new-api/controller/relay-utils.go
2023-12-18 23:46:05 +08:00

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