This commit is contained in:
Timothy Jaeryang Baek
2026-07-14 23:08:41 -04:00
parent ea31a3bd61
commit 7a9928ef17
10 changed files with 533 additions and 20 deletions
+1
View File
@@ -176,6 +176,7 @@ class ChatResponse(BaseModel):
tasks: list | None = None
summary: str | None = None
context_usage: dict | None = None
class ChatTitleIdResponse(BaseModel):
+5 -2
View File
@@ -37,7 +37,7 @@ from open_webui.tasks import has_active_tasks, stop_item_tasks
from open_webui.utils.access_control import filter_allowed_access_grants, has_permission
from open_webui.utils.access_control.folders import has_folder_access
from open_webui.utils.auth import get_admin_user, get_verified_user
from open_webui.utils.context_compaction import compact_chat_branch
from open_webui.utils.context_compaction import compact_chat_branch, get_chat_context_usage
from open_webui.utils.misc import get_message_list
from open_webui.utils.models import get_all_models
from pydantic import BaseModel
@@ -1157,6 +1157,7 @@ async def compact_chat_by_id(
raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail='No model found for context compaction.')
result = await compact_chat_branch(request, user, chat, model_id, request.app.state.MODELS)
result['context_usage'] = await get_chat_context_usage(chat, model_id)
if result.get('compacted'):
await publish_event(
request,
@@ -1203,7 +1204,9 @@ async def get_chat_by_id(id: str, user=Depends(get_verified_user), db: AsyncSess
chat = candidate
if chat:
return ChatResponse(**chat.model_dump())
data = ChatResponse(**chat.model_dump()).model_dump()
data['context_usage'] = await get_chat_context_usage(chat)
return data
raise HTTPException(status_code=status.HTTP_401_UNAUTHORIZED, detail=ERROR_MESSAGES.NOT_FOUND)
+45 -5
View File
@@ -145,8 +145,6 @@ async def compact_messages_for_request(
async def compact_chat_branch(request, user, chat: Any, model_id: str, models: dict) -> dict:
config = await _load_config()
if not config['enable']:
return {'ok': True, 'compacted': False, 'reason': 'disabled'}
history = (chat.chat or {}).get('history') or {}
current_id = history.get('currentId')
@@ -158,11 +156,11 @@ async def compact_chat_branch(request, user, chat: Any, model_id: str, models: d
messages_map = history.get('messages') or {}
messages, previous_summary = _apply_latest_summary_checkpoint(get_message_list(messages_map, current_id))
if len(messages) <= 2:
return {'ok': True, 'compacted': False, 'reason': 'too_short'}
compacted_messages = messages[:-1]
recent_messages = messages[-1:]
if not compacted_messages or not recent_messages:
return {'ok': True, 'compacted': False, 'reason': 'too_short'}
summary = await _generate_summary(
request,
user,
@@ -215,6 +213,48 @@ def _resolve_token_threshold(global_threshold: int, global_cap: int, metadata: d
return min(configured_threshold or global_threshold, global_cap)
async def get_chat_context_usage(chat: Any, model_id: str | None = None) -> dict | None:
history = (chat.chat or {}).get('history') or {}
current_id = history.get('currentId')
if not current_id:
return None
messages_map = await Chats.get_messages_map_by_chat_id(chat.id)
messages = get_message_list(messages_map or history.get('messages') or {}, current_id)
if not messages:
return None
config = await _load_config()
params = ((chat.chat or {}).get('params') or {}).copy()
if model_id:
params['model'] = model_id
threshold = _resolve_token_threshold(config['token_threshold'], config['token_cap'], {'params': params})
messages, previous_summary = _apply_latest_summary_checkpoint(messages)
for idx in range(len(messages) - 1, -1, -1):
usage = messages[idx].get('usage') or (messages[idx].get('info') or {}).get('usage')
input_tokens = (usage or {}).get('input_tokens') or (usage or {}).get('prompt_tokens')
if isinstance(usage, dict) and input_tokens:
tokens = int(input_tokens or 0) + int(
usage.get('output_tokens') or usage.get('completion_tokens') or 0
)
tokens += _estimate_messages_tokens(messages[idx + 1 :])
return _build_context_usage(tokens, threshold)
tokens = _estimate_tokens(previous_summary or '') + _estimate_messages_tokens(messages)
return _build_context_usage(tokens, threshold)
def _build_context_usage(tokens: int, threshold: int) -> dict:
return {
'tokens': tokens,
'estimated_tokens': tokens,
'threshold': threshold,
'percent': round((tokens / threshold) * 100) if threshold > 0 else 0,
'source': 'estimated',
}
def _apply_latest_summary_checkpoint(messages: list[dict]) -> tuple[list[dict], str | None]:
summary = None
summary_idx = None
+12
View File
@@ -68,6 +68,18 @@ code {
font-family: 'InstrumentSerif', sans-serif;
}
.app-muted {
@apply text-gray-500 dark:text-gray-400;
}
.app-icon-muted {
@apply text-gray-500 dark:text-gray-400;
}
.app-interactive-active {
@apply bg-gray-50/40 dark:bg-gray-800/40;
}
.marked a {
@apply underline;
}
+33
View File
@@ -1191,6 +1191,39 @@ export const updateChatById = async (token: string, id: string, chat: object) =>
return res;
};
export const compactChatById = async (token: string, id: string, model?: string | null) => {
let error = null;
const res = await fetch(`${WEBUI_API_BASE_URL}/chats/${id}/compact`, {
method: 'POST',
headers: {
Accept: 'application/json',
'Content-Type': 'application/json',
...(token && { authorization: `Bearer ${token}` })
},
body: JSON.stringify({ model })
})
.then(async (res) => {
if (!res.ok) throw await res.json();
return res.json();
})
.then((json) => {
return json;
})
.catch((err) => {
error = err;
console.error(err);
return null;
});
if (error) {
throw error;
}
return res;
};
export const deleteChatMessageById = async (token: string, id: string, messageId: string) => {
let error = null;
+156
View File
@@ -70,6 +70,7 @@
import {
archiveChatById,
compactChatById,
createNewChat,
deleteChatById,
getAllTags,
@@ -150,6 +151,94 @@
} else {
selectedModelIds = selectedModels;
}
let serverContextUsage = null;
let contextUsage = null;
const estimateTokens = (value) => {
if (value === null || value === undefined || value === '') {
return 0;
}
if (typeof value !== 'string') {
try {
value = JSON.stringify(value);
} catch {
value = String(value);
}
}
return Math.max(1, Math.floor(value.length / 4));
};
const estimateMessagesTokens = (messages) =>
messages.reduce((total, message) => {
let next = total + 4 + estimateTokens(message.content);
next += estimateTokens(message.output);
next += estimateTokens(message.tool_calls);
next += estimateTokens(message.files);
return next;
}, 0);
const getContextThreshold = () => {
const chatThreshold = Number(params?.compact_token_threshold);
if (Number.isFinite(chatThreshold) && chatThreshold > 0) {
return chatThreshold;
}
const modelId = atSelectedModel?.id ?? selectedModels.find((id) => id);
const model = $models.find((item) => item.id === modelId);
const threshold = Number(model?.info?.params?.compact_token_threshold);
return Number.isFinite(threshold) && threshold > 0 ? threshold : 80000;
};
const getContextUsage = () => {
if (!history?.currentId) {
return null;
}
const messages = createMessagesList(history, history.currentId);
const threshold = getContextThreshold();
const systemTokens = estimateTokens($settings?.system ?? '');
let estimatedTokens = systemTokens;
let hasUsageCheckpoint = false;
let summary = '';
let startIdx = 0;
for (let idx = 0; idx < messages.length; idx += 1) {
const value = messages[idx]?.contextSummary ?? messages[idx]?.context_summary;
if (typeof value === 'string' && value.trim()) {
summary = value;
startIdx = idx;
}
}
const activeMessages = messages.slice(startIdx);
for (let idx = activeMessages.length - 1; idx >= 0; idx -= 1) {
const usage = activeMessages[idx]?.usage ?? activeMessages[idx]?.info?.usage;
const inputTokens = usage?.input_tokens ?? usage?.prompt_tokens;
if (inputTokens) {
hasUsageCheckpoint = true;
estimatedTokens =
Number(inputTokens || 0) +
Number(usage.output_tokens ?? usage.completion_tokens ?? 0) +
estimateMessagesTokens(activeMessages.slice(idx + 1));
break;
}
}
if (!hasUsageCheckpoint) {
estimatedTokens += estimateTokens(summary) + estimateMessagesTokens(activeMessages);
}
return {
tokens: estimatedTokens,
estimated_tokens: estimatedTokens,
threshold,
percent: threshold > 0 ? Math.max(0, Math.round((estimatedTokens / threshold) * 100)) : 0,
source: 'estimated'
};
};
$: contextUsage = getContextUsage() ?? serverContextUsage;
let selectedToolIds = [];
let selectedSkillIds = [];
@@ -1635,6 +1724,7 @@
// Load tasks from chat-level DB field
chatTasks = chat?.tasks ?? [];
serverContextUsage = chat?.context_usage ?? null;
autoScroll = true;
await tick();
@@ -2122,6 +2212,59 @@
await sendMessage(history, userMessageId);
};
const handleManualCompact = async () => {
if (!$chatId || !history?.currentId) {
toast.message($i18n.t('No chat to compact'));
return;
}
const currentMessage = history.messages?.[history.currentId];
if (
generating ||
taskIds?.length ||
(currentMessage?.role === 'assistant' && !currentMessage.done)
) {
toast.warning($i18n.t('Wait for the current response to finish before compacting.'));
return;
}
const model = atSelectedModel?.id ?? selectedModels.find((modelId) => modelId);
const toastId = toast.loading($i18n.t('Compacting context...'));
try {
const result = await compactChatById(localStorage.token, $chatId, model);
serverContextUsage = result?.context_usage ?? serverContextUsage;
if (result?.compacted) {
toast.success($i18n.t('Context compacted'), { id: toastId });
} else {
const skippedReason =
result?.reason === 'too_short'
? $i18n.t('Chat is too short to compact')
: result?.reason === 'empty'
? $i18n.t('No chat to compact')
: $i18n.t('Nothing to compact');
toast.message(skippedReason, { id: toastId });
}
await loadChat();
} catch (error) {
const message = error?.detail ?? error?.message ?? $i18n.t('Context compaction failed');
toast.error(message, { id: toastId });
} finally {
messageInput?.setText('');
prompt = '';
document.getElementById('chat-input')?.focus();
}
};
const handleStatusCommand = () => {
messageInput?.showStatus();
messageInput?.setText('');
prompt = '';
document.getElementById('chat-input')?.focus();
};
const submitHandler = async (userPrompt, { _raw = false } = {}) => {
console.log('submitHandler', userPrompt, $chatId);
@@ -2133,6 +2276,15 @@
selectedModels = _selectedModels;
}
if (String(userPrompt).trim() === '/compact') {
await handleManualCompact();
return;
}
if (String(userPrompt).trim() === '/status') {
handleStatusCommand();
return;
}
if (pendingOAuthTools.length > 0) {
toast.warning($i18n.t('Please connect all required integrations before sending a message'));
return;
@@ -3295,6 +3447,10 @@
bind:atSelectedModel
bind:showCommands
bind:dragged
chatId={$chatId}
{contextUsage}
compactHandler={handleManualCompact}
statusHandler={handleStatusCommand}
toolServers={$toolServers}
{generating}
{stopResponse}
+123
View File
@@ -114,6 +114,10 @@
export let createMessagePair: Function;
export let stopResponse: Function;
export let compactHandler: Function = () => {};
export let statusHandler: Function = () => {};
export let chatId = '';
export let contextUsage = null;
export let autoScroll = false;
export let generating = false;
@@ -132,6 +136,7 @@
(taskIds && taskIds.length > 0) ||
(history.currentId && history.messages[history.currentId]?.done != true) ||
generating;
$: canCompact = !!history?.currentId;
export let prompt = '';
export let files = [];
@@ -163,6 +168,8 @@
let inputVariableValues = {};
let showValvesModal = false;
let showStatusPanel = false;
let copiedStatusChatId = false;
let selectedValvesType = 'tool'; // 'tool' or 'function'
let selectedValvesItemId = null;
let integrationsMenuCloseOnOutsideClick = true;
@@ -364,6 +371,36 @@
}
};
export const showStatus = async () => {
showStatusPanel = true;
await tick();
document.getElementById('chat-input')?.focus();
};
const formatTokenCount = (value: number) => {
if (value >= 1_000_000) return `${trimNumber(value / 1_000_000)}m`;
if (value >= 1_000) return `${trimNumber(value / 1_000)}k`;
return String(value ?? 0);
};
const trimNumber = (value: number) =>
value >= 10 ? String(Math.round(value)) : value.toFixed(1).replace(/\.0$/, '');
const copyStatusChatId = async () => {
if (!chatId) return;
await navigator.clipboard.writeText(chatId);
copiedStatusChatId = true;
setTimeout(() => {
copiedStatusChatId = false;
}, 1600);
};
$: contextPercent = Math.max(0, Math.round(contextUsage?.percent ?? 0));
$: contextValue = contextUsage
? `${contextPercent}% ${formatTokenCount(contextUsage.estimated_tokens || contextUsage.tokens)}/${formatTokenCount(contextUsage.threshold)}`
: $i18n.t('unknown');
$: contextBarPercent = Math.min(contextPercent, 100);
const getCommand = () => {
const chatInput = document.getElementById('chat-input');
let word = '';
@@ -1046,6 +1083,12 @@
char: '/',
render: getSuggestionRenderer(CommandSuggestionList, {
i18n,
canCompact: () => !!history?.currentId,
compactDisabled: () => isActive,
canStatus: () => !!history?.currentId,
contextUsage: () => contextUsage,
onCompact: compactHandler,
onStatus: statusHandler,
onSelect: (e) => {
const { type, data } = e;
@@ -1359,6 +1402,86 @@
</div>
{/if}
{#if showStatusPanel}
<div class="relative mx-2">
<button
type="button"
class="fixed inset-0 z-40 cursor-default bg-transparent"
aria-label={$i18n.t('Close')}
on:click={() => {
showStatusPanel = false;
}}
/>
<div
class="absolute bottom-full right-0 z-50 mb-1 w-80 max-w-[calc(100vw-1.5rem)] rounded-xl border border-gray-100 bg-white p-0.5 text-xs shadow-lg dark:border-gray-800 dark:bg-gray-850 dark:text-white"
>
<div class="max-h-[70dvh] overflow-y-auto px-1 py-0.5 text-xs">
<section>
<div class="rounded-xl px-1.5 py-1.5 text-gray-600 dark:text-gray-400">
<div class="flex h-5 items-center gap-3">
<span class="min-w-0 flex-1 truncate">Context usage</span>
<span
class="shrink-0 font-mono text-[0.625rem] text-gray-400 dark:text-gray-600"
>
{contextValue}
</span>
</div>
<div
class="mt-2 h-px overflow-hidden rounded-full bg-gray-100 dark:bg-white/8"
>
<div
class="h-full rounded-full bg-gray-300 dark:bg-white/20"
style={`width: ${contextBarPercent}%`}
></div>
</div>
</div>
{#if messageQueue.length}
<div
class="flex h-7 items-center gap-3 rounded-xl px-1.5 text-gray-600 dark:text-gray-400"
>
<span class="min-w-0 flex-1 truncate">Queued messages</span>
<span class="font-mono text-[0.625rem] text-gray-400 dark:text-gray-600">
{messageQueue.length}
</span>
</div>
{/if}
{#if chatTasks.length}
<div
class="flex h-7 items-center gap-3 rounded-xl px-1.5 text-gray-600 dark:text-gray-400"
>
<span class="min-w-0 flex-1 truncate">Tasks</span>
<span class="font-mono text-[0.625rem] text-gray-400 dark:text-gray-600">
{chatTasks.length}
</span>
</div>
{/if}
<div
class="flex h-7 items-center gap-3 rounded-xl px-1.5 text-gray-600 dark:text-gray-400"
>
<span class="min-w-0 flex-1 truncate">Chat ID</span>
{#if chatId}
<button
type="button"
class="min-w-0 max-w-[11rem] truncate font-mono text-[0.625rem] text-gray-400 underline-offset-2 transition-colors duration-75 hover:text-gray-700 hover:underline dark:text-gray-600 dark:hover:text-gray-200"
on:click={copyStatusChatId}
>
{copiedStatusChatId ? $i18n.t('Copied') : chatId}
</button>
{:else}
<span class="font-mono text-[0.625rem] text-gray-400 dark:text-gray-600">
none
</span>
{/if}
</div>
</section>
</div>
</div>
</div>
{/if}
<div
id="message-input-container"
class="flex-1 flex flex-col relative w-full shadow-lg rounded-3xl border {$temporaryChatEnabled
@@ -12,7 +12,20 @@
export let onSelect: (e: any) => void = () => {};
export let onUpload: (e: any) => void = () => {};
export let onCompact: () => void = () => {};
export let onStatus: () => void = () => {};
export let insertTextHandler: (text: string) => void = () => {};
export let canCompact: boolean | (() => boolean) = false;
export let compactDisabled: boolean | (() => boolean) = false;
export let canStatus: boolean | (() => boolean) = false;
export let contextUsage = null;
$: compactAvailable = typeof canCompact === 'function' ? canCompact() : canCompact;
$: isCompactDisabled =
typeof compactDisabled === 'function' ? compactDisabled() : compactDisabled;
$: statusAvailable = typeof canStatus === 'function' ? canStatus() : canStatus;
$: resolvedContextUsage = typeof contextUsage === 'function' ? contextUsage() : contextUsage;
$: contextPercent = Math.max(0, Math.round(resolvedContextUsage?.percent ?? 0));
let suggestionElement: any = null;
let filteredItems: any[] = [];
@@ -61,11 +74,21 @@
bind:this={suggestionElement}
{query}
bind:filteredItems
canCompact={compactAvailable}
compactDisabled={isCompactDisabled}
canStatus={statusAvailable}
{contextPercent}
onSelect={(e) => {
const { type, data } = e;
if (type === 'prompt') {
insertTextHandler(data.content);
} else if (type === 'command' && data.id === 'compact') {
insertTextHandler('');
onCompact();
} else if (type === 'command' && data.id === 'status') {
insertTextHandler('');
onStatus();
} else if (type === 'skill') {
command({
id: `${data.id}|${data.name}`,
@@ -9,6 +9,10 @@
export let query = '';
export let onSelect = (e) => {};
export let canCompact = false;
export let compactDisabled = false;
export let canStatus = false;
export let contextPercent = 0;
let selectedIdx = 0;
export let filteredItems = [];
@@ -17,11 +21,24 @@
let skills = [];
let searchDebounceTimer: ReturnType<typeof setTimeout>;
$: contextCirclePercent = Math.min(Math.max(0, Math.round(contextPercent)), 100);
$: contextCircleOffset = 50.27 * (1 - contextCirclePercent / 100);
$: commandItems = [
...(canCompact && 'compact'.startsWith(query.toLowerCase())
? [{ type: 'command', data: { id: 'compact' } }]
: []),
...(canStatus && 'status'.startsWith(query.toLowerCase())
? [{ type: 'command', data: { id: 'status' } }]
: [])
];
$: filteredPrompts = prompts
.filter((p) => p.command.toLowerCase().includes(query.toLowerCase()))
.sort((a, b) => a.name.localeCompare(b.name));
$: filteredItems = [
...commandItems,
...filteredPrompts.map((data) => ({ type: 'prompt', data })),
...skills.map((data) => ({ type: 'skill', data }))
];
@@ -66,6 +83,9 @@
export const select = async () => {
const item = filteredItems[selectedIdx];
if (item?.type === 'command' && item.data?.id === 'compact' && compactDisabled) {
return;
}
if (item) {
onSelect(item);
}
@@ -89,15 +109,118 @@
};
</script>
{#if commandItems.length > 0}
<div class="app-muted mb-0.5 px-2 pt-1 pb-0.5 text-[0.625rem] leading-none">
{$i18n.t('Commands')}
</div>
{#each commandItems as item, commandIdx}
{#if item.data.id === 'compact'}
<Tooltip content="Shorten older messages so this chat can keep going." placement="top">
<button
type="button"
aria-label="Compact: shorten older messages so this chat can keep going."
class="slash-command-row flex items-center gap-2 w-full h-6 px-2 rounded-xl text-xs text-left transition-colors duration-75
{commandIdx === selectedIdx ? 'app-interactive-active' : ''} disabled:opacity-50"
disabled={compactDisabled}
on:mousedown={(e) => e.preventDefault()}
on:click={() => {
if (!compactDisabled) {
onSelect(item);
}
}}
on:mouseenter={() => {
selectedIdx = commandIdx;
}}
on:focus={() => {}}
data-selected={commandIdx === selectedIdx}
>
<span class="app-icon-muted flex items-center justify-center w-4 shrink-0">
<svg class="size-3.5 -rotate-90" viewBox="0 0 20 20" aria-hidden="true">
<circle
cx="10"
cy="10"
r="8"
fill="none"
stroke="currentColor"
stroke-width="2"
class="opacity-20"
/>
<circle
cx="10"
cy="10"
r="8"
fill="none"
stroke="currentColor"
stroke-width="2"
stroke-linecap="round"
stroke-dasharray="50.27"
style={`stroke-dashoffset: ${contextCircleOffset};`}
/>
</svg>
</span>
<span class="flex-1 min-w-0 flex items-baseline gap-1.5 overflow-hidden">
<span class="truncate">Compact</span>
<span class="app-muted text-[0.625rem] truncate shrink-0">
{contextCirclePercent}% full
</span>
</span>
</button>
</Tooltip>
{:else if item.data.id === 'status'}
<Tooltip content="Check what is running in this chat." placement="top">
<button
type="button"
aria-label="Status: check what is running in this chat."
class="slash-command-row flex items-center gap-2 w-full h-6 px-2 rounded-xl text-xs text-left transition-colors duration-75
{commandIdx === selectedIdx ? 'app-interactive-active' : ''}"
on:mousedown={(e) => e.preventDefault()}
on:click={() => {
onSelect(item);
}}
on:mouseenter={() => {
selectedIdx = commandIdx;
}}
on:focus={() => {}}
data-selected={commandIdx === selectedIdx}
>
<span class="app-icon-muted flex items-center justify-center w-4 shrink-0">
<svg
class="size-3.5"
viewBox="0 0 24 24"
fill="none"
stroke="currentColor"
stroke-width="1.75"
stroke-linecap="round"
stroke-linejoin="round"
aria-hidden="true"
>
<path d="M12 14l4-4" />
<path d="M3.34 19a10 10 0 1 1 17.32 0" />
</svg>
</span>
<span class="flex-1 min-w-0 flex items-baseline gap-1.5 overflow-hidden">
<span class="truncate">Status</span>
<span class="app-muted text-[0.625rem] truncate shrink-0">
Check what is running in this chat.
</span>
</span>
</button>
</Tooltip>
{/if}
{/each}
{/if}
{#if filteredPrompts.length > 0}
<div class="px-2 py-1 text-[11px] text-gray-500 dark:text-gray-400">
{$i18n.t('Prompts')}
</div>
{#each filteredPrompts as promptItem, promptIdx}
{@const itemIdx = commandItems.length + promptIdx}
<Tooltip content={promptItem.name} placement="top-start">
<button
class="flex h-[1.6875rem] w-full items-center gap-1.5 rounded-xl px-2 text-left text-[13px] hover:bg-gray-50/40 dark:hover:bg-gray-800/40 {promptIdx ===
class="flex h-[1.6875rem] w-full items-center gap-1.5 rounded-xl px-2 text-left text-[13px] hover:bg-gray-50/40 dark:hover:bg-gray-800/40 {itemIdx ===
selectedIdx
? 'bg-gray-50/40 dark:bg-gray-800/40 selected-command-option-button'
: ''}"
@@ -106,10 +229,10 @@
onSelect({ type: 'prompt', data: promptItem });
}}
on:mousemove={() => {
selectedIdx = promptIdx;
selectedIdx = itemIdx;
}}
on:focus={() => {}}
data-selected={promptIdx === selectedIdx}
data-selected={itemIdx === selectedIdx}
>
<span class="shrink-0 font-normal text-black dark:text-gray-100">
{promptItem.command}
@@ -129,7 +252,7 @@
</div>
{#each skills as skill, skillIdx}
{@const itemIdx = filteredPrompts.length + skillIdx}
{@const itemIdx = commandItems.length + filteredPrompts.length + skillIdx}
<Tooltip
content={getSkillTooltipContent(skill)}
placement="top-start"
+8 -9
View File
@@ -257,24 +257,23 @@
const generateTitleHandler = async () => {
const content = note.data.content.md;
const DEFAULT_TITLE_GENERATION_PROMPT_TEMPLATE = `### Task:
Generate a concise, 3-5 word title with an emoji summarizing the content in the content's primary language.
Generate a concise title summarizing the content in the content's primary language.
### Guidelines:
- The title should clearly represent the main theme or subject of the content.
- Use emojis that enhance understanding of the topic, but avoid quotation marks or special formatting.
- Keep it short: 2-4 words is best.
- Do not use emojis, quotation marks, or special formatting.
- Write the title in the content's primary language.
- Prioritize accuracy over excessive creativity; keep it clear and simple.
- Prioritize accuracy over creativity.
- Your entire response must consist solely of the JSON object, without any introductory or concluding text.
- The output must be a single, raw JSON object, without any markdown code fences or other encapsulating text.
- Ensure no conversational text, affirmations, or explanations precede or follow the raw JSON output, as this will cause direct parsing failure.
### Output:
JSON format: { "title": "your concise title here" }
### Examples:
- { "title": "📉 Stock Market Trends" },
- { "title": "🍪 Perfect Chocolate Chip Recipe" },
- { "title": "Evolution of Music Streaming" },
- { "title": "Remote Work Productivity Tips" },
- { "title": "Artificial Intelligence in Healthcare" },
- { "title": "🎮 Video Game Development Insights" }
- { "title": "Stock Trends" },
- { "title": "Chocolate Chip Cookies" },
- { "title": "Music Streaming" },
- { "title": "Remote Work" }
### Content:
<content>
${content}