docs/response_generation_pipeline.md

Response Generation Pipeline

flowchart LR
    A[User Message] --> B[Preprocess Input<br/>trim text, detect follow-up,<br/>enrich with history]
    B --> C{Empty or<br/>Self-harm Risk?}
    C -->|Empty| D[Return supportive default reply]
    C -->|Self-harm risk| E[Return crisis-support reply]
    C -->|No| F[Intent Detection<br/>detect_intent()]
    F --> G[Topic Detection<br/>detect_topic()]
    G --> H{Fast-path<br/>known menstrual topic?}
    H -->|Yes| I[Template Reply<br/>build_specific_topic_reply()]
    I --> Z[Safety Constraints + Cleanup<br/>apply_safety_constraints()<br/>cleanup_reply()]
    H -->|No| J{Run Emotion Model?}
    J -->|Yes| K[Emotion Classification<br/>GoEmotions RoBERTa<br/>emotion bucket + prefix]
    J -->|No| L[Skip emotion inference]
    K --> M{Run KB Retrieval?}
    L --> M
    M -->|Yes| N[Knowledge Base Search<br/>top-k chunk retrieval]
    N --> O[Build Context<br/>KB answer or RAG context]
    M -->|No| P[No external context]
    O --> Q{Response Composition Logic}
    P --> Q
    Q -->|Calming intent| R[Calming steps reply]
    Q -->|Out of scope| S[Scope-limited reply]
    Q -->|Follow-up + previous topic| T[Follow-up reply]
    Q -->|Known topic template| U[Template-based reply]
    Q -->|KB only, no RAG| V[KB grounded reply]
    Q -->|Support / affirmation / unknown topic| W[LLM Response<br/>EmpatheticResponder]
    Q -->|Info question / symptom + RAG context| X[LLM + RAG Response<br/>Flan-T5 + retrieved context]
    Q -->|No strong match| Y[Clarifying / fallback reply]
    R --> Z
    S --> Z
    T --> Z
    U --> Z
    V --> Z
    W --> Z
    X --> Z
    Y --> Z
    Z --> AA[Final Chat Reply<br/>reply + emotions + topic + intent + kb_sources]

    KB[(KB Documents)] --> N
    EM[(Emotion Model<br/>SamLowe/roberta-base-go_emotions)] --> K
    LLM[(Response Generator<br/>google/flan-t5-base)] --> W
    LLM --> X

Source alignment:

• [services/chat_service.py](d:\FYP IMPLEMENTATION\EmpowerHer_Chatbot\services\chat_service.py)
• [models/response_generator.py](d:\FYP IMPLEMENTATION\EmpowerHer_Chatbot\models\response_generator.py)
• [services/kb_retriever.py](d:\FYP IMPLEMENTATION\EmpowerHer_Chatbot\services\kb_retriever.py)