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https://github.com/QuantumNous/new-api.git
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feat: refactor token estimation logic
- Introduced new OpenAI text models in `common/model.go`. - Added `IsOpenAITextModel` function to check for OpenAI text models. - Refactored token estimation methods across various channels to use estimated prompt tokens instead of direct prompt token counts. - Updated related functions and structures to accommodate the new token estimation approach, enhancing overall token management.
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63
service/tokenizer.go
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63
service/tokenizer.go
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package service
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import (
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"sync"
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"github.com/QuantumNous/new-api/common"
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"github.com/tiktoken-go/tokenizer"
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"github.com/tiktoken-go/tokenizer/codec"
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)
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// tokenEncoderMap won't grow after initialization
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var defaultTokenEncoder tokenizer.Codec
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// tokenEncoderMap is used to store token encoders for different models
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var tokenEncoderMap = make(map[string]tokenizer.Codec)
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// tokenEncoderMutex protects tokenEncoderMap for concurrent access
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var tokenEncoderMutex sync.RWMutex
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func InitTokenEncoders() {
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common.SysLog("initializing token encoders")
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defaultTokenEncoder = codec.NewCl100kBase()
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common.SysLog("token encoders initialized")
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}
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func getTokenEncoder(model string) tokenizer.Codec {
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// First, try to get the encoder from cache with read lock
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tokenEncoderMutex.RLock()
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if encoder, exists := tokenEncoderMap[model]; exists {
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tokenEncoderMutex.RUnlock()
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return encoder
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}
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tokenEncoderMutex.RUnlock()
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// If not in cache, create new encoder with write lock
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tokenEncoderMutex.Lock()
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defer tokenEncoderMutex.Unlock()
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// Double-check if another goroutine already created the encoder
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if encoder, exists := tokenEncoderMap[model]; exists {
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return encoder
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}
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// Create new encoder
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modelCodec, err := tokenizer.ForModel(tokenizer.Model(model))
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if err != nil {
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// Cache the default encoder for this model to avoid repeated failures
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tokenEncoderMap[model] = defaultTokenEncoder
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return defaultTokenEncoder
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}
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// Cache the new encoder
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tokenEncoderMap[model] = modelCodec
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return modelCodec
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}
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func getTokenNum(tokenEncoder tokenizer.Codec, text string) int {
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if text == "" {
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return 0
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}
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tkm, _ := tokenEncoder.Count(text)
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return tkm
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}
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