feat: Go 图片识别 CLI 工具 — 对接 Agnes-2.0-Flash 免费视觉模型
为 Claude Code 等 AI 编码助手提供图片理解能力: - 支持本地图片 base64 编码上传 - 多图对比分析 - 自动重试 + 指数退避 - 多源配置管理(命令行/环境变量/配置文件) - 关闭 thinking 模式以降低延迟 Co-Authored-By: Claude <noreply@anthropic.com>
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304
vision.go
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304
vision.go
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package main
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import (
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"bytes"
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"encoding/base64"
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"encoding/json"
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"fmt"
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"io"
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"net/http"
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"os"
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"path/filepath"
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"strings"
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"time"
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)
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// ============================================================================
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// API Types (OpenAI-compatible format used by Agnes)
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// ============================================================================
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// ChatMessage represents a message in the chat API.
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type ChatMessage struct {
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Role string `json:"role"`
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Content []MessagePart `json:"content"`
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}
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// MessagePart is a part of a message — text or image_url.
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type MessagePart struct {
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Type string `json:"type"`
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Text string `json:"text,omitempty"`
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ImageURL *ImageURL `json:"image_url,omitempty"`
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}
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// ImageURL holds the image URL.
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type ImageURL struct {
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URL string `json:"url"`
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Detail string `json:"detail,omitempty"` // "auto", "low", "high"
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}
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// ChatRequest is the request body for the chat completions API.
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type ChatRequest struct {
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Model string `json:"model"`
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Messages []ChatMessage `json:"messages"`
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Temperature float64 `json:"temperature,omitempty"`
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MaxTokens int `json:"max_tokens,omitempty"`
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Stream bool `json:"stream,omitempty"`
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ChatTemplateKwargs *ChatTemplateKwargs `json:"chat_template_kwargs,omitempty"`
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}
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// ChatTemplateKwargs enables thinking mode in Agnes (OpenAI-compatible format).
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type ChatTemplateKwargs struct {
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EnableThinking bool `json:"enable_thinking"`
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}
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// ChatResponse is the response from the chat completions API.
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type ChatResponse struct {
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ID string `json:"id"`
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Choices []Choice `json:"choices"`
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Usage *Usage `json:"usage,omitempty"`
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Error *APIError `json:"error,omitempty"`
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}
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// APIError represents an error returned by the API.
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type APIError struct {
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Message string `json:"message"`
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Type string `json:"type"`
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Code string `json:"code"`
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}
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// Choice represents a single response choice.
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type Choice struct {
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Index int `json:"index"`
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Message RespMessage `json:"message"`
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}
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// RespMessage is the message content in the response.
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type RespMessage struct {
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Role string `json:"role"`
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Content string `json:"content"`
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}
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// Usage holds token usage info.
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type Usage struct {
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PromptTokens int `json:"prompt_tokens"`
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CompletionTokens int `json:"completion_tokens"`
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TotalTokens int `json:"total_tokens"`
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}
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// ============================================================================
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// Vision Client
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// ============================================================================
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// VisionClient handles calling the vision API.
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type VisionClient struct {
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apiKey string
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model string
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baseURL string
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httpClient *http.Client
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noThinking bool
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maxRetries int
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}
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// NewVisionClient creates a new VisionClient.
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func NewVisionClient(cfg *Config, noThinking bool) *VisionClient {
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return &VisionClient{
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apiKey: cfg.APIKey,
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model: cfg.Model,
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baseURL: cfg.BaseURL,
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noThinking: noThinking,
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maxRetries: 3,
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httpClient: &http.Client{
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Timeout: 120 * time.Second,
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},
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}
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}
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// AnalyzeImage sends an image to the vision API and returns the description.
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// The imagePath can be a local file path or an http/https URL.
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func (c *VisionClient) AnalyzeImage(imagePath, prompt string) (*ChatResponse, error) {
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imageContent, err := c.buildImageContent(imagePath)
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if err != nil {
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return nil, err
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}
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if prompt == "" {
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prompt = "请详细描述这张图片的内容。如果图片中有文字,请完整识别出来。请用中文回答。"
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}
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parts := []MessagePart{imageContent, {Type: "text", Text: prompt}}
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req := c.buildRequest(parts)
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return c.callWithRetry(req)
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}
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// AnalyzeImages sends multiple images to the vision API and returns the description.
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func (c *VisionClient) AnalyzeImages(imagePaths []string, prompt string) (*ChatResponse, error) {
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if prompt == "" {
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prompt = "请详细描述这些图片的内容,比较它们之间的异同。请用中文回答。"
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}
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var parts []MessagePart
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for _, path := range imagePaths {
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content, err := c.buildImageContent(path)
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if err != nil {
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return nil, fmt.Errorf("reading image %s: %w", path, err)
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}
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parts = append(parts, content)
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}
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parts = append(parts, MessagePart{Type: "text", Text: prompt})
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req := c.buildRequest(parts)
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return c.callWithRetry(req)
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}
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// buildImageContent creates a MessagePart for an image.
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// If the path is a URL, use it directly. Otherwise, base64-encode the local file.
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func (c *VisionClient) buildImageContent(path string) (MessagePart, error) {
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// If it's already a URL, use it directly
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if strings.HasPrefix(path, "http://") || strings.HasPrefix(path, "https://") {
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return MessagePart{
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Type: "image_url",
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ImageURL: &ImageURL{URL: path},
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}, nil
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}
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// Local file — base64 encode
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imgData, mimeType, err := readImageFile(path)
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if err != nil {
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return MessagePart{}, err
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}
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base64Img := base64.StdEncoding.EncodeToString(imgData)
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dataURL := fmt.Sprintf("data:%s;base64,%s", mimeType, base64Img)
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return MessagePart{
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Type: "image_url",
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ImageURL: &ImageURL{URL: dataURL},
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}, nil
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}
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// buildRequest constructs a ChatRequest with the given content parts.
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func (c *VisionClient) buildRequest(parts []MessagePart) ChatRequest {
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req := ChatRequest{
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Model: c.model,
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Messages: []ChatMessage{
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{
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Role: "user",
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Content: parts,
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},
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},
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}
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// Enable thinking mode if not disabled
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if !c.noThinking {
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req.ChatTemplateKwargs = &ChatTemplateKwargs{EnableThinking: true}
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}
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return req
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}
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// call sends the request to the API and parses the response.
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func (c *VisionClient) call(req ChatRequest) (*ChatResponse, error) {
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body, err := json.Marshal(req)
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if err != nil {
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return nil, fmt.Errorf("marshaling request: %w", err)
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}
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httpReq, err := http.NewRequest("POST", c.baseURL, bytes.NewReader(body))
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if err != nil {
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return nil, fmt.Errorf("creating request: %w", err)
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}
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httpReq.Header.Set("Authorization", "Bearer "+c.apiKey)
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httpReq.Header.Set("Content-Type", "application/json")
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resp, err := c.httpClient.Do(httpReq)
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if err != nil {
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return nil, fmt.Errorf("calling API: %w", err)
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}
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defer resp.Body.Close()
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respBody, err := io.ReadAll(resp.Body)
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if err != nil {
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return nil, fmt.Errorf("reading response: %w", err)
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}
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if resp.StatusCode != http.StatusOK {
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// Try to parse error response
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var chatResp ChatResponse
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if json.Unmarshal(respBody, &chatResp) == nil && chatResp.Error != nil {
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return nil, fmt.Errorf("API error (HTTP %d): [%s] %s",
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resp.StatusCode, chatResp.Error.Code, chatResp.Error.Message)
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}
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return nil, fmt.Errorf("API error (HTTP %d): %s", resp.StatusCode, string(respBody))
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}
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var chatResp ChatResponse
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if err := json.Unmarshal(respBody, &chatResp); err != nil {
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return nil, fmt.Errorf("parsing response: %w\nRaw: %s", err, string(respBody))
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}
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return &chatResp, nil
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}
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// callWithRetry calls the API with automatic retry on transient errors.
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func (c *VisionClient) callWithRetry(req ChatRequest) (*ChatResponse, error) {
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var lastErr error
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for attempt := 0; attempt <= c.maxRetries; attempt++ {
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if attempt > 0 {
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delay := time.Duration(2+attempt*3) * time.Second
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fmt.Fprintf(os.Stderr, "Retrying in %v (attempt %d/%d)...\n", delay, attempt, c.maxRetries)
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time.Sleep(delay)
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}
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resp, err := c.call(req)
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if err != nil {
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errStr := err.Error()
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// Retry on rate limiting (429) or server errors (5xx)
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if strings.Contains(errStr, "429") ||
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strings.Contains(errStr, "500") ||
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strings.Contains(errStr, "502") ||
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strings.Contains(errStr, "503") ||
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strings.Contains(errStr, "rate") ||
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strings.Contains(errStr, "busy") {
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lastErr = err
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continue
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}
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return nil, err
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}
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return resp, nil
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}
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return nil, fmt.Errorf("all %d attempts failed, last error: %w", c.maxRetries+1, lastErr)
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}
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// ============================================================================
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// Image file helpers
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// ============================================================================
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// readImageFile reads an image file from disk and returns its bytes and MIME type.
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func readImageFile(path string) ([]byte, string, error) {
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data, err := os.ReadFile(path)
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if err != nil {
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return nil, "", err
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}
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return data, detectMimeType(path), nil
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}
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// detectMimeType detects the MIME type from file extension.
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func detectMimeType(path string) string {
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ext := strings.ToLower(filepath.Ext(path))
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switch ext {
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case ".png":
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return "image/png"
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case ".jpg", ".jpeg":
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return "image/jpeg"
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case ".gif":
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return "image/gif"
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case ".webp":
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return "image/webp"
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case ".bmp":
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return "image/bmp"
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case ".tiff", ".tif":
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return "image/tiff"
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default:
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return "image/png"
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}
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}
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