Zoey Lyu
commited on
Commit
•
2d37052
1
Parent(s):
3140171
Upload 11 files
Browse files- Dockerfile +10 -0
- Pipfile +17 -0
- Pipfile.lock +852 -0
- README.md +3 -3
- frontend/avatar.webp +0 -0
- frontend/index.html +53 -0
- frontend/script.js +59 -0
- frontend/style.css +411 -0
- inference.py +52 -0
- requirements.txt +33 -0
- server.py +16 -0
Dockerfile
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FROM python:3.12
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WORKDIR /code
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ENV HF_HOME=/data/.huggingface
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COPY requirements.txt /code/requirements.txt
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RUN pip install -r requirements.txt
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COPY . /code
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CMD ["python", "server.py"]
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Pipfile
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[[source]]
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url = "https://pypi.org/simple"
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verify_ssl = true
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name = "pypi"
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[packages]
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transformers = "*"
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flask = "*"
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torch = "*"
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huggingface-hub = "*"
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bitsandbytes = "*"
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accelerate = "*"
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[dev-packages]
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[requires]
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python_version = "3.12"
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Pipfile.lock
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| 849 |
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|
README.md
CHANGED
|
@@ -1,7 +1,7 @@
|
|
| 1 |
---
|
| 2 |
-
title:
|
| 3 |
-
emoji:
|
| 4 |
-
colorFrom:
|
| 5 |
colorTo: indigo
|
| 6 |
sdk: docker
|
| 7 |
pinned: false
|
|
|
|
| 1 |
---
|
| 2 |
+
title: Edu
|
| 3 |
+
emoji: 📈
|
| 4 |
+
colorFrom: blue
|
| 5 |
colorTo: indigo
|
| 6 |
sdk: docker
|
| 7 |
pinned: false
|
frontend/avatar.webp
ADDED
|
frontend/index.html
ADDED
|
@@ -0,0 +1,53 @@
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| 1 |
+
<!DOCTYPE html>
|
| 2 |
+
<html lang="en">
|
| 3 |
+
<head>
|
| 4 |
+
<!--
|
| 5 |
+
Messages from Freya:
|
| 6 |
+
It will only be functional if you have a HTTP server running because of the utilization of AJAX and jQuery.
|
| 7 |
+
Otherwise it will not work. (It will not work if you open the file directly in the browser.)
|
| 8 |
+
-->
|
| 9 |
+
<meta charset="UTF-8" />
|
| 10 |
+
<title>ChatBox Query</title>
|
| 11 |
+
<link
|
| 12 |
+
rel="stylesheet"
|
| 13 |
+
href="https://cdnjs.cloudflare.com/ajax/libs/normalize/5.0.0/normalize.min.css"
|
| 14 |
+
/>
|
| 15 |
+
<link
|
| 16 |
+
rel="stylesheet"
|
| 17 |
+
href="https://fonts.googleapis.com/css?family=Open+Sans"
|
| 18 |
+
/>
|
| 19 |
+
<link
|
| 20 |
+
rel="stylesheet"
|
| 21 |
+
href="https://cdnjs.cloudflare.com/ajax/libs/malihu-custom-scrollbar-plugin/3.1.3/jquery.mCustomScrollbar.min.css"
|
| 22 |
+
/>
|
| 23 |
+
<link rel="stylesheet" href="./style.css" />
|
| 24 |
+
</head>
|
| 25 |
+
<body>
|
| 26 |
+
<div class="chat">
|
| 27 |
+
<div class="chat-title">
|
| 28 |
+
<h1>Title</h1>
|
| 29 |
+
<h2>Subtitle</h2>
|
| 30 |
+
<figure class="avatar">
|
| 31 |
+
<img src="./avatar.webp" />
|
| 32 |
+
<!-- Safari does not support webp file but I assume no one uses Safari in our team. -->
|
| 33 |
+
</figure>
|
| 34 |
+
</div>
|
| 35 |
+
<div class="messages">
|
| 36 |
+
<div class="messages-content"></div>
|
| 37 |
+
</div>
|
| 38 |
+
<div class="message-box">
|
| 39 |
+
<textarea
|
| 40 |
+
type="text"
|
| 41 |
+
class="message-input"
|
| 42 |
+
placeholder="Type message..."
|
| 43 |
+
></textarea>
|
| 44 |
+
<button type="submit" class="message-submit">Send</button>
|
| 45 |
+
</div>
|
| 46 |
+
</div>
|
| 47 |
+
<div class="bg"></div>
|
| 48 |
+
<!-- partial -->
|
| 49 |
+
<script src="//cdnjs.cloudflare.com/ajax/libs/jquery/2.1.3/jquery.min.js"></script>
|
| 50 |
+
<script src="https://cdnjs.cloudflare.com/ajax/libs/malihu-custom-scrollbar-plugin/3.1.3/jquery.mCustomScrollbar.concat.min.js"></script>
|
| 51 |
+
<script src="./script.js"></script>
|
| 52 |
+
</body>
|
| 53 |
+
</html>
|
frontend/script.js
ADDED
|
@@ -0,0 +1,59 @@
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|
| 1 |
+
var $messages = $('.messages-content'),
|
| 2 |
+
d, h, m;
|
| 3 |
+
|
| 4 |
+
$(window).load(function() {
|
| 5 |
+
$messages.mCustomScrollbar();
|
| 6 |
+
});
|
| 7 |
+
|
| 8 |
+
function updateScrollbar() {
|
| 9 |
+
$messages.mCustomScrollbar("update").mCustomScrollbar('scrollTo', 'bottom', {
|
| 10 |
+
scrollInertia: 10,
|
| 11 |
+
timeout: 0
|
| 12 |
+
});
|
| 13 |
+
}
|
| 14 |
+
|
| 15 |
+
function setDate(){
|
| 16 |
+
d = new Date();
|
| 17 |
+
if (m != d.getMinutes()) {
|
| 18 |
+
m = d.getMinutes();
|
| 19 |
+
$('<div class="timestamp">' + d.getUTCHours() + ':' + m + '</div>').appendTo($('.message:last'));
|
| 20 |
+
}
|
| 21 |
+
}
|
| 22 |
+
|
| 23 |
+
function insertMessage() {
|
| 24 |
+
var msg = $('.message-input').val();
|
| 25 |
+
if ($.trim(msg) == '') {
|
| 26 |
+
return false;
|
| 27 |
+
}
|
| 28 |
+
$('<div class="message message-personal">' + msg + '</div>').appendTo($('.mCSB_container')).addClass('new');
|
| 29 |
+
setDate();
|
| 30 |
+
$('.message-input').val(null);
|
| 31 |
+
updateScrollbar();
|
| 32 |
+
sendMessageToServer(msg);
|
| 33 |
+
}
|
| 34 |
+
|
| 35 |
+
function sendMessageToServer(message) {
|
| 36 |
+
fetch(`/query/${message}`)
|
| 37 |
+
.then(response => response.json())
|
| 38 |
+
.then(data => displayServerMessage(data))
|
| 39 |
+
.catch(error => console.error('Error:', error));
|
| 40 |
+
}
|
| 41 |
+
|
| 42 |
+
function displayServerMessage(data) {
|
| 43 |
+
var responseMessage = data.answer; // Assuming the server responds with an object containing an 'answer' key
|
| 44 |
+
console.log(data);
|
| 45 |
+
$('<div class="message new">' + responseMessage + '</div>').appendTo($('.mCSB_container')).addClass('new');
|
| 46 |
+
setDate();
|
| 47 |
+
updateScrollbar();
|
| 48 |
+
}
|
| 49 |
+
|
| 50 |
+
$('.message-submit').click(function() {
|
| 51 |
+
insertMessage();
|
| 52 |
+
});
|
| 53 |
+
|
| 54 |
+
$(window).on('keydown', function(e) {
|
| 55 |
+
if (e.which == 13) {
|
| 56 |
+
insertMessage();
|
| 57 |
+
return false;
|
| 58 |
+
}
|
| 59 |
+
});
|
frontend/style.css
ADDED
|
@@ -0,0 +1,411 @@
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|
| 1 |
+
/*--------------------
|
| 2 |
+
Mixins
|
| 3 |
+
--------------------*/
|
| 4 |
+
/*--------------------
|
| 5 |
+
Body
|
| 6 |
+
--------------------*/
|
| 7 |
+
*,
|
| 8 |
+
*::before,
|
| 9 |
+
*::after {
|
| 10 |
+
box-sizing: border-box;
|
| 11 |
+
}
|
| 12 |
+
|
| 13 |
+
html,
|
| 14 |
+
body {
|
| 15 |
+
height: 100%;
|
| 16 |
+
}
|
| 17 |
+
|
| 18 |
+
body {
|
| 19 |
+
background: linear-gradient(135deg, #044f48, #2a7561);
|
| 20 |
+
background-size: cover;
|
| 21 |
+
font-family: "Open Sans", sans-serif;
|
| 22 |
+
font-size: 12px;
|
| 23 |
+
line-height: 1.3;
|
| 24 |
+
overflow: hidden;
|
| 25 |
+
}
|
| 26 |
+
|
| 27 |
+
.bg {
|
| 28 |
+
width: 100%;
|
| 29 |
+
height: 100%;
|
| 30 |
+
top: 0;
|
| 31 |
+
left: 0;
|
| 32 |
+
z-index: 1;
|
| 33 |
+
background: url("https://images.unsplash.com/photo-1451186859696-371d9477be93?crop=entropy&fit=crop&fm=jpg&h=975&ixjsv=2.1.0&ixlib=rb-0.3.5&q=80&w=1925") no-repeat 0 0;
|
| 34 |
+
filter: blur(80px);
|
| 35 |
+
transform: scale(1.2);
|
| 36 |
+
}
|
| 37 |
+
|
| 38 |
+
/*--------------------
|
| 39 |
+
Chat
|
| 40 |
+
--------------------*/
|
| 41 |
+
.chat {
|
| 42 |
+
position: absolute;
|
| 43 |
+
top: 50%;
|
| 44 |
+
left: 50%;
|
| 45 |
+
transform: translate(-50%, -50%);
|
| 46 |
+
width: 300px;
|
| 47 |
+
height: 80vh;
|
| 48 |
+
max-height: 500px;
|
| 49 |
+
z-index: 2;
|
| 50 |
+
overflow: hidden;
|
| 51 |
+
box-shadow: 0 5px 30px rgba(0, 0, 0, 0.2);
|
| 52 |
+
background: rgba(0, 0, 0, 0.5);
|
| 53 |
+
border-radius: 20px;
|
| 54 |
+
display: flex;
|
| 55 |
+
justify-content: space-between;
|
| 56 |
+
flex-direction: column;
|
| 57 |
+
}
|
| 58 |
+
|
| 59 |
+
/*--------------------
|
| 60 |
+
Chat Title
|
| 61 |
+
--------------------*/
|
| 62 |
+
.chat-title {
|
| 63 |
+
flex: 0 1 45px;
|
| 64 |
+
position: relative;
|
| 65 |
+
z-index: 2;
|
| 66 |
+
background: rgba(0, 0, 0, 0.2);
|
| 67 |
+
color: #fff;
|
| 68 |
+
text-transform: uppercase;
|
| 69 |
+
text-align: left;
|
| 70 |
+
padding: 10px 10px 10px 50px;
|
| 71 |
+
}
|
| 72 |
+
.chat-title h1, .chat-title h2 {
|
| 73 |
+
font-weight: normal;
|
| 74 |
+
font-size: 10px;
|
| 75 |
+
margin: 0;
|
| 76 |
+
padding: 0;
|
| 77 |
+
}
|
| 78 |
+
.chat-title h2 {
|
| 79 |
+
color: rgba(255, 255, 255, 0.5);
|
| 80 |
+
font-size: 8px;
|
| 81 |
+
letter-spacing: 1px;
|
| 82 |
+
}
|
| 83 |
+
.chat-title .avatar {
|
| 84 |
+
position: absolute;
|
| 85 |
+
z-index: 1;
|
| 86 |
+
top: 8px;
|
| 87 |
+
left: 9px;
|
| 88 |
+
border-radius: 30px;
|
| 89 |
+
width: 30px;
|
| 90 |
+
height: 30px;
|
| 91 |
+
overflow: hidden;
|
| 92 |
+
margin: 0;
|
| 93 |
+
padding: 0;
|
| 94 |
+
border: 2px solid rgba(255, 255, 255, 0.24);
|
| 95 |
+
}
|
| 96 |
+
.chat-title .avatar img {
|
| 97 |
+
width: 100%;
|
| 98 |
+
height: auto;
|
| 99 |
+
}
|
| 100 |
+
|
| 101 |
+
/*--------------------
|
| 102 |
+
Messages
|
| 103 |
+
--------------------*/
|
| 104 |
+
.messages {
|
| 105 |
+
flex: 1 1 auto;
|
| 106 |
+
color: rgba(255, 255, 255, 0.5);
|
| 107 |
+
overflow: hidden;
|
| 108 |
+
position: relative;
|
| 109 |
+
width: 100%;
|
| 110 |
+
}
|
| 111 |
+
.messages .messages-content {
|
| 112 |
+
position: absolute;
|
| 113 |
+
top: 0;
|
| 114 |
+
left: 0;
|
| 115 |
+
height: 101%;
|
| 116 |
+
width: 100%;
|
| 117 |
+
}
|
| 118 |
+
.messages .message {
|
| 119 |
+
clear: both;
|
| 120 |
+
float: left;
|
| 121 |
+
padding: 6px 10px 7px;
|
| 122 |
+
border-radius: 10px 10px 10px 0;
|
| 123 |
+
background: rgba(0, 0, 0, 0.3);
|
| 124 |
+
margin: 8px 0;
|
| 125 |
+
font-size: 11px;
|
| 126 |
+
line-height: 1.4;
|
| 127 |
+
margin-left: 35px;
|
| 128 |
+
position: relative;
|
| 129 |
+
text-shadow: 0 1px 1px rgba(0, 0, 0, 0.2);
|
| 130 |
+
}
|
| 131 |
+
.messages .message .timestamp {
|
| 132 |
+
position: absolute;
|
| 133 |
+
bottom: -15px;
|
| 134 |
+
font-size: 9px;
|
| 135 |
+
color: rgba(255, 255, 255, 0.3);
|
| 136 |
+
}
|
| 137 |
+
.messages .message::before {
|
| 138 |
+
content: "";
|
| 139 |
+
position: absolute;
|
| 140 |
+
bottom: -6px;
|
| 141 |
+
border-top: 6px solid rgba(0, 0, 0, 0.3);
|
| 142 |
+
left: 0;
|
| 143 |
+
border-right: 7px solid transparent;
|
| 144 |
+
}
|
| 145 |
+
.messages .message .avatar {
|
| 146 |
+
position: absolute;
|
| 147 |
+
z-index: 1;
|
| 148 |
+
bottom: -15px;
|
| 149 |
+
left: -35px;
|
| 150 |
+
border-radius: 30px;
|
| 151 |
+
width: 30px;
|
| 152 |
+
height: 30px;
|
| 153 |
+
overflow: hidden;
|
| 154 |
+
margin: 0;
|
| 155 |
+
padding: 0;
|
| 156 |
+
border: 2px solid rgba(255, 255, 255, 0.24);
|
| 157 |
+
}
|
| 158 |
+
.messages .message .avatar img {
|
| 159 |
+
width: 100%;
|
| 160 |
+
height: auto;
|
| 161 |
+
}
|
| 162 |
+
.messages .message.message-personal {
|
| 163 |
+
float: right;
|
| 164 |
+
color: #fff;
|
| 165 |
+
text-align: right;
|
| 166 |
+
background: linear-gradient(120deg, #248A52, #257287);
|
| 167 |
+
border-radius: 10px 10px 0 10px;
|
| 168 |
+
}
|
| 169 |
+
.messages .message.message-personal::before {
|
| 170 |
+
left: auto;
|
| 171 |
+
right: 0;
|
| 172 |
+
border-right: none;
|
| 173 |
+
border-left: 5px solid transparent;
|
| 174 |
+
border-top: 4px solid #257287;
|
| 175 |
+
bottom: -4px;
|
| 176 |
+
}
|
| 177 |
+
.messages .message:last-child {
|
| 178 |
+
margin-bottom: 30px;
|
| 179 |
+
}
|
| 180 |
+
.messages .message.new {
|
| 181 |
+
transform: scale(0);
|
| 182 |
+
transform-origin: 0 0;
|
| 183 |
+
-webkit-animation: bounce 500ms linear both;
|
| 184 |
+
animation: bounce 500ms linear both;
|
| 185 |
+
}
|
| 186 |
+
.messages .message.loading::before {
|
| 187 |
+
position: absolute;
|
| 188 |
+
top: 50%;
|
| 189 |
+
left: 50%;
|
| 190 |
+
transform: translate(-50%, -50%);
|
| 191 |
+
content: "";
|
| 192 |
+
display: block;
|
| 193 |
+
width: 3px;
|
| 194 |
+
height: 3px;
|
| 195 |
+
border-radius: 50%;
|
| 196 |
+
background: rgba(255, 255, 255, 0.5);
|
| 197 |
+
z-index: 2;
|
| 198 |
+
margin-top: 4px;
|
| 199 |
+
-webkit-animation: ball 0.45s cubic-bezier(0, 0, 0.15, 1) alternate infinite;
|
| 200 |
+
animation: ball 0.45s cubic-bezier(0, 0, 0.15, 1) alternate infinite;
|
| 201 |
+
border: none;
|
| 202 |
+
-webkit-animation-delay: 0.15s;
|
| 203 |
+
animation-delay: 0.15s;
|
| 204 |
+
}
|
| 205 |
+
.messages .message.loading span {
|
| 206 |
+
display: block;
|
| 207 |
+
font-size: 0;
|
| 208 |
+
width: 20px;
|
| 209 |
+
height: 10px;
|
| 210 |
+
position: relative;
|
| 211 |
+
}
|
| 212 |
+
.messages .message.loading span::before {
|
| 213 |
+
position: absolute;
|
| 214 |
+
top: 50%;
|
| 215 |
+
left: 50%;
|
| 216 |
+
transform: translate(-50%, -50%);
|
| 217 |
+
content: "";
|
| 218 |
+
display: block;
|
| 219 |
+
width: 3px;
|
| 220 |
+
height: 3px;
|
| 221 |
+
border-radius: 50%;
|
| 222 |
+
background: rgba(255, 255, 255, 0.5);
|
| 223 |
+
z-index: 2;
|
| 224 |
+
margin-top: 4px;
|
| 225 |
+
-webkit-animation: ball 0.45s cubic-bezier(0, 0, 0.15, 1) alternate infinite;
|
| 226 |
+
animation: ball 0.45s cubic-bezier(0, 0, 0.15, 1) alternate infinite;
|
| 227 |
+
margin-left: -7px;
|
| 228 |
+
}
|
| 229 |
+
.messages .message.loading span::after {
|
| 230 |
+
position: absolute;
|
| 231 |
+
top: 50%;
|
| 232 |
+
left: 50%;
|
| 233 |
+
transform: translate(-50%, -50%);
|
| 234 |
+
content: "";
|
| 235 |
+
display: block;
|
| 236 |
+
width: 3px;
|
| 237 |
+
height: 3px;
|
| 238 |
+
border-radius: 50%;
|
| 239 |
+
background: rgba(255, 255, 255, 0.5);
|
| 240 |
+
z-index: 2;
|
| 241 |
+
margin-top: 4px;
|
| 242 |
+
-webkit-animation: ball 0.45s cubic-bezier(0, 0, 0.15, 1) alternate infinite;
|
| 243 |
+
animation: ball 0.45s cubic-bezier(0, 0, 0.15, 1) alternate infinite;
|
| 244 |
+
margin-left: 7px;
|
| 245 |
+
-webkit-animation-delay: 0.3s;
|
| 246 |
+
animation-delay: 0.3s;
|
| 247 |
+
}
|
| 248 |
+
|
| 249 |
+
/*--------------------
|
| 250 |
+
Message Box
|
| 251 |
+
--------------------*/
|
| 252 |
+
.message-box {
|
| 253 |
+
flex: 0 1 40px;
|
| 254 |
+
width: 100%;
|
| 255 |
+
background: rgba(0, 0, 0, 0.3);
|
| 256 |
+
padding: 10px;
|
| 257 |
+
position: relative;
|
| 258 |
+
}
|
| 259 |
+
.message-box .message-input {
|
| 260 |
+
background: none;
|
| 261 |
+
border: none;
|
| 262 |
+
outline: none !important;
|
| 263 |
+
resize: none;
|
| 264 |
+
color: rgba(255, 255, 255, 0.7);
|
| 265 |
+
font-size: 11px;
|
| 266 |
+
height: 17px;
|
| 267 |
+
margin: 0;
|
| 268 |
+
padding-right: 20px;
|
| 269 |
+
width: 265px;
|
| 270 |
+
}
|
| 271 |
+
.message-box textarea:focus:-webkit-placeholder {
|
| 272 |
+
color: transparent;
|
| 273 |
+
}
|
| 274 |
+
.message-box .message-submit {
|
| 275 |
+
position: absolute;
|
| 276 |
+
z-index: 1;
|
| 277 |
+
top: 9px;
|
| 278 |
+
right: 10px;
|
| 279 |
+
color: #fff;
|
| 280 |
+
border: none;
|
| 281 |
+
background: #248A52;
|
| 282 |
+
font-size: 10px;
|
| 283 |
+
text-transform: uppercase;
|
| 284 |
+
line-height: 1;
|
| 285 |
+
padding: 6px 10px;
|
| 286 |
+
border-radius: 10px;
|
| 287 |
+
outline: none !important;
|
| 288 |
+
transition: background 0.2s ease;
|
| 289 |
+
}
|
| 290 |
+
.message-box .message-submit:hover {
|
| 291 |
+
background: #1D7745;
|
| 292 |
+
}
|
| 293 |
+
|
| 294 |
+
/*--------------------
|
| 295 |
+
Custom Srollbar
|
| 296 |
+
--------------------*/
|
| 297 |
+
.mCSB_scrollTools {
|
| 298 |
+
margin: 1px -3px 1px 0;
|
| 299 |
+
opacity: 0;
|
| 300 |
+
}
|
| 301 |
+
|
| 302 |
+
.mCSB_inside > .mCSB_container {
|
| 303 |
+
margin-right: 0px;
|
| 304 |
+
padding: 0 10px;
|
| 305 |
+
}
|
| 306 |
+
|
| 307 |
+
.mCSB_scrollTools .mCSB_dragger .mCSB_dragger_bar {
|
| 308 |
+
background-color: rgba(0, 0, 0, 0.5) !important;
|
| 309 |
+
}
|
| 310 |
+
|
| 311 |
+
/*--------------------
|
| 312 |
+
Bounce
|
| 313 |
+
--------------------*/
|
| 314 |
+
@-webkit-keyframes bounce {
|
| 315 |
+
0% {
|
| 316 |
+
transform: matrix3d(0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 317 |
+
}
|
| 318 |
+
4.7% {
|
| 319 |
+
transform: matrix3d(0.45, 0, 0, 0, 0, 0.45, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 320 |
+
}
|
| 321 |
+
9.41% {
|
| 322 |
+
transform: matrix3d(0.883, 0, 0, 0, 0, 0.883, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 323 |
+
}
|
| 324 |
+
14.11% {
|
| 325 |
+
transform: matrix3d(1.141, 0, 0, 0, 0, 1.141, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 326 |
+
}
|
| 327 |
+
18.72% {
|
| 328 |
+
transform: matrix3d(1.212, 0, 0, 0, 0, 1.212, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 329 |
+
}
|
| 330 |
+
24.32% {
|
| 331 |
+
transform: matrix3d(1.151, 0, 0, 0, 0, 1.151, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 332 |
+
}
|
| 333 |
+
29.93% {
|
| 334 |
+
transform: matrix3d(1.048, 0, 0, 0, 0, 1.048, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 335 |
+
}
|
| 336 |
+
35.54% {
|
| 337 |
+
transform: matrix3d(0.979, 0, 0, 0, 0, 0.979, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 338 |
+
}
|
| 339 |
+
41.04% {
|
| 340 |
+
transform: matrix3d(0.961, 0, 0, 0, 0, 0.961, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 341 |
+
}
|
| 342 |
+
52.15% {
|
| 343 |
+
transform: matrix3d(0.991, 0, 0, 0, 0, 0.991, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 344 |
+
}
|
| 345 |
+
63.26% {
|
| 346 |
+
transform: matrix3d(1.007, 0, 0, 0, 0, 1.007, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 347 |
+
}
|
| 348 |
+
85.49% {
|
| 349 |
+
transform: matrix3d(0.999, 0, 0, 0, 0, 0.999, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 350 |
+
}
|
| 351 |
+
100% {
|
| 352 |
+
transform: matrix3d(1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 353 |
+
}
|
| 354 |
+
}
|
| 355 |
+
@keyframes bounce {
|
| 356 |
+
0% {
|
| 357 |
+
transform: matrix3d(0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 358 |
+
}
|
| 359 |
+
4.7% {
|
| 360 |
+
transform: matrix3d(0.45, 0, 0, 0, 0, 0.45, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 361 |
+
}
|
| 362 |
+
9.41% {
|
| 363 |
+
transform: matrix3d(0.883, 0, 0, 0, 0, 0.883, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 364 |
+
}
|
| 365 |
+
14.11% {
|
| 366 |
+
transform: matrix3d(1.141, 0, 0, 0, 0, 1.141, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 367 |
+
}
|
| 368 |
+
18.72% {
|
| 369 |
+
transform: matrix3d(1.212, 0, 0, 0, 0, 1.212, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 370 |
+
}
|
| 371 |
+
24.32% {
|
| 372 |
+
transform: matrix3d(1.151, 0, 0, 0, 0, 1.151, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 373 |
+
}
|
| 374 |
+
29.93% {
|
| 375 |
+
transform: matrix3d(1.048, 0, 0, 0, 0, 1.048, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 376 |
+
}
|
| 377 |
+
35.54% {
|
| 378 |
+
transform: matrix3d(0.979, 0, 0, 0, 0, 0.979, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 379 |
+
}
|
| 380 |
+
41.04% {
|
| 381 |
+
transform: matrix3d(0.961, 0, 0, 0, 0, 0.961, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 382 |
+
}
|
| 383 |
+
52.15% {
|
| 384 |
+
transform: matrix3d(0.991, 0, 0, 0, 0, 0.991, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 385 |
+
}
|
| 386 |
+
63.26% {
|
| 387 |
+
transform: matrix3d(1.007, 0, 0, 0, 0, 1.007, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 388 |
+
}
|
| 389 |
+
85.49% {
|
| 390 |
+
transform: matrix3d(0.999, 0, 0, 0, 0, 0.999, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 391 |
+
}
|
| 392 |
+
100% {
|
| 393 |
+
transform: matrix3d(1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1);
|
| 394 |
+
}
|
| 395 |
+
}
|
| 396 |
+
@-webkit-keyframes ball {
|
| 397 |
+
from {
|
| 398 |
+
transform: translateY(0) scaleY(0.8);
|
| 399 |
+
}
|
| 400 |
+
to {
|
| 401 |
+
transform: translateY(-10px);
|
| 402 |
+
}
|
| 403 |
+
}
|
| 404 |
+
@keyframes ball {
|
| 405 |
+
from {
|
| 406 |
+
transform: translateY(0) scaleY(0.8);
|
| 407 |
+
}
|
| 408 |
+
to {
|
| 409 |
+
transform: translateY(-10px);
|
| 410 |
+
}
|
| 411 |
+
}
|
inference.py
ADDED
|
@@ -0,0 +1,52 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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| 1 |
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from transformers import AutoTokenizer, AutoModelForCausalLM
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from huggingface_hub import login
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import os
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import torch
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| 7 |
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PREFERED_MODEL = "pretrained"
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| 8 |
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| 9 |
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| 10 |
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if torch.cuda.is_available():
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| 11 |
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print("Using GPU")
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| 12 |
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device = torch.device("cuda")
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| 13 |
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print("GPU:", torch.cuda.get_device_name(0))
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| 14 |
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else:
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| 15 |
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print("Using CPU")
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| 16 |
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device = torch.device("cpu")
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| 17 |
+
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| 18 |
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# Login to huggingface
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| 19 |
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token = os.getenv('HF_TOKEN')
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| 20 |
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login(token = token)
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| 21 |
+
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| 22 |
+
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| 23 |
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if PREFERED_MODEL == "pretrained":
|
| 24 |
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#print("Using pretrained model")
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| 25 |
+
model_id = "meta-llama/Meta-Llama-3-8B"
|
| 26 |
+
print("Loading model...")
|
| 27 |
+
model = AutoModelForCausalLM.from_pretrained(model_id, device_map = "cuda", load_in_8bit = True)
|
| 28 |
+
print("loading tokenizer...")
|
| 29 |
+
tokenizer = AutoTokenizer.from_pretrained(model_id)
|
| 30 |
+
print("Pretrained model loaded.")
|
| 31 |
+
elif PREFERED_MODEL == "fine-tuned":
|
| 32 |
+
print("Using fine-tuned model")
|
| 33 |
+
model_id = os.getenv('MODEL_ID')
|
| 34 |
+
if model_id is None:
|
| 35 |
+
raise ValueError("MODEL_ID is not set")
|
| 36 |
+
print("Loading model...")
|
| 37 |
+
model = AutoModelForCausalLM.from_pretrained(model_id, device_map = "cuda", load_in_8bit = True)
|
| 38 |
+
print("loading tokenizer...")
|
| 39 |
+
tokenizer = AutoTokenizer.from_pretrained(model_id)
|
| 40 |
+
print("Fine-tuned model loaded.")
|
| 41 |
+
|
| 42 |
+
def answer(prompt):
|
| 43 |
+
inputs = tokenizer.encode(prompt, add_special_tokens=False, return_tensors="pt").to(device)
|
| 44 |
+
prompt_length = len(tokenizer.decode(inputs[0], skip_special_tokens=True, clean_up_tokenization_spaces=True))
|
| 45 |
+
outputs = model.generate(inputs, max_length=150, do_sample=True, top_p=0.95, top_k=60, pad_token_id=tokenizer.eos_token_id)
|
| 46 |
+
|
| 47 |
+
generated = tokenizer.decode(outputs[0])[prompt_length:]
|
| 48 |
+
return generated
|
| 49 |
+
|
| 50 |
+
if __name__ == "__main__":
|
| 51 |
+
prompt = "Who is Leonardo Da Vinci?"
|
| 52 |
+
print(answer(prompt))
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requirements.txt
ADDED
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@@ -0,0 +1,33 @@
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|
| 1 |
+
-i https://pypi.org/simple
|
| 2 |
+
accelerate==0.29.3; python_full_version >= '3.8.0'
|
| 3 |
+
bitsandbytes==0.42.0
|
| 4 |
+
blinker==1.8.0; python_version >= '3.8'
|
| 5 |
+
certifi==2024.2.2; python_version >= '3.6'
|
| 6 |
+
charset-normalizer==3.3.2; python_full_version >= '3.7.0'
|
| 7 |
+
click==8.1.7; python_version >= '3.7'
|
| 8 |
+
filelock==3.13.4; python_version >= '3.8'
|
| 9 |
+
flask==3.0.3; python_version >= '3.8'
|
| 10 |
+
fsspec==2024.3.1; python_version >= '3.8'
|
| 11 |
+
huggingface-hub==0.22.2; python_full_version >= '3.8.0'
|
| 12 |
+
idna==3.7; python_version >= '3.5'
|
| 13 |
+
itsdangerous==2.2.0; python_version >= '3.8'
|
| 14 |
+
jinja2==3.1.3; python_version >= '3.7'
|
| 15 |
+
markupsafe==2.1.5; python_version >= '3.7'
|
| 16 |
+
mpmath==1.3.0
|
| 17 |
+
networkx==3.3; python_version >= '3.10'
|
| 18 |
+
numpy==1.26.4; python_version >= '3.9'
|
| 19 |
+
packaging==24.0; python_version >= '3.7'
|
| 20 |
+
psutil==5.9.8; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
|
| 21 |
+
pyyaml==6.0.1; python_version >= '3.6'
|
| 22 |
+
regex==2024.4.16; python_version >= '3.7'
|
| 23 |
+
requests==2.31.0; python_version >= '3.7'
|
| 24 |
+
safetensors==0.4.3; python_version >= '3.7'
|
| 25 |
+
scipy==1.13.0; python_version >= '3.9'
|
| 26 |
+
sympy==1.12; python_version >= '3.8'
|
| 27 |
+
tokenizers==0.19.1; python_version >= '3.7'
|
| 28 |
+
torch==2.3.0; python_full_version >= '3.8.0'
|
| 29 |
+
tqdm==4.66.2; python_version >= '3.7'
|
| 30 |
+
transformers==4.40.1; python_full_version >= '3.8.0'
|
| 31 |
+
typing-extensions==4.11.0; python_version >= '3.8'
|
| 32 |
+
urllib3==2.2.1; python_version >= '3.8'
|
| 33 |
+
werkzeug==3.0.2; python_version >= '3.8'
|
server.py
ADDED
|
@@ -0,0 +1,16 @@
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|
| 1 |
+
from flask import Flask, render_template, request, send_from_directory
|
| 2 |
+
from inference import answer
|
| 3 |
+
|
| 4 |
+
app = Flask(__name__, static_folder="frontend", template_folder="frontend", static_url_path="")
|
| 5 |
+
|
| 6 |
+
@app.route("/")
|
| 7 |
+
def home_page():
|
| 8 |
+
return send_from_directory(app.static_folder, "index.html")
|
| 9 |
+
|
| 10 |
+
@app.route("/query/<query>", methods=["GET"])
|
| 11 |
+
def query(query):
|
| 12 |
+
answer_text = answer(query)
|
| 13 |
+
return {"answer": answer_text}
|
| 14 |
+
|
| 15 |
+
if __name__ == "__main__":
|
| 16 |
+
app.run(host="0.0.0.0", port = 7860)
|