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<script lang="ts"> | |
import type { Conversation, ModelEntryWithTokenizer, Session } from "./types"; | |
import type { ChatCompletionInputMessage } from "@huggingface/tasks"; | |
import { page } from "$app/stores"; | |
import { defaultGenerationConfig } from "./generationConfigSettings"; | |
import { | |
createHfInference, | |
handleStreamingResponse, | |
handleNonStreamingResponse, | |
isSystemPromptSupported, | |
FEATURED_MODELS_IDS, | |
} from "./inferencePlaygroundUtils"; | |
import { onDestroy, onMount } from "svelte"; | |
import GenerationConfig from "./InferencePlaygroundGenerationConfig.svelte"; | |
import HFTokenModal from "./InferencePlaygroundHFTokenModal.svelte"; | |
import ModelSelector from "./InferencePlaygroundModelSelector.svelte"; | |
import PlaygroundConversation from "./InferencePlaygroundConversation.svelte"; | |
import PlaygroundConversationHeader from "./InferencePlaygroundConversationHeader.svelte"; | |
import IconDelete from "../Icons/IconDelete.svelte"; | |
import IconCode from "../Icons/IconCode.svelte"; | |
import IconInfo from "../Icons/IconInfo.svelte"; | |
import IconCompare from "../Icons/IconCompare.svelte"; | |
import ModelSelectorModal from "./InferencePlaygroundModelSelectorModal.svelte"; | |
import IconThrashcan from "../Icons/IconThrashcan.svelte"; | |
import { goto } from "$app/navigation"; | |
export let models: ModelEntryWithTokenizer[]; | |
const startMessageUser: ChatCompletionInputMessage = { role: "user", content: "" }; | |
const startMessageSystem: ChatCompletionInputMessage = { role: "system", content: "" }; | |
const modelIdsFromQueryParam = $page.url.searchParams.get("modelId")?.split(","); | |
const modelsFromQueryParam = modelIdsFromQueryParam?.map(id => models.find(model => model.id === id)); | |
let session: Session = { | |
conversations: [ | |
{ | |
model: models.find(m => FEATURED_MODELS_IDS.includes(m.id)) ?? models[0], | |
config: { ...defaultGenerationConfig }, | |
messages: [{ ...startMessageUser }], | |
systemMessage: startMessageSystem, | |
streaming: true, | |
}, | |
], | |
}; | |
if (modelsFromQueryParam?.length) { | |
const conversations = modelsFromQueryParam.map(model => { | |
return { | |
model, | |
config: { ...defaultGenerationConfig }, | |
messages: [{ ...startMessageUser }], | |
systemMessage: startMessageSystem, | |
streaming: true, | |
}; | |
}) as [Conversation] | [Conversation, Conversation]; | |
session.conversations = conversations; | |
session = session; | |
} | |
let hfToken = ""; | |
let viewCode = false; | |
let viewSettings = false; | |
let showTokenModal = false; | |
let loading = false; | |
let abortControllers: AbortController[] = []; | |
let waitForNonStreaming = true; | |
let storeLocallyHfToken = true; | |
let selectCompareModelOpen = false; | |
interface GenerationStatistics { | |
latency: number; | |
generatedTokensCount: number; | |
} | |
let generationStats: [GenerationStatistics] | [GenerationStatistics, GenerationStatistics] = [ | |
{ latency: 0, generatedTokensCount: 0 }, | |
]; // todo: support two models from the starts from the url daw | |
const hfTokenLocalStorageKey = "hf_token"; | |
$: systemPromptSupported = session.conversations.some(conversation => isSystemPromptSupported(conversation.model)); | |
$: compareActive = session.conversations.length === 2; | |
function addMessage(conversationIdx: number) { | |
const conversation = session.conversations[conversationIdx]; | |
conversation.messages = [ | |
...conversation.messages, | |
{ | |
role: conversation.messages.at(-1)?.role === "user" ? "assistant" : "user", | |
content: "", | |
}, | |
]; | |
session = session; | |
} | |
function deleteMessage(conversationIdx: number, idx: number) { | |
session.conversations[conversationIdx].messages.splice(idx, 1)[0]; | |
session = session; | |
} | |
function reset() { | |
session.conversations.map(conversation => { | |
conversation.systemMessage.content = ""; | |
conversation.messages = [{ ...startMessageUser }]; | |
}); | |
session = session; | |
} | |
function abort() { | |
if (abortControllers.length) { | |
for (const abortController of abortControllers) { | |
abortController.abort(); | |
} | |
abortControllers = []; | |
} | |
loading = false; | |
waitForNonStreaming = false; | |
} | |
function resetToken() { | |
hfToken = ""; | |
localStorage.removeItem(hfTokenLocalStorageKey); | |
showTokenModal = true; | |
} | |
async function runInference(conversation: Conversation, conversationIdx: number) { | |
const startTime = performance.now(); | |
const hf = createHfInference(hfToken); | |
if (conversation.streaming) { | |
const streamingMessage = { role: "assistant", content: "" }; | |
conversation.messages = [...conversation.messages, streamingMessage]; | |
const abortController = new AbortController(); | |
abortControllers.push(abortController); | |
await handleStreamingResponse( | |
hf, | |
conversation, | |
content => { | |
if (streamingMessage) { | |
streamingMessage.content = content; | |
session = session; | |
generationStats[conversationIdx].generatedTokensCount += 1; | |
} | |
}, | |
abortController | |
); | |
} else { | |
waitForNonStreaming = true; | |
const { message: newMessage, completion_tokens: newTokensCount } = await handleNonStreamingResponse( | |
hf, | |
conversation | |
); | |
// check if the user did not abort the request | |
if (waitForNonStreaming) { | |
conversation.messages = [...conversation.messages, newMessage]; | |
generationStats[conversationIdx].generatedTokensCount += newTokensCount; | |
} | |
} | |
const endTime = performance.now(); | |
generationStats[conversationIdx].latency = Math.round(endTime - startTime); | |
} | |
async function submit() { | |
if (!hfToken) { | |
showTokenModal = true; | |
return; | |
} | |
for (const [idx, conversation] of session.conversations.entries()) { | |
if (conversation.messages.at(-1)?.role === "assistant") { | |
let prefix = ""; | |
if (session.conversations.length === 2) { | |
prefix = `Error on ${idx === 0 ? "left" : "right"} conversation. `; | |
} | |
return alert(`${prefix}Messages must alternate between user/assistant roles.`); | |
} | |
} | |
(document.activeElement as HTMLElement).blur(); | |
loading = true; | |
try { | |
const promises = session.conversations.map((conversation, idx) => runInference(conversation, idx)); | |
await Promise.all(promises); | |
} catch (error) { | |
for (const conversation of session.conversations) { | |
if (conversation.messages.at(-1)?.role === "assistant" && !conversation.messages.at(-1)?.content?.trim()) { | |
conversation.messages.pop(); | |
conversation.messages = [...conversation.messages]; | |
} | |
session = session; | |
} | |
if (error instanceof Error) { | |
if (error.message.includes("token seems invalid")) { | |
hfToken = ""; | |
localStorage.removeItem(hfTokenLocalStorageKey); | |
showTokenModal = true; | |
} | |
if (error.name !== "AbortError") { | |
alert("error: " + error.message); | |
} | |
} else { | |
alert("An unknown error occurred"); | |
} | |
} finally { | |
loading = false; | |
abortControllers = []; | |
} | |
} | |
function onKeydown(event: KeyboardEvent) { | |
if ((event.ctrlKey || event.metaKey) && event.key === "Enter") { | |
submit(); | |
} | |
} | |
function handleTokenSubmit(e: Event) { | |
const form = e.target as HTMLFormElement; | |
const formData = new FormData(form); | |
const submittedHfToken = (formData.get("hf-token") as string).trim() ?? ""; | |
const RE_HF_TOKEN = /\bhf_[a-zA-Z0-9]{34}\b/; | |
if (RE_HF_TOKEN.test(submittedHfToken)) { | |
hfToken = submittedHfToken; | |
if (storeLocallyHfToken) { | |
localStorage.setItem(hfTokenLocalStorageKey, JSON.stringify(hfToken)); | |
} | |
submit(); | |
showTokenModal = false; | |
} else { | |
alert("Please provide a valid HF token."); | |
} | |
} | |
function addCompareModel(modelId: ModelEntryWithTokenizer["id"]) { | |
const model = models.find(m => m.id === modelId); | |
if (!model || session.conversations.length === 2) { | |
return; | |
} | |
const newConversation = { ...JSON.parse(JSON.stringify(session.conversations[0])), model }; | |
session.conversations = [...session.conversations, newConversation]; | |
generationStats = [generationStats[0], { latency: 0, generatedTokensCount: 0 }]; | |
// update query param | |
const url = new URL($page.url); | |
const queryParamValue = `${session.conversations[0].model.id},${modelId}`; | |
url.searchParams.set("modelId", queryParamValue); | |
const parentOrigin = "https://huggingface.co"; | |
window.parent.postMessage({ queryString: `modelId=${queryParamValue}` }, parentOrigin); | |
goto(url.toString(), { replaceState: true }); | |
} | |
function removeCompareModal(conversationIdx: number) { | |
session.conversations.splice(conversationIdx, 1)[0]; | |
session = session; | |
generationStats.splice(conversationIdx, 1)[0]; | |
generationStats = generationStats; | |
// update query param | |
const url = new URL($page.url); | |
const queryParamValue = url.searchParams.get("modelId"); | |
if (queryParamValue) { | |
const modelIds = queryParamValue.split(",") as [string, string]; | |
const newQueryParamValue = conversationIdx === 1 ? modelIds[0] : modelIds[1]; | |
url.searchParams.set("modelId", newQueryParamValue); | |
const parentOrigin = "https://huggingface.co"; | |
window.parent.postMessage({ queryString: `modelId=${newQueryParamValue}` }, parentOrigin); | |
goto(url.toString(), { replaceState: true }); | |
} | |
} | |
onMount(() => { | |
const storedHfToken = localStorage.getItem(hfTokenLocalStorageKey); | |
if (storedHfToken !== null) { | |
hfToken = JSON.parse(storedHfToken); | |
} | |
}); | |
onDestroy(() => { | |
for (const abortController of abortControllers) { | |
abortController.abort(); | |
} | |
}); | |
</script> | |
{#if showTokenModal} | |
<HFTokenModal bind:storeLocallyHfToken on:close={() => (showTokenModal = false)} on:submit={handleTokenSubmit} /> | |
{/if} | |
<!-- svelte-ignore a11y-no-static-element-interactions --> | |
<div | |
class="w-dvh grid h-dvh divide-gray-200 overflow-hidden bg-gray-100/50 max-md:grid-rows-[120px,1fr] max-md:divide-y dark:divide-gray-800 dark:bg-gray-900 dark:text-gray-300 dark:[color-scheme:dark] {compareActive | |
? 'md:grid-cols-[clamp(220px,20%,350px),minmax(0,1fr)]' | |
: 'md:grid-cols-[clamp(220px,20%,350px),minmax(0,1fr),clamp(270px,25%,300px)]'}" | |
> | |
<div class="flex flex-col overflow-y-auto py-3 pr-3 max-md:pl-3"> | |
<div | |
class="relative flex flex-1 flex-col gap-6 overflow-y-hidden rounded-r-xl border-x border-y border-gray-200/80 bg-gradient-to-b from-white via-white p-3 shadow-sm max-md:rounded-xl dark:border-white/5 dark:from-gray-800/40 dark:via-gray-800/40" | |
class:pointer-events-none={!systemPromptSupported} | |
class:opacity-70={!systemPromptSupported} | |
> | |
<div class="pb-2 text-sm font-semibold uppercase">system</div> | |
<textarea | |
name="" | |
id="" | |
placeholder={systemPromptSupported | |
? "Enter a custom prompt" | |
: "System prompt is not supported with the chosen model."} | |
value={systemPromptSupported ? session.conversations[0].systemMessage.content : ""} | |
on:input={e => { | |
for (const conversation of session.conversations) { | |
conversation.systemMessage.content = e.currentTarget.value; | |
} | |
session = session; | |
}} | |
class="absolute inset-x-0 bottom-0 h-full resize-none bg-transparent px-3 pt-10 text-sm outline-none" | |
></textarea> | |
</div> | |
</div> | |
<div class="relative divide-y divide-gray-200 dark:divide-gray-800" on:keydown={onKeydown}> | |
<div | |
class="flex h-[calc(100dvh-5rem-120px)] divide-x divide-gray-200 *:w-full md:h-[calc(100dvh-5rem)] md:pt-3 dark:divide-gray-800" | |
> | |
{#each session.conversations as conversation, conversationIdx} | |
<div> | |
{#if compareActive} | |
<PlaygroundConversationHeader | |
{models} | |
{conversationIdx} | |
bind:conversation | |
on:close={() => removeCompareModal(conversationIdx)} | |
/> | |
{/if} | |
<PlaygroundConversation | |
{loading} | |
{conversation} | |
{viewCode} | |
{hfToken} | |
{compareActive} | |
on:addMessage={() => addMessage(conversationIdx)} | |
on:deleteMessage={e => deleteMessage(conversationIdx, e.detail)} | |
/> | |
</div> | |
{/each} | |
</div> | |
<div | |
class="fixed inset-x-0 bottom-0 flex h-20 items-center justify-center gap-2 overflow-hidden whitespace-nowrap px-3 md:absolute" | |
> | |
<div class="flex flex-1 justify-start gap-x-2"> | |
{#if !compareActive} | |
<button | |
type="button" | |
on:click={() => (viewSettings = !viewSettings)} | |
class="flex h-[39px] items-center gap-1 rounded-lg border border-gray-200 bg-white px-3 py-2.5 text-sm font-medium text-gray-900 hover:bg-gray-100 hover:text-blue-700 focus:z-10 focus:outline-none focus:ring-4 focus:ring-gray-100 md:hidden dark:border-gray-600 dark:bg-gray-800 dark:text-gray-400 dark:hover:bg-gray-700 dark:hover:text-white dark:focus:ring-gray-700" | |
> | |
<IconThrashcan classNames="text-black dark:text-white" /> | |
{!viewSettings ? "Settings" : "Hide Settings"} | |
</button> | |
{/if} | |
<button | |
type="button" | |
on:click={reset} | |
class="flex size-[39px] flex-none items-center justify-center rounded-lg border border-gray-200 bg-white text-sm font-medium text-gray-900 hover:bg-gray-100 hover:text-blue-700 focus:z-10 focus:outline-none focus:ring-4 focus:ring-gray-100 dark:border-gray-600 dark:bg-gray-800 dark:text-gray-400 dark:hover:bg-gray-700 dark:hover:text-white dark:focus:ring-gray-700" | |
> | |
<IconDelete /> | |
</button> | |
</div> | |
<div class="flex flex-1 flex-shrink-0 items-center justify-center gap-x-8 text-center text-sm text-gray-500"> | |
{#each generationStats as { latency, generatedTokensCount }} | |
<span class="max-xl:hidden">{generatedTokensCount} tokens · Latency {latency}ms</span> | |
{/each} | |
</div> | |
<div class="flex flex-1 justify-end gap-x-2"> | |
<button | |
type="button" | |
on:click={() => (viewCode = !viewCode)} | |
class="flex h-[39px] items-center gap-2 rounded-lg border border-gray-200 bg-white px-3 py-2.5 text-sm font-medium text-gray-900 hover:bg-gray-100 hover:text-blue-700 focus:z-10 focus:outline-none focus:ring-4 focus:ring-gray-100 dark:border-gray-600 dark:bg-gray-800 dark:text-gray-400 dark:hover:bg-gray-700 dark:hover:text-white dark:focus:ring-gray-700" | |
> | |
<IconCode /> | |
{!viewCode ? "View Code" : "Hide Code"}</button | |
> | |
<button | |
on:click={() => { | |
viewCode = false; | |
loading ? abort() : submit(); | |
}} | |
type="button" | |
class="flex h-[39px] w-24 items-center justify-center gap-2 rounded-lg px-5 py-2.5 text-sm font-medium text-white focus:outline-none focus:ring-4 focus:ring-gray-300 dark:border-gray-700 dark:focus:ring-gray-700 {loading | |
? 'bg-red-900 hover:bg-red-800 dark:bg-red-600 dark:hover:bg-red-700' | |
: 'bg-black hover:bg-gray-900 dark:bg-blue-600 dark:hover:bg-blue-700'}" | |
> | |
{#if loading} | |
<div class="flex flex-none items-center gap-[3px]"> | |
<span class="mr-2"> | |
{#if session.conversations[0].streaming || session.conversations[1]?.streaming} | |
Stop | |
{:else} | |
Cancel | |
{/if} | |
</span> | |
<div | |
class="h-1 w-1 flex-none animate-bounce rounded-full bg-gray-500 dark:bg-gray-100" | |
style="animation-delay: 0.25s;" | |
/> | |
<div | |
class="h-1 w-1 flex-none animate-bounce rounded-full bg-gray-500 dark:bg-gray-100" | |
style="animation-delay: 0.5s;" | |
/> | |
<div | |
class="h-1 w-1 flex-none animate-bounce rounded-full bg-gray-500 dark:bg-gray-100" | |
style="animation-delay: 0.75s;" | |
/> | |
</div> | |
{:else} | |
Run <span | |
class="inline-flex gap-0.5 rounded border border-white/20 bg-white/10 px-0.5 text-xs text-white/70" | |
>⌘<span class="translate-y-px">↵</span></span | |
> | |
{/if} | |
</button> | |
</div> | |
</div> | |
</div> | |
{#if !compareActive} | |
<div class="flex flex-col p-3 {viewSettings ? 'max-md:fixed' : 'max-md:hidden'} max-md:inset-x-0 max-md:bottom-20"> | |
<div | |
class="flex flex-1 flex-col gap-6 overflow-y-hidden rounded-xl border border-gray-200/80 bg-white bg-gradient-to-b from-white via-white p-3 shadow-sm dark:border-white/5 dark:bg-gray-900 dark:from-gray-800/40 dark:via-gray-800/40" | |
> | |
<div class="flex flex-col gap-2"> | |
<ModelSelector {models} bind:conversation={session.conversations[0]} /> | |
<div class="flex items-center justify-between gap-2 whitespace-nowrap px-2 text-xs"> | |
<button | |
class="flex items-center gap-0.5 text-gray-500 hover:text-gray-700 dark:hover:text-gray-400" | |
on:click={() => (selectCompareModelOpen = true)} | |
> | |
<IconCompare /> | |
Compare | |
</button> | |
<a | |
href="https://huggingface.co/{session.conversations[0].model.id}" | |
target="_blank" | |
class="flex items-center gap-0.5 text-gray-500 hover:text-gray-700 dark:hover:text-gray-400" | |
> | |
<svg xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewBox="0 0 32 32" | |
><path fill="currentColor" d="M10 6v2h12.59L6 24.59L7.41 26L24 9.41V22h2V6H10z" /></svg | |
> | |
Model page | |
</a> | |
</div> | |
</div> | |
<GenerationConfig bind:conversation={session.conversations[0]} /> | |
{#if hfToken} | |
<button | |
on:click={resetToken} | |
class="mt-auto flex items-center gap-1 self-end text-sm text-gray-500 underline decoration-gray-300 hover:text-gray-800 dark:text-gray-400 dark:decoration-gray-600 dark:hover:text-gray-200" | |
><svg xmlns="http://www.w3.org/2000/svg" class="text-xs" width="1em" height="1em" viewBox="0 0 32 32" | |
><path | |
fill="currentColor" | |
d="M23.216 4H26V2h-7v6h2V5.096A11.96 11.96 0 0 1 28 16c0 6.617-5.383 12-12 12v2c7.72 0 14-6.28 14-14c0-5.009-2.632-9.512-6.784-12" | |
/><path fill="currentColor" d="M16 20a1.5 1.5 0 1 0 0 3a1.5 1.5 0 0 0 0-3M15 9h2v9h-2z" /><path | |
fill="currentColor" | |
d="M16 4V2C8.28 2 2 8.28 2 16c0 4.977 2.607 9.494 6.784 12H6v2h7v-6h-2v2.903A11.97 11.97 0 0 1 4 16C4 9.383 9.383 4 16 4" | |
/></svg | |
> | |
Reset token</button | |
> | |
{/if} | |
<div class="mt-auto hidden"> | |
<div class="mb-3 flex items-center justify-between gap-2"> | |
<label for="default-range" class="block text-sm font-medium text-gray-900 dark:text-white">API Quota</label> | |
<span | |
class="rounded bg-gray-100 px-1.5 py-0.5 text-xs font-medium text-gray-800 dark:bg-gray-700 dark:text-gray-300" | |
>Free</span | |
> | |
<div class="ml-auto w-12 text-right text-sm">76%</div> | |
</div> | |
<div class="h-2 w-full rounded-full bg-gray-200 dark:bg-gray-700"> | |
<div class="h-2 rounded-full bg-black dark:bg-gray-400" style="width: 75%"></div> | |
</div> | |
</div> | |
</div> | |
</div> | |
{/if} | |
</div> | |
<a | |
target="_blank" | |
href="https://huggingface.co/spaces/huggingface/inference-playground/discussions/1" | |
class="absolute bottom-6 left-4 flex items-center gap-1 text-sm text-gray-500 underline decoration-gray-300 hover:text-gray-800 max-md:hidden dark:text-gray-400 dark:decoration-gray-600 dark:hover:text-gray-200" | |
> | |
<IconInfo classNames="text-xs" /> | |
Give feedback | |
</a> | |
{#if selectCompareModelOpen} | |
<ModelSelectorModal | |
{models} | |
conversation={session.conversations[0]} | |
on:modelSelected={e => addCompareModel(e.detail)} | |
on:close={() => (selectCompareModelOpen = false)} | |
/> | |
{/if} | |