初始提交:边缘AI算力机统一AI通讯层
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This commit is contained in:
freedakgmail
2026-08-03 07:44:05 +08:00
commit 93a469061d
51 changed files with 11565 additions and 0 deletions
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package context
import (
"strings"
"unicode"
)
// TokenEstimator estimates token counts for text using a simple heuristic.
// For production use, replace with a proper tokenizer (tiktoken, etc.).
type TokenEstimator struct {
charsPerToken float64
}
// NewTokenEstimator creates a new estimator with the default ratio.
// English text averages ~4 chars/token, Chinese ~1.5 chars/token.
func NewTokenEstimator() *TokenEstimator {
return &TokenEstimator{charsPerToken: 3.0}
}
// EstimateText estimates token count for a given text.
func (e *TokenEstimator) EstimateText(text string) int {
if text == "" {
return 0
}
// Count CJK characters as individual tokens
cjkCount := 0
nonCJKChars := 0
for _, r := range text {
if unicode.Is(unicode.Han, r) || unicode.Is(unicode.Hiragana, r) || unicode.Is(unicode.Katakana, r) || unicode.Is(unicode.Hangul, r) {
cjkCount++
} else {
nonCJKChars++
}
}
// Non-CJK: estimate by chars/token ratio
nonCJKTokens := int(float64(nonCJKChars) / e.charsPerToken)
if nonCJKChars > 0 && nonCJKTokens == 0 {
nonCJKTokens = 1
}
return cjkCount + nonCJKTokens
}
// EstimateMessage estimates token count for a single message (including role overhead).
func (e *TokenEstimator) EstimateMessage(msg interface{ GetRole() string; GetContent() string }) int {
role := msg.GetRole()
content := msg.GetContent()
// Role tokens: ~1-2 tokens for role name
roleTokens := len(strings.Fields(role)) + 1
return roleTokens + e.EstimateText(content)
}
// EstimateMessages estimates total token count for a list of messages.
func (e *TokenEstimator) EstimateMessages(messages []Message) int {
total := 0
for _, m := range messages {
total += e.EstimateText(m.Role) + e.EstimateText(m.Content) + 4 // role + content + formatting overhead
}
return total
}
// Message is a simplified message structure for estimation.
type Message struct {
Role string
Content string
}
func (m Message) GetRole() string { return m.Role }
func (m Message) GetContent() string { return m.Content }
// EstimateKVCache estimates the KV cache memory usage in bytes.
// Formula: input_tokens × layers × 2 (K+V) × hidden_dim × bytes_per_element
func EstimateKVCache(inputTokens, layers, hiddenDim, bytesPerElement int) int64 {
return int64(inputTokens) * int64(layers) * 2 * int64(hiddenDim) * int64(bytesPerElement)
}
// EstimateKVCachePerToken estimates KV cache per token in bytes.
func EstimateKVCachePerToken(layers, hiddenDim, bytesPerElement int) int64 {
return int64(layers) * 2 * int64(hiddenDim) * int64(bytesPerElement)
}