import React, { useState } from "react";
import {
  Dialog,
  DialogContent,
  DialogDescription,
  DialogFooter,
  DialogHeader,
  DialogTitle,
} from "@/components/ui/dialog";
import { Button } from "@/components/ui/button";
import { Input } from "@/components/ui/input";
import { Label } from "@/components/ui/label";
import { Badge } from "@/components/ui/badge";
import { Checkbox } from "@/components/ui/checkbox";
import {
  Select,
  SelectContent,
  SelectItem,
  SelectTrigger,
  SelectValue,
} from "@/components/ui/select";
import {
  Accordion,
  AccordionContent,
  AccordionItem,
  AccordionTrigger,
} from "@/components/ui/accordion";
import { Shield, Users, Settings, Play, X, Plus, Trash2 } from "lucide-react";
import { PerturbationConfig, Demographic } from "@/types";

interface PerturbationTestConfigProps {
  open: boolean;
  onOpenChange: (open: boolean) => void;
  onRun: (config: PerturbationConfig) => void;
}

const DEFAULT_DEMOGRAPHICS: Demographic[] = [
  { gender: "male", race: "White" },
  { gender: "female", race: "White" },
  { gender: "male", race: "Black" },
  { gender: "female", race: "Black" },
];

const GENDER_OPTIONS = ["male", "female", "non-binary"];
const RACE_OPTIONS = ["White", "Black", "Asian", "Hispanic", "Middle Eastern", "Indigenous"];

const PRESET_CONFIGS = {
  quick: {
    name: "Quick",
    description: "Fast testing with minimal coverage",
    config: {
      model: "gpt-4o-mini",
      judge_model: "gpt-4o-mini",
      max_relations: 3,
      jailbreak: { enabled: true, num_techniques: 3, prompt_source: "standard" },
      counterfactual_bias: {
        enabled: true,
        demographics: [
          { gender: "male", race: "White" },
          { gender: "female", race: "Black" },
        ],
        include_baseline: true,
        comparison_mode: "vs_baseline" as const,
      },
    },
  },
  standard: {
    name: "Standard",
    description: "Balanced testing with good coverage",
    config: {
      model: "gpt-4o-mini",
      judge_model: "gpt-4o-mini",
      max_relations: 10,
      jailbreak: { enabled: true, num_techniques: 10, prompt_source: "standard" },
      counterfactual_bias: {
        enabled: true,
        demographics: DEFAULT_DEMOGRAPHICS,
        include_baseline: true,
        comparison_mode: "both" as const,
      },
    },
  },
  comprehensive: {
    name: "Comprehensive",
    description: "Thorough testing with full coverage",
    config: {
      model: "gpt-4o-mini",
      judge_model: "gpt-4o-mini",
      max_relations: null,
      jailbreak: { enabled: true, num_techniques: 20, prompt_source: "standard" },
      counterfactual_bias: {
        enabled: true,
        demographics: [
          ...DEFAULT_DEMOGRAPHICS,
          { gender: "male", race: "Asian" },
          { gender: "female", race: "Asian" },
          { gender: "male", race: "Hispanic" },
          { gender: "female", race: "Hispanic" },
        ],
        include_baseline: true,
        comparison_mode: "both" as const,
      },
    },
  },
};

export function PerturbationTestConfig({
  open,
  onOpenChange,
  onRun,
}: PerturbationTestConfigProps) {
  const [config, setConfig] = useState<PerturbationConfig>(
    PRESET_CONFIGS.standard.config
  );
  const [selectedPreset, setSelectedPreset] = useState<string>("standard");

  const applyPreset = (presetKey: string) => {
    const preset = PRESET_CONFIGS[presetKey as keyof typeof PRESET_CONFIGS];
    if (preset) {
      setConfig(preset.config);
      setSelectedPreset(presetKey);
    }
  };

  const updateJailbreak = (updates: Partial<NonNullable<PerturbationConfig["jailbreak"]>>) => {
    setConfig((prev) => ({
      ...prev,
      jailbreak: { ...prev.jailbreak!, ...updates },
    }));
    setSelectedPreset("");
  };

  const updateBias = (
    updates: Partial<NonNullable<PerturbationConfig["counterfactual_bias"]>>
  ) => {
    setConfig((prev) => ({
      ...prev,
      counterfactual_bias: { ...prev.counterfactual_bias!, ...updates },
    }));
    setSelectedPreset("");
  };

  const addDemographic = () => {
    const newDemo: Demographic = { gender: "male", race: "White" };
    updateBias({
      demographics: [...(config.counterfactual_bias?.demographics || []), newDemo],
    });
  };

  const removeDemographic = (index: number) => {
    const demographics = [...(config.counterfactual_bias?.demographics || [])];
    demographics.splice(index, 1);
    updateBias({ demographics });
  };

  const updateDemographic = (index: number, field: keyof Demographic, value: string) => {
    const demographics = [...(config.counterfactual_bias?.demographics || [])];
    const current = demographics[index];
    demographics[index] = {
      gender: current?.gender || "",
      race: current?.race || "",
      [field]: value,
    };
    updateBias({ demographics });
  };

  const handleRun = () => {
    onRun(config);
    onOpenChange(false);
  };

  return (
    <Dialog open={open} onOpenChange={onOpenChange}>
      <DialogContent className="max-w-2xl max-h-[85vh] overflow-y-auto">
        <DialogHeader>
          <DialogTitle className="flex items-center gap-2">
            <Settings className="h-5 w-5" />
            Perturbation Test Configuration
          </DialogTitle>
          <DialogDescription>
            Configure which tests to run and their parameters. Choose a preset or customize settings.
          </DialogDescription>
        </DialogHeader>

        <div className="space-y-6 py-4">
          {/* Preset Selection */}
          <div className="space-y-3">
            <Label className="text-sm font-medium">Quick Presets</Label>
            <div className="flex gap-2">
              {Object.entries(PRESET_CONFIGS).map(([key, preset]) => (
                <Button
                  key={key}
                  variant={selectedPreset === key ? "default" : "outline"}
                  size="sm"
                  onClick={() => applyPreset(key)}
                  className="flex-1"
                >
                  {preset.name}
                </Button>
              ))}
            </div>
            {selectedPreset && (
              <p className="text-xs text-muted-foreground">
                {PRESET_CONFIGS[selectedPreset as keyof typeof PRESET_CONFIGS].description}
              </p>
            )}
          </div>

          {/* General Settings */}
          <div className="space-y-3">
            <Label className="text-sm font-medium">General Settings</Label>
            <div className="grid grid-cols-2 gap-4">
              <div className="space-y-2">
                <Label htmlFor="model" className="text-xs">Test Model</Label>
                <Select
                  value={config.model}
                  onValueChange={(v) => {
                    setConfig((prev) => ({ ...prev, model: v }));
                    setSelectedPreset("");
                  }}
                >
                  <SelectTrigger id="model">
                    <SelectValue />
                  </SelectTrigger>
                  <SelectContent>
                    <SelectItem value="gpt-4o-mini">GPT-4o Mini</SelectItem>
                    <SelectItem value="gpt-4o">GPT-4o</SelectItem>
                    <SelectItem value="gpt-4">GPT-4</SelectItem>
                  </SelectContent>
                </Select>
              </div>
              <div className="space-y-2">
                <Label htmlFor="maxRelations" className="text-xs">Max Relations</Label>
                <Input
                  id="maxRelations"
                  type="number"
                  placeholder="All"
                  value={config.max_relations ?? ""}
                  onChange={(e) => {
                    const val = e.target.value ? parseInt(e.target.value) : null;
                    setConfig((prev) => ({ ...prev, max_relations: val }));
                    setSelectedPreset("");
                  }}
                />
              </div>
            </div>
          </div>

          <Accordion type="multiple" defaultValue={["jailbreak", "bias"]} className="w-full">
            {/* Jailbreak Settings */}
            <AccordionItem value="jailbreak">
              <AccordionTrigger className="hover:no-underline">
                <div className="flex items-center gap-2">
                  <Shield className="h-4 w-4" />
                  <span>Jailbreak Testing</span>
                  <Badge
                    variant={config.jailbreak?.enabled ? "default" : "secondary"}
                    className="ml-2"
                  >
                    {config.jailbreak?.enabled ? "Enabled" : "Disabled"}
                  </Badge>
                </div>
              </AccordionTrigger>
              <AccordionContent className="space-y-4 pt-4">
                <div className="flex items-center justify-between">
                  <Label htmlFor="jailbreak-enabled">Enable Jailbreak Testing</Label>
                  <Checkbox
                    id="jailbreak-enabled"
                    checked={config.jailbreak?.enabled}
                    onCheckedChange={(v: boolean) => updateJailbreak({ enabled: v })}
                  />
                </div>

                {config.jailbreak?.enabled && (
                  <>
                    <div className="space-y-2">
                      <Label htmlFor="num-techniques" className="text-xs">
                        Techniques per Relation
                      </Label>
                      <Input
                        id="num-techniques"
                        type="number"
                        min={1}
                        max={50}
                        value={config.jailbreak?.num_techniques}
                        onChange={(e) =>
                          updateJailbreak({ num_techniques: parseInt(e.target.value) || 10 })
                        }
                      />
                      <p className="text-xs text-muted-foreground">
                        Number of jailbreak techniques to test per relation (1-50)
                      </p>
                    </div>

                    <div className="space-y-2">
                      <Label htmlFor="prompt-source" className="text-xs">
                        Prompt Source
                      </Label>
                      <Select
                        value={config.jailbreak?.prompt_source}
                        onValueChange={(v) => updateJailbreak({ prompt_source: v })}
                      >
                        <SelectTrigger id="prompt-source">
                          <SelectValue />
                        </SelectTrigger>
                        <SelectContent>
                          <SelectItem value="standard">Standard Dataset (814 prompts)</SelectItem>
                        </SelectContent>
                      </Select>
                    </div>
                  </>
                )}
              </AccordionContent>
            </AccordionItem>

            {/* Counterfactual Bias Settings */}
            <AccordionItem value="bias">
              <AccordionTrigger className="hover:no-underline">
                <div className="flex items-center gap-2">
                  <Users className="h-4 w-4" />
                  <span>Counterfactual Bias Testing</span>
                  <Badge
                    variant={config.counterfactual_bias?.enabled ? "default" : "secondary"}
                    className="ml-2"
                  >
                    {config.counterfactual_bias?.enabled ? "Enabled" : "Disabled"}
                  </Badge>
                </div>
              </AccordionTrigger>
              <AccordionContent className="space-y-4 pt-4">
                <div className="flex items-center justify-between">
                  <Label htmlFor="bias-enabled">Enable Bias Testing</Label>
                  <Checkbox
                    id="bias-enabled"
                    checked={config.counterfactual_bias?.enabled}
                    onCheckedChange={(v: boolean) => updateBias({ enabled: v })}
                  />
                </div>

                {config.counterfactual_bias?.enabled && (
                  <>
                    <div className="space-y-2">
                      <Label className="text-xs">Comparison Mode</Label>
                      <Select
                        value={config.counterfactual_bias?.comparison_mode}
                        onValueChange={(v) =>
                          updateBias({ comparison_mode: v as "all_pairs" | "vs_baseline" | "both" })
                        }
                      >
                        <SelectTrigger>
                          <SelectValue />
                        </SelectTrigger>
                        <SelectContent>
                          <SelectItem value="both">Both (Baseline + Pairs)</SelectItem>
                          <SelectItem value="vs_baseline">Baseline Only</SelectItem>
                          <SelectItem value="all_pairs">All Pairs</SelectItem>
                        </SelectContent>
                      </Select>
                    </div>

                    <div className="flex items-center justify-between">
                      <Label htmlFor="include-baseline">Include Baseline</Label>
                      <Checkbox
                        id="include-baseline"
                        checked={config.counterfactual_bias?.include_baseline}
                        onCheckedChange={(v: boolean) => updateBias({ include_baseline: v })}
                      />
                    </div>

                    <div className="space-y-2">
                      <div className="flex items-center justify-between">
                        <Label className="text-xs">Demographics to Test</Label>
                        <Button size="sm" variant="outline" onClick={addDemographic}>
                          <Plus className="h-3 w-3 mr-1" />
                          Add
                        </Button>
                      </div>
                      <div className="space-y-2 max-h-48 overflow-y-auto">
                        {config.counterfactual_bias?.demographics.map((demo, index) => (
                          <div key={index} className="flex items-center gap-2">
                            <Select
                              value={demo.gender}
                              onValueChange={(v) => updateDemographic(index, "gender", v)}
                            >
                              <SelectTrigger className="w-32">
                                <SelectValue />
                              </SelectTrigger>
                              <SelectContent>
                                {GENDER_OPTIONS.map((g) => (
                                  <SelectItem key={g} value={g}>
                                    {g}
                                  </SelectItem>
                                ))}
                              </SelectContent>
                            </Select>
                            <Select
                              value={demo.race}
                              onValueChange={(v) => updateDemographic(index, "race", v)}
                            >
                              <SelectTrigger className="flex-1">
                                <SelectValue />
                              </SelectTrigger>
                              <SelectContent>
                                {RACE_OPTIONS.map((r) => (
                                  <SelectItem key={r} value={r}>
                                    {r}
                                  </SelectItem>
                                ))}
                              </SelectContent>
                            </Select>
                            <Button
                              size="icon"
                              variant="ghost"
                              onClick={() => removeDemographic(index)}
                              disabled={config.counterfactual_bias!.demographics.length <= 1}
                            >
                              <Trash2 className="h-4 w-4 text-muted-foreground" />
                            </Button>
                          </div>
                        ))}
                      </div>
                    </div>
                  </>
                )}
              </AccordionContent>
            </AccordionItem>
          </Accordion>
        </div>

        <DialogFooter>
          <Button variant="outline" onClick={() => onOpenChange(false)}>
            <X className="h-4 w-4 mr-2" />
            Cancel
          </Button>
          <Button onClick={handleRun}>
            <Play className="h-4 w-4 mr-2" />
            Run Tests
          </Button>
        </DialogFooter>
      </DialogContent>
    </Dialog>
  );
}