feat: add tokenlens integration for language model usage tracking (#1161)

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Nicklas Scharpff 2025-09-08 16:56:10 +02:00 committed by GitHub
parent 7327c9a18a
commit 1e539b65b3
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8 changed files with 363 additions and 6 deletions

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@ -2,6 +2,7 @@ import {
convertToModelMessages,
createUIMessageStream,
JsonToSseTransformStream,
LanguageModelUsage,
smoothStream,
stepCountIs,
streamText,
@ -149,6 +150,8 @@ export async function POST(request: Request) {
const streamId = generateUUID();
await createStreamId({ streamId, chatId: id });
let finalUsage: LanguageModelUsage | undefined;
const stream = createUIMessageStream({
execute: ({ writer: dataStream }) => {
const result = streamText({
@ -179,6 +182,10 @@ export async function POST(request: Request) {
isEnabled: isProductionEnvironment,
functionId: 'stream-text',
},
onFinish: ({ usage }) => {
finalUsage = usage;
dataStream.write({ type: 'data-usage', data: usage });
},
});
result.consumeStream();

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@ -1,6 +1,6 @@
'use client';
import { DefaultChatTransport } from 'ai';
import { DefaultChatTransport, LanguageModelUsage } from 'ai';
import { useChat } from '@ai-sdk/react';
import { useEffect, useState } from 'react';
import useSWR, { useSWRConfig } from 'swr';
@ -49,6 +49,7 @@ export function Chat({
const { setDataStream } = useDataStream();
const [input, setInput] = useState<string>('');
const [usage, setUsage] = useState<LanguageModelUsage | undefined>(undefined);
const {
messages,
@ -80,6 +81,9 @@ export function Chat({
}),
onData: (dataPart) => {
setDataStream((ds) => (ds ? [...ds, dataPart] : []));
if (dataPart.type === 'data-usage') {
setUsage(dataPart.data);
}
},
onFinish: () => {
mutate(unstable_serialize(getChatHistoryPaginationKey));
@ -163,6 +167,7 @@ export function Chat({
sendMessage={sendMessage}
selectedVisibilityType={visibilityType}
selectedModelId={initialChatModel}
usage={usage}
/>
)}
</div>

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@ -0,0 +1,294 @@
'use client';
import {
HoverCard,
HoverCardContent,
HoverCardTrigger,
} from '@/components/ui/hover-card';
import { cn } from '@/lib/utils';
import type { ComponentProps } from 'react';
import type { LanguageModelUsage } from 'ai';
import { breakdownTokens, estimateCost, normalizeUsage } from 'tokenlens';
import { Separator } from '@/components/ui/separator';
export type ContextProps = ComponentProps<'button'> & {
/** Total context window size in tokens */
maxTokens: number;
/** Tokens used so far */
usedTokens: number;
/** Optional full usage payload to enable breakdown view */
usage?: LanguageModelUsage | undefined;
/** Optional model id (canonical or alias) to compute cost */
modelId?: string;
/** Show token breakdown and optional cost inside hover */
showBreakdown?: boolean;
};
const THOUSAND = 1000;
const MILLION = 1_000_000;
const BILLION = 1_000_000_000;
const PERCENT_MAX = 100;
// Lucide CircleIcon geometry
const ICON_VIEWBOX = 24;
const ICON_CENTER = 12;
const ICON_RADIUS = 10;
const ICON_STROKE_WIDTH = 2;
const formatTokens = (tokens?: number) => {
if (tokens === undefined) {
return;
}
if (!Number.isFinite(tokens)) {
return;
}
const abs = Math.abs(tokens);
if (abs < THOUSAND) {
return `${tokens}`;
}
if (abs < MILLION) {
return `${(tokens / THOUSAND).toFixed(1)}K`;
}
if (abs < BILLION) {
return `${(tokens / MILLION).toFixed(1)}M`;
}
return `${(tokens / BILLION).toFixed(1)}B`;
};
const formatPercent = (value: number) => {
if (!Number.isFinite(value)) {
return '0%';
}
const rounded = Math.round(value * 10) / 10;
return Number.isInteger(rounded)
? `${Math.trunc(rounded)}%`
: `${rounded.toFixed(1)}%`;
};
const formatUSD = (value?: number) => {
if (value === undefined || !Number.isFinite(value)) return undefined;
const abs = Math.abs(value);
// Finer precision for very small amounts common in LLM pricing
let decimals = 2;
if (abs < 0.001) decimals = 5;
else if (abs < 0.01) decimals = 4;
else if (abs < 0.1) decimals = 3;
else if (abs < 10) decimals = 2;
else decimals = 1;
const text = value.toFixed(decimals);
// Trim trailing zeros/decimal if not needed (e.g., 1.2300 -> 1.23, 2.0 -> 2)
const trimmed = text.replace(/\.0+$/, '').replace(/(\.\d*?)0+$/, '$1');
return `$${trimmed}`;
};
type ContextIconProps = {
percent: number; // 0 - 100
};
export const ContextIcon = ({ percent }: ContextIconProps) => {
const radius = ICON_RADIUS;
const circumference = 2 * Math.PI * radius;
const dashOffset = circumference * (1 - percent / PERCENT_MAX);
return (
<svg
aria-label={`${formatPercent(percent)} of model context used`}
height="20"
role="img"
style={{ color: 'currentcolor' }}
viewBox={`0 0 ${ICON_VIEWBOX} ${ICON_VIEWBOX}`}
width="20"
>
<circle
cx={ICON_CENTER}
cy={ICON_CENTER}
fill="none"
opacity="0.25"
r={radius}
stroke="currentColor"
strokeWidth={ICON_STROKE_WIDTH}
/>
<circle
cx={ICON_CENTER}
cy={ICON_CENTER}
fill="none"
opacity="0.7"
r={radius}
stroke="currentColor"
strokeDasharray={`${circumference} ${circumference}`}
strokeDashoffset={dashOffset}
strokeLinecap="round"
strokeWidth={ICON_STROKE_WIDTH}
transform={`rotate(-90 ${ICON_CENTER} ${ICON_CENTER})`}
/>
</svg>
);
};
export const Context = ({
className,
maxTokens,
usedTokens,
usage,
modelId,
showBreakdown,
...props
}: ContextProps) => {
const safeMax = Math.max(0, Number.isFinite(maxTokens) ? maxTokens : 0);
const safeUsed = Math.min(
Math.max(0, Number.isFinite(usedTokens) ? usedTokens : 0),
safeMax,
);
const usedPercent =
safeMax > 0
? Math.min(PERCENT_MAX, Math.max(0, (safeUsed / safeMax) * PERCENT_MAX))
: 0;
const displayPct = formatPercent(Math.round(usedPercent * 10) / 10);
const used = formatTokens(safeUsed);
const total = formatTokens(safeMax);
const uNorm = normalizeUsage(usage as any);
const uBreakdown = breakdownTokens(usage as any);
const costUSD = modelId
? estimateCost({ modelId, usage: uNorm }).totalUSD
: undefined;
const costText = formatUSD(costUSD);
const segInput = Math.max(0, uNorm.input ?? 0);
const segOutput = Math.max(0, uNorm.output ?? 0);
const segCacheR = Math.max(0, uBreakdown.cacheReads ?? 0);
const segCacheW = Math.max(0, uBreakdown.cacheWrites ?? 0);
const denom = safeMax > 0 ? safeMax : 1;
const w = (n: number) =>
`${Math.min(100, Math.max(0, (n / denom) * 100)).toFixed(2)}%`;
const fmtOrUnknown = (n?: number) =>
n === undefined ? '—' : formatTokens(n);
return (
<HoverCard closeDelay={100} openDelay={100}>
<HoverCardTrigger asChild>
<button
className={cn(
'inline-flex select-none items-center gap-2 rounded-md px-2.5 py-1 text-sm',
'bg-background text-foreground',
)}
type="button"
{...props}
>
<span className="font-medium text-muted-foreground">
{displayPct}
</span>
<ContextIcon percent={usedPercent} />
</button>
</HoverCardTrigger>
<HoverCardContent align="center" className="w-fit p-3">
<div className="min-w-[240px] space-y-2">
<p className="text-center text-sm">
{displayPct} {used} / {total} tokens
{costText ? (
<span className="ml-1 text-muted-foreground"> {costText}</span>
) : null}
</p>
{true && (
<div className="space-y-2">
<div className="h-2 w-full overflow-hidden rounded-full bg-muted">
<div
className="h-full"
style={{
width: w(segCacheR),
background: 'var(--chart-2)',
opacity: 0.9,
}}
/>
<div
className="h-full"
style={{
width: w(segCacheW),
background: 'var(--chart-4)',
opacity: 0.9,
}}
/>
<div
className="h-full"
style={{
width: w(segInput),
background: 'var(--chart-1)',
opacity: 0.9,
}}
/>
<div
className="h-full"
style={{
width: w(segOutput),
background: 'var(--chart-3)',
opacity: 0.9,
}}
/>
</div>
<div className="grid grid-cols-2 gap-x-4 gap-y-1 text-xs">
<div className="flex items-center justify-between">
<span className="flex items-center gap-2 text-muted-foreground">
<span className="inline-block size-2 rounded-sm bg-chart-1" />
Cache Hits
</span>
<span>{fmtOrUnknown(uBreakdown.cacheReads)}</span>
</div>
<div className="flex items-center justify-between">
<span className="flex items-center gap-2 text-muted-foreground">
<span className="inline-block size-2 rounded-sm bg-chart-2" />
Cache Writes
</span>
<span>{fmtOrUnknown(uBreakdown.cacheWrites)}</span>
</div>
<div className="flex items-center justify-between">
<span className="flex items-center gap-2 text-muted-foreground">
<span className="inline-block size-2 rounded-sm bg-chart-3" />
Input
</span>
<span>{formatTokens(uNorm.input)}</span>
</div>
<div className="flex items-center justify-between">
<span className="flex items-center gap-2 text-muted-foreground">
<span className="inline-block size-2 rounded-sm bg-chart-4" />
Output
</span>
<span>{formatTokens(uNorm.output)}</span>
</div>
</div>
</div>
)}
{showBreakdown && (
<div className="mt-1 space-y-1">
<div className="flex items-center justify-between text-xs">
<span className="text-muted-foreground">Cache Hits</span>
<span>{fmtOrUnknown(uBreakdown.cacheReads)}</span>
</div>
<div className="flex items-center justify-between text-xs">
<span className="text-muted-foreground">Cache Writes</span>
<span>{fmtOrUnknown(uBreakdown.cacheWrites)}</span>
</div>
<div className="flex items-center justify-between text-xs">
<span className="text-muted-foreground">Input</span>
<span>{formatTokens(uNorm.input)}</span>
</div>
<div className="flex items-center justify-between text-xs">
<span className="text-muted-foreground">Output</span>
<span>{formatTokens(uNorm.output)}</span>
</div>
{costText && (
<>
<Separator className="mt-1" />
<div className="flex items-center justify-between pt-1 text-xs">
<span className="text-muted-foreground">Total cost</span>
<span>{costText}</span>
</div>
</>
)}
</div>
)}
</div>
</HoverCardContent>
</HoverCard>
);
};

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@ -1,6 +1,6 @@
'use client';
import type { UIMessage } from 'ai';
import type { LanguageModelUsage, UIMessage } from 'ai';
import {
useRef,
useEffect,
@ -10,6 +10,7 @@ import {
type SetStateAction,
type ChangeEvent,
memo,
useMemo,
} from 'react';
import { toast } from 'sonner';
import { useLocalStorage, useWindowSize } from 'usehooks-ts';
@ -39,6 +40,9 @@ import type { Attachment, ChatMessage } from '@/lib/types';
import { chatModels } from '@/lib/ai/models';
import { saveChatModelAsCookie } from '@/app/(chat)/actions';
import { startTransition } from 'react';
import { getContextWindow, normalizeUsage } from 'tokenlens';
import { Context } from './elements/context';
import { myProvider } from '@/lib/ai/providers';
function PureMultimodalInput({
chatId,
@ -54,6 +58,7 @@ function PureMultimodalInput({
className,
selectedVisibilityType,
selectedModelId,
usage,
}: {
chatId: string;
input: string;
@ -68,6 +73,7 @@ function PureMultimodalInput({
className?: string;
selectedVisibilityType: VisibilityType;
selectedModelId: string;
usage?: LanguageModelUsage;
}) {
const textareaRef = useRef<HTMLTextAreaElement>(null);
const { width } = useWindowSize();
@ -183,6 +189,36 @@ function PureMultimodalInput({
}
};
const modelResolver = useMemo(() => {
return myProvider.languageModel(selectedModelId);
}, [selectedModelId]);
const contextMax = useMemo(() => {
// Resolve from selected model; stable across chunks.
const cw = getContextWindow(modelResolver.modelId);
return cw.combinedMax ?? cw.inputMax ?? 0;
}, [modelResolver]);
const usedTokens = useMemo(() => {
// Prefer explicit usage data part captured via onData
if (!usage) return 0; // update only when final usage arrives
const n = normalizeUsage(usage);
return typeof n.total === 'number'
? n.total
: (n.input ?? 0) + (n.output ?? 0);
}, [usage]);
const contextProps = useMemo(
() => ({
maxTokens: contextMax,
usedTokens,
usage,
modelId: modelResolver.modelId,
showBreakdown: true as const,
}),
[contextMax, usedTokens, usage, modelResolver],
);
const handleFileChange = useCallback(
async (event: ChangeEvent<HTMLInputElement>) => {
const files = Array.from(event.target.files || []);
@ -323,8 +359,13 @@ function PureMultimodalInput({
/>
<PromptInputToolbar className="px-3 py-2 !border-t-0 !border-top-0 shadow-none dark:!border-transparent dark:border-0">
<PromptInputTools className="gap-2">
<AttachmentsButton fileInputRef={fileInputRef} status={status} selectedModelId={selectedModelId} />
<AttachmentsButton
fileInputRef={fileInputRef}
status={status}
selectedModelId={selectedModelId}
/>
<ModelSelectorCompact selectedModelId={selectedModelId} />
<Context {...contextProps} />
</PromptInputTools>
{status === 'submitted' ? (
<StopButton stop={stop} setMessages={setMessages} />

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@ -25,7 +25,7 @@ export const myProvider = isTestEnvironment
languageModels: {
'chat-model': gateway.languageModel('xai/grok-2-vision-1212'),
'chat-model-reasoning': wrapLanguageModel({
model: gateway.languageModel('xai/grok-3-mini-beta'),
model: gateway.languageModel('xai/grok-3-mini'),
middleware: extractReasoningMiddleware({ tagName: 'think' }),
}),
'title-model': gateway.languageModel('xai/grok-2-1212'),

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@ -3,7 +3,7 @@ import type { getWeather } from './ai/tools/get-weather';
import type { createDocument } from './ai/tools/create-document';
import type { updateDocument } from './ai/tools/update-document';
import type { requestSuggestions } from './ai/tools/request-suggestions';
import type { InferUITool, UIMessage } from 'ai';
import type { InferUITool, LanguageModelUsage, UIMessage } from 'ai';
import type { ArtifactKind } from '@/components/artifact';
import type { Suggestion } from './db/schema';
@ -42,6 +42,7 @@ export type CustomUIDataTypes = {
kind: ArtifactKind;
clear: null;
finish: null;
usage: LanguageModelUsage;
};
export type ChatMessage = UIMessage<

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@ -95,6 +95,7 @@
"swr": "^2.2.5",
"tailwind-merge": "^2.5.2",
"tailwindcss-animate": "^1.0.7",
"tokenlens": "^1.0.0",
"use-stick-to-bottom": "^1.1.1",
"usehooks-ts": "^3.1.0",
"zod": "^3.25.76"

8
pnpm-lock.yaml generated
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@ -236,6 +236,9 @@ importers:
tailwindcss-animate:
specifier: ^1.0.7
version: 1.0.7(tailwindcss@3.4.17)
tokenlens:
specifier: ^1.0.0
version: 1.0.0
use-stick-to-bottom:
specifier: ^1.1.1
version: 1.1.1(react@19.0.0-rc-45804af1-20241021)
@ -4709,6 +4712,9 @@ packages:
resolution: {integrity: sha512-65P7iz6X5yEr1cwcgvQxbbIw7Uk3gOy5dIdtZ4rDveLqhrdJP+Li/Hx6tyK0NEb+2GCyneCMJiGqrADCSNk8sQ==}
engines: {node: '>=8.0'}
tokenlens@1.0.0:
resolution: {integrity: sha512-IslxKcdsPQv4yTUgzeAe9UoEuvXUW6BZyKvKc4N9D7IWnyUBvSTJ3hq8Wb13fM8CkgaS/0k28vpJIQiVQJrpVA==}
trim-lines@3.0.1:
resolution: {integrity: sha512-kRj8B+YHZCc9kQYdWfJB2/oUl9rA99qbowYYBtr4ui4mZyAQ2JpvVBd/6U2YloATfqBhBTSMhTpgBHtU0Mf3Rg==}
@ -9769,6 +9775,8 @@ snapshots:
dependencies:
is-number: 7.0.0
tokenlens@1.0.0: {}
trim-lines@3.0.1: {}
trough@2.2.0: {}