Spaces:
Sleeping
Sleeping
Improved CI/CD pipeline with 3-stage
Browse files- .github/workflows/deploy.yml +100 -10
- DEPLOYMENT.md +293 -0
.github/workflows/deploy.yml
CHANGED
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@@ -7,34 +7,124 @@ on:
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workflow_dispatch:
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jobs:
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-
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runs-on: ubuntu-latest
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steps:
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-
- name: Checkout
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uses: actions/checkout@v4
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-
- name: Set up Python
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uses: actions/setup-python@v5
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with:
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python-version: '3.11'
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- name: Install dependencies
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run: |
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python -m pip install --upgrade pip
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pip install -r requirements.txt
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-
- name:
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run: |
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-
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-
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-
- name:
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env:
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HF_TOKEN: ${{ secrets.HF_TOKEN }}
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run: |
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-
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-
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-
git remote add hf https://HF_USERNAME:$HF_TOKEN@huggingface.co/spaces/HF_USERNAME/
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git push hf main --force
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workflow_dispatch:
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jobs:
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+
# Stage 1: Run Tests
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test:
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name: Test Application
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runs-on: ubuntu-latest
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steps:
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- name: Checkout code
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uses: actions/checkout@v4
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- name: Set up Python 3.11
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uses: actions/setup-python@v5
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with:
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python-version: '3.11'
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- name: Cache Python dependencies
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uses: actions/cache@v3
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with:
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path: ~/.cache/pip
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key: ${{ runner.os }}-pip-${{ hashFiles('requirements.txt') }}
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restore-keys: |
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${{ runner.os }}-pip-
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+
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- name: Install dependencies
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run: |
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python -m pip install --upgrade pip
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pip install -r requirements.txt
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pip install pytest pytest-asyncio httpx pytest-cov
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- name: Run unit tests
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run: |
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pytest tests/ -v --tb=short --cov=app --cov-report=term-missing
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- name: Upload test results
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if: always()
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uses: actions/upload-artifact@v3
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with:
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name: test-results
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path: |
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.coverage
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htmlcov/
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# Stage 2: Build Docker Image
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build:
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name: Build Docker Image
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runs-on: ubuntu-latest
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needs: test
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steps:
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- name: Checkout code
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uses: actions/checkout@v4
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- name: Set up Docker Buildx
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uses: docker/setup-buildx-action@v3
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- name: Build Docker image
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run: |
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docker build -t rag-chatbot:latest .
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- name: Test Docker image
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run: |
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docker run -d --name test-container -p 7860:7860 \
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-e GROQ_API_KEY=test \
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-e MONGODB_URI=test \
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-e REDIS_URL=test \
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-e QDRANT_URL=test \
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-e QDRANT_API_KEY=test \
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rag-chatbot:latest
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sleep 10
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docker logs test-container
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docker stop test-container
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docker rm test-container
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# Stage 3: Deploy to Hugging Face Spaces
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deploy:
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name: Deploy to HF Spaces
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runs-on: ubuntu-latest
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needs: [test, build]
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if: github.ref == 'refs/heads/main'
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steps:
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- name: Checkout code
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uses: actions/checkout@v4
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with:
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fetch-depth: 0
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- name: Configure Git
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run: |
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git config --global user.email "github-actions[bot]@users.noreply.github.com"
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git config --global user.name "GitHub Actions Bot"
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- name: Deploy to Hugging Face
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env:
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HF_TOKEN: ${{ secrets.HF_TOKEN }}
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HF_USERNAME: ${{ secrets.HF_USERNAME }}
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HF_SPACE_NAME: ${{ secrets.HF_SPACE_NAME }}
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run: |
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if [ -z "$HF_TOKEN" ]; then
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echo "Error: HF_TOKEN secret not set"
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exit 1
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fi
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if [ -z "$HF_USERNAME" ]; then
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echo "Error: HF_USERNAME secret not set"
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exit 1
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fi
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if [ -z "$HF_SPACE_NAME" ]; then
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echo "Error: HF_SPACE_NAME secret not set"
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exit 1
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fi
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echo "Deploying to Hugging Face Space: $HF_USERNAME/$HF_SPACE_NAME"
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git remote add hf https://$HF_USERNAME:$HF_TOKEN@huggingface.co/spaces/$HF_USERNAME/$HF_SPACE_NAME
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git push hf main --force
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+
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echo "β
Successfully deployed to https://huggingface.co/spaces/$HF_USERNAME/$HF_SPACE_NAME"
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- name: Deployment notification
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if: success()
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run: |
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echo "π Deployment successful!"
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echo "π View your Space at: https://huggingface.co/spaces/${{ secrets.HF_USERNAME }}/${{ secrets.HF_SPACE_NAME }}"
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DEPLOYMENT.md
ADDED
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| 1 |
+
# Hugging Face Deployment Guide
|
| 2 |
+
|
| 3 |
+
Complete step-by-step guide to deploy your RAG chatbot to Hugging Face Spaces via GitHub Actions CI/CD.
|
| 4 |
+
|
| 5 |
+
---
|
| 6 |
+
|
| 7 |
+
## π Prerequisites
|
| 8 |
+
|
| 9 |
+
- GitHub account with repository: https://github.com/Abeshith/RAG
|
| 10 |
+
- Hugging Face account (free): https://huggingface.co
|
| 11 |
+
- All API keys ready (Groq, MongoDB, Redis, Qdrant)
|
| 12 |
+
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
## π Deployment Steps
|
| 16 |
+
|
| 17 |
+
### **Step 1: Create Hugging Face Space**
|
| 18 |
+
|
| 19 |
+
1. Go to: https://huggingface.co/new-space
|
| 20 |
+
|
| 21 |
+
2. Fill in details:
|
| 22 |
+
```
|
| 23 |
+
Owner: [Your HF username]
|
| 24 |
+
Space name: rag-chatbot (or your choice)
|
| 25 |
+
License: MIT
|
| 26 |
+
Select SDK: Docker
|
| 27 |
+
Hardware: CPU basic (free) or upgrade to GPU
|
| 28 |
+
```
|
| 29 |
+
|
| 30 |
+
3. Click **"Create Space"**
|
| 31 |
+
|
| 32 |
+
4. **Important:** Copy your Space URL
|
| 33 |
+
```
|
| 34 |
+
Example: https://huggingface.co/spaces/YourUsername/rag-chatbot
|
| 35 |
+
```
|
| 36 |
+
|
| 37 |
+
5. Note down:
|
| 38 |
+
- **HF_USERNAME**: Your Hugging Face username
|
| 39 |
+
- **HF_SPACE_NAME**: The space name (e.g., `rag-chatbot`)
|
| 40 |
+
|
| 41 |
+
---
|
| 42 |
+
|
| 43 |
+
### **Step 2: Get Hugging Face Access Token**
|
| 44 |
+
|
| 45 |
+
1. Go to: https://huggingface.co/settings/tokens
|
| 46 |
+
|
| 47 |
+
2. Click **"New token"**
|
| 48 |
+
|
| 49 |
+
3. Fill in:
|
| 50 |
+
```
|
| 51 |
+
Name: github-actions-deploy
|
| 52 |
+
Role: Write
|
| 53 |
+
```
|
| 54 |
+
|
| 55 |
+
4. Click **"Generate token"**
|
| 56 |
+
|
| 57 |
+
5. **Copy the token** (starts with `hf_...`)
|
| 58 |
+
β οΈ Save it immediately - you won't see it again!
|
| 59 |
+
|
| 60 |
+
---
|
| 61 |
+
|
| 62 |
+
### **Step 3: Add GitHub Secrets**
|
| 63 |
+
|
| 64 |
+
1. Go to: https://github.com/Abeshith/RAG/settings/secrets/actions
|
| 65 |
+
|
| 66 |
+
2. Click **"New repository secret"** and add these **3 secrets**:
|
| 67 |
+
|
| 68 |
+
**Secret 1:**
|
| 69 |
+
```
|
| 70 |
+
Name: HF_TOKEN
|
| 71 |
+
Value: [Paste your HF token from Step 2]
|
| 72 |
+
```
|
| 73 |
+
|
| 74 |
+
**Secret 2:**
|
| 75 |
+
```
|
| 76 |
+
Name: HF_USERNAME
|
| 77 |
+
Value: [Your Hugging Face username]
|
| 78 |
+
```
|
| 79 |
+
|
| 80 |
+
**Secret 3:**
|
| 81 |
+
```
|
| 82 |
+
Name: HF_SPACE_NAME
|
| 83 |
+
Value: rag-chatbot (or whatever you named it)
|
| 84 |
+
```
|
| 85 |
+
|
| 86 |
+
3. Verify all 3 secrets are added
|
| 87 |
+
|
| 88 |
+
---
|
| 89 |
+
|
| 90 |
+
### **Step 4: Add Hugging Face Space Secrets**
|
| 91 |
+
|
| 92 |
+
Your app needs API keys to run. Add them to HF Space:
|
| 93 |
+
|
| 94 |
+
1. Go to your Space: `https://huggingface.co/spaces/[username]/[space-name]`
|
| 95 |
+
|
| 96 |
+
2. Click **"Settings"** tab
|
| 97 |
+
|
| 98 |
+
3. Scroll to **"Repository secrets"**
|
| 99 |
+
|
| 100 |
+
4. Add these **5 secrets**:
|
| 101 |
+
|
| 102 |
+
```
|
| 103 |
+
Secret 1:
|
| 104 |
+
Name: GROQ_API_KEY
|
| 105 |
+
Value: [Your Groq API key]
|
| 106 |
+
|
| 107 |
+
Secret 2:
|
| 108 |
+
Name: MONGODB_URI
|
| 109 |
+
Value: [Your MongoDB connection string]
|
| 110 |
+
|
| 111 |
+
Secret 3:
|
| 112 |
+
Name: REDIS_URL
|
| 113 |
+
Value: [Your Redis connection URL]
|
| 114 |
+
|
| 115 |
+
Secret 4:
|
| 116 |
+
Name: QDRANT_URL
|
| 117 |
+
Value: [Your Qdrant cluster URL]
|
| 118 |
+
|
| 119 |
+
Secret 5:
|
| 120 |
+
Name: QDRANT_API_KEY
|
| 121 |
+
Value: [Your Qdrant API key]
|
| 122 |
+
```
|
| 123 |
+
|
| 124 |
+
5. Click **"Save"** for each secret
|
| 125 |
+
|
| 126 |
+
---
|
| 127 |
+
|
| 128 |
+
### **Step 5: Trigger Deployment**
|
| 129 |
+
|
| 130 |
+
Now everything is configured! Deploy your app:
|
| 131 |
+
|
| 132 |
+
**Option A: Automatic (Push to GitHub)**
|
| 133 |
+
```bash
|
| 134 |
+
# Make any small change (or just trigger workflow)
|
| 135 |
+
git commit --allow-empty -m "Trigger HF deployment"
|
| 136 |
+
git push origin main
|
| 137 |
+
```
|
| 138 |
+
|
| 139 |
+
**Option B: Manual (GitHub UI)**
|
| 140 |
+
1. Go to: https://github.com/Abeshith/RAG/actions
|
| 141 |
+
2. Click **"Deploy to Hugging Face Spaces"** workflow
|
| 142 |
+
3. Click **"Run workflow"** β **"Run workflow"**
|
| 143 |
+
|
| 144 |
+
---
|
| 145 |
+
|
| 146 |
+
### **Step 6: Monitor Deployment**
|
| 147 |
+
|
| 148 |
+
1. **Watch GitHub Actions:**
|
| 149 |
+
- Go to: https://github.com/Abeshith/RAG/actions
|
| 150 |
+
- Click the running workflow
|
| 151 |
+
- Monitor progress through 3 stages:
|
| 152 |
+
- β
Stage 1: Test Application (~2-3 min)
|
| 153 |
+
- β
Stage 2: Build Docker Image (~3-5 min)
|
| 154 |
+
- β
Stage 3: Deploy to HF Spaces (~1 min)
|
| 155 |
+
|
| 156 |
+
2. **Watch Hugging Face Build:**
|
| 157 |
+
- Go to your Space: `https://huggingface.co/spaces/[username]/[space-name]`
|
| 158 |
+
- Click **"Build"** tab
|
| 159 |
+
- Watch Docker image build (~5-10 min)
|
| 160 |
+
- Status will change: Building β Running
|
| 161 |
+
|
| 162 |
+
3. **Check Application:**
|
| 163 |
+
- Once status is "Running", click **"App"** tab
|
| 164 |
+
- Your chatbot should load!
|
| 165 |
+
- Try uploading a document and chatting
|
| 166 |
+
|
| 167 |
+
---
|
| 168 |
+
|
| 169 |
+
## π Troubleshooting
|
| 170 |
+
|
| 171 |
+
### Issue 1: GitHub Actions Fails at "Deploy to HF Spaces"
|
| 172 |
+
**Solution:** Check if all 3 GitHub secrets are set correctly:
|
| 173 |
+
- Go to: https://github.com/Abeshith/RAG/settings/secrets/actions
|
| 174 |
+
- Verify: `HF_TOKEN`, `HF_USERNAME`, `HF_SPACE_NAME`
|
| 175 |
+
|
| 176 |
+
### Issue 2: HF Space Shows "Application Error"
|
| 177 |
+
**Solution:** Check if all 5 HF Space secrets are set:
|
| 178 |
+
- Go to Space β Settings β Repository secrets
|
| 179 |
+
- Verify all API keys are present
|
| 180 |
+
|
| 181 |
+
### Issue 3: App Starts but Database Connection Fails
|
| 182 |
+
**Solution:** Verify your connection strings:
|
| 183 |
+
- MongoDB URI should start with `mongodb+srv://` or `mongodb://`
|
| 184 |
+
- Redis URL should start with `redis://` or `rediss://`
|
| 185 |
+
- Qdrant URL should be the full cluster URL
|
| 186 |
+
|
| 187 |
+
### Issue 4: Docker Build Fails
|
| 188 |
+
**Solution:** Check HF build logs:
|
| 189 |
+
- Go to Space β Build tab β View logs
|
| 190 |
+
- Common issues: Missing dependencies, syntax errors
|
| 191 |
+
|
| 192 |
+
---
|
| 193 |
+
|
| 194 |
+
## π CI/CD Pipeline Stages
|
| 195 |
+
|
| 196 |
+
### Stage 1: Test Application (2-3 min)
|
| 197 |
+
- β
Checkout code
|
| 198 |
+
- β
Install Python 3.11
|
| 199 |
+
- β
Cache dependencies
|
| 200 |
+
- β
Install requirements
|
| 201 |
+
- β
Run pytest with coverage
|
| 202 |
+
- β
Upload test results
|
| 203 |
+
|
| 204 |
+
**Fails if:** Tests don't pass
|
| 205 |
+
|
| 206 |
+
### Stage 2: Build Docker Image (3-5 min)
|
| 207 |
+
- β
Setup Docker Buildx
|
| 208 |
+
- β
Build image from Dockerfile
|
| 209 |
+
- β
Test container startup
|
| 210 |
+
- β
Verify health check
|
| 211 |
+
|
| 212 |
+
**Fails if:** Docker build errors or container won't start
|
| 213 |
+
|
| 214 |
+
### Stage 3: Deploy to HF Spaces (1 min)
|
| 215 |
+
- β
Configure git
|
| 216 |
+
- β
Verify secrets
|
| 217 |
+
- β
Push to HF git repository
|
| 218 |
+
- β
Trigger HF rebuild
|
| 219 |
+
|
| 220 |
+
**Fails if:** Secrets missing or HF authentication fails
|
| 221 |
+
|
| 222 |
+
---
|
| 223 |
+
|
| 224 |
+
## π― What Happens After Deployment?
|
| 225 |
+
|
| 226 |
+
1. **Hugging Face receives your code**
|
| 227 |
+
2. **Detects Dockerfile** β Starts Docker build
|
| 228 |
+
3. **Builds image** with all dependencies (~5-10 min)
|
| 229 |
+
4. **Starts container** on port 7860
|
| 230 |
+
5. **Runs health check** every 30 seconds
|
| 231 |
+
6. **App is live!** At `https://huggingface.co/spaces/[username]/[space-name]`
|
| 232 |
+
|
| 233 |
+
---
|
| 234 |
+
|
| 235 |
+
## π Future Deployments
|
| 236 |
+
|
| 237 |
+
Every time you push to `main` branch:
|
| 238 |
+
1. GitHub Actions runs automatically
|
| 239 |
+
2. Tests β Build β Deploy pipeline executes
|
| 240 |
+
3. HF Space automatically rebuilds
|
| 241 |
+
4. New version goes live (~10-15 min total)
|
| 242 |
+
|
| 243 |
+
---
|
| 244 |
+
|
| 245 |
+
## π Quick Reference
|
| 246 |
+
|
| 247 |
+
**Your GitHub Repo:**
|
| 248 |
+
https://github.com/Abeshith/RAG
|
| 249 |
+
|
| 250 |
+
**GitHub Actions:**
|
| 251 |
+
https://github.com/Abeshith/RAG/actions
|
| 252 |
+
|
| 253 |
+
**GitHub Secrets:**
|
| 254 |
+
https://github.com/Abeshith/RAG/settings/secrets/actions
|
| 255 |
+
|
| 256 |
+
**Your HF Space:**
|
| 257 |
+
https://huggingface.co/spaces/[YOUR_USERNAME]/[YOUR_SPACE_NAME]
|
| 258 |
+
|
| 259 |
+
**HF Space Settings:**
|
| 260 |
+
https://huggingface.co/spaces/[YOUR_USERNAME]/[YOUR_SPACE_NAME]/settings
|
| 261 |
+
|
| 262 |
+
---
|
| 263 |
+
|
| 264 |
+
## β
Checklist
|
| 265 |
+
|
| 266 |
+
Before deployment, ensure:
|
| 267 |
+
|
| 268 |
+
- [ ] HF Space created
|
| 269 |
+
- [ ] HF token generated
|
| 270 |
+
- [ ] 3 GitHub secrets added (HF_TOKEN, HF_USERNAME, HF_SPACE_NAME)
|
| 271 |
+
- [ ] 5 HF Space secrets added (all API keys)
|
| 272 |
+
- [ ] Code pushed to main branch
|
| 273 |
+
- [ ] GitHub Actions workflow triggered
|
| 274 |
+
- [ ] HF build completed successfully
|
| 275 |
+
- [ ] App is accessible and working
|
| 276 |
+
|
| 277 |
+
---
|
| 278 |
+
|
| 279 |
+
## π Success!
|
| 280 |
+
|
| 281 |
+
Once all stages pass and HF shows "Running":
|
| 282 |
+
1. Visit your Space URL
|
| 283 |
+
2. Upload a document (PDF/TXT/MD)
|
| 284 |
+
3. Ask questions about it
|
| 285 |
+
4. Toggle RAG ON/OFF to compare responses
|
| 286 |
+
5. Share your Space with others!
|
| 287 |
+
|
| 288 |
+
---
|
| 289 |
+
|
| 290 |
+
**Need Help?**
|
| 291 |
+
- GitHub Actions Logs: https://github.com/Abeshith/RAG/actions
|
| 292 |
+
- HF Build Logs: Your Space β Build tab
|
| 293 |
+
- HF Community: https://huggingface.co/spaces/HuggingFaceH4/zephyr-chat/discussions
|