Merge pull request #1002 from open-webui/playground

feat: playground
This commit is contained in:
Timothy Jaeryang Baek 2024-03-02 21:36:00 -05:00 committed by GitHub
commit 9694c6569f
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GPG key ID: B5690EEEBB952194
9 changed files with 679 additions and 28 deletions

View file

@ -11,7 +11,7 @@ from pydantic import BaseModel
from apps.web.models.users import Users
from constants import ERROR_MESSAGES
from utils.utils import decode_token, get_current_user, get_admin_user
from config import OLLAMA_API_BASE_URL, WEBUI_AUTH
from config import OLLAMA_BASE_URL, WEBUI_AUTH
app = FastAPI()
app.add_middleware(
@ -22,7 +22,7 @@ app.add_middleware(
allow_headers=["*"],
)
app.state.OLLAMA_API_BASE_URL = OLLAMA_API_BASE_URL
app.state.OLLAMA_BASE_URL = OLLAMA_BASE_URL
# TARGET_SERVER_URL = OLLAMA_API_BASE_URL
@ -32,7 +32,7 @@ REQUEST_POOL = []
@app.get("/url")
async def get_ollama_api_url(user=Depends(get_admin_user)):
return {"OLLAMA_API_BASE_URL": app.state.OLLAMA_API_BASE_URL}
return {"OLLAMA_BASE_URL": app.state.OLLAMA_BASE_URL}
class UrlUpdateForm(BaseModel):
@ -41,8 +41,8 @@ class UrlUpdateForm(BaseModel):
@app.post("/url/update")
async def update_ollama_api_url(form_data: UrlUpdateForm, user=Depends(get_admin_user)):
app.state.OLLAMA_API_BASE_URL = form_data.url
return {"OLLAMA_API_BASE_URL": app.state.OLLAMA_API_BASE_URL}
app.state.OLLAMA_BASE_URL = form_data.url
return {"OLLAMA_BASE_URL": app.state.OLLAMA_BASE_URL}
@app.get("/cancel/{request_id}")
@ -57,7 +57,7 @@ async def cancel_ollama_request(request_id: str, user=Depends(get_current_user))
@app.api_route("/{path:path}", methods=["GET", "POST", "PUT", "DELETE"])
async def proxy(path: str, request: Request, user=Depends(get_current_user)):
target_url = f"{app.state.OLLAMA_API_BASE_URL}/{path}"
target_url = f"{app.state.OLLAMA_BASE_URL}/{path}"
body = await request.body()
headers = dict(request.headers)
@ -91,7 +91,13 @@ async def proxy(path: str, request: Request, user=Depends(get_current_user)):
def stream_content():
try:
if path in ["chat"]:
if path == "generate":
data = json.loads(body.decode("utf-8"))
if not ("stream" in data and data["stream"] == False):
yield json.dumps({"id": request_id, "done": False}) + "\n"
elif path == "chat":
yield json.dumps({"id": request_id, "done": False}) + "\n"
for chunk in r.iter_content(chunk_size=8192):
@ -103,6 +109,7 @@ async def proxy(path: str, request: Request, user=Depends(get_current_user)):
finally:
if hasattr(r, "close"):
r.close()
if request_id in REQUEST_POOL:
REQUEST_POOL.remove(request_id)
r = requests.request(

View file

@ -211,6 +211,17 @@ if ENV == "prod":
if OLLAMA_API_BASE_URL == "/ollama/api":
OLLAMA_API_BASE_URL = "http://host.docker.internal:11434/api"
OLLAMA_BASE_URL = os.environ.get("OLLAMA_BASE_URL", "")
if OLLAMA_BASE_URL == "":
OLLAMA_BASE_URL = (
OLLAMA_API_BASE_URL[:-4]
if OLLAMA_API_BASE_URL.endswith("/api")
else OLLAMA_API_BASE_URL
)
####################################
# OPENAI_API
####################################

View file

@ -29,7 +29,7 @@ export const getOllamaAPIUrl = async (token: string = '') => {
throw error;
}
return res.OLLAMA_API_BASE_URL;
return res.OLLAMA_BASE_URL;
};
export const updateOllamaAPIUrl = async (token: string = '', url: string) => {
@ -64,13 +64,13 @@ export const updateOllamaAPIUrl = async (token: string = '', url: string) => {
throw error;
}
return res.OLLAMA_API_BASE_URL;
return res.OLLAMA_BASE_URL;
};
export const getOllamaVersion = async (token: string = '') => {
let error = null;
const res = await fetch(`${OLLAMA_API_BASE_URL}/version`, {
const res = await fetch(`${OLLAMA_API_BASE_URL}/api/version`, {
method: 'GET',
headers: {
Accept: 'application/json',
@ -102,7 +102,7 @@ export const getOllamaVersion = async (token: string = '') => {
export const getOllamaModels = async (token: string = '') => {
let error = null;
const res = await fetch(`${OLLAMA_API_BASE_URL}/tags`, {
const res = await fetch(`${OLLAMA_API_BASE_URL}/api/tags`, {
method: 'GET',
headers: {
Accept: 'application/json',
@ -148,7 +148,7 @@ export const generateTitle = async (
console.log(template);
const res = await fetch(`${OLLAMA_API_BASE_URL}/generate`, {
const res = await fetch(`${OLLAMA_API_BASE_URL}/api/generate`, {
method: 'POST',
headers: {
'Content-Type': 'text/event-stream',
@ -186,7 +186,7 @@ export const generatePrompt = async (token: string = '', model: string, conversa
conversation = '[no existing conversation]';
}
const res = await fetch(`${OLLAMA_API_BASE_URL}/generate`, {
const res = await fetch(`${OLLAMA_API_BASE_URL}/api/generate`, {
method: 'POST',
headers: {
'Content-Type': 'text/event-stream',
@ -217,11 +217,37 @@ export const generatePrompt = async (token: string = '', model: string, conversa
return res;
};
export const generateTextCompletion = async (token: string = '', model: string, text: string) => {
let error = null;
const res = await fetch(`${OLLAMA_API_BASE_URL}/api/generate`, {
method: 'POST',
headers: {
'Content-Type': 'text/event-stream',
Authorization: `Bearer ${token}`
},
body: JSON.stringify({
model: model,
prompt: text,
stream: true
})
}).catch((err) => {
error = err;
return null;
});
if (error) {
throw error;
}
return res;
};
export const generateChatCompletion = async (token: string = '', body: object) => {
let controller = new AbortController();
let error = null;
const res = await fetch(`${OLLAMA_API_BASE_URL}/chat`, {
const res = await fetch(`${OLLAMA_API_BASE_URL}/api/chat`, {
signal: controller.signal,
method: 'POST',
headers: {
@ -265,7 +291,7 @@ export const cancelChatCompletion = async (token: string = '', requestId: string
export const createModel = async (token: string, tagName: string, content: string) => {
let error = null;
const res = await fetch(`${OLLAMA_API_BASE_URL}/create`, {
const res = await fetch(`${OLLAMA_API_BASE_URL}/api/create`, {
method: 'POST',
headers: {
'Content-Type': 'text/event-stream',
@ -290,7 +316,7 @@ export const createModel = async (token: string, tagName: string, content: strin
export const deleteModel = async (token: string, tagName: string) => {
let error = null;
const res = await fetch(`${OLLAMA_API_BASE_URL}/delete`, {
const res = await fetch(`${OLLAMA_API_BASE_URL}/api/delete`, {
method: 'DELETE',
headers: {
'Content-Type': 'text/event-stream',
@ -324,7 +350,7 @@ export const deleteModel = async (token: string, tagName: string) => {
export const pullModel = async (token: string, tagName: string) => {
let error = null;
const res = await fetch(`${OLLAMA_API_BASE_URL}/pull`, {
const res = await fetch(`${OLLAMA_API_BASE_URL}/api/pull`, {
method: 'POST',
headers: {
'Content-Type': 'text/event-stream',

View file

@ -79,6 +79,9 @@
throw data;
}
if ('id' in data) {
console.log(data);
} else {
if (data.done == false) {
if (prompt == '' && data.response == '\n') {
continue;
@ -91,6 +94,7 @@
}
}
}
}
} catch (error) {
console.log(error);
if ('detail' in error) {

View file

@ -114,12 +114,12 @@
<hr class=" dark:border-gray-700" />
<div>
<div class=" mb-2.5 text-sm font-medium">Ollama API URL</div>
<div class=" mb-2.5 text-sm font-medium">Ollama Base URL</div>
<div class="flex w-full">
<div class="flex-1 mr-2">
<input
class="w-full rounded py-2 px-4 text-sm dark:text-gray-300 dark:bg-gray-800 outline-none"
placeholder="Enter URL (e.g. http://localhost:11434/api)"
placeholder="Enter URL (e.g. http://localhost:11434)"
bind:value={API_BASE_URL}
/>
</div>

View file

@ -594,6 +594,32 @@
</div>
<div class=" self-center font-medium">Admin Panel</div>
</button>
<button
class="flex py-2.5 px-3.5 w-full hover:bg-gray-800 transition"
on:click={() => {
goto('/playground');
showDropdown = false;
}}
>
<div class=" self-center mr-3">
<svg
xmlns="http://www.w3.org/2000/svg"
fill="none"
viewBox="0 0 24 24"
stroke-width="1.5"
stroke="currentColor"
class="w-5 h-5"
>
<path
stroke-linecap="round"
stroke-linejoin="round"
d="m6.75 7.5 3 2.25-3 2.25m4.5 0h3m-9 8.25h13.5A2.25 2.25 0 0 0 21 18V6a2.25 2.25 0 0 0-2.25-2.25H5.25A2.25 2.25 0 0 0 3 6v12a2.25 2.25 0 0 0 2.25 2.25Z"
/>
</svg>
</div>
<div class=" self-center font-medium">Playground</div>
</button>
{/if}
<button

View file

@ -0,0 +1,105 @@
<script lang="ts">
import { onMount } from 'svelte';
export let messages = [];
onMount(() => {
messages.forEach((message, idx) => {
let textareaElement = document.getElementById(`${message.role}-${idx}-textarea`);
textareaElement.style.height = '';
textareaElement.style.height = textareaElement.scrollHeight + 'px';
});
});
</script>
<div class="py-3 space-y-3">
{#each messages as message, idx}
<div class="flex gap-2 group">
<div class="flex items-start pt-1">
<button
class="px-2 py-1 text-sm font-semibold uppercase min-w-[6rem] text-left dark:group-hover:bg-gray-800 rounded-lg transition"
on:click={() => {
message.role = message.role === 'user' ? 'assistant' : 'user';
}}>{message.role}</button
>
</div>
<div class="flex-1">
<textarea
id="{message.role}-{idx}-textarea"
class="w-full bg-transparent outline-none rounded-lg p-2 text-sm resize-none overflow-hidden"
placeholder="Enter {message.role === 'user' ? 'a user' : 'an assistant'} message here"
rows="1"
on:input={(e) => {
e.target.style.height = '';
e.target.style.height = e.target.scrollHeight + 'px';
}}
on:focus={(e) => {
e.target.style.height = '';
e.target.style.height = e.target.scrollHeight + 'px';
// e.target.style.height = Math.min(e.target.scrollHeight, 200) + 'px';
}}
bind:value={message.content}
/>
</div>
<div class=" pt-1">
<button
class=" group-hover:text-gray-500 dark:text-gray-900 dark:hover:text-gray-300 transition"
on:click={() => {
messages = messages.filter((message, messageIdx) => messageIdx !== idx);
}}
>
<svg
xmlns="http://www.w3.org/2000/svg"
fill="none"
viewBox="0 0 24 24"
stroke-width="2"
stroke="currentColor"
class="w-5 h-5"
>
<path
stroke-linecap="round"
stroke-linejoin="round"
d="M15 12H9m12 0a9 9 0 1 1-18 0 9 9 0 0 1 18 0Z"
/>
</svg>
</button>
</div>
</div>
<hr class=" dark:border-gray-800" />
{/each}
<button
class="flex items-center gap-2 px-2 py-1"
on:click={() => {
console.log(messages.at(-1));
messages.push({
role: (messages.at(-1)?.role ?? 'assistant') === 'user' ? 'assistant' : 'user',
content: ''
});
messages = messages;
}}
>
<div>
<svg
xmlns="http://www.w3.org/2000/svg"
fill="none"
viewBox="0 0 24 24"
stroke-width="1.5"
stroke="currentColor"
class="w-5 h-5"
>
<path
stroke-linecap="round"
stroke-linejoin="round"
d="M12 9v6m3-3H9m12 0a9 9 0 1 1-18 0 9 9 0 0 1 18 0Z"
/>
</svg>
</div>
<div class=" text-sm font-medium">Add message</div>
</button>
</div>

View file

@ -0,0 +1,472 @@
<script>
import { goto } from '$app/navigation';
import { onMount, tick } from 'svelte';
import { toast } from 'svelte-sonner';
import {
LITELLM_API_BASE_URL,
OLLAMA_API_BASE_URL,
OPENAI_API_BASE_URL,
WEBUI_API_BASE_URL
} from '$lib/constants';
import { WEBUI_NAME, config, user, models, settings } from '$lib/stores';
import { cancelChatCompletion, generateChatCompletion } from '$lib/apis/ollama';
import { generateOpenAIChatCompletion } from '$lib/apis/openai';
import { splitStream } from '$lib/utils';
import ChatCompletion from '$lib/components/playground/ChatCompletion.svelte';
let mode = 'chat';
let loaded = false;
let text = '';
let selectedModelId = '';
let loading = false;
let currentRequestId;
let stopResponseFlag = false;
let system = '';
let messages = [
{
role: 'user',
content: ''
}
];
const scrollToBottom = () => {
let element;
if (mode === 'chat') {
element = document.getElementById('messages-container');
} else {
element = document.getElementById('text-completion-textarea');
}
if (element) {
element.scrollTop = element?.scrollHeight;
}
};
// const cancelHandler = async () => {
// if (currentRequestId) {
// const res = await cancelChatCompletion(localStorage.token, currentRequestId);
// currentRequestId = null;
// loading = false;
// }
// };
const stopResponse = () => {
stopResponseFlag = true;
console.log('stopResponse');
};
const textCompletionHandler = async () => {
const model = $models.find((model) => model.id === selectedModelId);
const res = await generateOpenAIChatCompletion(
localStorage.token,
{
model: model.id,
stream: true,
messages: [
{
role: 'assistant',
content: text
}
]
},
model.external
? model.source === 'litellm'
? `${LITELLM_API_BASE_URL}/v1`
: `${OPENAI_API_BASE_URL}`
: `${OLLAMA_API_BASE_URL}/v1`
);
if (res && res.ok) {
const reader = res.body
.pipeThrough(new TextDecoderStream())
.pipeThrough(splitStream('\n'))
.getReader();
while (true) {
const { value, done } = await reader.read();
if (done || stopResponseFlag) {
currentRequestId = null;
break;
}
try {
let lines = value.split('\n');
for (const line of lines) {
if (line !== '') {
if (line === 'data: [DONE]') {
// responseMessage.done = true;
console.log('done');
} else {
let data = JSON.parse(line.replace(/^data: /, ''));
console.log(data);
text += data.choices[0].delta.content ?? '';
}
}
}
} catch (error) {
console.log(error);
}
scrollToBottom();
}
}
};
const chatCompletionHandler = async () => {
const model = $models.find((model) => model.id === selectedModelId);
const res = await generateOpenAIChatCompletion(
localStorage.token,
{
model: model.id,
stream: true,
messages: [
system
? {
role: 'system',
content: system
}
: undefined,
...messages
].filter((message) => message)
},
model.external
? model.source === 'litellm'
? `${LITELLM_API_BASE_URL}/v1`
: `${OPENAI_API_BASE_URL}`
: `${OLLAMA_API_BASE_URL}/v1`
);
// const [res, controller] = await generateChatCompletion(localStorage.token, {
// model: selectedModelId,
// messages: [
// {
// role: 'assistant',
// content: text
// }
// ]
// });
let responseMessage;
if (messages.at(-1)?.role === 'assistant') {
responseMessage = messages.at(-1);
} else {
responseMessage = {
role: 'assistant',
content: ''
};
messages.push(responseMessage);
messages = messages;
}
await tick();
const textareaElement = document.getElementById(`assistant-${messages.length - 1}-textarea`);
if (res && res.ok) {
const reader = res.body
.pipeThrough(new TextDecoderStream())
.pipeThrough(splitStream('\n'))
.getReader();
while (true) {
const { value, done } = await reader.read();
if (done || stopResponseFlag) {
break;
}
try {
let lines = value.split('\n');
for (const line of lines) {
if (line !== '') {
console.log(line);
if (line === 'data: [DONE]') {
// responseMessage.done = true;
messages = messages;
} else {
let data = JSON.parse(line.replace(/^data: /, ''));
console.log(data);
if (responseMessage.content == '' && data.choices[0].delta.content == '\n') {
continue;
} else {
textareaElement.style.height = textareaElement.scrollHeight + 'px';
responseMessage.content += data.choices[0].delta.content ?? '';
messages = messages;
textareaElement.style.height = textareaElement.scrollHeight + 'px';
await tick();
}
}
}
}
} catch (error) {
console.log(error);
}
scrollToBottom();
}
// while (true) {
// const { value, done } = await reader.read();
// if (done || stopResponseFlag) {
// if (stopResponseFlag) {
// await cancelChatCompletion(localStorage.token, currentRequestId);
// }
// currentRequestId = null;
// break;
// }
// try {
// let lines = value.split('\n');
// for (const line of lines) {
// if (line !== '') {
// console.log(line);
// let data = JSON.parse(line);
// if ('detail' in data) {
// throw data;
// }
// if ('id' in data) {
// console.log(data);
// currentRequestId = data.id;
// } else {
// if (data.done == false) {
// text += data.message.content;
// } else {
// console.log('done');
// }
// }
// }
// }
// } catch (error) {
// console.log(error);
// }
// scrollToBottom();
// }
}
};
const submitHandler = async () => {
if (selectedModelId) {
loading = true;
if (mode === 'complete') {
await textCompletionHandler();
} else if (mode === 'chat') {
await chatCompletionHandler();
}
loading = false;
stopResponseFlag = false;
currentRequestId = null;
}
};
onMount(async () => {
if ($user?.role !== 'admin') {
await goto('/');
}
if ($settings?.models) {
selectedModelId = $settings?.models[0];
} else if ($config?.default_models) {
selectedModelId = $config?.default_models.split(',')[0];
} else {
selectedModelId = '';
}
loaded = true;
});
</script>
<svelte:head>
<title>
{`Playground | ${$WEBUI_NAME}`}
</title>
</svelte:head>
<div class="min-h-screen max-h-[100dvh] w-full flex justify-center dark:text-white">
<div class=" flex flex-col justify-between w-full overflow-y-auto h-[100dvh]">
<div class="max-w-2xl mx-auto w-full px-3 p-3 md:px-0 h-full">
<div class=" flex flex-col h-full">
<div class="flex flex-col justify-between mb-2.5 gap-1">
<div class="flex justify-between items-center gap-2">
<div class=" text-2xl font-semibold self-center flex">
Playground <span class=" text-xs text-gray-500 self-center ml-1">(Beta)</span>
</div>
<div>
<button
class=" flex items-center gap-0.5 text-xs px-2.5 py-0.5 rounded-lg {mode ===
'chat' && 'text-sky-600 dark:text-sky-200 bg-sky-200/30'} {mode === 'complete' &&
'text-green-600 dark:text-green-200 bg-green-200/30'} "
on:click={() => {
if (mode === 'complete') {
mode = 'chat';
} else {
mode = 'complete';
}
}}
>
{#if mode === 'complete'}
Text Completion
{:else if mode === 'chat'}
Chat
{/if}
<div>
<svg
xmlns="http://www.w3.org/2000/svg"
viewBox="0 0 16 16"
fill="currentColor"
class="w-3 h-3"
>
<path
fill-rule="evenodd"
d="M5.22 10.22a.75.75 0 0 1 1.06 0L8 11.94l1.72-1.72a.75.75 0 1 1 1.06 1.06l-2.25 2.25a.75.75 0 0 1-1.06 0l-2.25-2.25a.75.75 0 0 1 0-1.06ZM10.78 5.78a.75.75 0 0 1-1.06 0L8 4.06 6.28 5.78a.75.75 0 0 1-1.06-1.06l2.25-2.25a.75.75 0 0 1 1.06 0l2.25 2.25a.75.75 0 0 1 0 1.06Z"
clip-rule="evenodd"
/>
</svg>
</div>
</button>
</div>
</div>
<div class=" flex gap-1 px-1">
<select
id="models"
class="outline-none bg-transparent text-sm font-medium rounded-lg w-full placeholder-gray-400"
bind:value={selectedModelId}
>
<option class=" text-gray-800" value="" selected disabled>Select a model</option>
{#each $models as model}
{#if model.name === 'hr'}
<hr />
{:else}
<option value={model.id} class="text-gray-800 text-lg"
>{model.name +
`${model.size ? ` (${(model.size / 1024 ** 3).toFixed(1)}GB)` : ''}`}</option
>
{/if}
{/each}
</select>
<!-- <button
class=" self-center dark:hover:text-gray-300"
id="open-settings-button"
on:click={async () => {}}
>
<svg
xmlns="http://www.w3.org/2000/svg"
fill="none"
viewBox="0 0 24 24"
stroke-width="1.5"
stroke="currentColor"
class="w-4 h-4"
>
<path
stroke-linecap="round"
stroke-linejoin="round"
d="M10.343 3.94c.09-.542.56-.94 1.11-.94h1.093c.55 0 1.02.398 1.11.94l.149.894c.07.424.384.764.78.93.398.164.855.142 1.205-.108l.737-.527a1.125 1.125 0 011.45.12l.773.774c.39.389.44 1.002.12 1.45l-.527.737c-.25.35-.272.806-.107 1.204.165.397.505.71.93.78l.893.15c.543.09.94.56.94 1.109v1.094c0 .55-.397 1.02-.94 1.11l-.893.149c-.425.07-.765.383-.93.78-.165.398-.143.854.107 1.204l.527.738c.32.447.269 1.06-.12 1.45l-.774.773a1.125 1.125 0 01-1.449.12l-.738-.527c-.35-.25-.806-.272-1.203-.107-.397.165-.71.505-.781.929l-.149.894c-.09.542-.56.94-1.11.94h-1.094c-.55 0-1.019-.398-1.11-.94l-.148-.894c-.071-.424-.384-.764-.781-.93-.398-.164-.854-.142-1.204.108l-.738.527c-.447.32-1.06.269-1.45-.12l-.773-.774a1.125 1.125 0 01-.12-1.45l.527-.737c.25-.35.273-.806.108-1.204-.165-.397-.505-.71-.93-.78l-.894-.15c-.542-.09-.94-.56-.94-1.109v-1.094c0-.55.398-1.02.94-1.11l.894-.149c.424-.07.765-.383.93-.78.165-.398.143-.854-.107-1.204l-.527-.738a1.125 1.125 0 01.12-1.45l.773-.773a1.125 1.125 0 011.45-.12l.737.527c.35.25.807.272 1.204.107.397-.165.71-.505.78-.929l.15-.894z"
/>
<path
stroke-linecap="round"
stroke-linejoin="round"
d="M15 12a3 3 0 11-6 0 3 3 0 016 0z"
/>
</svg>
</button> -->
</div>
</div>
{#if mode === 'chat'}
<div class="p-1">
<div class="p-3 outline outline-1 outline-gray-200 dark:outline-gray-800 rounded-lg">
<div class=" text-sm font-medium">System</div>
<textarea
id="system-textarea"
class="w-full h-full bg-transparent resize-none outline-none text-sm"
bind:value={system}
placeholder="You're a helpful assistant."
rows="4"
/>
</div>
</div>
{/if}
<div
class=" pb-2.5 flex flex-col justify-between w-full flex-auto overflow-auto h-0"
id="messages-container"
>
<div class=" h-full w-full flex flex-col">
<div class="flex-1 p-1">
{#if mode === 'complete'}
<textarea
id="text-completion-textarea"
class="w-full h-full p-3 bg-transparent outline outline-1 outline-gray-200 dark:outline-gray-800 resize-none rounded-lg text-sm"
bind:value={text}
placeholder="You're a helpful assistant."
/>
{:else if mode === 'chat'}
<ChatCompletion bind:messages />
{/if}
</div>
</div>
</div>
<div class="pb-2">
{#if !loading}
<button
class="px-3 py-1.5 text-sm font-medium bg-emerald-600 hover:bg-emerald-700 text-gray-50 transition rounded-lg"
on:click={() => {
submitHandler();
}}
>
Submit
</button>
{:else}
<button
class="px-3 py-1.5 text-sm font-medium bg-gray-100 hover:bg-gray-200 text-gray-900 transition rounded-lg"
on:click={() => {
stopResponse();
}}
>
Cancel
</button>
{/if}
</div>
</div>
</div>
</div>
</div>
<style>
.scrollbar-hidden::-webkit-scrollbar {
display: none; /* for Chrome, Safari and Opera */
}
.scrollbar-hidden {
-ms-overflow-style: none; /* IE and Edge */
scrollbar-width: none; /* Firefox */
}
</style>