/context 增加 token 统计:tiktoken 精确分词与窗口使用百分比
This commit is contained in:
@@ -14,11 +14,13 @@ require (
|
||||
|
||||
require (
|
||||
filippo.io/edwards25519 v1.2.0 // indirect
|
||||
github.com/dlclark/regexp2 v1.10.0 // indirect
|
||||
github.com/dustin/go-humanize v1.0.1 // indirect
|
||||
github.com/google/uuid v1.6.0 // indirect
|
||||
github.com/mattn/go-isatty v0.0.24 // indirect
|
||||
github.com/mattn/go-runewidth v0.0.3 // indirect
|
||||
github.com/ncruces/go-strftime v1.0.0 // indirect
|
||||
github.com/pkoukk/tiktoken-go v0.1.8 // indirect
|
||||
github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec // indirect
|
||||
github.com/tidwall/match v1.1.1 // indirect
|
||||
github.com/tidwall/pretty v1.2.1 // indirect
|
||||
|
||||
@@ -1,5 +1,7 @@
|
||||
filippo.io/edwards25519 v1.2.0 h1:crnVqOiS4jqYleHd9vaKZ+HKtHfllngJIiOpNpoJsjo=
|
||||
filippo.io/edwards25519 v1.2.0/go.mod h1:xzAOLCNug/yB62zG1bQ8uziwrIqIuxhctzJT18Q77mc=
|
||||
github.com/dlclark/regexp2 v1.10.0 h1:+/GIL799phkJqYW+3YbOd8LCcbHzT0Pbo8zl70MHsq0=
|
||||
github.com/dlclark/regexp2 v1.10.0/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8=
|
||||
github.com/dustin/go-humanize v1.0.1 h1:GzkhY7T5VNhEkwH0PVJgjz+fX1rhBrR7pRT3mDkpeCY=
|
||||
github.com/dustin/go-humanize v1.0.1/go.mod h1:Mu1zIs6XwVuF/gI1OepvI0qD18qycQx+mFykh5fBlto=
|
||||
github.com/expr-lang/expr v1.17.8 h1:W1loDTT+0PQf5YteHSTpju2qfUfNoBt4yw9+wOEU9VM=
|
||||
@@ -22,6 +24,8 @@ github.com/openai/openai-go v1.12.0 h1:NBQCnXzqOTv5wsgNC36PrFEiskGfO5wccfCWDo9S1
|
||||
github.com/openai/openai-go v1.12.0/go.mod h1:g461MYGXEXBVdV5SaR/5tNzNbSfwTBBefwc+LlDCK0Y=
|
||||
github.com/peterh/liner v1.2.2 h1:aJ4AOodmL+JxOZZEL2u9iJf8omNRpqHc/EbrK+3mAXw=
|
||||
github.com/peterh/liner v1.2.2/go.mod h1:xFwJyiKIXJZUKItq5dGHZSTBRAuG/CpeNpWLyiNRNwI=
|
||||
github.com/pkoukk/tiktoken-go v0.1.8 h1:85ENo+3FpWgAACBaEUVp+lctuTcYUO7BtmfhlN/QTRo=
|
||||
github.com/pkoukk/tiktoken-go v0.1.8/go.mod h1:9NiV+i9mJKGj1rYOT+njbv+ZwA/zJxYdewGl6qVatpg=
|
||||
github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec h1:W09IVJc94icq4NjY3clb7Lk8O1qJ8BdBEF8z0ibU0rE=
|
||||
github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
|
||||
github.com/tidwall/gjson v1.14.2/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
|
||||
|
||||
@@ -11,6 +11,7 @@ import (
|
||||
"github.com/openai/openai-go/packages/param"
|
||||
"github.com/openai/openai-go/shared"
|
||||
"github.com/openai/openai-go/shared/constant"
|
||||
"github.com/pkoukk/tiktoken-go"
|
||||
"github.com/tidwall/gjson"
|
||||
"myaibot/internal/config"
|
||||
"myaibot/internal/store"
|
||||
@@ -134,6 +135,43 @@ func (b *Bot) ContextWindow() int64 {
|
||||
return 0
|
||||
}
|
||||
|
||||
// ContextStats 统计当前上下文的 token 使用量与窗口总大小(0 表示未配置)。
|
||||
func (b *Bot) ContextStats() (used, total int64) {
|
||||
total = b.ContextWindow()
|
||||
used += estimateTokens(b.systemPrompt)
|
||||
for _, msg := range b.history {
|
||||
var content string
|
||||
switch {
|
||||
case msg.OfUser != nil:
|
||||
content = msg.OfUser.Content.OfString.Value
|
||||
case msg.OfAssistant != nil:
|
||||
content = msg.OfAssistant.Content.OfString.Value
|
||||
case msg.OfSystem != nil:
|
||||
content = msg.OfSystem.Content.OfString.Value
|
||||
}
|
||||
used += estimateTokens(content)
|
||||
}
|
||||
return used, total
|
||||
}
|
||||
|
||||
var tke *tiktoken.Tiktoken
|
||||
|
||||
// estimateTokens 用 o200k_base 词表精确统计 token;
|
||||
// 初始化失败(如无法下载词表)时回退为字符数/2 估算。
|
||||
func estimateTokens(s string) int64 {
|
||||
if s == "" {
|
||||
return 0
|
||||
}
|
||||
if tke == nil {
|
||||
t, err := tiktoken.GetEncoding("o200k_base")
|
||||
if err != nil {
|
||||
return int64(len([]rune(s)) / 2)
|
||||
}
|
||||
tke = t
|
||||
}
|
||||
return int64(len(tke.Encode(s, nil, nil)))
|
||||
}
|
||||
|
||||
func (b *Bot) SessionMessages() []store.Message {
|
||||
out := make([]store.Message, 0, len(b.history)+1)
|
||||
out = append(out, store.Message{Role: "system", Content: b.systemPrompt})
|
||||
|
||||
@@ -0,0 +1,56 @@
|
||||
package bot
|
||||
|
||||
import (
|
||||
"testing"
|
||||
|
||||
"github.com/openai/openai-go"
|
||||
|
||||
"myaibot/internal/config"
|
||||
)
|
||||
|
||||
func TestEstimateTokensEmpty(t *testing.T) {
|
||||
if n := estimateTokens(""); n != 0 {
|
||||
t.Errorf("空串应为 0, got %d", n)
|
||||
}
|
||||
}
|
||||
|
||||
func TestEstimateTokensKnown(t *testing.T) {
|
||||
cases := []struct {
|
||||
text string
|
||||
want int64
|
||||
}{
|
||||
{"hello", 1},
|
||||
{"hello world", 2},
|
||||
{"你好", 1},
|
||||
{"你是一个乐于助人的 AI 助手。", 12},
|
||||
}
|
||||
for _, c := range cases {
|
||||
if n := estimateTokens(c.text); n != c.want {
|
||||
t.Errorf("estimateTokens(%q) = %d, want %d", c.text, n, c.want)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
func TestContextStats(t *testing.T) {
|
||||
b := &Bot{
|
||||
systemPrompt: "你是一个乐于助人的 AI 助手。",
|
||||
provider: &config.Provider{
|
||||
Name: "p",
|
||||
Models: []config.ModelConfig{
|
||||
{Name: "m", ContextWindow: 1000},
|
||||
},
|
||||
},
|
||||
model: "m",
|
||||
history: []openai.ChatCompletionMessageParamUnion{
|
||||
openai.UserMessage("hello"),
|
||||
openai.AssistantMessage("world"),
|
||||
},
|
||||
}
|
||||
used, total := b.ContextStats()
|
||||
if total != 1000 {
|
||||
t.Errorf("total = %d, want 1000", total)
|
||||
}
|
||||
if used != 14 { // 系统提示 12 + hello 1 + world 1
|
||||
t.Errorf("used = %d, want 14", used)
|
||||
}
|
||||
}
|
||||
@@ -32,6 +32,21 @@ func formatWindow(n int64) string {
|
||||
}
|
||||
}
|
||||
|
||||
func thousands(n int64) string {
|
||||
s := strconv.FormatInt(n, 10)
|
||||
if len(s) <= 3 {
|
||||
return s
|
||||
}
|
||||
var b strings.Builder
|
||||
for i, c := range s {
|
||||
if i > 0 && (len(s)-i)%3 == 0 {
|
||||
b.WriteByte(',')
|
||||
}
|
||||
b.WriteRune(c)
|
||||
}
|
||||
return b.String()
|
||||
}
|
||||
|
||||
func (h *Handler) Handle(input string) bool {
|
||||
fields := strings.Fields(input)
|
||||
cmd, args := fields[0], fields[1:]
|
||||
@@ -89,6 +104,13 @@ func (h *Handler) Handle(input string) bool {
|
||||
fmt.Printf("思考强度已设置为 %s\n", args[0])
|
||||
case "/context":
|
||||
fmt.Print(h.bot.ContextDump())
|
||||
used, total := h.bot.ContextStats()
|
||||
if total <= 0 {
|
||||
fmt.Printf("上下文: 约 %s tokens(窗口大小未配置)\n", thousands(used))
|
||||
return true
|
||||
}
|
||||
pct := float64(used) / float64(total) * 100
|
||||
fmt.Printf("上下文窗口使用: %s / %s tokens (%.2f%%)\n", thousands(used), thousands(total), pct)
|
||||
case "/tools":
|
||||
for _, t := range h.bot.Tools() {
|
||||
fmt.Println(" " + t)
|
||||
|
||||
Reference in New Issue
Block a user