"""
DAGI Router Client
Sends requests to DAGI Router from Bot Gateway
"""
import logging
import os
import time
import httpx
from typing import Dict, Any

logger = logging.getLogger(__name__)

# Import metrics
try:
    from metrics import ROUTER_CALLS_TOTAL, ROUTER_LATENCY, ERRORS_TOTAL
    METRICS_AVAILABLE = True
except ImportError:
    METRICS_AVAILABLE = False

# Router configuration from environment
ROUTER_BASE_URL = os.getenv("ROUTER_URL", "http://127.0.0.1:9102")
ROUTER_TIMEOUT = float(os.getenv("ROUTER_TIMEOUT", "180.0"))
GATEWAY_MAX_TOKENS_DEFAULT = int(os.getenv("GATEWAY_MAX_TOKENS_DEFAULT", "700"))
GATEWAY_MAX_TOKENS_CONCISE = int(os.getenv("GATEWAY_MAX_TOKENS_CONCISE", "220"))
GATEWAY_MAX_TOKENS_TRAINING = int(os.getenv("GATEWAY_MAX_TOKENS_TRAINING", "900"))
GATEWAY_TEMPERATURE_DEFAULT = float(os.getenv("GATEWAY_TEMPERATURE_DEFAULT", "0.4"))
GATEWAY_MAX_TOKENS_SENPAI_DEFAULT = int(os.getenv("GATEWAY_MAX_TOKENS_SENPAI_DEFAULT", "320"))
GATEWAY_MAX_TOKENS_HELION_DEFAULT = int(os.getenv("GATEWAY_MAX_TOKENS_HELION_DEFAULT", "240"))
GATEWAY_MAX_TOKENS_DETAILED = int(os.getenv("GATEWAY_MAX_TOKENS_DETAILED", "900"))


def _apply_runtime_communication_guardrails(system_prompt: str, metadata: Dict[str, Any]) -> str:
    """Apply global communication constraints for all agents in Telegram flows."""
    if not system_prompt:
        return system_prompt

    lang_label = (metadata or {}).get("preferred_response_language_label") or "user language"
    guardrail = (
        "\n\n[GLOBAL COMMUNICATION POLICY]\n"
        "1) Do not introduce yourself by name in every message.\n"
        "2) Do not add repetitive generic closers like 'how can I help' unless user explicitly asks.\n"
        "3) Continue the dialog naturally from context.\n"
        f"4) Respond in {lang_label}, matching the user's latest language.\n"
    )
    return system_prompt + guardrail


def _apply_agent_style_guardrails(agent_id: str, system_prompt: str) -> str:
    """Apply lightweight runtime style constraints for specific agents."""
    if not system_prompt:
        return system_prompt

    if agent_id == "nutra":
        nutra_guardrail = (
            "\n\n[STYLE LOCK - NUTRA]\n"
            "Always write in first-person singular and feminine form.\n"
            "Use feminine wording in Ukrainian/Russian (e.g., 'я підготувала', 'я готова', "
            "'я зрозуміла').\n"
            "Never switch to masculine forms (e.g., 'понял', 'готов').\n"
        )
        return system_prompt + nutra_guardrail

    return system_prompt


async def send_to_router(body: Dict[str, Any]) -> Dict[str, Any]:
    """Send request to DAGI Router."""
    _start = time.time()
    
    agent_id = body.get("agent", "devtools")
    message = body.get("message", "")
    metadata = body.get("metadata", {})
    context = body.get("context", {})
    
    system_prompt = body.get("system_prompt") or context.get("system_prompt")
    system_prompt = _apply_agent_style_guardrails(agent_id, system_prompt)
    system_prompt = _apply_runtime_communication_guardrails(system_prompt, metadata)
    
    if system_prompt:
        logger.info(f"Using system prompt ({len(system_prompt)} chars) for agent {agent_id}")
    
    infer_url = f"{ROUTER_BASE_URL}/v1/agents/{agent_id}/infer"
    metadata["agent_id"] = agent_id
    
    # Keep defaults moderate to avoid overly long replies while preserving flexibility.
    max_tokens = GATEWAY_MAX_TOKENS_DEFAULT

    # Senpai tends to over-verbose responses in Telegram; use lower default unless user asked details.
    if agent_id == "senpai":
        max_tokens = GATEWAY_MAX_TOKENS_SENPAI_DEFAULT
    elif agent_id == "helion":
        max_tokens = min(max_tokens, GATEWAY_MAX_TOKENS_HELION_DEFAULT)

    if metadata.get("is_training_group"):
        max_tokens = GATEWAY_MAX_TOKENS_TRAINING

    if metadata.get("force_detailed"):
        max_tokens = max(max_tokens, GATEWAY_MAX_TOKENS_DETAILED)

    if metadata.get("force_concise"):
        max_tokens = min(max_tokens, GATEWAY_MAX_TOKENS_CONCISE)
    
    infer_body = {
        "prompt": message,
        "system_prompt": system_prompt,
        "metadata": metadata,
        "max_tokens": max_tokens,
        "temperature": float(metadata.get("temperature_override", GATEWAY_TEMPERATURE_DEFAULT)),
    }
    
    images = context.get("images", [])
    if images:
        infer_body["images"] = images
        logger.info(f"Including {len(images)} image(s) in request")
    
    if metadata.get("provider"):
        infer_body["provider_override"] = metadata["provider"]
    
    prov = metadata.get("provider", "default")
    logger.info(
        f"Sending to Router ({infer_url}): agent={agent_id}, provider={prov}, "
        f"has_images={bool(images)}, prompt_len={len(message)}, max_tokens={max_tokens}"
    )
    
    try:
        async with httpx.AsyncClient(timeout=ROUTER_TIMEOUT) as client:
            response = await client.post(infer_url, json=infer_body)
            response.raise_for_status()
            
            result = response.json()
            
            latency = time.time() - _start
            if METRICS_AVAILABLE:
                ROUTER_CALLS_TOTAL.labels(status="success").inc()
                ROUTER_LATENCY.observe(latency)
            
            logger.info(f"Router response in {latency:.2f}s")
            
            return {
                "ok": True,
                "data": {
                    "text": result.get("response", result.get("text", "")),
                    "image_base64": result.get("image_base64"),
                    "file_base64": result.get("file_base64"),
                    "file_name": result.get("file_name"),
                    "file_mime": result.get("file_mime"),
                },
                "response": result.get("response", result.get("text", "")),
                "model": result.get("model"),
                "backend": result.get("backend"),
                "image_base64": result.get("image_base64"),
                "file_base64": result.get("file_base64"),
                "file_name": result.get("file_name"),
                "file_mime": result.get("file_mime"),
            }
    
    except httpx.TimeoutException as e:
        if METRICS_AVAILABLE:
            ROUTER_CALLS_TOTAL.labels(status="timeout").inc()
            ERRORS_TOTAL.labels(type="timeout", source="router").inc()
        logger.error(f"Router request timeout after {time.time() - _start:.2f}s: {e}")
        raise
    
    except httpx.HTTPError as e:
        if METRICS_AVAILABLE:
            ROUTER_CALLS_TOTAL.labels(status="error").inc()
            ERRORS_TOTAL.labels(type="http_error", source="router").inc()
        logger.error(f"Router request failed: {e}")
        raise