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@@ -124,123 +124,193 @@ Solomon LionCC BettaFish WeiYu Benefits: Open codecodex.ai Lion Programming Chan
```
BettaFish/
├── QueryEngine/ # Domestic and international news breadth search Agent
│ ├── agent.py # Agent main logic
│ ├── llms/ # LLM interface wrapper
│ ├── nodes/ # Processing nodes
│ ├── tools/ # Search tools
│ ├── utils/ # Utility functions
│ └── ... # Other modules
├── MediaEngine/ # Powerful multimodal understanding Agent
│ ├── agent.py # Agent main logic
│ ├── nodes/ # Processing nodes
│ ├── llms/ # LLM interfaces
│ ├── tools/ # Search tools
│ ├── utils/ # Utility functions
│ └── ... # Other modules
├── InsightEngine/ # Private database mining Agent
│ ├── agent.py # Agent main logic
│ ├── agent.py # Agent main logic, coordinates search and analysis workflow
│ ├── llms/ # LLM interface wrapper
│ │ └── base.py # Unified OpenAI-compatible client
│ ├── nodes/ # Processing nodes
│ ├── nodes/ # Processing nodes: search, formatting, summarization, etc.
│ │ ├── base_node.py # Base node class
│ │ ├── search_node.py # Search node
│ │ ├── formatting_node.py # Formatting node
│ │ ├── report_structure_node.py # Report structure node
│ │ └── summary_node.py # Summary node
│ ├── tools/ # Search tools
│ │ └── search.py # Web search toolkit
│ ├── utils/ # Utility functions
│ │ ├── config.py # Configuration management
│ │ └── text_processing.py # Text processing utilities
│ ├── state/ # State management
│ │ └── state.py # Agent state definition
│ ├── prompts/ # Prompt templates
│ │ └── prompts.py # Various prompt templates
│ └── __init__.py
├── MediaEngine/ # Powerful multimodal understanding Agent
│ ├── agent.py # Agent main logic, handles video/image multimodal content
│ ├── llms/ # LLM interface wrapper
│ │ └── base.py # Unified OpenAI-compatible client
│ ├── nodes/ # Processing nodes: search, formatting, summarization, etc.
│ │ ├── base_node.py # Base node class
│ │ ├── search_node.py # Search node
│ │ ├── formatting_node.py # Formatting node
│ │ ├── report_structure_node.py # Report structure node
│ │ └── summary_node.py # Summary node
│ ├── tools/ # Multimodal search tools
│ │ └── search.py # Multimodal content search toolkit
│ ├── utils/ # Utility functions
│ │ ├── config.py # Configuration management
│ │ └── text_processing.py # Text processing utilities
│ ├── state/ # State management
│ │ └── state.py # Agent state definition
│ ├── prompts/ # Prompt templates
│ │ └── prompts.py # Various prompt templates
│ └── __init__.py
├── InsightEngine/ # Private database mining Agent
│ ├── agent.py # Agent main logic, coordinates database queries and analysis
│ ├── llms/ # LLM interface wrapper
│ │ └── base.py # Unified OpenAI-compatible client
│ ├── nodes/ # Processing nodes: search, formatting, summarization, etc.
│ │ ├── base_node.py # Base node class
│ │ ├── search_node.py # Search node
│ │ ├── formatting_node.py # Formatting node
│ │ ├── report_structure_node.py # Report structure node
│ │ └── summary_node.py # Summary node
│ ├── tools/ # Database query and analysis tools
│ │ ├── keyword_optimizer.py # Qwen keyword optimization middleware
│ │ ├── search.py # Database operation toolkit
│ │ ├── search.py # Database operation toolkit (topic search, comment retrieval, etc.)
│ │ └── sentiment_analyzer.py # Sentiment analysis integration tool
│ ├── utils/ # Utility functions
│ │ ├── config.py # Configuration management
│ │ ├── db.py # SQLAlchemy async engine + read-only query wrapper
│ │ └── text_processing.py # Text processing utilities
│ ├── state/ # State management
│ │ ├── __init__.py
│ │ └── state.py # Agent state definition
│ ├── prompts/ # Prompt templates
│ │ ├── __init__.py
│ │ └── prompts.py # Various prompts
│ └── utils/ # Utility functions
│ ├── __init__.py
│ ├── config.py # Configuration management
│ ├── db.py # SQLAlchemy async engine + read-only query helpers
│ └── text_processing.py # Text processing tools
│ │ └── prompts.py # Various prompt templates
│ └── __init__.py
├── ReportEngine/ # Multi-round report generation Agent
│ ├── agent.py # Orchestrates template → layout → budget → chapter → render pipeline
│ ├── flask_interface.py # Flask/SSE facade handling task queueing and streaming events
│ ├── agent.py # Master orchestrator: template selection → layout → budget → chapter → render
│ ├── flask_interface.py # Flask/SSE entry point, manages task queuing and streaming events
│ ├── llms/ # OpenAI-compatible LLM wrappers
│ │ └── base.py # Unified streaming/retry client
│ ├── core/ # Template slicing, chapter storage, document stitching
│ │ ├── template_parser.py # Markdown slicer and slug generator
│ │ ├── chapter_storage.py # Run directory + manifest + raw streaming writer
│ │ └── stitcher.py # Document IR composer injecting anchors/metadata
│ ├── ir/ # Report IR contract & validator
│ │ ├── schema.py # Block/mark schema constants
│ ├── core/ # Core functionalities: template parsing, chapter storage, document stitching
│ │ ├── template_parser.py # Markdown template slicer and slug generator
│ │ ├── chapter_storage.py # Chapter run directory, manifest, and raw stream writer
│ │ └── stitcher.py # Document IR stitcher, adds anchors/metadata
│ ├── ir/ # Report Intermediate Representation (IR) contract & validation
│ │ ├── schema.py # Block/mark schema constant definitions
│ │ └── validator.py # Chapter JSON structure validator
│ ├── nodes/ # Reasoning nodes for the whole pipeline
│ │ ├── base_node.py # Base class with logging/state hooks
│ │ ├── template_selection_node.py # Gather candidates and ask LLM to pick
│ ├── nodes/ # Full workflow reasoning nodes
│ │ ├── base_node.py # Node base class + logging/state hooks
│ │ ├── template_selection_node.py # Template candidate collection and LLM selection
│ │ ├── document_layout_node.py # Title/TOC/theme designer
│ │ ├── word_budget_node.py # Word plan & directives per chapter
│ │ ├── word_budget_node.py # Word budget planning and chapter directive generation
│ │ └── chapter_generation_node.py # Chapter-level JSON generation + validation
│ ├── prompts/ # Prompt library and schema notes
│ │ └── prompts.py # Templates for selection/layout/budget/chapters
│ ├── prompts/ # Prompt library and schema descriptions
│ │ └── prompts.py # Template selection/layout/budget/chapter prompts
│ ├── renderers/ # IR renderers
│ │ └── html_renderer.py # Document IR → interactive HTML
│ ├── state/ # Task and metadata state models
│ │ └── state.py # ReportState plus serialization helpers
│ ├── utils/ # Config/log helpers
│ │ └── config.py # Pydantic settings + printer
│ │ ├── html_renderer.py # Document IR → interactive HTML
│ │ ├── pdf_renderer.py # HTML → PDF export (WeasyPrint)
│ │ ├── pdf_layout_optimizer.py # PDF layout optimizer
│ │ └── chart_to_svg.py # Chart to SVG conversion tool
│ ├── state/ # Task/metadata state models
│ │ └── state.py # ReportState and serialization utilities
│ ├── utils/ # Configuration and helper utilities
│ │ ├── config.py # Pydantic settings + printer helper
│ │ ├── dependency_check.py # Dependency checking tool
│ │ ├── json_parser.py # JSON parsing utilities
│ │ ├── chart_validator.py # Chart validation tool
│ │ └── chart_repair_api.py # Chart repair API
│ ├── report_template/ # Markdown template library
│ └── ... # Misc caches, __init__.py, etc.
├── ForumEngine/ # Forum engine simple implementation
│ ├── monitor.py # Log monitoring and forum management
│ └── llm_host.py # Forum host LLM module
├── MindSpider/ # Weibo crawler system
│ ├── main.py # Crawler main program
│ │ ├── 企业品牌声誉分析报告.md
│ │ └── ...
│ └── __init__.py
├── ForumEngine/ # Forum engine: Agent collaboration mechanism
│ ├── monitor.py # Log monitoring and forum management core
│ ├── llm_host.py # Forum moderator LLM module
│ └── __init__.py
├── MindSpider/ # Social media crawler system
│ ├── main.py # Crawler main program entry
│ ├── config.py # Crawler configuration file
│ ├── BroadTopicExtraction/ # Topic extraction module
│ │ ├── database_manager.py # Database manager
│ │ ├── get_today_news.py # Today's news fetching
│ │ ├── main.py # Topic extraction main program
│ │ ├── database_manager.py # Database manager
│ │ ├── get_today_news.py # Today's news fetcher
│ │ └── topic_extractor.py # Topic extractor
│ ├── DeepSentimentCrawling/ # Deep sentiment crawling
│ │ ├── keyword_manager.py # Keyword manager
│ ├── DeepSentimentCrawling/ # Deep sentiment crawling module
│ │ ├── main.py # Deep crawling main program
│ │ ├── MediaCrawler/ # Media crawler core
│ │ └── platform_crawler.py # Platform crawler management
│ └── schema/ # Database schema
│ │ ├── keyword_manager.py # Keyword manager
│ │ ├── platform_crawler.py # Platform crawler manager
│ │ └── MediaCrawler/ # Media crawler core (Weibo/TikTok/Xiaohongshu, etc.)
│ │ ├── main.py
│ │ ├── config/ # Platform configurations
│ │ ├── media_platform/ # Platform crawler implementations
│ │ └── ...
│ └── schema/ # Database schema definitions
│ ├── db_manager.py # Database manager
│ ├── init_database.py # Database initialization
│ ├── mindspider_tables.sql # Database table structure
│ ├── models_bigdata.py # SQLAlchemy models for large media crawling tables
│ └── models_sa.py # ORM base and topic/task models
│ ├── init_database.py # Database initialization script
│ ├── mindspider_tables.sql # Database table structure SQL
│ ├── models_bigdata.py # SQLAlchemy mappings for large-scale media opinion tables
│ └── models_sa.py # ORM models for DailyTopic/Task extension tables
├── SentimentAnalysisModel/ # Sentiment analysis model collection
│ ├── WeiboSentiment_Finetuned/ # Fine-tuned BERT/GPT-2 models
│ │ ├── BertChinese-Lora/ # BERT Chinese LoRA fine-tuning
│ │ │ ├── train.py
│ │ │ ├── predict.py
│ │ │ └── ...
│ │ └── GPT2-Lora/ # GPT-2 LoRA fine-tuning
│ │ ├── train.py
│ │ ├── predict.py
│ │ └── ...
│ ├── WeiboMultilingualSentiment/ # Multilingual sentiment analysis (recommended)
│ │ ├── train.py
│ │ ├── predict.py
│ │ └── ...
│ ├── WeiboSentiment_SmallQwen/ # Small parameter Qwen3 fine-tuning
│ │ ├── train.py
│ │ ├── predict_universal.py
│ │ └── ...
│ └── WeiboSentiment_MachineLearning/ # Traditional machine learning methods
│ ├── train.py
│ ├── predict.py
│ └── ...
├── SingleEngineApp/ # Individual Agent Streamlit applications
│ ├── query_engine_streamlit_app.py
│ ├── media_engine_streamlit_app.py
│ └── insight_engine_streamlit_app.py
├── query_engine_streamlit_reports/ # QueryEngine Streamlit outputs (Markdown + state)
├── media_engine_streamlit_reports/ # MediaEngine Streamlit outputs (Markdown + state)
├── insight_engine_streamlit_reports/ # InsightEngine Streamlit outputs (Markdown + state)
├── templates/ # Flask templates
│ └── index.html # Main interface frontend
│ ├── query_engine_streamlit_app.py # QueryEngine standalone app
│ ├── media_engine_streamlit_app.py # MediaEngine standalone app
│ └── insight_engine_streamlit_app.py # InsightEngine standalone app
├── query_engine_streamlit_reports/ # QueryEngine standalone app outputs
├── media_engine_streamlit_reports/ # MediaEngine standalone app outputs
├── insight_engine_streamlit_reports/ # InsightEngine standalone app outputs
├── templates/ # Flask frontend templates
│ └── index.html # Main interface HTML
├── static/ # Static resources
│ └── image/ # Image resources
│ ├── logo_compressed.png
│ ├── framework.png
│ └── ...
├── logs/ # Runtime log directory
├── final_reports/ # Final generated HTML report files
├── final_reports/ # Final generated report files
│ ├── ir/ # Report IR JSON files
│ └── *.html # Final HTML reports
├── utils/ # Common utility functions
│ ├── forum_reader.py # Agent forum communication
│ ├── github_issues.py # Helper to prefill GitHub issue links and errors
│ └── retry_helper.py # Network request retry mechanism tool
├── tests/ # Targeted pytest suites
│ ├── run_tests.py # pytest entry helper
│ ├── test_monitor.py # ForumEngine monitor tests
│ └── test_report_engine_sanitization.py # ReportEngine sanitization tests
├── app.py # Flask main application entry
├── config.py # Global configuration file
├── docker-compose.yml # Orchestrates multi-service deployment
└── requirements.txt # Python dependency list
│ ├── forum_reader.py # Agent inter-communication forum tool
│ ├── github_issues.py # Unified GitHub issue link generator and error formatter
│ └── retry_helper.py # Network request retry mechanism utility
├── tests/ # Unit tests and integration tests
│ ├── run_tests.py # pytest entry script
│ ├── test_monitor.py # ForumEngine monitoring unit tests
│ ├── test_report_engine_sanitization.py # ReportEngine security tests
│ └── ...
├── app.py # Flask main application entry point
├── config.py # Global configuration file (unified LLM/DB config management)
├── .env.example # Environment variable example file
├── docker-compose.yml # Docker multi-service orchestration config
├── Dockerfile # Docker image build file
├── requirements.txt # Python dependency list
├── regenerate_latest_pdf.py # PDF regeneration utility script
├── README.md # Chinese documentation
├── README-EN.md # English documentation
├── CONTRIBUTING.md # Chinese contribution guide
├── CONTRIBUTING-EN.md # English contribution guide
└── LICENSE # GPL-2.0 open source license
```
## 🚀 Quick Start (Docker)