Stage 4
This commit is contained in:
alorig
220
docs/ActiveDocs/STAGE4-PROMPT-REGISTRY-COMPLETE.md
Normal file
220
docs/ActiveDocs/STAGE4-PROMPT-REGISTRY-COMPLETE.md
Normal file
@@ -0,0 +1,220 @@
|
||||
# Stage 4 - Prompt Registry, Model Unification, and Final Function Hooks - COMPLETE ✅
|
||||
|
||||
## Summary
|
||||
|
||||
Successfully created a centralized prompt registry system, unified model configurations, and standardized all AI function execution with clean, minimal function files.
|
||||
|
||||
## ✅ Completed Deliverables
|
||||
|
||||
### 1. Prompt Registry System Created
|
||||
|
||||
#### `ai/prompts.py` - PromptRegistry Class
|
||||
- **Purpose**: Centralized prompt management with hierarchical resolution
|
||||
- **Features**:
|
||||
- Hierarchical prompt resolution:
|
||||
1. Task-level `prompt_override` (if exists)
|
||||
2. DB prompt for (account, function)
|
||||
3. Default fallback from registry
|
||||
- Supports both `.format()` style and `[IGNY8_*]` placeholder replacement
|
||||
- Function-to-prompt-type mapping
|
||||
- Convenience methods: `get_image_prompt_template()`, `get_negative_prompt()`
|
||||
|
||||
#### Prompt Resolution Priority
|
||||
```python
|
||||
# Priority 1: Task override
|
||||
if task.prompt_override:
|
||||
use task.prompt_override
|
||||
|
||||
# Priority 2: DB prompt
|
||||
elif DB prompt for (account, function) exists:
|
||||
use DB prompt
|
||||
|
||||
# Priority 3: Default fallback
|
||||
else:
|
||||
use default from registry
|
||||
```
|
||||
|
||||
### 2. Model Configuration Centralized
|
||||
|
||||
#### `ai/settings.py` - MODEL_CONFIG
|
||||
- **Purpose**: Centralized model configurations for all AI functions
|
||||
- **Configurations**:
|
||||
```python
|
||||
MODEL_CONFIG = {
|
||||
"auto_cluster": {
|
||||
"model": "gpt-4o-mini",
|
||||
"max_tokens": 3000,
|
||||
"temperature": 0.7,
|
||||
"response_format": {"type": "json_object"},
|
||||
},
|
||||
"generate_ideas": {
|
||||
"model": "gpt-4.1",
|
||||
"max_tokens": 4000,
|
||||
"temperature": 0.7,
|
||||
"response_format": {"type": "json_object"},
|
||||
},
|
||||
"generate_content": {
|
||||
"model": "gpt-4.1",
|
||||
"max_tokens": 8000,
|
||||
"temperature": 0.7,
|
||||
"response_format": None, # Text output
|
||||
},
|
||||
"generate_images": {
|
||||
"model": "dall-e-3",
|
||||
"size": "1024x1024",
|
||||
"provider": "openai",
|
||||
},
|
||||
}
|
||||
```
|
||||
|
||||
#### Helper Functions
|
||||
- `get_model_config(function_name)` - Get full config
|
||||
- `get_model(function_name)` - Get model name
|
||||
- `get_max_tokens(function_name)` - Get max tokens
|
||||
- `get_temperature(function_name)` - Get temperature
|
||||
|
||||
### 3. Updated All AI Functions
|
||||
|
||||
#### `functions/auto_cluster.py`
|
||||
- ✅ Uses `PromptRegistry.get_prompt()`
|
||||
- ✅ Uses `get_model_config()` for model settings
|
||||
- ✅ Removed direct `get_prompt_value()` calls
|
||||
|
||||
#### `functions/generate_ideas.py`
|
||||
- ✅ Uses `PromptRegistry.get_prompt()` with context
|
||||
- ✅ Uses `get_model_config()` for model settings
|
||||
- ✅ Clean prompt building with context variables
|
||||
|
||||
#### `functions/generate_content.py`
|
||||
- ✅ Uses `PromptRegistry.get_prompt()` with task support
|
||||
- ✅ Uses `get_model_config()` for model settings
|
||||
- ✅ Supports task-level prompt overrides
|
||||
|
||||
#### `functions/generate_images.py`
|
||||
- ✅ Uses `PromptRegistry.get_prompt()` for extraction
|
||||
- ✅ Uses `PromptRegistry.get_image_prompt_template()`
|
||||
- ✅ Uses `PromptRegistry.get_negative_prompt()`
|
||||
- ✅ Uses `get_model_config()` for model settings
|
||||
|
||||
### 4. Updated Engine
|
||||
|
||||
#### `engine.py`
|
||||
- ✅ Uses `get_model_config()` instead of `fn.get_model()`
|
||||
- ✅ Passes model config to `run_ai_request()`
|
||||
- ✅ Unified model selection across all functions
|
||||
|
||||
### 5. Standardized Response Format
|
||||
|
||||
All functions now return consistent format:
|
||||
```python
|
||||
{
|
||||
"success": True/False,
|
||||
"output": "HTML or image_url or data",
|
||||
"raw": raw_response_json, # Optional
|
||||
"meta": {
|
||||
"word_count": 1536, # For content
|
||||
"keywords": [...], # For clusters
|
||||
"model_used": "gpt-4.1",
|
||||
"tokens": 250,
|
||||
"cost": 0.000123
|
||||
},
|
||||
"error": None or error_message
|
||||
}
|
||||
```
|
||||
|
||||
## 📋 File Changes Summary
|
||||
|
||||
| File | Changes | Status |
|
||||
|------|---------|--------|
|
||||
| `prompts.py` | Created PromptRegistry class | ✅ Complete |
|
||||
| `settings.py` | Created MODEL_CONFIG and helpers | ✅ Complete |
|
||||
| `functions/auto_cluster.py` | Updated to use registry and settings | ✅ Complete |
|
||||
| `functions/generate_ideas.py` | Updated to use registry and settings | ✅ Complete |
|
||||
| `functions/generate_content.py` | Updated to use registry and settings | ✅ Complete |
|
||||
| `functions/generate_images.py` | Updated to use registry and settings | ✅ Complete |
|
||||
| `engine.py` | Updated to use model config | ✅ Complete |
|
||||
| `__init__.py` | Exported new modules | ✅ Complete |
|
||||
|
||||
## 🔄 Migration Path
|
||||
|
||||
### Old Code (Deprecated)
|
||||
```python
|
||||
from igny8_core.modules.system.utils import get_prompt_value, get_default_prompt
|
||||
prompt_template = get_prompt_value(account, 'clustering')
|
||||
prompt = prompt_template.replace('[IGNY8_KEYWORDS]', keywords_text)
|
||||
```
|
||||
|
||||
### New Code (Recommended)
|
||||
```python
|
||||
from igny8_core.ai.prompts import PromptRegistry
|
||||
from igny8_core.ai.settings import get_model_config
|
||||
|
||||
# Get prompt from registry
|
||||
prompt = PromptRegistry.get_prompt(
|
||||
function_name='auto_cluster',
|
||||
account=account,
|
||||
context={'KEYWORDS': keywords_text}
|
||||
)
|
||||
|
||||
# Get model config
|
||||
model_config = get_model_config('auto_cluster')
|
||||
```
|
||||
|
||||
## ✅ Verification Checklist
|
||||
|
||||
- [x] PromptRegistry created with hierarchical resolution
|
||||
- [x] MODEL_CONFIG created with all function configs
|
||||
- [x] All functions updated to use registry
|
||||
- [x] All functions updated to use model config
|
||||
- [x] Engine updated to use model config
|
||||
- [x] Response format standardized
|
||||
- [x] No direct prompt utility calls in functions
|
||||
- [x] Task-level overrides supported
|
||||
- [x] DB prompts supported
|
||||
- [x] Default fallbacks working
|
||||
|
||||
## 🎯 Benefits Achieved
|
||||
|
||||
1. **Centralized Prompts**: All prompts in one registry
|
||||
2. **Hierarchical Resolution**: Task → DB → Default
|
||||
3. **Model Unification**: All models configured in one place
|
||||
4. **Easy Customization**: Tenant admins can override prompts
|
||||
5. **Consistent Execution**: All functions use same pattern
|
||||
6. **Traceability**: Prompt source clearly identifiable
|
||||
7. **Minimal Functions**: Functions are clean and focused
|
||||
|
||||
## 📝 Prompt Source Traceability
|
||||
|
||||
Each prompt execution logs its source:
|
||||
- `[PROMPT] Using task-level prompt override for generate_content`
|
||||
- `[PROMPT] Using DB prompt for generate_ideas (account 123)`
|
||||
- `[PROMPT] Using default prompt for auto_cluster`
|
||||
|
||||
## 🚀 Final Structure
|
||||
|
||||
```
|
||||
/ai/
|
||||
├── functions/
|
||||
│ ├── auto_cluster.py ← Uses registry + settings
|
||||
│ ├── generate_ideas.py ← Uses registry + settings
|
||||
│ ├── generate_content.py ← Uses registry + settings
|
||||
│ └── generate_images.py ← Uses registry + settings
|
||||
├── prompts.py ← Prompt Registry ✅
|
||||
├── settings.py ← Model Configs ✅
|
||||
├── ai_core.py ← Unified execution ✅
|
||||
├── engine.py ← Uses settings ✅
|
||||
└── tracker.py ← Console logging ✅
|
||||
```
|
||||
|
||||
## ✅ Expected Outcomes Achieved
|
||||
|
||||
- ✅ All AI executions use common format
|
||||
- ✅ Prompt customization is dynamic and override-able
|
||||
- ✅ No duplication across AI functions
|
||||
- ✅ Every AI task has:
|
||||
- ✅ Clean inputs
|
||||
- ✅ Unified execution
|
||||
- ✅ Standard outputs
|
||||
- ✅ Clear error tracking
|
||||
- ✅ Prompt traceability
|
||||
|
||||
Reference in New Issue
Block a user