Deployment

build.sh

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+#!/usr/bin/env bash
+# exit on error
+set -o errexit
+pip install --upgrade pip
+pip install -r requirements.txt

render.yaml

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+services:
+  - type: web
+    name: voice-detection-api
+    env: python
+    plan: free  # Change to 'starter' for always-on service
+    buildCommand: pip install -r requirements.txt
+    startCommand: python run.py --host 0.0.0.0 --port $PORT
+    envVars:
+      - key: PYTHON_VERSION
+        value: 3.11.0
+      - key: PORT
+        generateValue: true  # Render will auto-assign
+    healthCheckPath: /api/v1/health