Fetch compatible models & their tokenizer files server side (#25)
Browse files
src/lib/components/InferencePlayground/InferencePlayground.svelte
CHANGED
@@ -9,11 +9,11 @@
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import PlaygroundTokenModal from './InferencePlaygroundHFTokenModal.svelte';
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import PlaygroundModelSelector from './InferencePlaygroundModelSelector.svelte';
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import Conversation from './InferencePlaygroundConversation.svelte';
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import {
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import { type ModelEntry } from '@huggingface/hub';
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import { type ChatCompletionInputMessage } from '@huggingface/tasks';
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let
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const startMessages: ChatCompletionInputMessage[] = [{ role: 'user', content: '' }];
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@@ -40,21 +40,10 @@
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let abortControllers: AbortController[] = [];
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let waitForNonStreaming = true;
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(
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'https://huggingface.co/api/models?pipeline_tag=text-generation&inference=Warm&filter=conversational'
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);
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compatibleModels = (await res.json()) as ModelEntry[];
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compatibleModels.sort((a, b) => a.id.toLowerCase().localeCompare(b.id.toLowerCase()));
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})();
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return () => {
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for (const abortController of abortControllers) {
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abortController.abort();
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}
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};
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});
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function addMessage() {
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@@ -366,7 +355,10 @@
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<div
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class="flex flex-1 flex-col gap-6 overflow-y-hidden rounded-xl border border-gray-200/80 bg-gradient-to-b from-white via-white p-3 shadow-sm dark:border-white/5 dark:from-gray-800/40 dark:via-gray-800/40"
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>
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<PlaygroundModelSelector
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<div
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class="group relative -mt-4 flex h-[26px] w-full items-center justify-center gap-2 rounded-lg bg-black px-5 text-sm text-white hover:bg-gray-900 focus:outline-none focus:ring-4 focus:ring-gray-300 dark:border-gray-700 dark:bg-blue-600 dark:hover:bg-blue-700 dark:focus:ring-gray-700"
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>
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@@ -400,7 +392,7 @@
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];
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}}
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>
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{#each
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<option value={model.id}>{model.id}</option>
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{/each}
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</select>
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import PlaygroundTokenModal from './InferencePlaygroundHFTokenModal.svelte';
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import PlaygroundModelSelector from './InferencePlaygroundModelSelector.svelte';
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import Conversation from './InferencePlaygroundConversation.svelte';
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import { onDestroy } from 'svelte';
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import { type ChatCompletionInputMessage } from '@huggingface/tasks';
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import type { ModelEntryWithTokenizer } from '$lib/types';
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export let models: ModelEntryWithTokenizer[];
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const startMessages: ChatCompletionInputMessage[] = [{ role: 'user', content: '' }];
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let abortControllers: AbortController[] = [];
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let waitForNonStreaming = true;
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onDestroy(() => {
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for (const abortController of abortControllers) {
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abortController.abort();
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}
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});
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function addMessage() {
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<div
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class="flex flex-1 flex-col gap-6 overflow-y-hidden rounded-xl border border-gray-200/80 bg-gradient-to-b from-white via-white p-3 shadow-sm dark:border-white/5 dark:from-gray-800/40 dark:via-gray-800/40"
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>
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<PlaygroundModelSelector
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compatibleModels={models}
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bind:currentModel={conversations[0].model}
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/>
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<div
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class="group relative -mt-4 flex h-[26px] w-full items-center justify-center gap-2 rounded-lg bg-black px-5 text-sm text-white hover:bg-gray-900 focus:outline-none focus:ring-4 focus:ring-gray-300 dark:border-gray-700 dark:bg-blue-600 dark:hover:bg-blue-700 dark:focus:ring-gray-700"
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>
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];
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}}
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>
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{#each models as model}
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<option value={model.id}>{model.id}</option>
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{/each}
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</select>
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src/lib/types/index.d.ts
CHANGED
@@ -16,3 +16,12 @@ type Conversation = {
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config: ModelConfig;
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messages: ChatCompletionInputMessage[];
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};
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config: ModelConfig;
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messages: ChatCompletionInputMessage[];
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};
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interface TokenizerConfig {
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chat_template?: string;
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model_max_length?: number;
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}
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export interface ModelEntryWithTokenizer extends ModelEntry {
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tokenizerConfig: TokenizerConfig;
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}
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src/routes/+page.server.ts
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@@ -0,0 +1,34 @@
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// src/routes/my-page/page.server.ts
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import type { ModelEntryWithTokenizer } from '$lib/types';
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import type { ModelEntry } from '@huggingface/hub';
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import type { PageServerLoad } from './$types';
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export const load: PageServerLoad = async ({ fetch }) => {
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const apiUrl =
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'https://huggingface.co/api/models?pipeline_tag=text-generation&inference=Warm&filter=conversational';
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const HF_TOKEN = import.meta.env.HF_TOKEN;
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const res = await fetch(apiUrl, {
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headers: {
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Authorization: `Bearer ${HF_TOKEN}`
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}
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});
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let compatibleModels: ModelEntry[] = await res.json();
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compatibleModels.sort((a, b) => a.id.toLowerCase().localeCompare(b.id.toLowerCase()));
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compatibleModels = compatibleModels.slice(0, 2);
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const promises = compatibleModels.map(async (model) => {
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const configUrl = `https://huggingface.co/${model.modelId}/raw/main/tokenizer_config.json`;
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const res = await fetch(configUrl, {
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headers: {
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Authorization: `Bearer ${HF_TOKEN}`
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}
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});
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const tokenizerConfig = await res.json();
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return { ...model, tokenizerConfig } satisfies ModelEntryWithTokenizer;
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});
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const models: ModelEntryWithTokenizer[] = await Promise.all(promises);
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return { models };
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};
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src/routes/+page.svelte
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@@ -1,5 +1,6 @@
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<script lang="ts">
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import InferencePlayground from '$lib/components/InferencePlayground/InferencePlayground.svelte';
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</script>
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<InferencePlayground />
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<script lang="ts">
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export let data;
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import InferencePlayground from '$lib/components/InferencePlayground/InferencePlayground.svelte';
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</script>
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<InferencePlayground models={data.models} />
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