import streamlit as st
import requests
import uuid
import os
import json
import re
import yaml
import unicodedata
from datetime import datetime
from pathlib import Path
from dotenv import load_dotenv

# --- CONFIGURATION ---
load_dotenv()
API_BASE_URL = os.getenv("MINDNET_API_URL", "http://localhost:8002")
CHAT_ENDPOINT = f"{API_BASE_URL}/chat"
FEEDBACK_ENDPOINT = f"{API_BASE_URL}/feedback"
INGEST_ANALYZE_ENDPOINT = f"{API_BASE_URL}/ingest/analyze"
INGEST_SAVE_ENDPOINT = f"{API_BASE_URL}/ingest/save"
HISTORY_FILE = Path("data/logs/search_history.jsonl")

# Timeout Strategy
timeout_setting = os.getenv("MINDNET_API_TIMEOUT") or os.getenv("MINDNET_LLM_TIMEOUT")
API_TIMEOUT = float(timeout_setting) if timeout_setting else 300.0

# --- PAGE SETUP ---
st.set_page_config(page_title="mindnet v2.5", page_icon="🧠", layout="wide")

# --- CSS STYLING ---
st.markdown("""
<style>
    .block-container { padding-top: 2rem; max_width: 1000px; margin: auto; }
    
    .intent-badge {
        background-color: #e8f0fe; color: #1a73e8;
        padding: 4px 10px; border-radius: 12px;
        font-size: 0.8rem; font-weight: 600;
        border: 1px solid #d2e3fc; display: inline-block; margin-bottom: 0.5rem;
    }
    
    .draft-box {
        border: 1px solid #d0d7de;
        border-radius: 6px;
        padding: 16px;
        background-color: #f6f8fa;
        margin-top: 10px;
        margin-bottom: 10px;
    }
    
    .preview-box {
        border: 1px solid #e0e0e0;
        border-radius: 6px;
        padding: 24px;
        background-color: white;
        font-family: -apple-system,BlinkMacSystemFont,"Segoe UI",Helvetica,Arial,sans-serif;
    }
</style>
""", unsafe_allow_html=True)

# --- SESSION STATE ---
if "messages" not in st.session_state: st.session_state.messages = []
if "user_id" not in st.session_state: st.session_state.user_id = str(uuid.uuid4())

# --- HELPER FUNCTIONS ---

def slugify(value):
    if not value: return ""
    value = str(value).lower()
    replacements = {'ä': 'ae', 'ö': 'oe', 'ü': 'ue', 'ß': 'ss', '&': 'und', '+': 'und'}
    for k, v in replacements.items():
        value = value.replace(k, v)
    
    value = unicodedata.normalize('NFKD', value).encode('ascii', 'ignore').decode('ascii')
    value = re.sub(r'[^\w\s-]', '', value).strip()
    return re.sub(r'[-\s]+', '-', value)

def normalize_meta_and_body(meta, body):
    ALLOWED_KEYS = {"title", "type", "status", "tags", "id", "created", "updated", "aliases", "lang"}
    clean_meta = {}
    extra_content = []
    
    if "titel" in meta and "title" not in meta:
        meta["title"] = meta.pop("titel")
        
    tag_candidates = ["tags", "emotionale_keywords", "keywords", "schluesselwoerter"]
    all_tags = []
    for key in tag_candidates:
        if key in meta:
            val = meta[key]
            if isinstance(val, list): all_tags.extend(val)
            elif isinstance(val, str): all_tags.extend([t.strip() for t in val.split(",")])
    
    for key, val in meta.items():
        if key in ALLOWED_KEYS:
            clean_meta[key] = val
        elif key in tag_candidates:
            pass 
        else:
            if val and isinstance(val, str):
                header = key.replace("_", " ").title()
                extra_content.append(f"## {header}\n{val}\n")

    if all_tags:
        clean_tags = []
        for t in all_tags:
            t_clean = str(t).replace("#", "").strip()
            if t_clean: clean_tags.append(t_clean)
        clean_meta["tags"] = list(set(clean_tags))

    if extra_content:
        new_section = "\n".join(extra_content)
        final_body = f"{new_section}\n{body}"
    else:
        final_body = body
        
    return clean_meta, final_body

def parse_markdown_draft(full_text):
    """
    HEALING PARSER: Repariert kaputten LLM Output (z.B. fehlendes schließendes '---').
    """
    clean_text = full_text.strip()
    
    # 1. Code-Block Wrapper entfernen
    pattern_block = r"```(?:markdown|md|yaml)?\s*(.*?)\s*```"
    match_block = re.search(pattern_block, clean_text, re.DOTALL | re.IGNORECASE)
    if match_block:
        clean_text = match_block.group(1).strip()

    meta = {}
    body = clean_text
    yaml_str = ""

    # 2. Versuch A: Standard Split (Idealfall)
    parts = re.split(r"^---+\s*$", clean_text, maxsplit=2, flags=re.MULTILINE)
    
    if len(parts) >= 3:
        yaml_str = parts[1]
        body = parts[2]
    
    # 3. Versuch B: Healing (Wenn LLM das schließende --- vergessen hat)
    elif clean_text.startswith("---"):
        # Wir suchen die erste Überschrift '#', da Frontmatter davor sein muss
        # Pattern: Suche --- am Anfang, dann nimm alles bis zum ersten # am Zeilenanfang
        fallback_match = re.search(r"^---\s*(.*?)(?=\n#)", clean_text, re.DOTALL | re.MULTILINE)
        if fallback_match:
            yaml_str = fallback_match.group(1)
            # Der Body ist alles NACH dem YAML String (inklusive dem #)
            body = clean_text.replace(f"---{yaml_str}", "", 1).strip()
            
    # 4. YAML Parsing
    if yaml_str:
        yaml_str_clean = yaml_str.replace("#", "") # Tags cleanen
        try:
            parsed = yaml.safe_load(yaml_str_clean)
            if isinstance(parsed, dict):
                meta = parsed
        except Exception as e:
            print(f"YAML Parsing Warning: {e}")

    # Fallback: Titel aus H1
    if not meta.get("title"):
        h1_match = re.search(r"^#\s+(.*)$", body, re.MULTILINE)
        if h1_match:
            meta["title"] = h1_match.group(1).strip()

    # Correction: type/status swap
    if meta.get("type") == "draft":
        meta["status"] = "draft"
        meta["type"] = "experience" 
        
    return normalize_meta_and_body(meta, body)

def build_markdown_doc(meta, body):
    """Baut das finale Dokument zusammen."""
    if "id" not in meta or meta["id"] == "generated_on_save":
        raw_title = meta.get('title', 'note')
        clean_slug = slugify(raw_title)[:50] or "note"
        meta["id"] = f"{datetime.now().strftime('%Y%m%d')}-{clean_slug}"
    
    meta["updated"] = datetime.now().strftime("%Y-%m-%d")
    
    ordered_meta = {}
    prio_keys = ["id", "type", "title", "status", "tags"]
    for k in prio_keys:
        if k in meta: ordered_meta[k] = meta.pop(k)
    ordered_meta.update(meta)

    try:
        yaml_str = yaml.dump(ordered_meta, default_flow_style=None, sort_keys=False, allow_unicode=True).strip()
    except:
        yaml_str = "error: generating_yaml"
        
    return f"---\n{yaml_str}\n---\n\n{body}"

def load_history_from_logs(limit=10):
    queries = []
    if HISTORY_FILE.exists():
        try:
            with open(HISTORY_FILE, "r", encoding="utf-8") as f:
                lines = f.readlines()
                for line in reversed(lines):
                    try:
                        entry = json.loads(line)
                        q = entry.get("query_text")
                        if q and q not in queries:
                            queries.append(q)
                        if len(queries) >= limit: break
                    except: continue
        except: pass
    return queries

# --- API CLIENT ---

def send_chat_message(message: str, top_k: int, explain: bool):
    try:
        response = requests.post(
            CHAT_ENDPOINT, 
            json={"message": message, "top_k": top_k, "explain": explain}, 
            timeout=API_TIMEOUT
        )
        response.raise_for_status()
        return response.json()
    except Exception as e:
        return {"error": str(e)}

def analyze_draft_text(text: str, n_type: str):
    try:
        response = requests.post(
            INGEST_ANALYZE_ENDPOINT,
            json={"text": text, "type": n_type},
            timeout=15 
        )
        response.raise_for_status()
        return response.json()
    except Exception as e:
        return {"error": str(e)}

def save_draft_to_vault(markdown_content: str, filename: str = None):
    try:
        response = requests.post(
            INGEST_SAVE_ENDPOINT,
            json={"markdown_content": markdown_content, "filename": filename},
            timeout=API_TIMEOUT 
        )
        response.raise_for_status()
        return response.json()
    except Exception as e:
        return {"error": str(e)}

def submit_feedback(query_id, node_id, score, comment=None):
    try:
        requests.post(FEEDBACK_ENDPOINT, json={"query_id": query_id, "node_id": node_id, "score": score, "comment": comment}, timeout=2)
        st.toast(f"Feedback ({score}) gesendet!")
    except: pass

# --- UI COMPONENTS ---

def render_sidebar():
    with st.sidebar:
        st.title("🧠 mindnet")
        st.caption("v2.5 | Healing Parser")
        mode = st.radio("Modus", ["💬 Chat", "📝 Manueller Editor"], index=0)
        st.divider()
        st.subheader("⚙️ Settings")
        top_k = st.slider("Quellen (Top-K)", 1, 10, 5)
        explain = st.toggle("Explanation Layer", True)
        st.divider()
        st.subheader("🕒 Verlauf")
        for q in load_history_from_logs(8):
            if st.button(f"🔎 {q[:25]}...", key=f"hist_{q}", use_container_width=True):
                st.session_state.messages.append({"role": "user", "content": q})
                st.rerun()
    return mode, top_k, explain

def render_draft_editor(msg):
    if "query_id" not in msg or not msg["query_id"]:
        msg["query_id"] = str(uuid.uuid4())
    
    qid = msg["query_id"]
    key_base = f"draft_{qid}"
    
    # State Keys
    data_meta_key = f"{key_base}_data_meta"
    data_sugg_key = f"{key_base}_data_suggestions"
    widget_body_key = f"{key_base}_widget_body" 
    data_body_key = f"{key_base}_data_body"

    # --- 1. INIT STATE ---
    if f"{key_base}_init" not in st.session_state:
        meta, body = parse_markdown_draft(msg["content"])
        if "type" not in meta: meta["type"] = "default"
        if "title" not in meta: meta["title"] = ""
        tags = meta.get("tags", [])
        meta["tags_str"] = ", ".join(tags) if isinstance(tags, list) else str(tags)

        # Persistent Data
        st.session_state[data_meta_key] = meta
        st.session_state[data_sugg_key] = []
        st.session_state[data_body_key] = body.strip()
        
        # Init Widgets Keys
        st.session_state[f"{key_base}_wdg_title"] = meta["title"]
        st.session_state[f"{key_base}_wdg_type"] = meta["type"]
        st.session_state[f"{key_base}_wdg_tags"] = meta["tags_str"]
        
        st.session_state[f"{key_base}_init"] = True

    # --- 2. RESURRECTION ---
    if widget_body_key not in st.session_state and data_body_key in st.session_state:
        st.session_state[widget_body_key] = st.session_state[data_body_key]

    # --- CALLBACKS ---
    def _sync_meta():
        meta = st.session_state[data_meta_key]
        meta["title"] = st.session_state.get(f"{key_base}_wdg_title", "")
        meta["type"] = st.session_state.get(f"{key_base}_wdg_type", "default")
        meta["tags_str"] = st.session_state.get(f"{key_base}_wdg_tags", "")
        st.session_state[data_meta_key] = meta

    def _sync_body():
        st.session_state[data_body_key] = st.session_state[widget_body_key]

    def _insert_text(text_to_insert):
        current = st.session_state.get(widget_body_key, "")
        new_text = f"{current}\n\n{text_to_insert}"
        st.session_state[widget_body_key] = new_text
        st.session_state[data_body_key] = new_text

    def _remove_text(text_to_remove):
        current = st.session_state.get(widget_body_key, "")
        new_text = current.replace(text_to_remove, "").strip()
        st.session_state[widget_body_key] = new_text
        st.session_state[data_body_key] = new_text

    # --- UI LAYOUT ---
    st.markdown(f'<div class="draft-box">', unsafe_allow_html=True)
    st.markdown("### 📝 Entwurf bearbeiten")
    
    meta_ref = st.session_state[data_meta_key]
    c1, c2 = st.columns([2, 1])
    with c1:
        st.text_input("Titel", key=f"{key_base}_wdg_title", on_change=_sync_meta)
        
    with c2:
        known_types = ["concept", "project", "decision", "experience", "journal", "value", "goal", "principle", "risk", "belief"]
        curr_type = st.session_state.get(f"{key_base}_wdg_type", meta_ref["type"])
        if curr_type not in known_types: known_types.append(curr_type)
        st.selectbox("Typ", known_types, key=f"{key_base}_wdg_type", on_change=_sync_meta)

    st.text_input("Tags", key=f"{key_base}_wdg_tags", on_change=_sync_meta)

    tab_edit, tab_intel, tab_view = st.tabs(["✏️ Inhalt", "🧠 Intelligence", "👁️ Vorschau"])
    
    # --- TAB 1: EDITOR ---
    with tab_edit:
        st.text_area(
            "Body", 
            key=widget_body_key,
            height=500, 
            on_change=_sync_body,
            label_visibility="collapsed"
        )

    # --- TAB 2: INTELLIGENCE ---
    with tab_intel:
        st.info("Klicke auf 'Analysieren', um Verknüpfungen für den AKTUELLEN Text zu finden.")
        
        if st.button("🔍 Analyse starten", key=f"{key_base}_analyze"):
            st.session_state[data_sugg_key] = []
            
            text_to_analyze = st.session_state.get(widget_body_key, st.session_state.get(data_body_key, ""))
            current_doc_type = st.session_state.get(f"{key_base}_wdg_type", "concept")

            with st.spinner("Analysiere..."):
                analysis = analyze_draft_text(text_to_analyze, current_doc_type)
                
                if "error" in analysis:
                    st.error(f"Fehler: {analysis['error']}")
                else:
                    suggestions = analysis.get("suggestions", [])
                    st.session_state[data_sugg_key] = suggestions
                    if not suggestions:
                        st.warning("Keine Vorschläge gefunden.")
                    else:
                        st.success(f"{len(suggestions)} Vorschläge gefunden.")
        
        suggestions = st.session_state[data_sugg_key]
        if suggestions:
            current_text_state = st.session_state.get(widget_body_key, "")
            
            for idx, sugg in enumerate(suggestions):
                link_text = sugg.get('suggested_markdown', '')
                is_inserted = link_text in current_text_state
                
                bg_color = "#e6fffa" if is_inserted else "#ffffff"
                border = "3px solid #28a745" if is_inserted else "3px solid #1a73e8"
                
                st.markdown(f"""
                <div style="border-left: {border}; background-color: {bg_color}; padding: 10px; margin-bottom: 8px; border-radius: 4px; box-shadow: 0 1px 3px rgba(0,0,0,0.1);">
                    <b>{sugg.get('target_title')}</b> <small>({sugg.get('type')})</small><br>
                    <i>{sugg.get('reason')}</i><br>
                    <code>{link_text}</code>
                </div>
                """, unsafe_allow_html=True)
                
                if is_inserted:
                    st.button("❌ Entfernen", key=f"del_{idx}_{key_base}", on_click=_remove_text, args=(link_text,))
                else:
                    st.button("➕ Einfügen", key=f"add_{idx}_{key_base}", on_click=_insert_text, args=(link_text,))

    # --- TAB 3: SAVE ---
    final_tags_str = st.session_state.get(f"{key_base}_wdg_tags", "")
    final_tags = [t.strip() for t in final_tags_str.split(",") if t.strip()]
    
    final_meta = {
        "id": "generated_on_save",
        "type": st.session_state.get(f"{key_base}_wdg_type", "default"),
        "title": st.session_state.get(f"{key_base}_wdg_title", "").strip(),
        "status": "draft",
        "tags": final_tags
    }
    
    final_body = st.session_state.get(widget_body_key, st.session_state[data_body_key])
    
    if not final_meta["title"]:
        h1_match = re.search(r"^#\s+(.*)$", final_body, re.MULTILINE)
        if h1_match:
            final_meta["title"] = h1_match.group(1).strip()
    
    final_doc = build_markdown_doc(final_meta, final_body)
    
    with tab_view:
        st.markdown('<div class="preview-box">', unsafe_allow_html=True)
        st.markdown(final_doc)
        st.markdown('</div>', unsafe_allow_html=True)

    st.markdown("---")
    
    b1, b2 = st.columns([1, 1])
    with b1:
        if st.button("💾 Speichern & Indizieren", type="primary", key=f"{key_base}_save"):
            with st.spinner("Speichere im Vault..."):
                
                raw_title = final_meta.get("title", "")
                if not raw_title:
                    clean_body = re.sub(r"[#*_\[\]()]", "", final_body).strip()
                    raw_title = clean_body[:40] if clean_body else "draft"
                
                safe_title = slugify(raw_title)[:60] or "draft"
                fname = f"{datetime.now().strftime('%Y%m%d')}-{safe_title}.md"
                
                result = save_draft_to_vault(final_doc, filename=fname)
                if "error" in result:
                    st.error(f"Fehler: {result['error']}")
                else:
                    st.success(f"Gespeichert: {result.get('file_path')}")
                    st.balloons()
    with b2:
        if st.button("📋 Code anzeigen", key=f"{key_base}_btn_copy"):
            st.code(final_doc, language="markdown")
            
    st.markdown("</div>", unsafe_allow_html=True)


def render_chat_interface(top_k, explain):
    for idx, msg in enumerate(st.session_state.messages):
        with st.chat_message(msg["role"]):
            if msg["role"] == "assistant":
                intent = msg.get("intent", "UNKNOWN")
                src = msg.get("intent_source", "?")
                icon = {"EMPATHY":"❤️", "DECISION":"⚖️", "CODING":"💻", "FACT":"📚", "INTERVIEW":"📝"}.get(intent, "🧠")
                st.markdown(f'<div class="intent-badge">{icon} Intent: {intent} <span style="opacity:0.6; font-size:0.8em">({src})</span></div>', unsafe_allow_html=True)
                
                with st.expander("🐞 Debug Raw Payload", expanded=False):
                    st.json(msg)

                if intent == "INTERVIEW":
                    render_draft_editor(msg)
                else:
                    st.markdown(msg["content"])
                
                if "sources" in msg and msg["sources"]:
                    for hit in msg["sources"]:
                        with st.expander(f"📄 {hit.get('note_id', '?')} ({hit.get('total_score', 0):.2f})"):
                            st.markdown(f"_{hit.get('source', {}).get('text', '')[:300]}..._")
                            if hit.get('explanation'):
                                st.caption(f"Grund: {hit['explanation']['reasons'][0]['message']}")
                            def _cb(qid=msg.get("query_id"), nid=hit.get('node_id')):
                                val = st.session_state.get(f"fb_src_{qid}_{nid}")
                                if val is not None: submit_feedback(qid, nid, val+1)
                            st.feedback("faces", key=f"fb_src_{msg.get('query_id')}_{hit.get('node_id')}", on_change=_cb)
                
                if "query_id" in msg:
                    qid = msg["query_id"]
                    st.feedback("stars", key=f"fb_glob_{qid}", on_change=lambda: submit_feedback(qid, "generated_answer", st.session_state[f"fb_glob_{qid}"]+1))
            else:
                st.markdown(msg["content"])

    if prompt := st.chat_input("Frage Mindnet..."):
        st.session_state.messages.append({"role": "user", "content": prompt})
        st.rerun()
        
    if len(st.session_state.messages) > 0 and st.session_state.messages[-1]["role"] == "user":
        with st.chat_message("assistant"):
            with st.spinner("Thinking..."):
                resp = send_chat_message(st.session_state.messages[-1]["content"], top_k, explain)
            if "error" in resp:
                st.error(resp["error"])
            else:
                st.session_state.messages.append({
                    "role": "assistant",
                    "content": resp.get("answer"),
                    "intent": resp.get("intent", "FACT"),
                    "intent_source": resp.get("intent_source", "Unknown"),
                    "sources": resp.get("sources", []),
                    "query_id": resp.get("query_id")
                })
                st.rerun()

def render_manual_editor():
    mock_msg = {
        "content": "---\ntype: concept\ntitle: Neue Notiz\nstatus: draft\ntags: []\n---\n# Titel\n",
        "query_id": "manual_mode_v2" 
    }
    render_draft_editor(mock_msg)

# --- MAIN ---
mode, top_k, explain = render_sidebar()
if mode == "💬 Chat":
    render_chat_interface(top_k, explain)
else:
    render_manual_editor()