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inference-playground
/
src
/lib
/components
/InferencePlayground
/InferencePlaygroundCodeSnippets.svelte
| <script lang="ts"> | |
| import hljs from 'highlight.js/lib/core'; | |
| import javascript from 'highlight.js/lib/languages/javascript'; | |
| import python from 'highlight.js/lib/languages/python'; | |
| import http from 'highlight.js/lib/languages/http'; | |
| import type { Conversation } from '$lib/types'; | |
| import IconCopyCode from '../Icons/IconCopyCode.svelte'; | |
| import { onDestroy } from 'svelte'; | |
| hljs.registerLanguage('javascript', javascript); | |
| hljs.registerLanguage('python', python); | |
| hljs.registerLanguage('http', http); | |
| export let conversation: Conversation; | |
| const lanuages = ['javascript', 'python', 'http']; | |
| type Language = (typeof lanuages)[number]; | |
| const labelsByLanguage: Record<Language, string> = { | |
| javascript: 'JavaScript', | |
| python: 'Python', | |
| http: 'Curl' | |
| }; | |
| interface Snippet { | |
| label: string; | |
| code: string; | |
| language?: Language; | |
| } | |
| $: snippetsByLanguage = { | |
| javascript: getJavascriptSnippets(conversation), | |
| python: getPythonSnippets(conversation), | |
| http: getHttpSnippets(conversation) | |
| }; | |
| let selectedLanguage: Language = 'javascript'; | |
| let timeout: ReturnType<typeof setTimeout>; | |
| function getMessages() { | |
| const placeholder = [{ role: 'user', content: 'Tell me a story' }]; | |
| let messages = conversation.messages; | |
| if (messages.length === 1 && messages[0].role === 'user' && !messages[0].content) { | |
| messages = placeholder; | |
| } | |
| return messages; | |
| } | |
| function highlight(code: string, language: Language) { | |
| return hljs.highlight(code, { language }).value; | |
| } | |
| function getJavascriptSnippets(conversation: Conversation) { | |
| const formattedMessages = ({ sep, start, end }) => | |
| start + | |
| getMessages() | |
| .map(({ role, content }) => `{ role: "${role}", content: "${content}" }`) | |
| .join(sep) + | |
| end; | |
| const formattedConfig = ({ sep, start, end }) => | |
| start + | |
| Object.entries(conversation.config) | |
| .map(([key, val]) => `${key}: ${val}`) | |
| .join(sep) + | |
| end; | |
| const snippets: Snippet[] = []; | |
| snippets.push({ | |
| label: 'Install @huggingface/inference', | |
| language: 'http', | |
| code: `npm install --save @huggingface/inference` | |
| }); | |
| if (conversation.streaming) { | |
| snippets.push({ | |
| label: 'Streaming API', | |
| code: `import { HfInference } from "@huggingface/inference" | |
| const inference = new HfInference("your HF token") | |
| let out = ""; | |
| for await (const chunk of inference.chatCompletionStream({ | |
| model: "${conversation.model.id}", | |
| messages: ${formattedMessages({ sep: ',\n ', start: '[\n ', end: '\n ]' })}, | |
| ${formattedConfig({ sep: ',\n ', start: '', end: '' })}, | |
| seed: 0, | |
| })) { | |
| if (chunk.choices && chunk.choices.length > 0) { | |
| const newContent = chunk.choices[0].delta.content; | |
| out += newContent; | |
| console.clear(); | |
| console.log(out); | |
| } | |
| }` | |
| }); | |
| } else { | |
| // non-streaming | |
| snippets.push({ | |
| label: 'Non-Streaming API', | |
| code: `import { HfInference } from '@huggingface/inference' | |
| const inference = new HfInference("your access token") | |
| const out = await inference.chatCompletion({ | |
| model: "${conversation.model.id}", | |
| messages: ${formattedMessages({ sep: ',\n ', start: '[\n ', end: '\n ]' })}, | |
| ${formattedConfig({ sep: ',\n ', start: '', end: '' })}, | |
| seed: 0, | |
| }); | |
| console.log(out.choices[0].message);` | |
| }); | |
| } | |
| return snippets; | |
| } | |
| function getPythonSnippets(conversation: Conversation) { | |
| const formattedMessages = ({ sep, start, end }) => | |
| start + | |
| getMessages() | |
| .map(({ role, content }) => `{ "role": "${role}", "content": "${content}" }`) | |
| .join(sep) + | |
| end; | |
| const formattedConfig = ({ sep, start, end }) => | |
| start + | |
| Object.entries(conversation.config) | |
| .map(([key, val]) => `${key}: ${val}`) | |
| .join(sep) + | |
| end; | |
| const snippets: Snippet[] = []; | |
| snippets.push({ | |
| label: 'Install huggingface_hub', | |
| language: 'http', | |
| code: `pip install huggingface_hub` | |
| }); | |
| if (conversation.streaming) { | |
| snippets.push({ | |
| label: 'Streaming API', | |
| code: `from huggingface_hub import InferenceClient | |
| model_id="${conversation.model.id}" | |
| hf_token = "your HF token" | |
| inference_client = InferenceClient(model_id, token=hf_token) | |
| output = "" | |
| messages = ${formattedMessages({ sep: ',\n ', start: `[\n `, end: `\n]` })} | |
| for token in client.chat_completion(messages, stream=True, ${formattedConfig({ sep: ', ', start: '', end: '' })}): | |
| new_content = token.choices[0].delta.content | |
| print(new_content, end="") | |
| output += new_content` | |
| }); | |
| } else { | |
| // non-streaming | |
| snippets.push({ | |
| label: 'Non-Streaming API', | |
| code: `from huggingface_hub import InferenceClient | |
| model_id="${conversation.model.id}" | |
| hf_token = "your HF token" | |
| inference_client = InferenceClient(model_id, token=hf_token) | |
| messages = ${formattedMessages({ sep: ',\n ', start: `[\n `, end: `\n]` })} | |
| output = inference_client.chat_completion(messages, ${formattedConfig({ sep: ', ', start: '', end: '' })}) | |
| print(output.choices[0].message)` | |
| }); | |
| } | |
| return snippets; | |
| } | |
| function getHttpSnippets(conversation: Conversation) { | |
| const formattedMessages = ({ sep, start, end }) => | |
| start + | |
| getMessages() | |
| .map(({ role, content }) => `{ "role": "${role}", "content": "${content}" }`) | |
| .join(sep) + | |
| end; | |
| const formattedConfig = ({ sep, start, end }) => | |
| start + | |
| Object.entries(conversation.config) | |
| .map(([key, val]) => `"${key}": ${val}`) | |
| .join(sep) + | |
| end; | |
| const snippets: Snippet[] = []; | |
| if (conversation.streaming) { | |
| snippets.push({ | |
| label: 'Streaming API', | |
| code: `curl 'https://api-inference.huggingface.co/models/${conversation.model.id}/v1/chat/completions' \\ | |
| --header "Authorization: Bearer {YOUR_HF_TOKEN}" \\ | |
| --header 'Content-Type: application/json' \\ | |
| --data '{ | |
| "model": "meta-llama/Meta-Llama-3-8B-Instruct", | |
| "messages": ${formattedMessages({ sep: ',\n ', start: `[\n `, end: `\n]` })}, | |
| ${formattedConfig({ sep: ',\n ', start: '', end: '' })}, | |
| "stream": true | |
| }'` | |
| }); | |
| } else { | |
| // non-streaming | |
| snippets.push({ | |
| label: 'Non-Streaming API', | |
| code: `curl 'https://api-inference.huggingface.co/models/${conversation.model.id}/v1/chat/completions' \\ | |
| --header "Authorization: Bearer {YOUR_HF_TOKEN}" \\ | |
| --header 'Content-Type: application/json' \\ | |
| --data '{ | |
| "model": "meta-llama/Meta-Llama-3-8B-Instruct", | |
| "messages": ${formattedMessages({ sep: ',\n ', start: `[\n `, end: `\n]` })}, | |
| ${formattedConfig({ sep: ',\n ', start: '', end: '' })} | |
| }'` | |
| }); | |
| } | |
| return snippets; | |
| } | |
| onDestroy(() => { | |
| if (timeout) { | |
| clearTimeout(timeout); | |
| } | |
| }); | |
| </script> | |
| <div class="px-2 pt-2"> | |
| <div | |
| class="border-b border-gray-200 text-center text-sm font-medium text-gray-500 dark:border-gray-700 dark:text-gray-400" | |
| > | |
| <ul class="-mb-px flex flex-wrap"> | |
| {#each Object.entries(labelsByLanguage) as [language, label]} | |
| <li> | |
| <button | |
| on:click={() => (selectedLanguage = language)} | |
| class="inline-block rounded-t-lg border-b-2 p-4 {language === selectedLanguage | |
| ? 'border-black text-black dark:border-blue-500 dark:text-blue-500' | |
| : 'border-transparent hover:border-gray-300 hover:text-gray-600 dark:hover:text-gray-300'}" | |
| aria-current="page">{label}</button | |
| > | |
| </li> | |
| {/each} | |
| </ul> | |
| </div> | |
| {#each snippetsByLanguage[selectedLanguage] as { label, code, language }} | |
| <div class="flex items-center justify-between px-4 pb-4 pt-6"> | |
| <h2 class="font-semibold">{label}</h2> | |
| <button | |
| class="flex items-center gap-x-1.5 rounded-md bg-gray-200 px-1.5 py-0.5 text-sm transition dark:bg-gray-950" | |
| on:click={(e) => { | |
| const el = e.currentTarget; | |
| el.classList.add('text-green-500'); | |
| navigator.clipboard.writeText(code); | |
| if (timeout) { | |
| clearTimeout(timeout); | |
| } | |
| timeout = setTimeout(() => { | |
| el.classList.remove('text-green-500'); | |
| }, 1000); | |
| }} | |
| > | |
| <IconCopyCode /> Copy code | |
| </button> | |
| </div> | |
| <pre | |
| class="overflow-x-auto rounded-lg border border-gray-200/80 bg-white px-4 py-6 text-sm shadow-sm dark:border-gray-800 dark:bg-gray-800/50">{@html highlight( | |
| code, | |
| language ?? selectedLanguage | |
| )}</pre> | |
| {/each} | |
| </div> | |