ]; then
-    echo "Warning: QDRANT_HOST not set. Function will not store embeddings."
-    echo "Please set QDRANT_HOST to your vector database VM's external IP address."
-fi
-
-# Deploy the function
-gcloud functions deploy $FUNCTION_NAME \
-    --gen2 \
-    --runtime=python311 \
-    --region=$REGION \
-    --source=. \
-    --entry-point=process_image_embedding \
-    --trigger-topic=$PUBSUB_TOPIC \
-    --memory=$MEMORY \
-    --timeout=$TIMEOUT \
-    --set-env-vars="QDRANT_HOST=$QDRANT_HOST,QDRANT_PORT=$QDRANT_PORT,QDRANT_API_KEY=$QDRANT_API_KEY,QDRANT_COLLECTION=$QDRANT_COLLECTION" \
-    --retry \
-    --max-instances=10 \
-    --min-instances=0
-
-echo "Cloud Function deployed successfully!"
-echo "Function name: $FUNCTION_NAME"
-echo "Trigger: Pub/Sub topic '$PUBSUB_TOPIC'"
-echo "Region: $REGION"
-echo "Qdrant Host: $QDRANT_HOST"
-
-# Set up retry policy for the Pub/Sub subscription
-SUBSCRIPTION_NAME="${PUBSUB_TOPIC}-subscription"
-
-echo "Configuring retry policy for subscription: $SUBSCRIPTION_NAME"
-
-# Check if subscription exists, create if not
-if ! gcloud pubsub subscriptions describe $SUBSCRIPTION_NAME --project=$PROJECT_ID >/dev/null 2>&1; then
-    echo "Creating Pub/Sub subscription: $SUBSCRIPTION_NAME"
-    gcloud pubsub subscriptions create $SUBSCRIPTION_NAME \
-        --topic=$PUBSUB_TOPIC \
-        --project=$PROJECT_ID
-fi
-
-# Update subscription with retry policy (max 3 retries)
-gcloud pubsub subscriptions update $SUBSCRIPTION_NAME \
-    --max-retry-delay=600s \
-    --min-retry-delay=10s \
-    --max-delivery-attempts=3 \
-    --project=$PROJECT_ID
-
-echo "Retry policy configured: max 3 delivery attempts"
-echo "Deployment complete!" 

deployment/terraform/.terraform.lock.hcl

@@ -1,6 +1,25 @@
 # This file is maintained automatically by "terraform init".
 # Manual edits may be lost in future updates.
 
+provider "registry.terraform.io/hashicorp/archive" {
+  version = "2.7.1"
+  hashes = [
+    "h1:RzToQiFwVaxcV0QmgbyaKgNOhqc6oLKiFyZTrQSGcog=",
+    "zh:19881bb356a4a656a865f48aee70c0b8a03c35951b7799b6113883f67f196e8e",
+    "zh:2fcfbf6318dd514863268b09bbe19bfc958339c636bcbcc3664b45f2b8bf5cc6",
+    "zh:3323ab9a504ce0a115c28e64d0739369fe85151291a2ce480d51ccbb0c381ac5",
+    "zh:362674746fb3da3ab9bd4e70c75a3cdd9801a6cf258991102e2c46669cf68e19",
+    "zh:7140a46d748fdd12212161445c46bbbf30a3f4586c6ac97dd497f0c2565fe949",
+    "zh:78d5eefdd9e494defcb3c68d282b8f96630502cac21d1ea161f53cfe9bb483b3",
+    "zh:875e6ce78b10f73b1efc849bfcc7af3a28c83a52f878f503bb22776f71d79521",
+    "zh:b872c6ed24e38428d817ebfb214da69ea7eefc2c38e5a774db2ccd58e54d3a22",
+    "zh:cd6a44f731c1633ae5d37662af86e7b01ae4c96eb8b04144255824c3f350392d",
+    "zh:e0600f5e8da12710b0c52d6df0ba147a5486427c1a2cc78f31eea37a47ee1b07",
+    "zh:f21b2e2563bbb1e44e73557bcd6cdbc1ceb369d471049c40eb56cb84b6317a60",
+    "zh:f752829eba1cc04a479cf7ae7271526b402e206d5bcf1fcce9f535de5ff9e4e6",
+  ]
+}
+
 provider "registry.terraform.io/hashicorp/google" {
   version = "6.36.1"
   hashes = [

deployment/terraform/README.md

@@ -3,9 +3,12 @@
 This directory contains Terraform configurations to provision the required Google Cloud resources for Sereact:
 
 - Google Cloud Run service
+- Google Cloud Function for image processing
 - Google Container Registry (GCR)
 - Firestore database
 - Cloud Storage bucket
+- Pub/Sub topics and subscriptions
+- Qdrant vector database VM
 
 ## Prerequisites
 
@@ -22,8 +25,53 @@ This directory contains Terraform configurations to provision the required Googl
    gcloud config set project PROJECT_ID
    ```
 
+## Architecture Overview
+
+The infrastructure includes:
+- **Cloud Run Service**: Main application service
+- **Cloud Function**: Image processing and embedding generation
+- **Qdrant VM**: Vector database running on Compute Engine
+- **Firestore**: Document database
+- **Cloud Storage**: File storage
+- **Pub/Sub**: Message queue for asynchronous image processing
+- **Automatic IP Configuration**: Qdrant VM IP is automatically passed to Cloud Run and Cloud Function
+
+## Cloud Function Integration
+
+The Cloud Function is now fully integrated into Terraform and handles:
+
+1. **Image Processing**: Triggered by Pub/Sub messages
+2. **Embedding Generation**: Uses Google Cloud Vision API
+3. **Vector Storage**: Stores embeddings in Qdrant
+4. **Status Updates**: Updates Firestore with processing results
+
+### Automatic Configuration
+
+The Cloud Function is automatically configured with:
+- **Qdrant Connection**: VM IP address passed as environment variable
+- **IAM Permissions**: Firestore, Storage, and Vision API access
+- **Retry Policy**: Automatic retries on failure
+- **Scaling**: 0-10 instances based on demand
+
 ## Setup and Usage
 
+### Option 1: Automated Deployment (Recommended)
+
+Use the provided script that handles API enablement and proper deployment order:
+
+```bash
+cd deployment/terraform
+./deploy-with-apis.sh
+```
+
+This script will:
+1. Enable all required APIs
+2. Wait for API propagation
+3. Deploy infrastructure in the correct order
+4. Handle Cloud Functions v2 dependencies
+
+### Option 2: Manual Deployment
+
 1. Copy the example variables file and edit it with your values:
    ```bash
    cp terraform.tfvars.example terraform.tfvars
@@ -35,16 +83,33 @@ This directory contains Terraform configurations to provision the required Googl
    terraform init
    ```
 
-3. Preview the changes:
+3. Enable APIs first (required for Cloud Functions v2):
    ```bash
-   terraform plan
+   terraform apply -target=google_project_service.services
    ```
 
-4. Apply the configuration:
+4. Wait for APIs to propagate (2-3 minutes), then deploy everything:
    ```bash
    terraform apply
    ```
 
+## Required APIs
+
+The following APIs are automatically enabled by Terraform:
+
+- `cloudresourcemanager.googleapis.com` - Resource management
+- `containerregistry.googleapis.com` - Container Registry
+- `run.googleapis.com` - Cloud Run
+- `firestore.googleapis.com` - Firestore database
+- `storage.googleapis.com` - Cloud Storage
+- `compute.googleapis.com` - Compute Engine (for Qdrant VM)
+- `cloudfunctions.googleapis.com` - Cloud Functions
+- `cloudbuild.googleapis.com` - Cloud Build (for function deployment)
+- `eventarc.googleapis.com` - Eventarc (required for Cloud Functions v2)
+- `pubsub.googleapis.com` - Pub/Sub messaging
+
+**Note**: If you get an Eventarc API error, use the automated deployment script or wait 2-3 minutes after enabling APIs before deploying the Cloud Function.
+
 5. After provisioning, you'll see outputs including:
    - Cloud Run service URL
    - Storage bucket name

deployment/terraform/cloud-function.tf

@@ -0,0 +1,113 @@
+# Create a Cloud Storage bucket for Cloud Function source code
+resource "google_storage_bucket" "function_source" {
+  name     = "${var.project_id}-cloud-function-source"
+  location = var.region
+  uniform_bucket_level_access = true
+  
+  depends_on = [google_project_service.services]
+}
+
+# Create a ZIP archive of the Cloud Function source code
+data "archive_file" "function_source" {
+  type        = "zip"
+  output_path = "${path.module}/function-source.zip"
+  source_dir  = "${path.module}/../cloud-function"
+}
+
+# Upload the ZIP file to Cloud Storage
+resource "google_storage_bucket_object" "function_source" {
+  name   = "function-source-${data.archive_file.function_source.output_md5}.zip"
+  bucket = google_storage_bucket.function_source.name
+  source = data.archive_file.function_source.output_path
+}
+
+# Create the Cloud Function
+resource "google_cloudfunctions2_function" "image_processor" {
+  name        = "process-image-embedding"
+  location    = var.region
+  description = "Process image embeddings and store in vector database"
+
+  build_config {
+    runtime     = "python311"
+    entry_point = "process_image_embedding"
+    
+    source {
+      storage_source {
+        bucket = google_storage_bucket.function_source.name
+        object = google_storage_bucket_object.function_source.name
+      }
+    }
+  }
+
+  service_config {
+    max_instance_count = 10
+    min_instance_count = 0
+    available_memory   = "512M"
+    timeout_seconds    = 540
+    
+    environment_variables = {
+      QDRANT_HOST       = google_compute_instance.vector_db_vm.network_interface[0].access_config[0].nat_ip
+      QDRANT_PORT       = "6333"
+      QDRANT_API_KEY    = var.qdrant_api_key
+      QDRANT_COLLECTION = "image_vectors"
+    }
+    
+    service_account_email = local.cloud_function_service_account
+  }
+
+  event_trigger {
+    trigger_region = var.region
+    event_type     = "google.cloud.pubsub.topic.v1.messagePublished"
+    pubsub_topic   = google_pubsub_topic.image_processing.id
+    retry_policy   = "RETRY_POLICY_RETRY"
+  }
+
+  depends_on = [
+    google_project_service.services,
+    google_compute_instance.vector_db_vm,
+    google_pubsub_topic.image_processing
+  ]
+}
+
+# Grant the Cloud Function service account necessary permissions
+resource "google_project_iam_member" "function_firestore" {
+  project = var.project_id
+  role    = "roles/datastore.user"
+  member  = "serviceAccount:${local.cloud_function_service_account}"
+}
+
+resource "google_project_iam_member" "function_storage" {
+  project = var.project_id
+  role    = "roles/storage.objectViewer"
+  member  = "serviceAccount:${local.cloud_function_service_account}"
+}
+
+resource "google_project_iam_member" "function_vision" {
+  project = var.project_id
+  role    = "roles/ml.developer"
+  member  = "serviceAccount:${local.cloud_function_service_account}"
+}
+
+# Additional permissions required for Cloud Functions v2 with Eventarc
+resource "google_project_iam_member" "function_eventarc_receiver" {
+  project = var.project_id
+  role    = "roles/eventarc.eventReceiver"
+  member  = "serviceAccount:${local.cloud_function_service_account}"
+}
+
+resource "google_project_iam_member" "function_pubsub_subscriber" {
+  project = var.project_id
+  role    = "roles/pubsub.subscriber"
+  member  = "serviceAccount:${local.cloud_function_service_account}"
+}
+
+# Output the Cloud Function details
+output "cloud_function_name" {
+  description = "Name of the deployed Cloud Function"
+  value       = google_cloudfunctions2_function.image_processor.name
+}
+
+output "cloud_function_url" {
+  description = "URL of the deployed Cloud Function"
+  value       = google_cloudfunctions2_function.image_processor.service_config[0].uri
+} 

deployment/terraform/deploy-with-apis.sh

@@ -0,0 +1,64 @@
+#!/bin/bash
+
+# Deployment script that ensures APIs are enabled before deploying Cloud Functions
+set -e
+
+echo "🚀 Starting Terraform deployment with API enablement..."
+
+# Get project ID from terraform.tfvars or environment
+PROJECT_ID=${GOOGLE_CLOUD_PROJECT:-$(grep 'project_id' terraform.tfvars | cut -d'"' -f2)}
+
+if [ -z "$PROJECT_ID" ]; then
+    echo "❌ Error: PROJECT_ID not found. Set GOOGLE_CLOUD_PROJECT or ensure terraform.tfvars has project_id"
+    exit 1
+fi
+
+echo "📋 Project ID: $PROJECT_ID"
+
+# Step 1: Enable APIs first
+echo "🔧 Step 1: Enabling required APIs..."
+terraform apply -target=google_project_service.services -auto-approve
+
+# Step 2: Wait for APIs to propagate
+echo "⏳ Step 2: Waiting for APIs to propagate (30 seconds)..."
+sleep 30
+
+# Step 3: Verify critical APIs are enabled
+echo "✅ Step 3: Verifying API enablement..."
+REQUIRED_APIS=(
+    "cloudfunctions.googleapis.com"
+    "eventarc.googleapis.com"
+    "pubsub.googleapis.com"
+    "cloudbuild.googleapis.com"
+)
+
+for api in "${REQUIRED_APIS[@]}"; do
+    echo "  Checking $api..."
+    if gcloud services list --enabled --project="$PROJECT_ID" --filter="name:$api" --format="value(name)" | grep -q "$api"; then
+        echo "  ✅ $api is enabled"
+    else
+        echo "  ❌ $api is not enabled yet, waiting longer..."
+        sleep 15
+    fi
+done
+
+# Step 4: Deploy infrastructure
+echo "🏗️  Step 4: Deploying infrastructure..."
+terraform apply -target=google_storage_bucket.app_bucket -target=google_firestore_database.database -target=google_compute_instance.vector_db_vm -auto-approve
+
+# Step 5: Deploy Pub/Sub resources
+echo "📨 Step 5: Deploying Pub/Sub resources..."
+terraform apply -target=google_pubsub_topic.image_processing -target=google_pubsub_topic.image_processing_dlq -auto-approve
+
+# Step 6: Deploy Cloud Function
+echo "⚡ Step 6: Deploying Cloud Function..."
+terraform apply -target=google_cloudfunctions2_function.image_processor -auto-approve
+
+# Step 7: Deploy remaining resources
+echo "🎯 Step 7: Deploying remaining resources..."
+terraform apply -auto-approve
+
+echo "🎉 Deployment completed successfully!"
+echo ""
+echo "📊 Deployment Summary:"
+terraform output deployment_summary 2>/dev/null || echo "  Run 'terraform output' to see all outputs" 

deployment/terraform/main.tf

@@ -17,7 +17,11 @@ resource "google_project_service" "services" {
     "run.googleapis.com",
     "firestore.googleapis.com",
     "storage.googleapis.com",
-    "compute.googleapis.com"
+    "compute.googleapis.com",
+    "cloudfunctions.googleapis.com",
+    "cloudbuild.googleapis.com",
+    "eventarc.googleapis.com",
+    "pubsub.googleapis.com"
   ])
   
   project = var.project_id

deployment/terraform/pubsub.tf

@@ -15,37 +15,6 @@ resource "google_pubsub_topic" "image_processing" {
   }
 }
 
-# Pub/Sub subscription with retry policy
-resource "google_pubsub_subscription" "image_processing" {
-  name  = "${var.pubsub_topic_name}-subscription"
-  topic = google_pubsub_topic.image_processing.name
-
-  # Retry policy configuration
-  retry_policy {
-    minimum_backoff = "10s"
-    maximum_backoff = "600s"
-  }
-
-  # Dead letter policy after 5 failed attempts
-  dead_letter_policy {
-    dead_letter_topic     = google_pubsub_topic.image_processing_dlq.id
-    max_delivery_attempts = 5
-  }
-
-  # Message retention
-  message_retention_duration = "604800s" # 7 days
-  retain_acked_messages      = false
-
-  # Acknowledgment deadline
-  ack_deadline_seconds = 600 # 10 minutes
-
-  labels = {
-    environment = var.environment
-    service     = "sereact"
-    component   = "image-processing"
-  }
-}
-
 # Dead letter queue for failed messages
 resource "google_pubsub_topic" "image_processing_dlq" {
   name = "${var.pubsub_topic_name}-dlq"
@@ -73,7 +42,7 @@ resource "google_pubsub_subscription" "image_processing_dlq" {
   }
 }
 
-# IAM binding for Cloud Function to publish to topic
+# IAM binding for Cloud Run to publish to topic
 resource "google_pubsub_topic_iam_binding" "image_processing_publisher" {
   topic = google_pubsub_topic.image_processing.name
   role  = "roles/pubsub.publisher"
@@ -83,27 +52,12 @@ resource "google_pubsub_topic_iam_binding" "image_processing_publisher" {
   ]
 }
 
-# IAM binding for Cloud Function to subscribe
-resource "google_pubsub_subscription_iam_binding" "image_processing_subscriber" {
-  subscription = google_pubsub_subscription.image_processing.name
-  role         = "roles/pubsub.subscriber"
-
-  members = [
-    "serviceAccount:${local.cloud_function_service_account}",
-  ]
-}
-
 # Output the topic and subscription names
 output "pubsub_topic_name" {
   description = "Name of the Pub/Sub topic for image processing"
   value       = google_pubsub_topic.image_processing.name
 }
 
-output "pubsub_subscription_name" {
-  description = "Name of the Pub/Sub subscription for image processing"
-  value       = google_pubsub_subscription.image_processing.name
-}
-
 output "pubsub_dlq_topic_name" {
   description = "Name of the dead letter queue topic"
   value       = google_pubsub_topic.image_processing_dlq.name

deployment/terraform/terraform.tfstate

@@ -1,9 +1,17 @@
 {
   "version": 4,
   "terraform_version": "1.10.1",
-  "serial": 369,
+  "serial": 388,
   "lineage": "a183cd95-f987-8698-c6dd-84e933c394a5",
   "outputs": {
+    "cloud_function_name": {
+      "value": "process-image-embedding",
+      "type": "string"
+    },
+    "cloud_function_url": {
+      "value": "https://process-image-embedding-p64zpdtkta-uc.a.run.app",
+      "type": "string"
+    },
     "cloud_run_qdrant_host": {
       "value": "34.71.6.1",
       "type": "string"
@@ -49,10 +57,6 @@
       "value": "image-processing-topic-dlq",
       "type": "string"
     },
-    "pubsub_subscription_name": {
-      "value": "image-processing-topic-subscription",
-      "type": "string"
-    },
     "pubsub_topic_name": {
       "value": "image-processing-topic",
       "type": "string"
@@ -83,6 +87,38 @@
     }
   },
   "resources": [
+    {
+      "mode": "data",
+      "type": "archive_file",
+      "name": "function_source",
+      "provider": "provider[\"registry.terraform.io/hashicorp/archive\"]",
+      "instances": [
+        {
+          "schema_version": 0,
+          "attributes": {
+            "exclude_symlink_directories": null,
+            "excludes": null,
+            "id": "ebb70c54eaebd24049805bcc1425349f70bc582d",
+            "output_base64sha256": "+Q18L9q1o61gbnGJlSvTmwG9cRv1Qwzf8GI95No2Rb4=",
+            "output_base64sha512": "tK0wkH07eL77+ytrOI8lcHATsN/nP0f/CYq0uzrrlhaRbJ+wsO1/6y0tmeX1hF6xqxW5ZDYTrhrSnayA+2afwQ==",
+            "output_file_mode": null,
+            "output_md5": "95eb8ea5146b66f5b26bb830e3f0eab6",
+            "output_path": "./function-source.zip",
+            "output_sha": "ebb70c54eaebd24049805bcc1425349f70bc582d",
+            "output_sha256": "f90d7c2fdab5a3ad606e7189952bd39b01bd711bf5430cdff0623de4da3645be",
+            "output_sha512": "b4ad30907d3b78befbfb2b6b388f25707013b0dfe73f47ff098ab4bb3aeb9616916c9fb0b0ed7feb2d2d99e5f5845eb1ab15b9643613ae1ad29dac80fb669fc1",
+            "output_size": 4781,
+            "source": [],
+            "source_content": null,
+            "source_content_filename": null,
+            "source_dir": "./../cloud-function",
+            "source_file": null,
+            "type": "zip"
+          },
+          "sensitive_attributes": []
+        }
+      ]
+    },
     {
       "mode": "data",
       "type": "google_project",
@@ -134,9 +170,11 @@
                   "run.googleapis.com/ingress": "all"
                 },
                 "effective_annotations": {
+                  "run.googleapis.com/client-name": "gcloud",
+                  "run.googleapis.com/client-version": "431.0.0",
                   "run.googleapis.com/ingress": "all",
                   "run.googleapis.com/ingress-status": "all",
-                  "run.googleapis.com/operation-id": "3653c984-38f6-42b8-b3c1-9a6814773095",
+                  "run.googleapis.com/operation-id": "e4d7484f-39e4-4dde-8105-28d285eb927b",
                   "run.googleapis.com/urls": "[\"https://sereact-761163285547.us-central1.run.app\",\"https://sereact-p64zpdtkta-uc.a.run.app\"]",
                   "serving.knative.dev/creator": "johnpccd3@gmail.com",
                   "serving.knative.dev/lastModifier": "johnpccd3@gmail.com"
@@ -145,10 +183,10 @@
                   "cloud.googleapis.com/location": "us-central1",
                   "goog-terraform-provisioned": "true"
                 },
-                "generation": 1,
+                "generation": 2,
                 "labels": {},
                 "namespace": "gen-lang-client-0424120530",
-                "resource_version": "AAY16EtYS9U",
+                "resource_version": "AAY16Gy+yWQ",
                 "self_link": "/apis/serving.knative.dev/v1/namespaces/761163285547/services/sereact",
                 "terraform_labels": {
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@@ -180,14 +218,14 @@
                     "type": "RoutesReady"
                   }
                 ],
-                "latest_created_revision_name": "sereact-00001-hw9",
+                "latest_created_revision_name": "sereact-00002-cew",
-                "latest_ready_revision_name": "sereact-00001-hw9",
+                "latest_ready_revision_name": "sereact-00002-cew",
-                "observed_generation": 1,
+                "observed_generation": 2,
                 "traffic": [
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                     "latest_revision": true,
                     "percent": 100,
-                    "revision_name": "sereact-00001-hw9",
+                    "revision_name": "sereact-00002-cew",
                     "tag": "",
                     "url": ""
                   }
@@ -200,13 +238,15 @@
                 "metadata": [
                   {
                     "annotations": {
-                      "autoscaling.knative.dev/maxScale": "10"
+                      "autoscaling.knative.dev/maxScale": "10",
+                      "run.googleapis.com/client-name": "gcloud",
+                      "run.googleapis.com/client-version": "431.0.0"
                     },
                     "generation": 0,
                     "labels": {
                       "run.googleapis.com/startupProbeType": "Default"
                     },
-                    "name": "",
+                    "name": "sereact-00002-cew",
                     "namespace": "",
                     "resource_version": "",
                     "self_link": "",
@@ -417,6 +457,141 @@
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       ]
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+      "type": "google_cloudfunctions2_function",
+      "name": "image_processor",
+      "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
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+                "entry_point": "process_image_embedding",
+                "environment_variables": {},
+                "on_deploy_update_policy": [],
+                "runtime": "python311",
+                "service_account": "projects/gen-lang-client-0424120530/serviceAccounts/761163285547-compute@developer.gserviceaccount.com",
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+                "service_account_email": "761163285547-compute@developer.gserviceaccount.com",
+                "trigger": "projects/gen-lang-client-0424120530/locations/us-central1/triggers/process-image-embedding-422683",
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+            "labels": null,
+            "location": "us-central1",
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+                "available_cpu": "0.3333",
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+                  "QDRANT_COLLECTION": "image_vectors",
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+                "ingress_settings": "ALLOW_ALL",
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+                "timeout_seconds": 540,
+                "uri": "https://process-image-embedding-p64zpdtkta-uc.a.run.app",
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+                "vpc_connector_egress_settings": ""
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+            "terraform_labels": {
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+            "update_time": "2025-05-24T21:52:26.933576416Z",
+            "url": "https://us-central1-gen-lang-client-0424120530.cloudfunctions.net/process-image-embedding"
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+                  "type": "number"
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+              },
+              {
+                "type": "get_attr",
+                "value": "environment_variables"
+              },
+              {
+                "type": "index",
+                "value": {
+                  "value": "QDRANT_API_KEY",
+                  "type": "string"
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+          "dependencies": [
+            "data.archive_file.function_source",
+            "data.google_project.current",
+            "google_compute_address.vector_db_static_ip",
+            "google_compute_instance.vector_db_vm",
+            "google_project_service.services",
+            "google_pubsub_topic.image_processing",
+            "google_service_account.vector_db_sa",
+            "google_storage_bucket.function_source",
+            "google_storage_bucket_object.function_source"
+          ]
+        }
+      ]
+    },
     {
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       "type": "google_compute_firewall",
@@ -690,7 +865,7 @@
             "delete_protection_state": "DELETE_PROTECTION_DISABLED",
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             "earliest_version_time": "2025-05-24T21:09:24.677010Z",
-            "etag": "IJCLh6eGvY0DMKrW4vCEvY0D",
+            "etag": "IOXfuveKvY0DMKrW4vCEvY0D",
             "id": "projects/gen-lang-client-0424120530/databases/sereact-imagedb",
             "key_prefix": "",
             "location_id": "us-central1",
@@ -711,12 +886,160 @@
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+      "name": "function_eventarc_receiver",
+      "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
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+            "member": "serviceAccount:761163285547-compute@developer.gserviceaccount.com",
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+          "private": "bnVsbA==",
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+      "type": "google_project_iam_member",
+      "name": "function_firestore",
+      "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
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+            "member": "serviceAccount:761163285547-compute@developer.gserviceaccount.com",
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+      "name": "function_pubsub_subscriber",
+      "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
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       "name": "services",
       "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
       "instances": [
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+          "schema_version": 0,
+          "attributes": {
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+            "id": "gen-lang-client-0424120530/cloudbuild.googleapis.com",
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+        {
+          "index_key": "cloudfunctions.googleapis.com",
+          "schema_version": 0,
+          "attributes": {
+            "disable_dependent_services": null,
+            "disable_on_destroy": false,
+            "id": "gen-lang-client-0424120530/cloudfunctions.googleapis.com",
+            "project": "gen-lang-client-0424120530",
+            "service": "cloudfunctions.googleapis.com",
+            "timeouts": null
+          },
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@@ -759,6 +1082,20 @@
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         },
+        {
+          "index_key": "eventarc.googleapis.com",
+          "schema_version": 0,
+          "attributes": {
+            "disable_dependent_services": null,
+            "disable_on_destroy": false,
+            "id": "gen-lang-client-0424120530/eventarc.googleapis.com",
+            "project": "gen-lang-client-0424120530",
+            "service": "eventarc.googleapis.com",
+            "timeouts": null
+          },
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@@ -773,6 +1110,20 @@
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+        {
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+          "attributes": {
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+            "id": "gen-lang-client-0424120530/pubsub.googleapis.com",
+            "project": "gen-lang-client-0424120530",
+            "service": "pubsub.googleapis.com",
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@@ -803,73 +1154,6 @@
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@@ -926,36 +1210,6 @@
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@@ -1155,6 +1409,122 @@
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deployment/terraform/terraform.tfstate.backup

@@ -1,9 +1,13 @@
 {
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-  "serial": 368,
+  "serial": 381,
   "lineage": "a183cd95-f987-8698-c6dd-84e933c394a5",
   "outputs": {
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+      "type": "string"
+    },
     "cloud_run_qdrant_host": {
       "value": "34.71.6.1",
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@@ -49,10 +53,6 @@
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     "pubsub_topic_name": {
       "value": "image-processing-topic",
       "type": "string"
@@ -83,6 +83,38 @@
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+      "provider": "provider[\"registry.terraform.io/hashicorp/archive\"]",
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+            "output_md5": "95eb8ea5146b66f5b26bb830e3f0eab6",
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+            "output_sha": "ebb70c54eaebd24049805bcc1425349f70bc582d",
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+            "output_size": 4781,
+            "source": [],
+            "source_content": null,
+            "source_content_filename": null,
+            "source_dir": "./../cloud-function",
+            "source_file": null,
+            "type": "zip"
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+          "sensitive_attributes": []
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     {
       "mode": "data",
       "type": "google_project",
@@ -134,9 +166,11 @@
                   "run.googleapis.com/ingress": "all"
                 },
                 "effective_annotations": {
+                  "run.googleapis.com/client-name": "gcloud",
+                  "run.googleapis.com/client-version": "431.0.0",
                   "run.googleapis.com/ingress": "all",
                   "run.googleapis.com/ingress-status": "all",
-                  "run.googleapis.com/operation-id": "3653c984-38f6-42b8-b3c1-9a6814773095",
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                   "run.googleapis.com/urls": "[\"https://sereact-761163285547.us-central1.run.app\",\"https://sereact-p64zpdtkta-uc.a.run.app\"]",
                   "serving.knative.dev/creator": "johnpccd3@gmail.com",
                   "serving.knative.dev/lastModifier": "johnpccd3@gmail.com"
@@ -145,10 +179,10 @@
                   "cloud.googleapis.com/location": "us-central1",
                   "goog-terraform-provisioned": "true"
                 },
-                "generation": 1,
+                "generation": 2,
                 "labels": {},
                 "namespace": "gen-lang-client-0424120530",
-                "resource_version": "AAY16EtYS9U",
+                "resource_version": "AAY16Gy+yWQ",
                 "self_link": "/apis/serving.knative.dev/v1/namespaces/761163285547/services/sereact",
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@@ -180,14 +214,14 @@
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                 ],
-                "latest_created_revision_name": "sereact-00001-hw9",
+                "latest_created_revision_name": "sereact-00002-cew",
-                "latest_ready_revision_name": "sereact-00001-hw9",
+                "latest_ready_revision_name": "sereact-00002-cew",
-                "observed_generation": 1,
+                "observed_generation": 2,
                 "traffic": [
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                     "percent": 100,
-                    "revision_name": "sereact-00001-hw9",
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@@ -200,13 +234,15 @@
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+                      "autoscaling.knative.dev/maxScale": "10",
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                     "labels": {
                       "run.googleapis.com/startupProbeType": "Default"
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-                    "name": "",
+                    "name": "sereact-00002-cew",
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                     "resource_version": "",
                     "self_link": "",
@@ -417,6 +453,13 @@
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+      "name": "vector_db_static_ip",
+      "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
+      "instances": []
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@@ -637,7 +680,7 @@
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               {
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-                "value": "disk_encryption_key_rsa"
+                "value": "disk_encryption_key_raw"
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@@ -654,7 +697,7 @@
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-                "value": "disk_encryption_key_raw"
+                "value": "disk_encryption_key_rsa"
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-            "etag": "IIa6rZSGvY0DMKrW4vCEvY0D",
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             "key_prefix": "",
             "location_id": "us-central1",
@@ -711,12 +754,112 @@
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+            "member": "serviceAccount:761163285547-compute@developer.gserviceaccount.com",
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+          "private": "bnVsbA==",
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+      "name": "function_storage",
+      "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
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+            "member": "serviceAccount:761163285547-compute@developer.gserviceaccount.com",
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+      "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
+      "instances": [
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+            "member": "serviceAccount:761163285547-compute@developer.gserviceaccount.com",
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       "type": "google_project_service",
       "name": "services",
       "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
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+          "attributes": {
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+        {
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+          "schema_version": 0,
+          "attributes": {
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+            "disable_on_destroy": false,
+            "id": "gen-lang-client-0424120530/cloudfunctions.googleapis.com",
+            "project": "gen-lang-client-0424120530",
+            "service": "cloudfunctions.googleapis.com",
+            "timeouts": null
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@@ -803,73 +946,6 @@
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@@ -926,36 +1002,6 @@
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@@ -1155,6 +1201,122 @@
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