mirror of
https://github.com/linux-do/new-api.git
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282 lines
7.7 KiB
Go
282 lines
7.7 KiB
Go
package controller
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import (
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"encoding/json"
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"errors"
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"fmt"
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"github.com/gin-gonic/gin"
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"github.com/pkoukk/tiktoken-go"
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"image"
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_ "image/gif"
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_ "image/jpeg"
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_ "image/png"
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"io"
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"log"
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"math"
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"net/http"
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"one-api/common"
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"strconv"
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"strings"
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"unicode/utf8"
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)
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var stopFinishReason = "stop"
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// tokenEncoderMap won't grow after initialization
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var tokenEncoderMap = map[string]*tiktoken.Tiktoken{}
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var defaultTokenEncoder *tiktoken.Tiktoken
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func InitTokenEncoders() {
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common.SysLog("initializing token encoders")
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gpt35TokenEncoder, err := tiktoken.EncodingForModel("gpt-3.5-turbo")
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if err != nil {
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common.FatalLog(fmt.Sprintf("failed to get gpt-3.5-turbo token encoder: %s", err.Error()))
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}
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defaultTokenEncoder = gpt35TokenEncoder
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gpt4TokenEncoder, err := tiktoken.EncodingForModel("gpt-4")
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if err != nil {
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common.FatalLog(fmt.Sprintf("failed to get gpt-4 token encoder: %s", err.Error()))
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}
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for model, _ := range common.ModelRatio {
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if strings.HasPrefix(model, "gpt-3.5") {
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tokenEncoderMap[model] = gpt35TokenEncoder
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} else if strings.HasPrefix(model, "gpt-4") {
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tokenEncoderMap[model] = gpt4TokenEncoder
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} else {
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tokenEncoderMap[model] = nil
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}
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}
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common.SysLog("token encoders initialized")
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}
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func getTokenEncoder(model string) *tiktoken.Tiktoken {
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tokenEncoder, ok := tokenEncoderMap[model]
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if ok && tokenEncoder != nil {
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return tokenEncoder
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}
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if ok {
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tokenEncoder, err := tiktoken.EncodingForModel(model)
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if err != nil {
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common.SysError(fmt.Sprintf("failed to get token encoder for model %s: %s, using encoder for gpt-3.5-turbo", model, err.Error()))
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tokenEncoder = defaultTokenEncoder
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}
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tokenEncoderMap[model] = tokenEncoder
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return tokenEncoder
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}
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return defaultTokenEncoder
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}
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func getTokenNum(tokenEncoder *tiktoken.Tiktoken, text string) int {
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return len(tokenEncoder.Encode(text, nil, nil))
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}
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func getImageToken(imageUrl MessageImageUrl) (int, error) {
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if imageUrl.Detail == "low" {
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return 85, nil
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}
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var config image.Config
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var err error
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if strings.HasPrefix(imageUrl.Url, "http") {
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common.SysLog(fmt.Sprintf("downloading image: %s", imageUrl.Url))
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config, err = common.DecodeUrlImageData(imageUrl.Url)
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} else {
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common.SysLog(fmt.Sprintf("decoding image"))
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config, err = common.DecodeBase64ImageData(imageUrl.Url)
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}
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if err != nil {
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return 0, err
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}
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if config.Width == 0 || config.Height == 0 {
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return 0, errors.New(fmt.Sprintf("fail to decode image config: %s", imageUrl.Url))
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}
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if config.Width < 512 && config.Height < 512 {
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if imageUrl.Detail == "auto" || imageUrl.Detail == "" {
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return 85, nil
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}
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}
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shortSide := config.Width
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otherSide := config.Height
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log.Printf("width: %d, height: %d", config.Width, config.Height)
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// 缩放倍数
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scale := 1.0
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if config.Height < shortSide {
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shortSide = config.Height
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otherSide = config.Width
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}
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// 将最小变的尺寸缩小到768以下，如果大于768，则缩放到768
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if shortSide > 768 {
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scale = float64(shortSide) / 768
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shortSide = 768
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}
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// 将另一边按照相同的比例缩小，向上取整
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otherSide = int(math.Ceil(float64(otherSide) / scale))
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log.Printf("shortSide: %d, otherSide: %d, scale: %f", shortSide, otherSide, scale)
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// 计算图片的token数量(边的长度除以512，向上取整)
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tiles := (shortSide + 511) / 512 * ((otherSide + 511) / 512)
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log.Printf("tiles: %d", tiles)
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return tiles*170 + 85, nil
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}
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func countTokenMessages(messages []Message, model string) (int, error) {
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//recover when panic
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tokenEncoder := getTokenEncoder(model)
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// Reference:
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// https://github.com/openai/openai-cookbook/blob/main/examples/How_to_count_tokens_with_tiktoken.ipynb
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// https://github.com/pkoukk/tiktoken-go/issues/6
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//
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// Every message follows <|start|>{role/name}\n{content}<|end|>\n
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var tokensPerMessage int
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var tokensPerName int
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if model == "gpt-3.5-turbo-0301" {
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tokensPerMessage = 4
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tokensPerName = -1 // If there's a name, the role is omitted
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} else {
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tokensPerMessage = 3
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tokensPerName = 1
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}
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tokenNum := 0
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for _, message := range messages {
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tokenNum += tokensPerMessage
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tokenNum += getTokenNum(tokenEncoder, message.Role)
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var arrayContent []MediaMessage
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if err := json.Unmarshal(message.Content, &arrayContent); err != nil {
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var stringContent string
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if err := json.Unmarshal(message.Content, &stringContent); err != nil {
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return 0, err
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} else {
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tokenNum += getTokenNum(tokenEncoder, stringContent)
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if message.Name != nil {
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tokenNum += tokensPerName
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tokenNum += getTokenNum(tokenEncoder, *message.Name)
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}
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}
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} else {
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for _, m := range arrayContent {
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if m.Type == "image_url" {
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imageTokenNum, err := getImageToken(m.ImageUrl)
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if err != nil {
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return 0, err
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}
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tokenNum += imageTokenNum
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log.Printf("image token num: %d", imageTokenNum)
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} else {
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tokenNum += getTokenNum(tokenEncoder, m.Text)
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}
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}
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}
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}
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tokenNum += 3 // Every reply is primed with <|start|>assistant<|message|>
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return tokenNum, nil
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}
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func countTokenInput(input any, model string) int {
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switch input.(type) {
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case string:
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return countTokenText(input.(string), model)
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case []string:
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text := ""
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for _, s := range input.([]string) {
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text += s
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}
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return countTokenText(text, model)
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}
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return 0
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}
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func countAudioToken(text string, model string) int {
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if strings.HasPrefix(model, "tts") {
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return utf8.RuneCountInString(text)
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} else {
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return countTokenText(text, model)
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}
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}
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func countTokenText(text string, model string) int {
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tokenEncoder := getTokenEncoder(model)
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return getTokenNum(tokenEncoder, text)
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}
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func errorWrapper(err error, code string, statusCode int) *OpenAIErrorWithStatusCode {
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text := err.Error()
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// 定义一个正则表达式匹配URL
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if strings.Contains(text, "Post") {
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text = "请求上游地址失败"
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}
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//避免暴露内部错误
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openAIError := OpenAIError{
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Message: text,
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Type: "one_api_error",
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Code: code,
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}
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return &OpenAIErrorWithStatusCode{
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OpenAIError: openAIError,
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StatusCode: statusCode,
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}
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}
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func shouldDisableChannel(err *OpenAIError, statusCode int) bool {
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if !common.AutomaticDisableChannelEnabled {
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return false
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}
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if err == nil {
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return false
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}
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if statusCode == http.StatusUnauthorized {
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return true
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}
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if err.Type == "insufficient_quota" || err.Code == "invalid_api_key" || err.Code == "account_deactivated" {
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return true
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}
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return false
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}
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func setEventStreamHeaders(c *gin.Context) {
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c.Writer.Header().Set("Content-Type", "text/event-stream")
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c.Writer.Header().Set("Cache-Control", "no-cache")
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c.Writer.Header().Set("Connection", "keep-alive")
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c.Writer.Header().Set("Transfer-Encoding", "chunked")
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c.Writer.Header().Set("X-Accel-Buffering", "no")
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}
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func relayErrorHandler(resp *http.Response) (openAIErrorWithStatusCode *OpenAIErrorWithStatusCode) {
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openAIErrorWithStatusCode = &OpenAIErrorWithStatusCode{
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StatusCode: resp.StatusCode,
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OpenAIError: OpenAIError{
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Message: fmt.Sprintf("bad response status code %d", resp.StatusCode),
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Type: "upstream_error",
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Code: "bad_response_status_code",
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Param: strconv.Itoa(resp.StatusCode),
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},
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}
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responseBody, err := io.ReadAll(resp.Body)
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if err != nil {
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return
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}
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err = resp.Body.Close()
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if err != nil {
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return
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}
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var textResponse TextResponse
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err = json.Unmarshal(responseBody, &textResponse)
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if err != nil {
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return
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}
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openAIErrorWithStatusCode.OpenAIError = textResponse.Error
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return
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}
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func getFullRequestURL(baseURL string, requestURL string, channelType int) string {
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fullRequestURL := fmt.Sprintf("%s%s", baseURL, requestURL)
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if channelType == common.ChannelTypeOpenAI {
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if strings.HasPrefix(baseURL, "https://gateway.ai.cloudflare.com") {
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fullRequestURL = fmt.Sprintf("%s%s", baseURL, strings.TrimPrefix(requestURL, "/v1"))
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}
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}
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return fullRequestURL
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}
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