update status and plan
Browse filesSigned-off-by: Vimal Kumar <vimal78@gmail.com>
- docs/crossword-app-plan.md +337 -174
docs/crossword-app-plan.md
CHANGED
|
@@ -1,217 +1,380 @@
|
|
| 1 |
-
# Crossword Puzzle Webapp -
|
| 2 |
|
| 3 |
-
##
|
| 4 |
|
| 5 |
-
|
| 6 |
-
- Topic selection dropdown/buttons
|
| 7 |
-
- Generate puzzle button
|
| 8 |
-
- Interactive crossword grid display
|
| 9 |
-
- Clue lists (across/down)
|
| 10 |
|
| 11 |
-
**
|
| 12 |
-
-
|
| 13 |
-
-
|
| 14 |
-
-
|
|
|
|
| 15 |
|
| 16 |
-
**
|
| 17 |
-
-
|
| 18 |
-
-
|
| 19 |
-
-
|
|
|
|
| 20 |
|
| 21 |
-
|
|
|
|
|
|
|
|
|
|
| 22 |
|
| 23 |
-
|
| 24 |
-
2. **Word Selection**: Algorithm to pick words from chosen topic
|
| 25 |
-
3. **Grid Generation**: Place words intersecting on a grid
|
| 26 |
-
4. **Clue Generation**: Match words with appropriate clues
|
| 27 |
-
5. **UI Rendering**: Display interactive puzzle with input fields
|
| 28 |
|
| 29 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 30 |
|
| 31 |
-
|
| 32 |
-
- **Backtracking**: Handle conflicts when placing words
|
| 33 |
-
- **Difficulty scaling**: Adjust grid size and word complexity
|
| 34 |
|
| 35 |
-
|
|
|
|
|
|
|
|
|
|
| 36 |
|
| 37 |
-
|
| 38 |
-
- **Backend**: Node.js + Express or Python + Flask
|
| 39 |
-
- **Database**: PostgreSQL or MongoDB for word storage
|
| 40 |
-
- **Deployment**: Vercel/Netlify + Railway/Heroku
|
| 41 |
|
| 42 |
-
|
|
|
|
|
|
|
|
|
|
| 43 |
|
| 44 |
-
|
|
|
|
|
|
|
| 45 |
```
|
| 46 |
-
Header: "Crossword Puzzle Generator"
|
| 47 |
-
Topic Selector:
|
| 48 |
-
Generate Button: "Create Puzzle"
|
| 49 |
-
Loading State: Spinner
|
| 50 |
-
Puzzle Display:
|
| 51 |
-
Actions: Reset, New Puzzle
|
| 52 |
```
|
| 53 |
|
| 54 |
-
**Components:**
|
| 55 |
-
- `TopicSelector`: Multi-select topics
|
| 56 |
-
- `PuzzleGrid`:
|
| 57 |
-
- `ClueList`: Numbered clues (Across/Down)
|
| 58 |
-
- `LoadingSpinner`: Generation feedback
|
| 59 |
-
- `PuzzleControls`: Reset/
|
| 60 |
|
| 61 |
-
**UI Flow:**
|
| 62 |
-
1. User selects topic(s)
|
| 63 |
-
2. Clicks generate β Loading state
|
| 64 |
-
3. Puzzle renders with empty grid
|
| 65 |
-
4. User fills in answers
|
| 66 |
-
5. Real-time validation feedback
|
| 67 |
|
| 68 |
-
## Backend API & Crossword Generation
|
| 69 |
|
| 70 |
-
**API Endpoints:**
|
| 71 |
```
|
| 72 |
-
GET /topics - List available topics
|
| 73 |
-
POST /generate - Generate puzzle
|
| 74 |
Body: { topics: string[], difficulty: 'easy'|'medium'|'hard' }
|
| 75 |
Response: { grid: Cell[][], clues: Clue[], metadata: {} }
|
| 76 |
|
| 77 |
-
GET /words/:topic - Get words for topic
|
| 78 |
-
POST /validate - Validate user answers
|
|
|
|
| 79 |
```
|
| 80 |
|
| 81 |
-
**Core Algorithm:**
|
| 82 |
-
1. **Word Selection**:
|
| 83 |
-
2. **Grid Placement**:
|
| 84 |
-
-
|
| 85 |
-
-
|
| 86 |
-
-
|
| 87 |
-
|
| 88 |
-
|
| 89 |
-
|
| 90 |
-
|
|
|
|
| 91 |
```javascript
|
| 92 |
-
|
| 93 |
-
|
| 94 |
-
|
| 95 |
-
|
| 96 |
-
|
| 97 |
-
|
| 98 |
-
|
| 99 |
-
}
|
| 100 |
```
|
| 101 |
|
| 102 |
-
## Data Storage & Word Management
|
| 103 |
-
|
| 104 |
-
**
|
| 105 |
-
```
|
| 106 |
-
|
| 107 |
-
|
| 108 |
-
|
| 109 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 110 |
```
|
| 111 |
|
| 112 |
-
**Word Collections by Topic:**
|
| 113 |
-
- **Animals**: DOG, ELEPHANT, TIGER, WHALE, BUTTERFLY
|
| 114 |
-
- **Science**: ATOM, GRAVITY, MOLECULE, PHOTON, CHEMISTRY
|
| 115 |
-
- **Geography**: MOUNTAIN, OCEAN, DESERT, CONTINENT, RIVER
|
| 116 |
-
- **Technology**: COMPUTER, INTERNET, ALGORITHM, DATABASE, SOFTWARE
|
| 117 |
|
| 118 |
-
**Data Sources:**
|
| 119 |
-
- Curated word lists with quality clues
|
| 120 |
-
-
|
| 121 |
-
-
|
| 122 |
-
- Manual curation for puzzle quality
|
| 123 |
|
| 124 |
-
**Storage Strategy:**
|
| 125 |
-
-
|
| 126 |
-
-
|
| 127 |
-
-
|
| 128 |
-
-
|
| 129 |
|
| 130 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 131 |
|
| 132 |
```
|
| 133 |
-
crossword-app/
|
| 134 |
-
βββ frontend/
|
| 135 |
-
β βββ src/
|
| 136 |
-
β β βββ components/
|
| 137 |
-
β β β βββ TopicSelector.jsx
|
| 138 |
-
β β β βββ PuzzleGrid.jsx
|
| 139 |
-
β β β βββ ClueList.jsx
|
| 140 |
-
β β β βββ LoadingSpinner.jsx
|
| 141 |
-
β β βββ hooks/
|
| 142 |
-
β β β βββ useCrossword.js
|
| 143 |
-
β β βββ utils/
|
| 144 |
-
β β β βββ gridHelpers.js
|
| 145 |
-
β β βββ styles/
|
| 146 |
-
β β
|
| 147 |
-
β β βββ App.jsx
|
| 148 |
-
β βββ package.json
|
| 149 |
-
β βββ vite.config.js
|
| 150 |
-
βββ backend/
|
| 151 |
-
β βββ src/
|
| 152 |
-
β β βββ controllers/
|
| 153 |
-
β β β βββ puzzleController.js
|
| 154 |
-
β β βββ services/
|
| 155 |
-
β β β βββ crosswordGenerator.js
|
| 156 |
-
β β β βββ wordService.js
|
| 157 |
-
β β βββ
|
| 158 |
-
β β β
|
| 159 |
-
β β
|
| 160 |
-
β
|
| 161 |
-
β β
|
| 162 |
-
β
|
| 163 |
-
β
|
| 164 |
-
|
| 165 |
-
β
|
| 166 |
-
|
| 167 |
-
βββ
|
| 168 |
-
βββ migrations/
|
| 169 |
-
βββ seeds/
|
| 170 |
```
|
| 171 |
|
| 172 |
-
**Tech Stack:**
|
| 173 |
-
- **Frontend**: React + Vite, CSS Grid, Axios
|
| 174 |
-
- **Backend**: Node.js + Express, CORS
|
| 175 |
-
- **
|
| 176 |
-
- **Development**: Nodemon,
|
| 177 |
-
|
| 178 |
-
|
| 179 |
-
|
| 180 |
-
|
| 181 |
-
|
| 182 |
-
-
|
| 183 |
-
-
|
| 184 |
-
-
|
| 185 |
-
|
| 186 |
-
|
| 187 |
-
|
| 188 |
-
- **
|
| 189 |
-
- **
|
| 190 |
-
- **
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 191 |
|
| 192 |
-
**
|
| 193 |
-
|
| 194 |
-
|
| 195 |
-
|
|
|
|
|
|
|
|
|
|
| 196 |
|
| 197 |
-
**
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 198 |
```
|
| 199 |
-
|
| 200 |
-
|
| 201 |
-
|
| 202 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 203 |
```
|
| 204 |
|
| 205 |
-
**
|
| 206 |
-
- CDN for static assets
|
| 207 |
-
- Database connection pooling
|
| 208 |
-
- API rate limiting
|
| 209 |
-
- Puzzle result caching (Redis)
|
| 210 |
|
| 211 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 212 |
|
| 213 |
-
|
| 214 |
-
|
| 215 |
-
|
| 216 |
-
|
| 217 |
-
|
|
|
|
|
|
| 1 |
+
# Crossword Puzzle Webapp - Implementation Status & Roadmap
|
| 2 |
|
| 3 |
+
## π― Project Status: **Phase 5 Complete - LLM Enhancement In Progress**
|
| 4 |
|
| 5 |
+
## Architecture Overview β
COMPLETED
|
|
|
|
|
|
|
|
|
|
|
|
|
| 6 |
|
| 7 |
+
**Frontend (React + Vite)** β
|
| 8 |
+
- β
Topic selection with multi-select buttons
|
| 9 |
+
- β
Generate puzzle button with loading states
|
| 10 |
+
- β
Interactive crossword grid display
|
| 11 |
+
- β
Clue lists (across/down) with click navigation
|
| 12 |
|
| 13 |
+
**Backend (Node.js + Express)** β
|
| 14 |
+
- β
REST API endpoints for puzzle generation
|
| 15 |
+
- β
Advanced crossword algorithm with backtracking
|
| 16 |
+
- β
JSON-based word/clue management
|
| 17 |
+
- β
Rate limiting and CORS configuration
|
| 18 |
|
| 19 |
+
**Data Storage** β
(JSON files - simple & effective)
|
| 20 |
+
- β
Word collections organized by topics (164+ animals, science, geography, technology)
|
| 21 |
+
- β
Pre-written clue-answer pairs
|
| 22 |
+
- β
In-memory caching for performance
|
| 23 |
|
| 24 |
+
## Core Components β
ALL IMPLEMENTED
|
|
|
|
|
|
|
|
|
|
|
|
|
| 25 |
|
| 26 |
+
1. β
**Topic Management**: 4 categories with 164+ words each
|
| 27 |
+
2. β
**Word Selection**: Smart scoring algorithm for crossword suitability
|
| 28 |
+
3. β
**Grid Generation**: Advanced placement with intersection optimization
|
| 29 |
+
4. β
**Clue Generation**: Quality pre-written clues for all words
|
| 30 |
+
5. β
**UI Rendering**: Fully interactive puzzle with real-time validation
|
| 31 |
|
| 32 |
+
## Key Algorithms β
COMPLETED
|
|
|
|
|
|
|
| 33 |
|
| 34 |
+
- β
**Grid placement**: Sophisticated intersection finding with quality scoring
|
| 35 |
+
- β
**Backtracking**: Robust conflict resolution with timeout handling
|
| 36 |
+
- β
**Difficulty scaling**: Word length filtering and grid size optimization
|
| 37 |
+
- β
**Grid optimization**: Automatic trimming and compact layouts
|
| 38 |
|
| 39 |
+
## Current Tech Stack β
IMPLEMENTED
|
|
|
|
|
|
|
|
|
|
| 40 |
|
| 41 |
+
- β
**Frontend**: React + Vite, CSS Grid, responsive design
|
| 42 |
+
- β
**Backend**: Node.js + Express with comprehensive middleware
|
| 43 |
+
- β
**Database**: JSON files (simple, fast, version-controlled)
|
| 44 |
+
- β
**Deployment**: HuggingFace Spaces with Docker containerization
|
| 45 |
|
| 46 |
+
## Frontend Components & UI β
COMPLETED
|
| 47 |
+
|
| 48 |
+
**Main Page Layout** β
|
| 49 |
```
|
| 50 |
+
β
Header: "Crossword Puzzle Generator"
|
| 51 |
+
β
Topic Selector: Multi-select buttons with visual feedback
|
| 52 |
+
β
Generate Button: "Create Puzzle" with loading states
|
| 53 |
+
β
Loading State: Spinner with generation messages
|
| 54 |
+
β
Puzzle Display: Interactive grid + clue lists
|
| 55 |
+
β
Actions: Reset, Show Solution, New Puzzle
|
| 56 |
```
|
| 57 |
|
| 58 |
+
**Components:** β
ALL IMPLEMENTED
|
| 59 |
+
- β
`TopicSelector`: Multi-select topics with selection count
|
| 60 |
+
- β
`PuzzleGrid`: Fully interactive crossword grid with validation
|
| 61 |
+
- β
`ClueList`: Numbered clues (Across/Down) with click navigation
|
| 62 |
+
- β
`LoadingSpinner`: Generation feedback with progress messages
|
| 63 |
+
- β
`PuzzleControls`: Reset/Reveal/Generate buttons
|
| 64 |
|
| 65 |
+
**UI Flow:** β
WORKING
|
| 66 |
+
1. β
User selects topic(s) - visual feedback on selection
|
| 67 |
+
2. β
Clicks generate β Loading state with spinner
|
| 68 |
+
3. β
Puzzle renders with empty grid and numbered clues
|
| 69 |
+
4. β
User fills in answers with keyboard navigation
|
| 70 |
+
5. β
Real-time validation feedback and completion detection
|
| 71 |
|
| 72 |
+
## Backend API & Crossword Generation β
COMPLETED
|
| 73 |
|
| 74 |
+
**API Endpoints:** β
ALL IMPLEMENTED
|
| 75 |
```
|
| 76 |
+
β
GET /api/topics - List available topics
|
| 77 |
+
β
POST /api/generate - Generate puzzle
|
| 78 |
Body: { topics: string[], difficulty: 'easy'|'medium'|'hard' }
|
| 79 |
Response: { grid: Cell[][], clues: Clue[], metadata: {} }
|
| 80 |
|
| 81 |
+
β
GET /api/words/:topic - Get words for topic
|
| 82 |
+
β
POST /api/validate - Validate user answers
|
| 83 |
+
β
GET /api/health - Health check endpoint
|
| 84 |
```
|
| 85 |
|
| 86 |
+
**Core Algorithm:** β
ADVANCED IMPLEMENTATION
|
| 87 |
+
1. β
**Word Selection**: Smart scoring with crossword suitability metrics
|
| 88 |
+
2. β
**Grid Placement**:
|
| 89 |
+
- β
Longest word placed centrally first
|
| 90 |
+
- β
Advanced intersection finding with quality scoring
|
| 91 |
+
- β
Sophisticated backtracking with timeout handling
|
| 92 |
+
- β
Multiple fallback strategies for difficult placements
|
| 93 |
+
3. β
**Grid Optimization**: Automatic trimming, compact layouts
|
| 94 |
+
4. β
**Clue Matching**: Pre-written quality clues for all words
|
| 95 |
+
|
| 96 |
+
**Generation Logic:** β
PRODUCTION-READY
|
| 97 |
```javascript
|
| 98 |
+
β
CrosswordGenerator class with:
|
| 99 |
+
- Advanced word scoring algorithm
|
| 100 |
+
- Backtracking placement with timeout
|
| 101 |
+
- Grid size optimization
|
| 102 |
+
- Intersection quality scoring
|
| 103 |
+
- Fallback strategies for difficult cases
|
| 104 |
+
- Comprehensive error handling
|
|
|
|
| 105 |
```
|
| 106 |
|
| 107 |
+
## Data Storage & Word Management β
CURRENT + π FUTURE
|
| 108 |
+
|
| 109 |
+
**Current Implementation (JSON Files)** β
|
| 110 |
+
```json
|
| 111 |
+
β
topics: [
|
| 112 |
+
{ "id": "animals", "name": "Animals" },
|
| 113 |
+
{ "id": "science", "name": "Science" },
|
| 114 |
+
{ "id": "geography", "name": "Geography" },
|
| 115 |
+
{ "id": "technology", "name": "Technology" }
|
| 116 |
+
]
|
| 117 |
+
|
| 118 |
+
β
word-lists/animals.json: 164+ words with clues
|
| 119 |
+
β
word-lists/science.json: 100+ words with clues
|
| 120 |
+
β
word-lists/geography.json: 80+ words with clues
|
| 121 |
+
β
word-lists/technology.json: 90+ words with clues
|
| 122 |
```
|
| 123 |
|
| 124 |
+
**Word Collections by Topic:** β
EXTENSIVE COLLECTIONS
|
| 125 |
+
- β
**Animals**: 164 words (DOG, ELEPHANT, TIGER, WHALE, BUTTERFLY, etc.)
|
| 126 |
+
- β
**Science**: 100+ words (ATOM, GRAVITY, MOLECULE, PHOTON, CHEMISTRY, etc.)
|
| 127 |
+
- β
**Geography**: 80+ words (MOUNTAIN, OCEAN, DESERT, CONTINENT, RIVER, etc.)
|
| 128 |
+
- β
**Technology**: 90+ words (COMPUTER, INTERNET, ALGORITHM, DATABASE, SOFTWARE, etc.)
|
| 129 |
|
| 130 |
+
**Current Data Sources:** β
IMPLEMENTED
|
| 131 |
+
- β
Curated word lists with quality clues
|
| 132 |
+
- β
Manual curation for puzzle quality
|
| 133 |
+
- β
Version-controlled JSON format
|
|
|
|
| 134 |
|
| 135 |
+
**Current Storage Strategy:** β
WORKING
|
| 136 |
+
- β
JSON files for simplicity and version control
|
| 137 |
+
- β
In-memory caching with Map-based storage
|
| 138 |
+
- β
Fast file-based lookups
|
| 139 |
+
- β
No database overhead for current scale
|
| 140 |
|
| 141 |
+
**Future Enhancement (PostgreSQL)** π OPTIONAL
|
| 142 |
+
- π PostgreSQL for advanced querying (if needed at scale)
|
| 143 |
+
- π Redis caching layer for high-traffic scenarios
|
| 144 |
+
- π Indexing on topic_id and word_length for complex queries
|
| 145 |
+
|
| 146 |
+
## Project Structure β
IMPLEMENTED
|
| 147 |
|
| 148 |
```
|
| 149 |
+
β
crossword-app/
|
| 150 |
+
βββ β
frontend/
|
| 151 |
+
β βββ β
src/
|
| 152 |
+
β β βββ β
components/
|
| 153 |
+
β β β βββ β
TopicSelector.jsx
|
| 154 |
+
β β β βββ β
PuzzleGrid.jsx
|
| 155 |
+
β β β βββ β
ClueList.jsx
|
| 156 |
+
β β β βββ β
LoadingSpinner.jsx
|
| 157 |
+
β β βββ β
hooks/
|
| 158 |
+
β β β βββ β
useCrossword.js
|
| 159 |
+
β β βββ β
utils/
|
| 160 |
+
β β β βββ β
gridHelpers.js
|
| 161 |
+
β β βββ β
styles/
|
| 162 |
+
β β β βββ β
puzzle.css
|
| 163 |
+
β β βββ β
App.jsx
|
| 164 |
+
β βββ β
package.json
|
| 165 |
+
β βββ β
vite.config.js
|
| 166 |
+
βββ β
backend/
|
| 167 |
+
β βββ β
src/
|
| 168 |
+
β β βββ β
controllers/
|
| 169 |
+
β β β βββ β
puzzleController.js
|
| 170 |
+
β β βββ β
services/
|
| 171 |
+
β β β βββ β
crosswordGenerator.js
|
| 172 |
+
β β β βββ β
wordService.js
|
| 173 |
+
β β βββ β
routes/
|
| 174 |
+
β β β βββ β
api.js
|
| 175 |
+
β β βββ β
app.js
|
| 176 |
+
β βββ β
data/
|
| 177 |
+
β β βββ β
word-lists/ (animals.json, science.json, etc.)
|
| 178 |
+
β βββ β
package.json
|
| 179 |
+
β βββ β
.env
|
| 180 |
+
βββ β
docs/
|
| 181 |
+
β βββ β
crossword-app-plan.md
|
| 182 |
+
βββ β
Dockerfile (HuggingFace Spaces deployment)
|
| 183 |
+
βββ β
README.md (with HF metadata)
|
|
|
|
|
|
|
| 184 |
```
|
| 185 |
|
| 186 |
+
**Current Tech Stack:** β
PRODUCTION-READY
|
| 187 |
+
- β
**Frontend**: React + Vite, CSS Grid, Axios
|
| 188 |
+
- β
**Backend**: Node.js + Express, CORS, rate limiting, helmet
|
| 189 |
+
- β
**Data**: JSON files with in-memory caching
|
| 190 |
+
- β
**Development**: Nodemon, modern ES modules
|
| 191 |
+
- β
**Deployment**: Docker + HuggingFace Spaces
|
| 192 |
+
|
| 193 |
+
## Deployment & Hosting Strategy β
COMPLETED
|
| 194 |
+
|
| 195 |
+
**Development Environment:** β
WORKING
|
| 196 |
+
- β
JSON file-based data (no database setup needed)
|
| 197 |
+
- β
Frontend: `npm run dev` (Vite dev server)
|
| 198 |
+
- β
Backend: `npm run dev` (Nodemon with auto-reload)
|
| 199 |
+
- β
Environment variables in `.env`
|
| 200 |
+
|
| 201 |
+
**Production Deployment:** β
LIVE ON HUGGINGFACE SPACES
|
| 202 |
+
- β
**Platform**: HuggingFace Spaces with Docker
|
| 203 |
+
- β
**Frontend**: Built and served from backend (single container)
|
| 204 |
+
- β
**Backend**: Node.js Express server on port 7860
|
| 205 |
+
- β
**Data**: JSON files bundled in container
|
| 206 |
+
- β
**Domain**: `https://vimalk78-abc123.hf.space/` (public access)
|
| 207 |
+
- β
**HTTPS**: Automatic via HF Spaces infrastructure
|
| 208 |
+
|
| 209 |
+
**Container Setup:** β
DOCKERIZED
|
| 210 |
+
```dockerfile
|
| 211 |
+
β
Multi-stage build (frontend build β backend runtime)
|
| 212 |
+
β
Node.js 18 Alpine base image
|
| 213 |
+
β
Production optimizations
|
| 214 |
+
β
Port 7860 (HF Spaces standard)
|
| 215 |
+
β
Environment: NODE_ENV=production
|
| 216 |
+
```
|
| 217 |
|
| 218 |
+
**Environment Variables:** β
CONFIGURED
|
| 219 |
+
```
|
| 220 |
+
β
NODE_ENV=production
|
| 221 |
+
β
PORT=7860
|
| 222 |
+
β
Trust proxy configuration for HF infrastructure
|
| 223 |
+
β
CORS enabled for same-origin requests
|
| 224 |
+
```
|
| 225 |
|
| 226 |
+
**Performance Features:** β
IMPLEMENTED
|
| 227 |
+
- β
Static asset serving for built frontend
|
| 228 |
+
- β
API rate limiting (100 req/15min, 50 puzzle gen/5min)
|
| 229 |
+
- β
In-memory caching for word lists
|
| 230 |
+
- β
Gzip compression via Express
|
| 231 |
+
- β
Security headers via Helmet
|
| 232 |
+
|
| 233 |
+
## Implementation Progress
|
| 234 |
+
|
| 235 |
+
### β
COMPLETED PHASES
|
| 236 |
+
|
| 237 |
+
1. β
**Phase 1**: Basic word placement algorithm and simple UI
|
| 238 |
+
2. β
**Phase 2**: Topic selection and word database
|
| 239 |
+
3. β
**Phase 3**: Interactive grid with validation
|
| 240 |
+
4. β
**Phase 4**: Polish UI/UX and deployment
|
| 241 |
+
5. β
**Phase 5**: Advanced features (difficulty levels, mobile responsive)
|
| 242 |
+
|
| 243 |
+
---
|
| 244 |
+
|
| 245 |
+
## π NEXT PHASE: LLM-Enhanced Dynamic Word Generation
|
| 246 |
+
|
| 247 |
+
### **Phase 6: AI-Powered Crossword Generation** π€
|
| 248 |
+
|
| 249 |
+
Transform the static word lists into a dynamic, AI-powered system using embeddings and LLMs for unlimited content generation.
|
| 250 |
+
|
| 251 |
+
#### **6.1 Core LLM Integration** π§
|
| 252 |
+
- **HuggingFace Embedding Setup**
|
| 253 |
+
- Integrate `@huggingface/inference` package
|
| 254 |
+
- Deploy `sentence-transformers/all-MiniLM-L6-v2` model
|
| 255 |
+
- Create `EmbeddingWordService` class
|
| 256 |
+
- Implement semantic similarity search
|
| 257 |
+
|
| 258 |
+
- **Dynamic Word Generation**
|
| 259 |
+
- Topic-aware word generation using embeddings
|
| 260 |
+
- Quality filtering for crossword suitability
|
| 261 |
+
- Word difficulty scoring and classification
|
| 262 |
+
- Content validation (no proper nouns, inappropriate content)
|
| 263 |
+
|
| 264 |
+
#### **6.2 Intelligent Clue Generation** π
|
| 265 |
+
- **LLM-Powered Clues**
|
| 266 |
+
- Use small language model for clue generation
|
| 267 |
+
- Template-based clue creation with topic context
|
| 268 |
+
- Ensure crossword-appropriate formatting
|
| 269 |
+
- Quality scoring and validation
|
| 270 |
+
|
| 271 |
+
- **Clue Enhancement**
|
| 272 |
+
- Context-aware clue generation
|
| 273 |
+
- Difficulty-matched clue complexity
|
| 274 |
+
- Multiple clue variations per word
|
| 275 |
+
- User preference learning
|
| 276 |
+
|
| 277 |
+
#### **6.3 Advanced Caching Strategy** β‘
|
| 278 |
+
- **Multi-Tier Cache Architecture**
|
| 279 |
+
```
|
| 280 |
+
L1: In-Memory (current session) - No TTL
|
| 281 |
+
L2: Redis (cross-session) - 24h TTL + LRU
|
| 282 |
+
L3: Database (long-term) - 7d TTL
|
| 283 |
+
```
|
| 284 |
+
|
| 285 |
+
- **Smart Cache Policies**
|
| 286 |
+
- **Hybrid TTL + LRU**: Popular topics get longer cache life
|
| 287 |
+
- **Usage-based scoring**: `(frequency Γ 0.4) + (recency Γ 0.3) + (cost Γ 0.3)`
|
| 288 |
+
- **Adaptive TTL**: Adjust based on API response times and error rates
|
| 289 |
+
- **Topic-aware eviction**: Different TTL for popular vs niche topics
|
| 290 |
+
|
| 291 |
+
#### **6.4 Performance & Reliability** π
|
| 292 |
+
- **Fallback Strategies**
|
| 293 |
+
- Keep existing JSON word lists as backup
|
| 294 |
+
- Graceful degradation when APIs fail
|
| 295 |
+
- Offline mode with cached content
|
| 296 |
+
- Error recovery and retry logic
|
| 297 |
+
|
| 298 |
+
- **Optimization Features**
|
| 299 |
+
- Batch word generation requests
|
| 300 |
+
- Precompute popular topic combinations
|
| 301 |
+
- Async generation with progress indicators
|
| 302 |
+
- Request deduplication and coalescence
|
| 303 |
+
|
| 304 |
+
#### **6.5 Quality Control** β¨
|
| 305 |
+
- **Content Validation**
|
| 306 |
+
- Word appropriateness filtering
|
| 307 |
+
- Crossword intersection analysis
|
| 308 |
+
- Difficulty consistency checking
|
| 309 |
+
- User feedback collection
|
| 310 |
+
|
| 311 |
+
- **Continuous Improvement**
|
| 312 |
+
- A/B testing for different models
|
| 313 |
+
- User rating system for generated content
|
| 314 |
+
- Analytics for content quality metrics
|
| 315 |
+
- Model performance monitoring
|
| 316 |
+
|
| 317 |
+
#### **6.6 Enhanced Features** π―
|
| 318 |
+
- **Custom Topic Support**
|
| 319 |
+
- User-defined topic combinations
|
| 320 |
+
- Real-time topic similarity recommendations
|
| 321 |
+
- Trending topic suggestions
|
| 322 |
+
- Personal topic history
|
| 323 |
+
|
| 324 |
+
- **Advanced Difficulty**
|
| 325 |
+
- AI-driven difficulty assessment
|
| 326 |
+
- Personalized difficulty scaling
|
| 327 |
+
- Learning curve adaptation
|
| 328 |
+
- Challenge progression system
|
| 329 |
+
|
| 330 |
+
### **Technical Specifications**
|
| 331 |
+
|
| 332 |
+
**Recommended Models:**
|
| 333 |
+
- **Embeddings**: `sentence-transformers/all-MiniLM-L6-v2` (free, fast, 384 dimensions)
|
| 334 |
+
- **Text Generation**: `microsoft/DialoGPT-small` or `gpt2` for clues
|
| 335 |
+
- **Backup**: Keep existing 400+ static words as fallback
|
| 336 |
+
|
| 337 |
+
**API Integration:**
|
| 338 |
+
```javascript
|
| 339 |
+
class EmbeddingWordService {
|
| 340 |
+
async generateWords(topics, difficulty, count = 12) {
|
| 341 |
+
// Semantic word generation with embeddings
|
| 342 |
+
// Quality filtering and crossword optimization
|
| 343 |
+
// Cache with smart eviction policies
|
| 344 |
+
}
|
| 345 |
+
|
| 346 |
+
async generateClues(words, context) {
|
| 347 |
+
// LLM-powered clue generation
|
| 348 |
+
// Template-based formatting
|
| 349 |
+
// Quality validation
|
| 350 |
+
}
|
| 351 |
+
}
|
| 352 |
```
|
| 353 |
+
|
| 354 |
+
**Cache Architecture:**
|
| 355 |
+
```javascript
|
| 356 |
+
CacheStrategy {
|
| 357 |
+
L1: Map() // Session cache
|
| 358 |
+
L2: Redis // Cross-session with TTL
|
| 359 |
+
L3: JSON // Fallback storage
|
| 360 |
+
|
| 361 |
+
evictionPolicy: "TTL + LRU + Usage-Score"
|
| 362 |
+
adaptiveTTL: true
|
| 363 |
+
fallbackEnabled: true
|
| 364 |
+
}
|
| 365 |
```
|
| 366 |
|
| 367 |
+
### **Implementation Roadmap**
|
|
|
|
|
|
|
|
|
|
|
|
|
| 368 |
|
| 369 |
+
**Week 1-2**: Core infrastructure and embedding integration
|
| 370 |
+
**Week 3**: Dynamic word generation with basic caching
|
| 371 |
+
**Week 4**: LLM clue generation and quality controls
|
| 372 |
+
**Week 5**: Advanced caching and performance optimization
|
| 373 |
+
**Week 6**: Testing, fallback systems, and deployment
|
| 374 |
|
| 375 |
+
**Benefits:**
|
| 376 |
+
- π― Unlimited fresh content every time
|
| 377 |
+
- π§ Intelligent topic understanding
|
| 378 |
+
- β‘ Smart caching for performance
|
| 379 |
+
- π‘οΈ Robust fallback systems
|
| 380 |
+
- π Continuous quality improvement
|