Instructions to use VladHong/llama-cpp-K2-FAST2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use VladHong/llama-cpp-K2-FAST2 with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf VladHong/llama-cpp-K2-FAST2 # Run inference directly in the terminal: llama cli -hf VladHong/llama-cpp-K2-FAST2
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf VladHong/llama-cpp-K2-FAST2 # Run inference directly in the terminal: llama cli -hf VladHong/llama-cpp-K2-FAST2
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-app # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama serve -hf VladHong/llama-cpp-K2-FAST2 # Run inference directly in the terminal: ./build/bin/llama cli -hf VladHong/llama-cpp-K2-FAST2
Use Docker
docker model run hf.co/VladHong/llama-cpp-K2-FAST2
- Llama new
- LM Studio
- Jan
- Ollama
How to use VladHong/llama-cpp-K2-FAST2 with Ollama:
ollama run hf.co/VladHong/llama-cpp-K2-FAST2
- Unsloth Desktop
- Docker Model Runner
How to use VladHong/llama-cpp-K2-FAST2 with Docker Model Runner:
docker model run hf.co/VladHong/llama-cpp-K2-FAST2
- Lemonade
How to use VladHong/llama-cpp-K2-FAST2 with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull VladHong/llama-cpp-K2-FAST2
Run and chat with the model
lemonade run user.llama-cpp-K2-FAST2-{{QUANT_TAG}}List all available models
lemonade list
- Atomic Chat
File size: 10,964 Bytes
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import ChatScreenActionScrollDown from './ChatScreenActionScrollDown.svelte';
import ChatScreenDialogsAndAlerts from './ChatScreenDialogsAndAlerts.svelte';
import ChatScreenGreeting from './ChatScreenGreeting.svelte';
import { page } from '$app/state';
import {
ChatMessages,
ChatScreenDragOverlay,
ChatScreenForm,
ChatScreenServerError,
ChatScreenStreamResumeStatus,
ServerLoadingSplash
} from '$lib/components/app';
import { LANDING_SETTLE_MAX_MS, LANDING_STABLE_FRAMES, ROUTES } from '$lib/constants';
import { createAutoScrollController } from '$lib/hooks/use-auto-scroll.svelte';
import { useChatScreenActiveModel } from '$lib/hooks/use-chat-screen-active-model.svelte';
import { useChatScreenDragAndDrop } from '$lib/hooks/use-chat-screen-drag-and-drop.svelte';
import { useChatScreenFileUpload } from '$lib/hooks/use-chat-screen-file-upload.svelte';
import { useChatScreenScroll } from '$lib/hooks/use-chat-screen-scroll.svelte';
import { useKeyboardShortcuts } from '$lib/hooks/use-keyboard-shortcuts.svelte';
import {
chatStore,
conversationsStore,
deviceStore,
serverStore,
settingsStore
} from '$lib/stores';
import { parseFilesToMessageExtras } from '$lib/utils/browser-only';
import { onDestroy, onMount, tick } from 'svelte';
let { showCenteredEmpty = false } = $props();
let disableAutoScroll = $derived(
Boolean(settingsStore.config.disableAutoScroll) || deviceStore.isMobile
);
let isMobileUserScrolledUp = $state(false);
let mobileScrollDownHint = $state(false);
let mobileScrollDownHintLockedUntil = $state(0);
let emptyFileNames = $state<string[]>([]);
let initialMessage = $state('');
let showDeleteDialog = $state(false);
let showEmptyFileDialog = $state(false);
let isEmpty = $derived(
showCenteredEmpty && conversationsStore.activeMessages.length === 0 && !chatStore.isLoading
);
let activeErrorDialog = $derived(chatStore.errorDialogState);
let isServerLoading = $derived(serverStore.loading);
let hasPropsError = $derived(!!serverStore.error);
let isCurrentConversationLoading = $derived(chatStore.isLoading || chatStore.isStreaming());
let chatFormBottomPosition = $derived.by(() => {
if (!deviceStore.isMobile) return '1rem';
if (deviceStore.isStandalone) return '1.5rem';
if (deviceStore.isIOSSafari) return '0.25rem';
return '0.5rem';
});
const autoScroll = createAutoScrollController();
const scroll = useChatScreenScroll(autoScroll);
const activeModel = useChatScreenActiveModel();
const fileUpload = useChatScreenFileUpload({
activeModelId: () => activeModel.activeModelId,
capabilities: () => ({
hasAudio: activeModel.hasAudioModality,
hasVideo: activeModel.hasVideoModality,
hasVision: activeModel.hasVisionModality
})
});
const dragAndDrop = useChatScreenDragAndDrop({
onDrop: fileUpload.handleFileUpload
});
const { handleKeydown } = useKeyboardShortcuts({
deleteActiveConversation: () => {
if (conversationsStore.activeConversation) {
showDeleteDialog = true;
}
}
});
function handleMobileScroll() {
if (!deviceStore.isMobile) return;
const container = scroll.chatScrollContainer;
if (!container) return;
const distanceFromBottom =
container.scrollHeight - container.clientHeight - container.scrollTop;
isMobileUserScrolledUp = distanceFromBottom > 300;
}
async function handleDeleteConfirm() {
const conversation = conversationsStore.activeConversation;
if (conversation) {
await conversationsStore.deleteConversation(conversation.id);
}
showDeleteDialog = false;
}
async function handleSendMessage(message: string, files?: ChatUploadedFile[]): Promise<boolean> {
const plainFiles = files ? $state.snapshot(files) : undefined;
const result = plainFiles
? await parseFilesToMessageExtras(plainFiles, activeModel.activeModelId ?? undefined)
: undefined;
if (result?.emptyFiles && result.emptyFiles.length > 0) {
emptyFileNames = result.emptyFiles;
showEmptyFileDialog = true;
if (files) {
const emptyFileNamesSet = new Set(result.emptyFiles);
fileUpload.uploadedFiles = fileUpload.uploadedFiles.filter(
(file) => !emptyFileNamesSet.has(file.name)
);
}
return false;
}
handleSendLikeScroll();
await chatStore.sendMessage(message, result?.extras);
return true;
}
let lastScrolledConversationId: string | null = null;
// Lands at the bottom of a conversation the first time its messages
// render, whether the route comes from another conversation or from a
// non-conversation route. The page keeps growing after the first pin
// without DOM mutations (content-visibility size realizations, syntax
// highlight passes), so the instant pin repeats every frame until the
// height settles, bailing out on user scroll or conversation change.
async function handleMessagesReady(messageCount: number) {
if (messageCount === 0) return;
const id = conversationsStore.activeConversation?.id ?? null;
if (!id || id === lastScrolledConversationId) return;
lastScrolledConversationId = id;
await tick();
autoScroll.scrollToBottom();
const container = scroll.chatScrollContainer;
if (!container) return;
const started = performance.now();
let stableFrames = 0;
let lastHeight = container.scrollHeight;
const settle = () => {
if (autoScroll.userScrolledUp) return;
if (conversationsStore.activeConversation?.id !== id) return;
autoScroll.scrollToBottom();
const height = container.scrollHeight;
stableFrames = height === lastHeight ? stableFrames + 1 : 0;
lastHeight = height;
if (stableFrames >= LANDING_STABLE_FRAMES) return;
if (performance.now() - started > LANDING_SETTLE_MAX_MS) return;
requestAnimationFrame(settle);
};
requestAnimationFrame(settle);
}
function handleSendLikeScroll() {
if (!deviceStore.isMobile) {
autoScroll.enable();
}
setTimeout(() => {
const container = scroll.chatScrollContainer;
if (!container) return;
const lastUserBubble = container.querySelector(
'.chat-message:nth-last-child(2) .chat-message-user .chat-message-user-bubble'
) as HTMLElement | null;
if (deviceStore.isMobile) {
// Keep the last user message bubble just above the input on mobile
const bubbleHeight = lastUserBubble?.scrollHeight ?? 0;
const baseHeight = container.scrollHeight - innerHeight;
container.scrollTo({
behavior: 'smooth',
top: bubbleHeight > 0 ? baseHeight - bubbleHeight : baseHeight
});
} else if (lastUserBubble) {
// On desktop, place the last user message near the top of the viewport
const topPadding = 24;
const bubbleRect = lastUserBubble.getBoundingClientRect();
container.scrollTo({
behavior: 'smooth',
top: Math.max(0, container.scrollTop + bubbleRect.top - topPadding)
});
} else {
autoScroll.scrollToBottom();
}
}, 100);
if (deviceStore.isMobile) {
autoScroll.setDisabled(disableAutoScroll);
mobileScrollDownHint = true;
mobileScrollDownHintLockedUntil = Date.now() + 500;
}
}
function handleErrorDialogOpenChange(open: boolean) {
if (!open) {
chatStore.dismissErrorDialog();
}
}
async function handleSystemPromptAdd(draft: { message: string; files: ChatUploadedFile[] }) {
if (draft.message || draft.files.length > 0) {
chatStore.savePendingDraft(draft.message, draft.files);
}
await chatStore.addSystemPrompt();
}
$effect(() => {
const shouldDisableAutoScroll =
settingsStore.config.disableAutoScroll ||
(deviceStore.isMobile && isCurrentConversationLoading);
autoScroll.setDisabled(shouldDisableAutoScroll);
if (!shouldDisableAutoScroll) {
autoScroll.enable();
}
});
onMount(() => {
const pendingDraft = chatStore.consumePendingDraft();
if (pendingDraft) {
initialMessage = pendingDraft.message;
fileUpload.uploadedFiles = pendingDraft.files;
}
autoScroll.startObserving();
if (!disableAutoScroll) {
autoScroll.enable();
}
if (deviceStore.isMobile && isCurrentConversationLoading) {
mobileScrollDownHint = true;
mobileScrollDownHintLockedUntil = Date.now() + 500;
}
handleMobileScroll();
});
onDestroy(() => autoScroll.destroy());
</script>
{#if dragAndDrop.isDragOver}
<ChatScreenDragOverlay />
{/if}
<svelte:window
onkeydown={handleKeydown}
onscroll={(e) => {
scroll.handleScroll(e);
handleMobileScroll();
if (e.isTrusted && Date.now() > mobileScrollDownHintLockedUntil) {
mobileScrollDownHint = false;
}
}}
/>
{#if isServerLoading}
<ServerLoadingSplash />
{:else}
<div
style:--chat-form-bottom-position={chatFormBottomPosition}
class="chat-screen flex grow flex-col min-h-[calc(100dvh-1rem)] md:min-h-[calc(100dvh-1rem-var(--chat-tabs-offset,0px))] px-4 md:py-0 pt-12 pb-48 md:pb-4"
ondragenter={dragAndDrop.dragHandlers.dragenter}
ondragleave={dragAndDrop.dragHandlers.dragleave}
ondragover={dragAndDrop.dragHandlers.dragover}
ondrop={dragAndDrop.dragHandlers.drop}
role="main"
>
{#if !isEmpty}
<ChatMessages
messages={conversationsStore.activeMessages}
onMessagesReady={handleMessagesReady}
onUserAction={() => {
handleSendLikeScroll();
}}
/>
{/if}
<div
style:padding-top={!isEmpty ? 'var(--chat-form-padding-top)' : undefined}
class={[
'pointer-events-none md:sticky fixed mt-auto transition-all duration-200',
deviceStore.isStandalone
? 'bottom-6 right-4 left-4'
: deviceStore.isIOSSafari
? 'bottom-1 left-2 right-2'
: 'bottom-2 right-2 left-2',
isEmpty ? 'md:bottom-[calc(50dvh-7rem)] 2xl:bottom-[calc(50dvh-4rem)]' : 'md:bottom-4'
]}
>
<ChatScreenGreeting {isEmpty} />
<ChatScreenServerError />
{#if page.params.id}
<ChatScreenStreamResumeStatus />
{/if}
<div class="pointer-events-none flex flex-col gap-6 items-center w-full">
{#if (deviceStore.isMobile ? mobileScrollDownHint || isMobileUserScrolledUp : autoScroll.userScrolledUp) && page.url.hash.includes(ROUTES.CHAT) && page.params.id}
<ChatScreenActionScrollDown
onclick={() => {
mobileScrollDownHint = false;
scroll.chatScrollContainer?.scrollTo({
behavior: 'smooth',
top: scroll.chatScrollContainer.scrollHeight
});
}}
/>
{/if}
</div>
<ChatScreenForm
bind:uploadedFiles={fileUpload.uploadedFiles}
class="pointer-events-auto conversation-chat-form"
disabled={hasPropsError || chatStore.isEditing()}
{initialMessage}
isLoading={isCurrentConversationLoading}
onFileRemove={fileUpload.handleFileRemove}
onFileUpload={fileUpload.handleFileUpload}
onSend={handleSendMessage}
onStop={() => chatStore.stopGeneration()}
onSystemPromptAdd={handleSystemPromptAdd}
/>
</div>
</div>
{/if}
<ChatScreenDialogsAndAlerts
{activeErrorDialog}
{emptyFileNames}
{fileUpload}
{handleDeleteConfirm}
{handleErrorDialogOpenChange}
{showDeleteDialog}
{showEmptyFileDialog}
/>
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