"""
TSCM Baseline Recording and Comparison

Records environment "fingerprints" and compares current scans
against baselines to detect new or anomalous devices.
"""

from __future__ import annotations

import logging
from datetime import datetime

from utils.database import (
    create_tscm_baseline,
    get_active_tscm_baseline,
    update_tscm_baseline,
)

logger = logging.getLogger("intercept.tscm.baseline")


class BaselineRecorder:
    """
    Records and manages TSCM environment baselines.
    """

    def __init__(self):
        self.recording = False
        self.current_baseline_id: int | None = None
        self.wifi_networks: dict[str, dict] = {}  # BSSID -> network info
        self.wifi_clients: dict[str, dict] = {}  # MAC -> client info
        self.bt_devices: dict[str, dict] = {}  # MAC -> device info
        self.rf_frequencies: dict[float, dict] = {}  # Frequency -> signal info

    def start_recording(self, name: str, location: str | None = None, description: str | None = None) -> int:
        """
        Start recording a new baseline.

        Args:
            name: Baseline name
            location: Optional location description
            description: Optional description

        Returns:
            Baseline ID
        """
        self.recording = True
        self.wifi_networks = {}
        self.wifi_clients = {}
        self.bt_devices = {}
        self.rf_frequencies = {}

        # Create baseline in database
        self.current_baseline_id = create_tscm_baseline(name=name, location=location, description=description)

        logger.info(f"Started baseline recording: {name} (ID: {self.current_baseline_id})")
        return self.current_baseline_id

    def stop_recording(self) -> dict:
        """
        Stop recording and finalize baseline.

        Returns:
            Final baseline summary
        """
        if not self.recording or not self.current_baseline_id:
            return {"error": "Not recording"}

        self.recording = False

        # Convert to lists for storage
        wifi_list = list(self.wifi_networks.values())
        wifi_client_list = list(self.wifi_clients.values())
        bt_list = list(self.bt_devices.values())
        rf_list = list(self.rf_frequencies.values())

        # Update database
        update_tscm_baseline(
            self.current_baseline_id,
            wifi_networks=wifi_list,
            wifi_clients=wifi_client_list,
            bt_devices=bt_list,
            rf_frequencies=rf_list,
        )

        summary = {
            "baseline_id": self.current_baseline_id,
            "wifi_count": len(wifi_list),
            "wifi_client_count": len(wifi_client_list),
            "bt_count": len(bt_list),
            "rf_count": len(rf_list),
        }

        logger.info(
            f"Baseline recording complete: {summary['wifi_count']} WiFi, "
            f"{summary['bt_count']} BT, {summary['rf_count']} RF"
        )

        self.current_baseline_id = None

        return summary

    def add_wifi_device(self, device: dict) -> None:
        """Add a WiFi device to the current baseline."""
        if not self.recording:
            return

        mac = device.get("bssid", device.get("mac", "")).upper()
        if not mac:
            return

        # Update or add device
        if mac in self.wifi_networks:
            # Update with latest info
            self.wifi_networks[mac].update(
                {
                    "last_seen": datetime.now().isoformat(),
                    "power": device.get("power", self.wifi_networks[mac].get("power")),
                }
            )
        else:
            self.wifi_networks[mac] = {
                "bssid": mac,
                "essid": device.get("essid", device.get("ssid", "")),
                "channel": device.get("channel"),
                "power": device.get("power", device.get("signal")),
                "vendor": device.get("vendor", ""),
                "encryption": device.get("privacy", device.get("encryption", "")),
                "first_seen": datetime.now().isoformat(),
                "last_seen": datetime.now().isoformat(),
            }

    def add_bt_device(self, device: dict) -> None:
        """Add a Bluetooth device to the current baseline."""
        if not self.recording:
            return

        mac = device.get("mac", device.get("address", "")).upper()
        if not mac:
            return

        if mac in self.bt_devices:
            self.bt_devices[mac].update(
                {
                    "last_seen": datetime.now().isoformat(),
                    "rssi": device.get("rssi", self.bt_devices[mac].get("rssi")),
                }
            )
        else:
            self.bt_devices[mac] = {
                "mac": mac,
                "name": device.get("name", ""),
                "rssi": device.get("rssi", device.get("signal")),
                "manufacturer": device.get("manufacturer", ""),
                "type": device.get("type", ""),
                "first_seen": datetime.now().isoformat(),
                "last_seen": datetime.now().isoformat(),
            }

    def add_wifi_client(self, client: dict) -> None:
        """Add a WiFi client to the current baseline."""
        if not self.recording:
            return

        mac = client.get("mac", client.get("address", "")).upper()
        if not mac:
            return

        if mac in self.wifi_clients:
            self.wifi_clients[mac].update(
                {
                    "last_seen": datetime.now().isoformat(),
                    "rssi": client.get("rssi", self.wifi_clients[mac].get("rssi")),
                    "associated_bssid": client.get("associated_bssid", self.wifi_clients[mac].get("associated_bssid")),
                }
            )
        else:
            self.wifi_clients[mac] = {
                "mac": mac,
                "vendor": client.get("vendor", ""),
                "rssi": client.get("rssi"),
                "associated_bssid": client.get("associated_bssid"),
                "probed_ssids": client.get("probed_ssids", []),
                "probe_count": client.get("probe_count", len(client.get("probed_ssids", []))),
                "first_seen": datetime.now().isoformat(),
                "last_seen": datetime.now().isoformat(),
            }

    def add_rf_signal(self, signal: dict) -> None:
        """Add an RF signal to the current baseline."""
        if not self.recording:
            return

        frequency = signal.get("frequency")
        if not frequency:
            return

        # Round to 0.1 MHz for grouping
        freq_key = round(frequency, 1)

        if freq_key in self.rf_frequencies:
            existing = self.rf_frequencies[freq_key]
            existing["last_seen"] = datetime.now().isoformat()
            existing["hit_count"] = existing.get("hit_count", 1) + 1
            # Update max signal level
            new_level = signal.get("level", signal.get("power", -100))
            if new_level > existing.get("max_level", -100):
                existing["max_level"] = new_level
        else:
            self.rf_frequencies[freq_key] = {
                "frequency": freq_key,
                "level": signal.get("level", signal.get("power")),
                "max_level": signal.get("level", signal.get("power", -100)),
                "modulation": signal.get("modulation", ""),
                "first_seen": datetime.now().isoformat(),
                "last_seen": datetime.now().isoformat(),
                "hit_count": 1,
            }

    def get_recording_status(self) -> dict:
        """Get current recording status and counts."""
        return {
            "recording": self.recording,
            "baseline_id": self.current_baseline_id,
            "wifi_count": len(self.wifi_networks),
            "wifi_client_count": len(self.wifi_clients),
            "bt_count": len(self.bt_devices),
            "rf_count": len(self.rf_frequencies),
        }


class BaselineComparator:
    """
    Compares current scan results against a baseline.
    """

    def __init__(self, baseline: dict):
        """
        Initialize comparator with a baseline.

        Args:
            baseline: Baseline dict from database
        """
        self.baseline = baseline
        self.baseline_wifi = {
            d.get("bssid", d.get("mac", "")).upper(): d
            for d in baseline.get("wifi_networks", [])
            if d.get("bssid") or d.get("mac")
        }
        self.baseline_bt = {
            d.get("mac", d.get("address", "")).upper(): d
            for d in baseline.get("bt_devices", [])
            if d.get("mac") or d.get("address")
        }
        self.baseline_wifi_clients = {
            d.get("mac", d.get("address", "")).upper(): d
            for d in baseline.get("wifi_clients", [])
            if d.get("mac") or d.get("address")
        }
        self.baseline_rf = {
            round(d.get("frequency", 0), 1): d for d in baseline.get("rf_frequencies", []) if d.get("frequency")
        }

    def compare_wifi(self, current_devices: list[dict]) -> dict:
        """
        Compare current WiFi devices against baseline.

        Returns:
            Dict with new, missing, and matching devices
        """
        current_macs = {
            d.get("bssid", d.get("mac", "")).upper(): d for d in current_devices if d.get("bssid") or d.get("mac")
        }

        new_devices = []
        missing_devices = []
        matching_devices = []

        # Find new devices
        for mac, device in current_macs.items():
            if mac not in self.baseline_wifi:
                new_devices.append(device)
            else:
                matching_devices.append(device)

        # Find missing devices
        for mac, device in self.baseline_wifi.items():
            if mac not in current_macs:
                missing_devices.append(device)

        return {
            "new": new_devices,
            "missing": missing_devices,
            "matching": matching_devices,
            "new_count": len(new_devices),
            "missing_count": len(missing_devices),
            "matching_count": len(matching_devices),
        }

    def compare_bluetooth(self, current_devices: list[dict]) -> dict:
        """Compare current Bluetooth devices against baseline."""
        current_macs = {
            d.get("mac", d.get("address", "")).upper(): d for d in current_devices if d.get("mac") or d.get("address")
        }

        new_devices = []
        missing_devices = []
        matching_devices = []

        for mac, device in current_macs.items():
            if mac not in self.baseline_bt:
                new_devices.append(device)
            else:
                matching_devices.append(device)

        for mac, device in self.baseline_bt.items():
            if mac not in current_macs:
                missing_devices.append(device)

        return {
            "new": new_devices,
            "missing": missing_devices,
            "matching": matching_devices,
            "new_count": len(new_devices),
            "missing_count": len(missing_devices),
            "matching_count": len(matching_devices),
        }

    def compare_wifi_clients(self, current_devices: list[dict]) -> dict:
        """Compare current WiFi clients against baseline."""
        current_macs = {
            d.get("mac", d.get("address", "")).upper(): d for d in current_devices if d.get("mac") or d.get("address")
        }

        new_devices = []
        missing_devices = []
        matching_devices = []

        for mac, device in current_macs.items():
            if mac not in self.baseline_wifi_clients:
                new_devices.append(device)
            else:
                matching_devices.append(device)

        for mac, device in self.baseline_wifi_clients.items():
            if mac not in current_macs:
                missing_devices.append(device)

        return {
            "new": new_devices,
            "missing": missing_devices,
            "matching": matching_devices,
            "new_count": len(new_devices),
            "missing_count": len(missing_devices),
            "matching_count": len(matching_devices),
        }

    def compare_rf(self, current_signals: list[dict]) -> dict:
        """Compare current RF signals against baseline."""
        current_freqs = {round(s.get("frequency", 0), 1): s for s in current_signals if s.get("frequency")}

        new_signals = []
        missing_signals = []
        matching_signals = []

        for freq, signal in current_freqs.items():
            if freq not in self.baseline_rf:
                new_signals.append(signal)
            else:
                matching_signals.append(signal)

        for freq, signal in self.baseline_rf.items():
            if freq not in current_freqs:
                missing_signals.append(signal)

        return {
            "new": new_signals,
            "missing": missing_signals,
            "matching": matching_signals,
            "new_count": len(new_signals),
            "missing_count": len(missing_signals),
            "matching_count": len(matching_signals),
        }

    def compare_all(
        self,
        wifi_devices: list[dict] | None = None,
        wifi_clients: list[dict] | None = None,
        bt_devices: list[dict] | None = None,
        rf_signals: list[dict] | None = None,
    ) -> dict:
        """
        Compare all current data against baseline.

        Returns:
            Dict with comparison results for each category
        """
        results = {
            "wifi": None,
            "wifi_clients": None,
            "bluetooth": None,
            "rf": None,
            "total_new": 0,
            "total_missing": 0,
        }

        if wifi_devices is not None:
            results["wifi"] = self.compare_wifi(wifi_devices)
            results["total_new"] += results["wifi"]["new_count"]
            results["total_missing"] += results["wifi"]["missing_count"]

        if wifi_clients is not None:
            results["wifi_clients"] = self.compare_wifi_clients(wifi_clients)
            results["total_new"] += results["wifi_clients"]["new_count"]
            results["total_missing"] += results["wifi_clients"]["missing_count"]

        if bt_devices is not None:
            results["bluetooth"] = self.compare_bluetooth(bt_devices)
            results["total_new"] += results["bluetooth"]["new_count"]
            results["total_missing"] += results["bluetooth"]["missing_count"]

        if rf_signals is not None:
            results["rf"] = self.compare_rf(rf_signals)
            results["total_new"] += results["rf"]["new_count"]
            results["total_missing"] += results["rf"]["missing_count"]

        return results


def get_comparison_for_active_baseline(
    wifi_devices: list[dict] | None = None,
    wifi_clients: list[dict] | None = None,
    bt_devices: list[dict] | None = None,
    rf_signals: list[dict] | None = None,
) -> dict | None:
    """
    Convenience function to compare against the active baseline.

    Returns:
        Comparison results or None if no active baseline
    """
    baseline = get_active_tscm_baseline()
    if not baseline:
        return None

    comparator = BaselineComparator(baseline)
    return comparator.compare_all(wifi_devices, wifi_clients, bt_devices, rf_signals)