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README.md
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| 1 |
+
---
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| 2 |
+
title: Garmin AI Coach
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| 3 |
+
emoji: πββοΈ
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| 4 |
+
colorFrom: blue
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| 5 |
+
colorTo: indigo
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| 6 |
+
sdk: gradio
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| 7 |
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sdk_version: "5.x"
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| 8 |
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app_file: app.py
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| 9 |
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pinned: false
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| 10 |
+
---
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| 11 |
+
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| 12 |
+
# Garmin AI Coach
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| 13 |
+
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| 14 |
+
Your personalized AI fitness assistant powered by Garmin Connect data. Analyse your activities, track progress, and get intelligent coaching recommendations through a conversational interface.
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| 15 |
+
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| 16 |
+
## Features
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| 17 |
+
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| 18 |
+
- πββοΈ **Activity Analysis**: Query your Garmin Connect activities using natural language
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| 19 |
+
- π¬ **Conversational AI**: Powered by state-of-the-art language models
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| 20 |
+
- π **Progress Tracking**: Monitor your fitness journey over time
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| 21 |
+
- π **Multi-User Support**: Secure authentication with per-user data isolation
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| 22 |
+
- βοΈ **Cloud Storage**: Firestore backend for reliable data persistence
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| 23 |
+
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| 24 |
+
## Deployment Guide
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| 25 |
+
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| 26 |
+
This guide explains how to deploy the Garmin AI Coach application to HuggingFace Spaces.
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| 27 |
+
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| 28 |
+
### Prerequisites
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| 29 |
+
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| 30 |
+
1. **HuggingFace Account**: [Sign up](https://huggingface.co/join) if you don't have one
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| 31 |
+
2. **Google Cloud Service Account Key**: See [Terraform setup](../../terraform/README.md)
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| 32 |
+
3. **HuggingFace CLI**: Install with `pip install huggingface_hub[cli]`
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| 33 |
+
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| 34 |
+
### Quick Start
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| 35 |
+
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| 36 |
+
#### Option A: Automated Deployment (Recommended)
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| 37 |
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| 38 |
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Use the deployment script from repository root:
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| 39 |
+
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| 40 |
+
```bash
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| 41 |
+
# Generate requirements.txt
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| 42 |
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./infrastructure/deployment/scripts/generate-requirements.sh
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| 43 |
+
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| 44 |
+
# Deploy to HuggingFace Spaces
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| 45 |
+
./infrastructure/deployment/scripts/deploy-to-hf.sh
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| 46 |
+
```
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| 47 |
+
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| 48 |
+
#### Option B: Manual Deployment
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| 49 |
+
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| 50 |
+
1. **Authenticate with HuggingFace**:
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| 51 |
+
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| 52 |
+
```bash
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| 53 |
+
huggingface-cli login
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| 54 |
+
```
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| 55 |
+
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| 56 |
+
2. **Create a private Space**:
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| 57 |
+
- Go to [HuggingFace Spaces](https://huggingface.co/spaces)
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| 58 |
+
- Click "Create new Space"
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| 59 |
+
- Set name: `garmin-agent` (or your preferred name)
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| 60 |
+
- Choose SDK: **Gradio**
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| 61 |
+
- Visibility: **Private**
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| 62 |
+
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| 63 |
+
3. **Prepare deployment files**:
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| 64 |
+
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| 65 |
+
```bash
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| 66 |
+
# From repository root
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| 67 |
+
cd infrastructure/deployment/scripts
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| 68 |
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./generate-requirements.sh
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| 69 |
+
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| 70 |
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# Copy files to repository root
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| 71 |
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cp infrastructure/deployment/huggingface/app.py ./app.py
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| 72 |
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cp infrastructure/deployment/huggingface/requirements.txt ./requirements.txt
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| 73 |
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cp infrastructure/deployment/huggingface/README.md ./README.md
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| 74 |
+
```
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| 75 |
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| 76 |
+
4. **Deploy to Space**:
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| 77 |
+
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| 78 |
+
```bash
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| 79 |
+
# Clone your Space repository
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| 80 |
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git clone https://huggingface.co/spaces/YOUR_USERNAME/garmin-agent
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| 81 |
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cd garmin-agent
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| 82 |
+
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| 83 |
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# Copy application files and workspace
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| 84 |
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cp /path/to/repo/app.py ./
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| 85 |
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cp /path/to/repo/requirements.txt ./
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| 86 |
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cp /path/to/repo/README.md ./
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| 87 |
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cp -r /path/to/repo/packages ./
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| 88 |
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cp -r /path/to/repo/services ./
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| 89 |
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| 90 |
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# Commit and push
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| 91 |
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git add .
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| 92 |
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git commit -m "Initial deployment"
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| 93 |
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git push
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| 94 |
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```
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| 95 |
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| 96 |
+
5. **Configure Secrets and Variables**:
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| 97 |
+
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| 98 |
+
Go to your Space Settings:
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| 99 |
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- **Settings β Secrets** (for sensitive values)
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| 100 |
+
- **Settings β Variables** (for non-sensitive configuration)
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| 101 |
+
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| 102 |
+
**Required Secret** (Settings β Secrets):
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| 103 |
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- `GOOGLE_CREDENTIALS_JSON`: Paste the **entire contents** of your service account key JSON file
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| 104 |
+
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| 105 |
+
```json
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| 106 |
+
{
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| 107 |
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"type": "service_account",
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| 108 |
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"project_id": "savvy-bit-472903-g9",
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| 109 |
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...
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| 110 |
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}
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| 111 |
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```
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| 112 |
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| 113 |
+
**Required Variables** (Settings β Variables):
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| 114 |
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- `DATABASE_TYPE=firestore`
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| 115 |
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- `GOOGLE_CLOUD_PROJECT=savvy-bit-472903-g9`
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| 116 |
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- `ENABLE_AUTH=true`
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| 117 |
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- `ENVIRONMENT=production`
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| 118 |
+
- `CHAT_AGENT_MODEL=hf:meta-llama/Llama-3.2-3B-Instruct`
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| 119 |
+
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| 120 |
+
**Optional Variables**:
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| 121 |
+
- `HUGGINGFACE_HUB_TOKEN`: Your HF token (required for HF models)
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| 122 |
+
- `TELEMETRY_BACKEND=disabled`: Telemetry configuration
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| 123 |
+
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| 124 |
+
6. **Restart Space**: After configuring secrets, restart your Space from the Settings page.
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| 125 |
+
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| 126 |
+
### File Structure for Deployment
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| 127 |
+
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| 128 |
+
HuggingFace Spaces requires the following structure at repository root:
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| 129 |
+
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| 130 |
+
```
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| 131 |
+
repository-root/
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| 132 |
+
βββ app.py # Entry point (from infrastructure/deployment/huggingface/app.py)
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| 133 |
+
βββ requirements.txt # Generated dependencies
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| 134 |
+
βββ README.md # This file with HF metadata header
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| 135 |
+
βββ packages/ # Full workspace structure
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| 136 |
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β βββ ai-core/
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| 137 |
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β βββ shared-config/
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| 138 |
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βββ services/
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| 139 |
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βββ cli/
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| 140 |
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βββ web-app/
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| 141 |
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```
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| 142 |
+
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| 143 |
+
**Important**: Deploy the entire workspace structure to maintain package imports and dependencies.
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| 144 |
+
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| 145 |
+
### Environment Variables Reference
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| 146 |
+
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| 147 |
+
| Variable | Required | Description | Example |
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| 148 |
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|----------|----------|-------------|---------|
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| 149 |
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| `GOOGLE_CREDENTIALS_JSON` | Yes (Secret) | Service account key JSON content | See Terraform outputs |
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| 150 |
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| `DATABASE_TYPE` | Yes | Database backend type | `firestore` |
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| 151 |
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| `GOOGLE_CLOUD_PROJECT` | Yes | GCP project ID | `savvy-bit-472903-g9` |
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| 152 |
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| `ENABLE_AUTH` | Yes | Enable multi-user authentication | `true` |
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| 153 |
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| `ENVIRONMENT` | Yes | Deployment environment | `production` |
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| 154 |
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| `CHAT_AGENT_MODEL` | Yes | AI model specification | `hf:meta-llama/Llama-3.2-3B-Instruct` |
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| 155 |
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| `HUGGINGFACE_HUB_TOKEN` | Conditional | HF token for HF models | `hf_xxxxx` |
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| 156 |
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| `TELEMETRY_BACKEND` | No | Telemetry configuration | `disabled` |
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| 157 |
+
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| 158 |
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### Monitoring and Troubleshooting
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| 159 |
+
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| 160 |
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#### View Application Logs
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| 161 |
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| 162 |
+
In your Space:
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| 163 |
+
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| 164 |
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1. Go to your Space page
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| 165 |
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2. Click "Logs" tab
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| 166 |
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3. Monitor startup messages and errors
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| 167 |
+
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| 168 |
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#### Common Issues
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| 169 |
+
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| 170 |
+
#### 1. "Missing required environment variables"
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| 171 |
+
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| 172 |
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- Solution: Verify all required variables are set in Settings β Variables
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| 173 |
+
- Check secret `GOOGLE_CREDENTIALS_JSON` is set in Settings β Secrets
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| 174 |
+
|
| 175 |
+
#### 2. "Failed to parse GOOGLE_CREDENTIALS_JSON"
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| 176 |
+
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| 177 |
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- Solution: Ensure the secret contains valid JSON (entire service account key file)
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| 178 |
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- Verify no extra quotes or formatting around the JSON content
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| 179 |
+
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| 180 |
+
#### 3. "Failed to import application modules"
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| 181 |
+
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| 182 |
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- Solution: Ensure full workspace structure (packages/, services/) is deployed
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| 183 |
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- Verify requirements.txt includes all dependencies
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| 184 |
+
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| 185 |
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**4. "Firestore connection failed"**
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| 186 |
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| 187 |
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- Solution: Verify service account has `roles/datastore.user` permission
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| 188 |
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- Check `GOOGLE_CLOUD_PROJECT` matches your Firestore project
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| 189 |
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- Confirm Firestore database exists in your GCP project
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| 190 |
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| 191 |
+
**5. "Model not found" or authentication errors**
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| 192 |
+
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| 193 |
+
- Solution: For HF models, set `HUGGINGFACE_HUB_TOKEN` in Variables
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| 194 |
+
- For OpenAI models, set `OPENAI_API_KEY`
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| 195 |
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- For Anthropic models, set `ANTHROPIC_API_KEY`
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| 196 |
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| 197 |
+
#### Testing the Deployment
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| 198 |
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|
| 199 |
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After deployment:
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| 200 |
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|
| 201 |
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1. Visit your Space URL: `https://huggingface.co/spaces/YOUR_USERNAME/garmin-agent`
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| 202 |
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2. Wait for the Space to build and start (first start takes 2-3 minutes)
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| 203 |
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3. Register a new user account
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| 204 |
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4. Test the chat interface with simple queries
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| 205 |
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5. Verify Firestore connection by checking data persistence
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| 206 |
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| 207 |
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### Updating the Application
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| 208 |
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| 209 |
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To update your deployed application:
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| 210 |
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| 211 |
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1. **Update code locally** and test
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| 212 |
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2. **Regenerate requirements.txt** if dependencies changed:
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| 213 |
+
|
| 214 |
+
```bash
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| 215 |
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./infrastructure/deployment/scripts/generate-requirements.sh
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| 216 |
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```
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| 217 |
+
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| 218 |
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3. **Copy updated files** to Space repository
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| 219 |
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4. **Commit and push** changes
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| 220 |
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5. **HF Spaces will automatically rebuild** and restart
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| 221 |
+
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| 222 |
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### Security Best Practices
|
| 223 |
+
|
| 224 |
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1. **Keep Space Private**: Set visibility to "Private" for production
|
| 225 |
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2. **Rotate Service Account Keys**: Follow GCP key rotation guidelines
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| 226 |
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3. **Use Secrets for Credentials**: Never commit credentials to repository
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| 227 |
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4. **Monitor Access Logs**: Review Space access logs regularly
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| 228 |
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5. **Enable Authentication**: Always deploy with `ENABLE_AUTH=true`
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| 229 |
+
|
| 230 |
+
### Performance Optimization
|
| 231 |
+
|
| 232 |
+
- **Model Selection**: Smaller models (e.g., Llama-3.2-3B) start faster and use less memory
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| 233 |
+
- **Cold Start**: First request after inactivity may take 30-60 seconds
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| 234 |
+
- **Firestore Region**: Database in `australia-southeast1` optimises latency for APAC users
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| 235 |
+
- **Space Hardware**: Upgrade to GPU Space for better performance with larger models
|
| 236 |
+
|
| 237 |
+
### Support
|
| 238 |
+
|
| 239 |
+
For issues specific to:
|
| 240 |
+
|
| 241 |
+
- **HuggingFace Spaces**: [HF Spaces Documentation](https://huggingface.co/docs/hub/spaces)
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| 242 |
+
- **Firestore**: [Firestore Documentation](https://cloud.google.com/firestore/docs)
|
| 243 |
+
- **Application Issues**: See repository issues or documentation
|
| 244 |
+
|
| 245 |
+
---
|
| 246 |
+
|
| 247 |
+
**Note**: This deployment uses HuggingFace Spaces' native Gradio SDK support. The platform automatically handles server configuration, port binding, and SSL certificates.
|