package providers

import (
	"bufio"
	"context"
	"encoding/json"
	"fmt"
	"io"
	"strings"
	"time"

	"gophergate/internal/config"
	"gophergate/internal/models"
	"github.com/go-resty/resty/v2"
)

type OllamaProvider struct {
	client *resty.Client
	config config.OllamaConfig
}

func NewOllamaProvider(cfg config.OllamaConfig) *OllamaProvider {
	client := resty.New()
	// Set reasonable timeouts for local Ollama server (longer for larger models)
	// For streaming, we want a very long timeout or none at all to handle generation time
	client.SetTimeout(15 * time.Minute)
	client.SetRetryCount(2)
	client.SetRetryWaitTime(1 * time.Second)
	
	return &OllamaProvider{
		client: client,
		config: cfg,
	}
}

func (p *OllamaProvider) Name() string {
	return "ollama"
}

func (p *OllamaProvider) ChatCompletion(ctx context.Context, req *models.UnifiedRequest) (*models.ChatCompletionResponse, error) {
	messagesJSON, err := MessagesToOpenAIJSON(req.Messages)
	if err != nil {
		return nil, fmt.Errorf("failed to convert messages: %w", err)
	}

	body := BuildOllamaBody(req, messagesJSON, false)
	url := fmt.Sprintf("%s/chat/completions", p.config.BaseURL)

	// Log request for debugging
	fmt.Printf("[Ollama] Request to %s with model %s\n", url, req.Model)

	resp, err := p.client.R().
		SetContext(ctx).
		SetBody(body).
		Post(url)

	if err != nil {
		fmt.Printf("[Ollama] Request error: %v\n", err)
		return nil, fmt.Errorf("request failed: %w", err)
	}

	if !resp.IsSuccess() {
		fmt.Printf("[Ollama] API error %d: %s\n", resp.StatusCode(), resp.String())
		return nil, fmt.Errorf("Ollama API error (%d): %s", resp.StatusCode(), resp.String())
	}

	var respJSON map[string]interface{}
	if err := json.Unmarshal(resp.Body(), &respJSON); err != nil {
		fmt.Printf("[Ollama] Parse error: %v\n", err)
		return nil, fmt.Errorf("failed to parse response: %w", err)
	}

	fmt.Printf("[Ollama] Success response for model %s\n", req.Model)
	return ParseOllamaResponse(respJSON, req.Model)
}

func (p *OllamaProvider) ChatCompletionStream(ctx context.Context, req *models.UnifiedRequest) (<-chan *models.ChatCompletionStreamResponse, error) {
	messagesJSON, err := MessagesToOpenAIJSON(req.Messages)
	if err != nil {
		return nil, fmt.Errorf("failed to convert messages: %w", err)
	}

	body := BuildOllamaBody(req, messagesJSON, true)

	resp, err := p.client.R().
		SetContext(ctx).
		SetBody(body).
		SetDoNotParseResponse(true).
		Post(fmt.Sprintf("%s/chat/completions", p.config.BaseURL))

	if err != nil {
		return nil, fmt.Errorf("request failed: %w", err)
	}

	if !resp.IsSuccess() {
		return nil, fmt.Errorf("Ollama API error (%d): %s", resp.StatusCode(), resp.String())
	}

	ch := make(chan *models.ChatCompletionStreamResponse)
	
	go func() {
		defer close(ch)
		err := StreamOllama(resp.RawBody(), ch, req.Model)
		if err != nil {
			fmt.Printf("Stream error: %v\n", err)
		}
	}()

	return ch, nil
}

func BuildOllamaBody(request *models.UnifiedRequest, messagesJSON []interface{}, stream bool) map[string]interface{} {
	body := map[string]interface{}{
		"model":    request.Model,
		"messages": messagesJSON,
		"stream":   stream,
	}

	options := make(map[string]interface{})
	modelLower := strings.ToLower(request.Model)

	// Context window size (default 8k for all, 32k+ for modern large-context models)
	ctxSize := 8192
	if strings.Contains(modelLower, "llama") || 
	   strings.Contains(modelLower, "gemma") || 
	   strings.Contains(modelLower, "mistral") || 
	   strings.Contains(modelLower, "mixtral") ||
	   strings.Contains(modelLower, "qwen") || 
	   strings.Contains(modelLower, "deepseek") ||
	   strings.Contains(modelLower, "command-r") ||
	   strings.Contains(modelLower, "phi") {
		ctxSize = 32768
	}
	options["num_ctx"] = ctxSize

	if request.Temperature != nil {
		body["temperature"] = *request.Temperature
		options["temperature"] = *request.Temperature
	}
	
	if request.MaxTokens != nil {
		body["max_tokens"] = *request.MaxTokens
		options["num_predict"] = *request.MaxTokens
	} else {
		// Default to 8192 for all Ollama models if not specified, 
		// as Ollama's compatibility layer defaults to 128 if neither 
		// max_tokens nor num_predict are provided.
		body["max_tokens"] = 8192
		options["num_predict"] = 8192
	}

	if request.TopP != nil {
		body["top_p"] = *request.TopP
		options["top_p"] = *request.TopP
	}
	if request.TopK != nil {
		body["top_k"] = *request.TopK
		options["top_k"] = *request.TopK
	}

	if len(request.Stop) > 0 {
		body["stop"] = request.Stop
		options["stop"] = request.Stop
	}

	if len(options) > 0 {
		body["options"] = options
	}

	if len(request.Tools) > 0 {
		body["tools"] = request.Tools
		// Explicitly set tool_choice to auto if tools are present but choice is not specified
		if request.ToolChoice == nil {
			body["tool_choice"] = "auto"
		}
	}
	if request.ToolChoice != nil {
		var toolChoice interface{}
		if err := json.Unmarshal(request.ToolChoice, &toolChoice); err == nil {
			body["tool_choice"] = toolChoice
		}
	}

	return body
}

func ParseOllamaResponse(respJSON map[string]interface{}, model string) (*models.ChatCompletionResponse, error) {
	data, err := json.Marshal(respJSON)
	if err != nil {
		return nil, err
	}
	
	var resp models.ChatCompletionResponse
	if err := json.Unmarshal(data, &resp); err != nil {
		return nil, err
	}

	if usageData, ok := respJSON["usage"]; ok {
		var usage models.Usage
		usageBytes, _ := json.Marshal(usageData)
		if err := json.Unmarshal(usageBytes, &usage); err == nil {
			resp.Usage = &usage
		}
	}
	
	return &resp, nil
}

func ParseOllamaStreamChunk(line string) (*models.ChatCompletionStreamResponse, bool, error) {
	if line == "" {
		return nil, false, nil
	}
	if !strings.HasPrefix(line, "data: ") {
		return nil, false, nil
	}

	data := strings.TrimPrefix(line, "data: ")
	if data == "[DONE]" {
		return nil, true, nil
	}

	var chunk models.ChatCompletionStreamResponse
	if err := json.Unmarshal([]byte(data), &chunk); err != nil {
		return nil, false, fmt.Errorf("failed to unmarshal stream chunk: %w", err)
	}

	var rawChunk struct {
		Usage *models.Usage `json:"usage"`
	}
	if err := json.Unmarshal([]byte(data), &rawChunk); err == nil && rawChunk.Usage != nil {
		chunk.Usage = rawChunk.Usage
	}

	return &chunk, false, nil
}

func StreamOllama(ctx io.ReadCloser, ch chan<- *models.ChatCompletionStreamResponse, model string) error {
	defer ctx.Close()
	scanner := bufio.NewScanner(ctx)
	// Set a larger buffer for scanning to handle large chunks if they occur
	const maxCapacity = 10 * 1024 * 1024 // 10MB
	buf := make([]byte, 64*1024)
	scanner.Buffer(buf, maxCapacity)

	for scanner.Scan() {
		line := scanner.Text()
		chunk, done, err := ParseOllamaStreamChunk(line)
		if err != nil {
			return err
		}
		if done {
			break
		}
		if chunk != nil {
			ch <- chunk
		}
	}
	return scanner.Err()
}