ai-gateway/controller/relay-utils.go

94 lines
2.6 KiB
Go

package controller
import (
"fmt"
"github.com/pkoukk/tiktoken-go"
"one-api/common"
)
var tokenEncoderMap = map[string]*tiktoken.Tiktoken{}
func getTokenEncoder(model string) *tiktoken.Tiktoken {
if tokenEncoder, ok := tokenEncoderMap[model]; ok {
return tokenEncoder
}
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, err = tiktoken.EncodingForModel("gpt-3.5-turbo")
if err != nil {
common.FatalLog(fmt.Sprintf("failed to get token encoder for model gpt-3.5-turbo: %s", err.Error()))
}
}
tokenEncoderMap[model] = tokenEncoder
return tokenEncoder
}
func getTokenNum(tokenEncoder *tiktoken.Tiktoken, text string) int {
if common.ApproximateTokenEnabled {
return int(float64(len(text)) * 0.38)
}
return len(tokenEncoder.Encode(text, nil, nil))
}
func countTokenMessages(messages []Message, model string) int {
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.Content)
tokenNum += getTokenNum(tokenEncoder, message.Role)
if message.Name != nil {
tokenNum += tokensPerName
tokenNum += getTokenNum(tokenEncoder, *message.Name)
}
}
tokenNum += 3 // Every reply is primed with <|start|>assistant<|message|>
return tokenNum
}
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 countTokenText(text string, model string) int {
tokenEncoder := getTokenEncoder(model)
return getTokenNum(tokenEncoder, text)
}
func errorWrapper(err error, code string, statusCode int) *OpenAIErrorWithStatusCode {
openAIError := OpenAIError{
Message: err.Error(),
Type: "one_api_error",
Code: code,
}
return &OpenAIErrorWithStatusCode{
OpenAIError: openAIError,
StatusCode: statusCode,
}
}