|
| 1 | +# Cookiecutter Template Generalization Plan |
| 2 | + |
| 3 | +## Current Issues Identified |
| 4 | + |
| 5 | +### 1. **Template Constraint Issues** |
| 6 | + |
| 7 | +- `first_bad_version/solution.py`: Has `# TODO: template constraint` - needs custom `__init__` method |
| 8 | +- Template doesn't support constructor parameters or custom initialization logic |
| 9 | +- No support for API mocking patterns (like `isBadVersion`) |
| 10 | + |
| 11 | +### 2. **Limited Method Flexibility** |
| 12 | + |
| 13 | +- No support for static methods, class methods, or property decorators |
| 14 | +- Missing support for optional parameters with defaults |
| 15 | +- No support for method overloading patterns |
| 16 | +- Cannot handle methods that don't need `self` parameter |
| 17 | + |
| 18 | +### 3. **Complex Test Patterns Not Supported** |
| 19 | + |
| 20 | +- Design problems need operation sequences (LRU Cache pattern) |
| 21 | +- Interactive problems need API mocking (First Bad Version) |
| 22 | +- Some problems need custom helper methods in tests |
| 23 | +- No support for test fixtures or complex setup |
| 24 | + |
| 25 | +### 4. **Playground Notebook Limitations** |
| 26 | + |
| 27 | +- Fixed 4-cell structure doesn't fit all problem types |
| 28 | +- No support for visualization cells |
| 29 | +- Missing support for interactive debugging |
| 30 | +- Cannot handle complex setup requirements |
| 31 | +- **Import conflicts**: Cannot import `tests.py` due to root-level `tests/` directory conflict |
| 32 | +- **Missing test helpers**: Need access to test utility functions like `create_cycle_list` in notebooks |
| 33 | +- **Path manipulation required**: Manual `sys.path` modifications needed for imports |
| 34 | + |
| 35 | +### 5. **Missing Template Variants** |
| 36 | + |
| 37 | +- No support for multiple solution approaches in one file |
| 38 | +- Missing templates for specific problem categories (graph, trie, etc.) |
| 39 | +- No support for helper classes or data structures |
| 40 | +- Cannot generate algorithm explanation comments |
| 41 | + |
| 42 | +## Proposed Solutions |
| 43 | + |
| 44 | +### Phase 1: Template Structure Improvements |
| 45 | + |
| 46 | +#### 1.1 Enhanced Method Configuration |
| 47 | + |
| 48 | +```json |
| 49 | +"solution_methods": [ |
| 50 | + { |
| 51 | + "name": "method_name", |
| 52 | + "parameters": "param1: type1, param2: type2 = default", |
| 53 | + "return_type": "ReturnType", |
| 54 | + "dummy_return": "default_value", |
| 55 | + "decorators": ["@staticmethod", "@classmethod", "@property"], |
| 56 | + "is_constructor": true, |
| 57 | + "time_complexity": "O(n)", |
| 58 | + "space_complexity": "O(1)", |
| 59 | + "algorithm_notes": "Brief explanation" |
| 60 | + } |
| 61 | +] |
| 62 | +``` |
| 63 | + |
| 64 | +#### 1.2 Flexible Template Structure |
| 65 | + |
| 66 | +```jinja2 |
| 67 | +{%- for method in solution_methods %} |
| 68 | +{%- if method.decorators %} |
| 69 | +{%- for decorator in method.decorators %} |
| 70 | + {{ decorator }} |
| 71 | +{%- endfor %} |
| 72 | +{%- endif %} |
| 73 | + # Time: {{ method.time_complexity or "O(?)" }} |
| 74 | + # Space: {{ method.space_complexity or "O(?)" }} |
| 75 | +{%- if method.is_constructor %} |
| 76 | + def {{ method.name }}(self{% if method.parameters %}, {{ method.parameters }}{% endif %}){% if method.return_type %} -> {{ method.return_type }}{% endif %}: |
| 77 | +{%- else %} |
| 78 | + def {{ method.name }}({% if not method.decorators or "@staticmethod" not in method.decorators %}self{% if method.parameters %}, {% endif %}{% endif %}{{ method.parameters or "" }}){% if method.return_type %} -> {{ method.return_type }}{% endif %}: |
| 79 | +{%- endif %} |
| 80 | +{%- if method.algorithm_notes %} |
| 81 | + # {{ method.algorithm_notes }} |
| 82 | +{%- endif %} |
| 83 | + # TODO: Implement {{ method.name }} |
| 84 | +{%- if method.dummy_return %} |
| 85 | + return {{ method.dummy_return }} |
| 86 | +{%- endif %} |
| 87 | +{%- endfor %} |
| 88 | +``` |
| 89 | + |
| 90 | +### Phase 2: Test Template Enhancements |
| 91 | + |
| 92 | +#### 2.1 Flexible Test Patterns |
| 93 | + |
| 94 | +```json |
| 95 | +"test_patterns": { |
| 96 | + "type": "basic|design|interactive|tree|graph", |
| 97 | + "setup_complexity": "simple|complex|custom", |
| 98 | + "assertion_type": "direct|tree_comparison|operation_sequence" |
| 99 | +} |
| 100 | +``` |
| 101 | + |
| 102 | +#### 2.2 Enhanced Test Methods |
| 103 | + |
| 104 | +```json |
| 105 | +"test_methods": [ |
| 106 | + { |
| 107 | + "name": "test_method", |
| 108 | + "pattern": "parametrized|custom|fixture", |
| 109 | + "setup_code": "custom setup if needed", |
| 110 | + "parametrize": "params", |
| 111 | + "test_cases": "test data", |
| 112 | + "body": "test logic", |
| 113 | + "cleanup_code": "optional cleanup" |
| 114 | + } |
| 115 | +] |
| 116 | +``` |
| 117 | + |
| 118 | +### Phase 3: Notebook Template Flexibility |
| 119 | + |
| 120 | +#### 3.1 Dynamic Cell Structure |
| 121 | + |
| 122 | +```json |
| 123 | +"notebook_cells": [ |
| 124 | + { |
| 125 | + "id": "imports", |
| 126 | + "type": "code", |
| 127 | + "content": "{{ playground_imports }}" |
| 128 | + }, |
| 129 | + { |
| 130 | + "id": "setup", |
| 131 | + "type": "code", |
| 132 | + "content": "{{ playground_setup }}" |
| 133 | + }, |
| 134 | + { |
| 135 | + "id": "visualization", |
| 136 | + "type": "code", |
| 137 | + "content": "{{ playground_visualization }}", |
| 138 | + "optional": true |
| 139 | + }, |
| 140 | + { |
| 141 | + "id": "execute", |
| 142 | + "type": "code", |
| 143 | + "content": "{{ playground_execution }}" |
| 144 | + }, |
| 145 | + { |
| 146 | + "id": "test", |
| 147 | + "type": "code", |
| 148 | + "content": "{{ playground_assertion }}" |
| 149 | + } |
| 150 | +] |
| 151 | +``` |
| 152 | + |
| 153 | +#### 3.2 Test Helper Integration |
| 154 | + |
| 155 | +```json |
| 156 | +"notebook_config": { |
| 157 | + "needs_test_helpers": true, |
| 158 | + "helper_functions": ["create_cycle_list", "build_tree", "create_graph"], |
| 159 | + "import_strategy": "helpers_file|inline_helpers|test_utils" |
| 160 | +} |
| 161 | +``` |
| 162 | + |
| 163 | +### Phase 4: Problem-Specific Templates |
| 164 | + |
| 165 | +#### 4.1 Template Categories |
| 166 | + |
| 167 | +- **Basic**: Array, string, number problems |
| 168 | +- **Design**: Data structure implementation (LRU Cache, Trie) |
| 169 | +- **Interactive**: Problems with external APIs (First Bad Version) |
| 170 | +- **Tree**: Binary tree problems with visualization |
| 171 | +- **Graph**: Graph problems with node structures |
| 172 | +- **Algorithm**: Complex algorithms with step-by-step breakdown |
| 173 | + |
| 174 | +#### 4.2 Category-Specific Fields |
| 175 | + |
| 176 | +```json |
| 177 | +"template_category": "design", |
| 178 | +"design_config": { |
| 179 | + "operation_methods": ["get", "put", "delete"], |
| 180 | + "test_operation_sequence": true, |
| 181 | + "supports_multiple_instances": true |
| 182 | +}, |
| 183 | +"interactive_config": { |
| 184 | + "external_apis": ["isBadVersion"], |
| 185 | + "mock_setup_required": true |
| 186 | +}, |
| 187 | +"tree_config": { |
| 188 | + "visualization_enabled": true, |
| 189 | + "supports_null_nodes": true |
| 190 | +} |
| 191 | +``` |
| 192 | + |
| 193 | +## Implementation Plan |
| 194 | + |
| 195 | +### Step 1: Backup and Analysis (Week 1) |
| 196 | + |
| 197 | +- [ ] Create backup of current template |
| 198 | +- [ ] Analyze all 70+ existing problems for patterns |
| 199 | +- [ ] Document current template limitations |
| 200 | +- [ ] Create test cases for new template features |
| 201 | + |
| 202 | +### Step 2: Core Template Enhancement (Week 2) |
| 203 | + |
| 204 | +- [ ] Implement enhanced method configuration |
| 205 | +- [ ] Add support for decorators and special methods |
| 206 | +- [ ] Update solution.py template with flexibility |
| 207 | +- [ ] Add algorithm complexity and notes support |
| 208 | + |
| 209 | +### Step 3: Test Template Improvements (Week 3) |
| 210 | + |
| 211 | +- [ ] Implement flexible test patterns |
| 212 | +- [ ] Add support for design problem test sequences |
| 213 | +- [ ] Add interactive problem mocking support |
| 214 | +- [ ] Update tests.py template |
| 215 | + |
| 216 | +### Step 4: Notebook Template Enhancement (Week 4) |
| 217 | + |
| 218 | +- [ ] Implement dynamic cell structure |
| 219 | +- [ ] Add visualization cell support |
| 220 | +- [ ] Add debugging and exploration cells |
| 221 | +- [ ] **Solve import conflicts**: Create `helpers.py` pattern for test utilities |
| 222 | +- [ ] **Clean imports**: Remove need for manual `sys.path` manipulation |
| 223 | +- [ ] **Test helper access**: Provide clean access to test utility functions |
| 224 | +- [ ] Update playground.ipynb template |
| 225 | + |
| 226 | +### Step 5: Category-Specific Templates (Week 5) |
| 227 | + |
| 228 | +- [ ] Create template variants for each category |
| 229 | +- [ ] Implement category-specific configuration |
| 230 | +- [ ] Add template selection logic to generator |
| 231 | +- [ ] Update JSON schema validation |
| 232 | + |
| 233 | +### Step 6: Migration and Testing (Week 6) |
| 234 | + |
| 235 | +- [ ] Test new template with existing problems |
| 236 | +- [ ] Create migration script for existing JSONs |
| 237 | +- [ ] Update documentation and examples |
| 238 | +- [ ] Validate all generated problems pass linting |
| 239 | + |
| 240 | +## Success Criteria |
| 241 | + |
| 242 | +1. **Template Flexibility**: Support all current problem types without manual fixes |
| 243 | +2. **Zero Manual Intervention**: Generated code should pass `make p-lint` immediately |
| 244 | +3. **Backward Compatibility**: Existing JSON files should work with new template |
| 245 | +4. **Enhanced Features**: Support for decorators, complex tests, and visualizations |
| 246 | +5. **Category Support**: Automatic template selection based on problem type |
| 247 | + |
| 248 | +## Risk Mitigation |
| 249 | + |
| 250 | +1. **Breaking Changes**: Maintain backward compatibility with existing JSONs |
| 251 | +2. **Complexity**: Keep template readable with clear documentation |
| 252 | +3. **Performance**: Ensure generation time remains fast |
| 253 | +4. **Maintenance**: Create comprehensive test suite for template validation |
| 254 | + |
| 255 | +## Files to Modify |
| 256 | + |
| 257 | +### Core Template Files |
| 258 | + |
| 259 | +- `.templates/leetcode/{{cookiecutter.problem_name}}/solution.py` |
| 260 | +- `.templates/leetcode/{{cookiecutter.problem_name}}/tests.py` |
| 261 | +- `.templates/leetcode/{{cookiecutter.problem_name}}/playground.ipynb` |
| 262 | +- **Add**: `.templates/leetcode/{{cookiecutter.problem_name}}/helpers.py` (conditional) |
| 263 | +- `.templates/leetcode/cookiecutter.json` |
| 264 | + |
| 265 | +### Generator Logic |
| 266 | + |
| 267 | +- `leetcode_py/tools/generator.py` |
| 268 | +- `.templates/leetcode/gen.py` |
| 269 | + |
| 270 | +### Examples and Documentation |
| 271 | + |
| 272 | +- `.templates/leetcode/examples/basic.json5` |
| 273 | +- `.templates/leetcode/examples/design.json5` |
| 274 | +- Add: `.templates/leetcode/examples/interactive.json5` |
| 275 | +- Add: `.templates/leetcode/examples/tree.json5` |
| 276 | +- Add: `.templates/leetcode/examples/graph.json5` |
| 277 | + |
| 278 | +### Validation and Testing |
| 279 | + |
| 280 | +- Add: `.templates/leetcode/validate_template.py` |
| 281 | +- Add: `tests/templates/test_template_generation.py` |
| 282 | + |
| 283 | +## Notebook Import Issue Solutions |
| 284 | + |
| 285 | +### Option 1: Dedicated `helpers.py` File (Recommended) |
| 286 | + |
| 287 | +- Generate `helpers.py` when `needs_test_helpers: true` |
| 288 | +- Extract reusable functions from test class |
| 289 | +- Clean imports: `from helpers import create_cycle_list` |
| 290 | +- No path manipulation needed |
| 291 | + |
| 292 | +### Option 2: Enhanced Test Utils |
| 293 | + |
| 294 | +- Add problem-specific helpers to `leetcode_py.test_utils` |
| 295 | +- Import: `from leetcode_py.test_utils import create_cycle_list` |
| 296 | +- Centralized but may become bloated |
| 297 | + |
| 298 | +### Option 3: Inline Helper Functions |
| 299 | + |
| 300 | +- Generate helper functions directly in notebook setup cell |
| 301 | +- Self-contained but duplicates code |
| 302 | +- Good for simple helpers |
| 303 | + |
| 304 | +**Chosen Approach**: Option 1 with conditional generation based on problem type. |
| 305 | + |
| 306 | +This plan addresses all identified template limitations while maintaining backward compatibility and adding powerful new features for different problem categories. |
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