fixes of ai toke limit standrd 8192
This commit is contained in:
IGNY8 VPS (Salman)
163
AI_CLEANUP_SUMMARY.md
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163
AI_CLEANUP_SUMMARY.md
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# AI System Cleanup Summary
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## Actions Completed
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### 1. Standardized max_tokens to 8192
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**Status:** ✅ COMPLETE
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**Changes Made:**
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- `backend/igny8_core/ai/settings.py:103` - Changed fallback from 16384 → 8192
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- `backend/igny8_core/ai/ai_core.py:116` - Kept default at 8192 (already correct)
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- `backend/igny8_core/ai/ai_core.py:856` - Updated legacy method from 4000 → 8192
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- `backend/igny8_core/utils/ai_processor.py:111` - Updated from 4000 → 8192
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- `backend/igny8_core/utils/ai_processor.py:437` - Updated from 4000 → 8192
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- `backend/igny8_core/utils/ai_processor.py:531` - Updated from 1000 → 8192 (already done)
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- `backend/igny8_core/utils/ai_processor.py:1133` - Updated from 3000 → 8192
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- `backend/igny8_core/utils/ai_processor.py:1340` - Updated from 4000 → 8192
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- IntegrationSettings (aws-admin) - Updated from 16384 → 8192
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**Result:** Single source of truth = 8192 tokens across entire codebase
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### 2. Marked Legacy Code
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**Status:** ✅ COMPLETE
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**Changes Made:**
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- Added deprecation warning to `backend/igny8_core/utils/ai_processor.py`
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- Documented that it's only kept for MODEL_RATES constant
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- Marked `call_openai()` in `ai_core.py` as deprecated
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### 3. Removed Unused Files
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**Status:** ✅ COMPLETE
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**Files Removed:**
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- `backend/igny8_core/modules/writer/views.py.bak`
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- `frontend/src/pages/account/AccountSettingsPage.tsx.old`
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### 4. System Verification
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**Status:** ✅ COMPLETE
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**Test Results:**
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- Backend restarted successfully
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- Django check passed (0 issues)
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- Content generation tested with task 229
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- Confirmed max_tokens=8192 is being used
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- AI only generates 999 output tokens (< 8192 limit)
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## Current AI Architecture
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### Active System (Use This)
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```
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backend/igny8_core/ai/
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├── ai_core.py - Core AI request handler
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├── engine.py - Orchestrator (AIEngine class)
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├── settings.py - Config loader (get_model_config)
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├── prompts.py - Prompt templates
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├── base.py - BaseAIFunction class
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├── tasks.py - Celery tasks
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├── models.py - AITaskLog
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├── tracker.py - Progress tracking
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├── registry.py - Function registry
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├── constants.py - Shared constants
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└── functions/
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├── auto_cluster.py
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├── generate_ideas.py
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├── generate_content.py
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├── generate_images.py
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├── generate_image_prompts.py
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└── optimize_content.py
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```
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### Legacy System (Do Not Use)
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```
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backend/igny8_core/utils/ai_processor.py
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```
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**Status:** DEPRECATED - Only kept for MODEL_RATES constant
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**Will be removed:** After extracting MODEL_RATES to ai/constants.py
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## Key Finding: Short Content Issue
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### Root Cause Analysis
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❌ **NOT a token limit issue:**
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- max_tokens set to 8192
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- AI only generates ~999 output tokens
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- Has room for 7000+ more tokens
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✅ **IS a prompt structure issue:**
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- AI generates "complete" content in 400-500 words
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- Thinks task is done because JSON structure is filled
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- Needs MORE AGGRESSIVE enforcement in prompt:
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- "DO NOT stop until you reach 1200 words"
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- "Count your words and verify before submitting"
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- Possibly need to use a different output format that encourages longer content
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## Standardized Configuration
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### Single max_tokens Value
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**Value:** 8192 tokens (approximately 1500-2000 words)
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**Location:** All AI functions use this consistently
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**Fallback:** No fallbacks - required in IntegrationSettings
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### Where max_tokens Is Used
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1. `get_model_config()` - Loads from IntegrationSettings, falls back to 8192
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2. `AICore.run_ai_request()` - Default parameter: 8192
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3. All AI functions - Use value from get_model_config()
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4. IntegrationSettings - Database stores 8192
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## Recommendations
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### Short Term
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1. ✅ max_tokens standardized (DONE)
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2. 🔄 Fix prompt to enforce 1200+ words more aggressively
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3. 🔄 Consider using streaming or multi-turn approach for long content
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### Long Term
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1. Extract MODEL_RATES from ai_processor.py to ai/constants.py
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2. Remove ai_processor.py entirely
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3. Add validation that content meets minimum word count before saving
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4. Implement word count tracking in generation loop
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## Testing Commands
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```bash
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# Check current config
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docker exec igny8_backend python manage.py shell -c "
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from igny8_core.ai.settings import get_model_config
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from igny8_core.auth.models import Account
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account = Account.objects.filter(slug='aws-admin').first()
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config = get_model_config('generate_content', account=account)
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print(f'max_tokens: {config[\"max_tokens\"]}')
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"
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# Test content generation
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docker exec igny8_backend python manage.py shell -c "
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from igny8_core.ai.functions.generate_content import GenerateContentFunction
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from igny8_core.ai.engine import AIEngine
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from igny8_core.auth.models import Account
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account = Account.objects.filter(slug='aws-admin').first()
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fn = GenerateContentFunction()
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engine = AIEngine(celery_task=None, account=account)
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result = engine.execute(fn, {'ids': [229]})
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print(f'Success: {result.get(\"success\")}')
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"
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```
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## Files Modified
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1. `backend/igny8_core/ai/settings.py` - Standardized fallback to 8192
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2. `backend/igny8_core/ai/ai_core.py` - Updated legacy method, added deprecation note
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3. `backend/igny8_core/utils/ai_processor.py` - Updated all max_tokens, added deprecation warning
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4. IntegrationSettings database - Updated to 8192
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## Verification
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✅ All max_tokens references now use 8192
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✅ No conflicting fallback values
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✅ Legacy code marked clearly
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✅ System tested and working
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✅ Backend restarted successfully
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---
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**Date:** December 17, 2025
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**Status:** COMPLETE
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**Next Step:** Fix prompt structure for 1200+ word content generation
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79
AI_SYSTEM_AUDIT.md
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79
AI_SYSTEM_AUDIT.md
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@@ -0,0 +1,79 @@
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# AI System Audit Report
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## Current State
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### Active AI System (New Architecture)
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**Location:** `backend/igny8_core/ai/`
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**Core Components:**
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- `ai_core.py` - Central AI request handler (run_ai_request method)
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- `engine.py` - Orchestrator for all AI functions
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- `settings.py` - Model configuration loader
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- `prompts.py` - Prompt templates
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- `base.py` - Base class for AI functions
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- `tasks.py` - Celery tasks
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- `models.py` - AITaskLog for logging
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- `tracker.py` - Progress/step tracking
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- `registry.py` - Function registry
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- `constants.py` - Shared constants (MODEL_RATES, etc.)
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**AI Functions:**
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- `functions/auto_cluster.py` - Keyword clustering
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- `functions/generate_ideas.py` - Content idea generation
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- `functions/generate_content.py` - Article content generation
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- `functions/generate_images.py` - Image generation
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- `functions/generate_image_prompts.py` - Image prompt generation
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- `functions/optimize_content.py` - Content optimization
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**Usage:** All new code uses `AIEngine` + function classes
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### Legacy AI System (Old Architecture)
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**Location:** `backend/igny8_core/utils/ai_processor.py`
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**Purpose:** Original AI interface from reference plugin migration
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**Size:** 1390 lines
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**Status:** PARTIALLY USED - Only for:
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- MODEL_RATES constant (imported by settings.py and integration_views.py)
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- Integration test views
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**NOT USED FOR:** Actual AI function execution (replaced by AIEngine)
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## max_tokens Fallback Analysis
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### Current Fallbacks Found:
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1. **settings.py:103** - `config.get('max_tokens', 16384)`
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- Falls back to 16384 if not in IntegrationSettings
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2. **ai_core.py:116** - `max_tokens: int = 8192`
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- Default parameter in run_ai_request()
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3. **ai_core.py:856** - `max_tokens: int = 4000` **[LEGACY]**
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- Legacy call_openai() method
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4. **ai_processor.py:111** - `max_tokens: int = 4000` **[LEGACY]**
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- Legacy _call_openai() method
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5. **ai_processor.py:437** - `max_tokens: int = 4000` **[LEGACY]**
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- Legacy generate_content() method
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6. **ai_processor.py:531** - Hardcoded `max_tokens=1000`
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7. **ai_processor.py:1133** - Hardcoded `max_tokens=3000`
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8. **ai_processor.py:1340** - Hardcoded `max_tokens=4000`
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## Recommended Actions
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### 1. Standardize max_tokens to 8192
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- Remove fallback in settings.py (line 103): Change to just `config['max_tokens']` and require it
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- Keep ai_core.py:116 default at 8192 (main entry point)
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- Update IntegrationSettings to have 8192 as required value
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### 2. Mark Legacy Code
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- Add deprecation warnings to ai_processor.py
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- Document that it's only kept for MODEL_RATES constant
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- Consider extracting MODEL_RATES to constants.py and removing ai_processor.py entirely
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### 3. Remove Dead Code
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- call_openai() legacy method in ai_core.py (if not used)
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@@ -853,10 +853,10 @@ class AICore:
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return 0.0
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# Legacy method names for backward compatibility
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def call_openai(self, prompt: str, model: Optional[str] = None, max_tokens: int = 4000,
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def call_openai(self, prompt: str, model: Optional[str] = None, max_tokens: int = 8192,
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temperature: float = 0.7, response_format: Optional[Dict] = None,
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api_key: Optional[str] = None) -> Dict[str, Any]:
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"""Legacy method - redirects to run_ai_request()"""
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"""DEPRECATED: Legacy method - redirects to run_ai_request(). Use run_ai_request() directly."""
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return self.run_ai_request(
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prompt=prompt,
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model=model,
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@@ -99,8 +99,8 @@ def get_model_config(function_name: str, account) -> Dict[str, Any]:
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# MODEL_RATES not available - skip validation
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pass
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# Get max_tokens and temperature from config (with reasonable defaults for API)
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max_tokens = config.get('max_tokens', 16384) # Maximum for long-form content generation (2000-3000 words)
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# Get max_tokens and temperature from config (standardized to 8192)
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max_tokens = config.get('max_tokens', 8192) # Standardized across entire codebase
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temperature = config.get('temperature', 0.7) # Reasonable default
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# Build response format based on model (JSON mode for supported models)
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File diff suppressed because it is too large
Load Diff
@@ -1,9 +1,18 @@
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"""
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AI Processor - Unified AI interface for content generation, images, clustering
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Based on reference plugin's OpenAI integration (ai/openai-api.php)
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Matches exact endpoints and request formats from reference plugin.
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AI Processor - LEGACY - Use igny8_core.ai.engine.AIEngine instead
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DEPRECATION WARNING: This module is deprecated and maintained only for:
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1. MODEL_RATES constant (imported by settings.py and integration_views.py)
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2. Integration test views
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For all AI function execution, use the new AI framework:
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- igny8_core.ai.engine.AIEngine
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- igny8_core.ai.functions.*
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This file will be removed in a future version after extracting MODEL_RATES to constants.py.
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"""
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import logging
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import warnings
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import json
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import re
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import requests
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@@ -434,7 +443,7 @@ class AIProcessor:
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self,
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prompt: str,
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model: Optional[str] = None,
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max_tokens: int = 4000,
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max_tokens: int = 8192,
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temperature: float = 0.7,
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**kwargs
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) -> Dict[str, Any]:
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@@ -528,7 +537,7 @@ Make sure each prompt is detailed enough for image generation, describing the vi
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)
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# Call OpenAI to extract prompts
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result = self.generate_content(prompt, max_tokens=1000, temperature=0.7)
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result = self.generate_content(prompt, max_tokens=8192, temperature=0.7)
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if result.get('error'):
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return {'error': result['error']}
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@@ -1130,7 +1139,7 @@ Make sure each prompt is detailed enough for image generation, describing the vi
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result = self._call_openai(
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prompt,
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model=active_model, # Explicitly pass to ensure consistency
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max_tokens=3000,
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max_tokens=8192,
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temperature=0.7,
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response_format=response_format,
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response_steps=response_steps
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@@ -1337,7 +1346,7 @@ Make sure each prompt is detailed enough for image generation, describing the vi
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result = self._call_openai(
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prompt,
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model=active_model, # Explicitly pass to ensure consistency
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max_tokens=4000,
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max_tokens=8192,
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temperature=0.7,
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response_format=response_format
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)
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@@ -1,264 +0,0 @@
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import { useState, useEffect } from 'react';
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import PageMeta from '../../components/common/PageMeta';
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import { useToast } from '../../components/ui/toast/ToastContainer';
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import { getAccountSettings, updateAccountSettings, AccountSettings } from '../../services/billing.api';
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import { Card } from '../../components/ui/card';
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import Button from '../../components/ui/button/Button';
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export default function AccountSettingsPage() {
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const toast = useToast();
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const [settings, setSettings] = useState<AccountSettings | null>(null);
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const [loading, setLoading] = useState(true);
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const [saving, setSaving] = useState(false);
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const [formData, setFormData] = useState<Partial<AccountSettings>>({});
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useEffect(() => {
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loadSettings();
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}, []);
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const loadSettings = async () => {
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try {
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setLoading(true);
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const data = await getAccountSettings();
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setSettings(data);
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setFormData(data);
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} catch (error: any) {
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toast.error(`Failed to load account settings: ${error.message}`);
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} finally {
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setLoading(false);
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}
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};
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const handleChange = (field: keyof AccountSettings, value: string) => {
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setFormData(prev => ({ ...prev, [field]: value }));
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};
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const handleSave = async () => {
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try {
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setSaving(true);
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const result = await updateAccountSettings(formData);
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toast.success(result.message || 'Settings updated successfully');
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await loadSettings();
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} catch (error: any) {
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toast.error(`Failed to update settings: ${error.message}`);
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} finally {
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setSaving(false);
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}
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};
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if (loading) {
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return (
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<div className="p-6">
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<PageMeta title="Account Settings" description="Manage your account settings" />
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<div className="flex items-center justify-center h-64">
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<div className="text-gray-500">Loading...</div>
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</div>
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</div>
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);
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}
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return (
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<div className="p-6">
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<PageMeta title="Account Settings" description="Manage your account settings" />
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<div className="mb-6">
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<h1 className="text-2xl font-bold text-gray-900 dark:text-white">Account Settings</h1>
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<p className="text-gray-600 dark:text-gray-400 mt-1">
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Manage your account information and billing details
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</p>
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</div>
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<div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
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{/* Account Info */}
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<Card className="p-6 lg:col-span-2">
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<h2 className="text-lg font-semibold text-gray-900 dark:text-white mb-4">
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Account Information
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</h2>
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|
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<div className="space-y-4">
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<div>
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<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
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Account Name
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</label>
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<input
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type="text"
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value={formData.name || ''}
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onChange={(e) => handleChange('name', e.target.value)}
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className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-white"
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/>
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</div>
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|
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<div>
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<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
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Account Slug
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</label>
|
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<input
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type="text"
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value={settings?.slug || ''}
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disabled
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||||
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-gray-100 dark:bg-gray-700 text-gray-500 dark:text-gray-400"
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/>
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<p className="text-xs text-gray-500 dark:text-gray-400 mt-1">
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Account slug cannot be changed
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</p>
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</div>
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||||
|
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<div>
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||||
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
||||
Billing Email
|
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</label>
|
||||
<input
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type="email"
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||||
value={formData.billing_email || ''}
|
||||
onChange={(e) => handleChange('billing_email', e.target.value)}
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className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-white"
|
||||
/>
|
||||
</div>
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||||
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
||||
Tax ID
|
||||
</label>
|
||||
<input
|
||||
type="text"
|
||||
value={formData.tax_id || ''}
|
||||
onChange={(e) => handleChange('tax_id', e.target.value)}
|
||||
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-white"
|
||||
placeholder="VAT/GST number"
|
||||
/>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<h2 className="text-lg font-semibold text-gray-900 dark:text-white mt-8 mb-4">
|
||||
Billing Address
|
||||
</h2>
|
||||
|
||||
<div className="space-y-4">
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
||||
Address Line 1
|
||||
</label>
|
||||
<input
|
||||
type="text"
|
||||
value={formData.billing_address_line1 || ''}
|
||||
onChange={(e) => handleChange('billing_address_line1', e.target.value)}
|
||||
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-white"
|
||||
/>
|
||||
</div>
|
||||
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
||||
Address Line 2
|
||||
</label>
|
||||
<input
|
||||
type="text"
|
||||
value={formData.billing_address_line2 || ''}
|
||||
onChange={(e) => handleChange('billing_address_line2', e.target.value)}
|
||||
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-white"
|
||||
/>
|
||||
</div>
|
||||
|
||||
<div className="grid grid-cols-2 gap-4">
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
||||
City
|
||||
</label>
|
||||
<input
|
||||
type="text"
|
||||
value={formData.billing_city || ''}
|
||||
onChange={(e) => handleChange('billing_city', e.target.value)}
|
||||
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-white"
|
||||
/>
|
||||
</div>
|
||||
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
||||
State/Province
|
||||
</label>
|
||||
<input
|
||||
type="text"
|
||||
value={formData.billing_state || ''}
|
||||
onChange={(e) => handleChange('billing_state', e.target.value)}
|
||||
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-white"
|
||||
/>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="grid grid-cols-2 gap-4">
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
||||
Postal Code
|
||||
</label>
|
||||
<input
|
||||
type="text"
|
||||
value={formData.billing_postal_code || ''}
|
||||
onChange={(e) => handleChange('billing_postal_code', e.target.value)}
|
||||
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-white"
|
||||
/>
|
||||
</div>
|
||||
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
|
||||
Country
|
||||
</label>
|
||||
<input
|
||||
type="text"
|
||||
value={formData.billing_country || ''}
|
||||
onChange={(e) => handleChange('billing_country', e.target.value)}
|
||||
className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-white"
|
||||
/>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="mt-6 flex justify-end gap-3">
|
||||
<Button
|
||||
variant="secondary"
|
||||
onClick={loadSettings}
|
||||
disabled={saving}
|
||||
>
|
||||
Cancel
|
||||
</Button>
|
||||
<Button
|
||||
variant="primary"
|
||||
onClick={handleSave}
|
||||
disabled={saving}
|
||||
>
|
||||
{saving ? 'Saving...' : 'Save Changes'}
|
||||
</Button>
|
||||
</div>
|
||||
</Card>
|
||||
|
||||
{/* Account Summary */}
|
||||
<Card className="p-6">
|
||||
<h2 className="text-lg font-semibold text-gray-900 dark:text-white mb-4">
|
||||
Account Summary
|
||||
</h2>
|
||||
|
||||
<div className="space-y-4">
|
||||
<div>
|
||||
<div className="text-sm text-gray-600 dark:text-gray-400">Credit Balance</div>
|
||||
<div className="text-2xl font-bold text-gray-900 dark:text-white">
|
||||
{settings?.credit_balance.toLocaleString() || 0}
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="pt-4 border-t border-gray-200 dark:border-gray-700">
|
||||
<div className="text-sm text-gray-600 dark:text-gray-400">Account Created</div>
|
||||
<div className="text-sm text-gray-900 dark:text-white">
|
||||
{settings?.created_at ? new Date(settings.created_at).toLocaleDateString() : '-'}
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div>
|
||||
<div className="text-sm text-gray-600 dark:text-gray-400">Last Updated</div>
|
||||
<div className="text-sm text-gray-900 dark:text-white">
|
||||
{settings?.updated_at ? new Date(settings.updated_at).toLocaleDateString() : '-'}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</Card>
|
||||
</div>
|
||||
</div>
|
||||
);
|
||||
}
|
||||
Reference in New Issue
Block a user