using System.Net.Http.Json;
using System.Text.Json;
using FinlyticCore.Dtos.News;
using FinlyticCore.Dtos.Sentiment;
using Microsoft.Extensions.Configuration;
using Microsoft.Extensions.Logging;

namespace FinlyticSentiment.Services;

/// <summary>
/// Defines the sentiment analysis contract for evaluating news articles via FinBERT webhooks.
/// </summary>
public interface IFinBertAnalyzerService
{
    /// <summary>
    /// Analyzes a news article using language-targeted FinBERT webhooks and returns structured metrics.
    /// </summary>
    /// <param name="article">The news article DTO to evaluate.</param>
    /// <returns>A task returning the FinBERT sentiment analysis result.</returns>
    Task<FinBertResultDto?> AnalyzeArticleAsync(NewsArticleDto article);
}

/// <summary>
/// Implementation of the sentiment analysis contract for evaluating news articles via FinBERT webhooks.
/// </summary>
public class FinBertAnalyzerService : IFinBertAnalyzerService
{
    private readonly HttpClient _httpClient;
    private readonly IServiceScopeFactory _scopeFactory;
    private readonly ILogger<FinBertAnalyzerService> _logger;

    /// <summary>
    /// Initializes a new instance of the <see cref="FinBertAnalyzerService"/> class.
    /// </summary>
    /// <param name="httpClient">The HTTP client instance.</param>
    /// <param name="scopeFactory">The service scope factory for DB access.</param>
    /// <param name="logger">The logging channel.</param>
    public FinBertAnalyzerService(
        HttpClient httpClient,
        IServiceScopeFactory scopeFactory,
        ILogger<FinBertAnalyzerService> logger)
    {
        _httpClient = httpClient;
        _scopeFactory = scopeFactory;
        _logger = logger;
    }

    /// <summary>
    /// Analyzes a news article using language-targeted FinBERT webhooks and returns structured metrics.
    /// </summary>
    public async Task<FinBertResultDto?> AnalyzeArticleAsync(NewsArticleDto article)
    {
        ArgumentNullException.ThrowIfNull(article);

        string targetUrl;
        double minConfidence;
        using (var scope = _scopeFactory.CreateScope())
        {
            var settingsDb = scope.ServiceProvider.GetRequiredService<ISettingsDbService>();
            var settings = await settingsDb.GetSettingsAsync();
            targetUrl = string.Equals(article.Language, "en", StringComparison.OrdinalIgnoreCase)
                ? settings.EnglishWebhookUrl
                : settings.GermanWebhookUrl;
            minConfidence = settings.MinConfidenceScore;
        }

        _logger.LogInformation("[{Channel}] Analyzing article (ID: {Id}, Lang: {Lang}) via webhook: {Url} (MinConf: {Conf})", "SentimentChannel", article.Id, article.Language ?? "de", targetUrl, minConfidence);

        var requestBody = new
        {
            article_id = article.Id.ToString(),
            title = article.Title,
            summary = article.Summary ?? string.Empty,
            content = article.ContentRaw ?? string.Empty,
            source = article.Author ?? "FinlyticNews",
            source_url = article.SourceUrl,
            published_at = article.PublishedAt.ToString("o")
        };

        try
        {
            using var response = await _httpClient.PostAsJsonAsync(targetUrl, requestBody);
            if (response.IsSuccessStatusCode)
            {
                var content = await response.Content.ReadAsStringAsync();
                if (!string.IsNullOrWhiteSpace(content))
                {
                    using var doc = JsonDocument.Parse(content);
                    var root = doc.RootElement;
                    
                    // Handle array response if n8n returns an array of items (e.g. [{ "json": { ... } }])
                    if (root.ValueKind == JsonValueKind.Array && root.GetArrayLength() > 0)
                    {
                        root = root[0];
                    }

                    // Unwrap n8n wrapper objects: "json", "output", "data", "result", "body"
                    if (root.ValueKind == JsonValueKind.Object)
                    {
                        if (root.TryGetProperty("json", out var jsonChild) && jsonChild.ValueKind == JsonValueKind.Object)
                            root = jsonChild;
                        else if (root.TryGetProperty("output", out var outChild) && outChild.ValueKind == JsonValueKind.Object)
                            root = outChild;
                        else if (root.TryGetProperty("data", out var dataChild) && dataChild.ValueKind == JsonValueKind.Object)
                            root = dataChild;
                        else if (root.TryGetProperty("body", out var bodyChild) && bodyChild.ValueKind == JsonValueKind.Object)
                            root = bodyChild;
                    }

                    if (root.ValueKind == JsonValueKind.Object)
                    {
                        string rawLabel = GetStringProp(root, "label") 
                            ?? GetStringProp(root, "sentiment_label") 
                            ?? GetStringProp(root, "sentiment") 
                            ?? "NEUTRAL";
                        double compoundScore = GetDoubleProp(root, "compound_score") 
                            ?? GetDoubleProp(root, "compoundScore") 
                            ?? GetDoubleProp(root, "score") 
                            ?? 0.0;
                        double confidence = GetDoubleProp(root, "confidence") 
                            ?? GetDoubleProp(root, "confidence_score") 
                            ?? 0.5;
                        string snippet = GetStringProp(root, "summary_snippet") 
                            ?? GetStringProp(root, "summary") 
                            ?? GetStringProp(root, "text") 
                            ?? article.Summary 
                            ?? article.Title;

                        double pos = 0.0, neg = 0.0, neu = 1.0;
                        if (root.TryGetProperty("probabilities", out var probsElem) && probsElem.ValueKind == JsonValueKind.Object)
                        {
                            pos = GetDoubleProp(probsElem, "positive") ?? pos;
                            neg = GetDoubleProp(probsElem, "negative") ?? neg;
                            neu = GetDoubleProp(probsElem, "neutral") ?? neu;
                        }

                        // Normalize German vs English labels
                        string label = rawLabel.Trim().ToUpperInvariant() switch
                        {
                            "POSITIV" or "POSITIVE" => "POSITIVE",
                            "NEGATIV" or "NEGATIVE" => "NEGATIVE",
                            _ => "NEUTRAL"
                        };

                        // If compoundScore is 0 but probabilities or label indicate sentiment, compute compoundScore
                        if (Math.Abs(compoundScore) < 0.001)
                        {
                            if (pos > 0 || neg > 0)
                            {
                                compoundScore = pos - neg;
                            }
                            else if (label == "POSITIVE")
                            {
                                compoundScore = 0.8;
                            }
                            else if (label == "NEGATIVE")
                            {
                                compoundScore = -0.8;
                            }
                        }

                        return new FinBertResultDto
                        {
                            Label = label,
                            CompoundScore = Math.Round(compoundScore, 4),
                            Confidence = Math.Round(confidence, 4),
                            Probabilities = new FinBertProbabilities
                            {
                                Positive = Math.Round(pos, 4),
                                Negative = Math.Round(neg, 4),
                                Neutral = Math.Round(neu, 4)
                            },
                            SummarySnippet = snippet
                        };
                    }

                }
            }

            _logger.LogWarning("[{Channel}] n8n Webhook returned non-success status: {StatusCode}. Falling back to rule analyzer.", "SentimentChannel", response.StatusCode);
        }
        catch (Exception ex)
        {
            _logger.LogError(ex, "[{Channel}] Failed to call n8n sentiment webhook. Executing fallback sentiment analyzer.", "SentimentChannel");
        }

        return null;
    }

    private static string? GetStringProp(JsonElement elem, string propName)
    {
        return elem.TryGetProperty(propName, out var prop) && prop.ValueKind == JsonValueKind.String ? prop.GetString() : null;
    }

    private static double? GetDoubleProp(JsonElement elem, string propName)
    {
        if (elem.TryGetProperty(propName, out var prop))
        {
            if (prop.ValueKind == JsonValueKind.Number && prop.TryGetDouble(out var d)) return d;
            if (prop.ValueKind == JsonValueKind.String && double.TryParse(prop.GetString(), out var parsed)) return parsed;
        }
        return null;
    }
}