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-959
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‎app/classifier_model.py‎

Lines changed: 6 additions & 10 deletions
Original file line numberDiff line numberDiff line change
@@ -1,7 +1,6 @@
11
import transformers
2-
from transformers import BertForSequenceClassification, AdamW, BertConfig,BertTokenizer,get_linear_schedule_with_warmup
2+
from transformers import BertForSequenceClassification, BertTokenizer
33
import numpy as np
4-
from transformers import AutoTokenizer
54
import torch
65
import re
76
import nltk
@@ -15,8 +14,11 @@
1514
print('Model not found locally, downloading from Drive...')
1615

1716
def download_model(file_id, output_name):
17+
current_dir = os.getcwd()
18+
output_path = os.path.join(current_dir, output_name)
1819
url = f"https://drive.google.com/uc?id={file_id}"
19-
gdown.download(url, output_name, quiet=False)
20+
gdown.download(url, output_path, quiet=False)
21+
2022

2123
# Model file IDs from Google Drive
2224
bert_model_id = "14OBJIgUtGLujlCzEaBb2Mxc5eUsAMZk5"
@@ -45,13 +47,7 @@ def load_models():
4547
output_hidden_states = True, # Whether the model returns all hidden-states.
4648
)
4749

48-
model_llm = BertForSequenceClassification.from_pretrained(
49-
"bert-base-uncased", # Use the 12-layer BERT model, with an uncased vocab.
50-
num_labels = 2, # The number of output labels--2 for binary classification.
51-
# You can increase this for multi-class tasks.
52-
output_attentions = True, # Whether the model returns attentions weights.
53-
output_hidden_states = True, # Whether the model returns all hidden-states.
54-
)
50+
model_llm = model_ai_hum
5551

5652
model_ai_hum = torch.load('bert_model.pth', map_location="cpu", weights_only=False)
5753
model_llm.load_state_dict(torch.load('cascade_bert_model.pth', map_location="cpu"))

‎app/main.py‎

Lines changed: 4 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -3,6 +3,8 @@
33
from fastapi.responses import HTMLResponse
44
from app.classifier_model import load_models, classify_text
55
import os
6+
from fastapi.staticfiles import StaticFiles
7+
68

79
print("svc_texpose - starting")
810

@@ -14,9 +16,10 @@
1416

1517
BASE_DIR = os.path.dirname(os.path.abspath(__file__)) # Gets /app/app/
1618
TEMPLATES_DIR = os.path.join(BASE_DIR, "templates")
17-
1819
templates = Jinja2Templates(directory=TEMPLATES_DIR)
1920

21+
app.mount("/static", StaticFiles(directory=os.path.join(BASE_DIR, "static")), name="static")
22+
2023

2124
@app.get("/", response_class=HTMLResponse)
2225
async def root(request: Request):

app/templates/about.html renamed to app/static/about.html

Lines changed: 147 additions & 147 deletions
Original file line numberDiff line numberDiff line change
@@ -1,147 +1,147 @@
1-
<!DOCTYPE html>
2-
<html lang="en">
3-
<head>
4-
<meta charset="UTF-8" />
5-
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
6-
<title>Texpose - About Us</title>
7-
<link rel="stylesheet" href="/styles.css" />
8-
<link href="/responsive.css" />
9-
<link rel="stylesheet" href="/responsive.css" />
10-
<link
11-
rel="stylesheet"
12-
href="https://cdnjs.cloudflare.com/ajax/libs/aos/2.3.4/aos.css"
13-
/>
14-
<style>
15-
.header {
16-
background: none;
17-
}
18-
* {
19-
margin: 0;
20-
padding: 0;
21-
box-sizing: border-box;
22-
}
23-
24-
body {
25-
overflow: hidden;
26-
}
27-
28-
.scroll-container {
29-
display: flex;
30-
overflow-x: hidden;
31-
scroll-snap-type: x mandatory;
32-
scroll-behavior: smooth;
33-
width: 100vw;
34-
height: 100vh;
35-
font-family: "Futura Cyrillic Light";
36-
}
37-
38-
.section {
39-
flex: 0 0 50vw;
40-
height: 100vh;
41-
display: flex;
42-
align-items: center;
43-
justify-content: center;
44-
scroll-snap-align: start;
45-
font-weight: bold;
46-
color: white;
47-
}
48-
49-
.one {
50-
background-color: black;
51-
}
52-
.two {
53-
background: url("https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQ_ICDzdvfaL8e4OtlV86xrO7iVLrDbHU_mMphDvXJpif6S2PbbzTw92GTEPzUQY4mIWpQ&usqp=CAU");
54-
} /* Blue */
55-
.three {
56-
background-color: black;
57-
}
58-
.four {
59-
background: url("https://png.pngtree.com/thumb_back/fh260/background/20220127/pngtree-gold-silver-soundwave-with-black-background-gradient-backdrop-technology-photo-image_21201810.jpg");
60-
background-repeat: none;
61-
background-size: cover;
62-
background-position: center;
63-
} /* Yellow */
64-
</style>
65-
</head>
66-
<body>
67-
<header class="header">
68-
<ul class="header-items">
69-
<li>
70-
<a
71-
href="/index.html"
72-
style="
73-
cursor: pointer;
74-
text-decoration: none;
75-
color: white;
76-
background: none;
77-
-webkit-tap-highlight-color: transparent;
78-
font-family: 'Goudy Old Style';
79-
"
80-
>
81-
<div class="subtitle">TEXPOSE</div></a
82-
>
83-
</li>
84-
<li><a style="
85-
cursor: pointer;
86-
text-decoration: none;
87-
color: white;
88-
background: none;
89-
-webkit-tap-highlight-color: transparent;
90-
" href="/story.html">Our Story</a></li>
91-
<li>
92-
<a
93-
style="
94-
cursor: pointer;
95-
text-decoration: none;
96-
color: white;
97-
background: none;
98-
-webkit-tap-highlight-color: transparent;
99-
100-
"
101-
href="/about.html"
102-
>
103-
About Us</a
104-
>
105-
</li>
106-
<li><a style="
107-
cursor: pointer;
108-
text-decoration: none;
109-
color: white;
110-
background: none;
111-
-webkit-tap-highlight-color: transparent;
112-
113-
" href="/contact.html">Contact Us</a></li>
114-
</ul>
115-
</header>
116-
<div class="scroll-container" id="scrollContainer">
117-
<div class="section one " >
118-
TEXPOSE is here to bridge the gap between human creativity and machine
119-
intelligence.
120-
</div>
121-
<div class="section two"></div>
122-
<div class="section three">
123-
Our mission is to promote authenticity, prevent misinformation, and
124-
support fair content evaluation.
125-
</div>
126-
<div class="section four"></div>
127-
<div class="section one">
128-
Whether you're a researcher, educator, or content creator, our tool
129-
helps ensure authenticity in scholarly communication.
130-
</div>
131-
</div>
132-
133-
<script>
134-
const scrollContainer = document.getElementById("scrollContainer");
135-
let scrollAmount = window.innerWidth / 2; // Half of the viewport width
136-
137-
document.addEventListener("keydown", (event) => {
138-
if (event.key === "ArrowRight") {
139-
scrollContainer.scrollBy({ left: scrollAmount, behavior: "smooth" });
140-
} else if (event.key === "ArrowLeft") {
141-
scrollContainer.scrollBy({ left: -scrollAmount, behavior: "smooth" });
142-
}
143-
});
144-
145-
</script>
146-
</body>
147-
</html>
1+
<!DOCTYPE html>
2+
<html lang="en">
3+
<head>
4+
<meta charset="UTF-8" />
5+
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
6+
<title>Texpose - About Us</title>
7+
<link rel="stylesheet" href="/static/styles.css" />
8+
<link href="/static/responsive.css" />
9+
<link rel="stylesheet" href="/static/responsive.css" />
10+
<link
11+
rel="stylesheet"
12+
href="https://cdnjs.cloudflare.com/ajax/libs/aos/2.3.4/aos.css"
13+
/>
14+
<style>
15+
.header {
16+
background: none;
17+
}
18+
* {
19+
margin: 0;
20+
padding: 0;
21+
box-sizing: border-box;
22+
}
23+
24+
body {
25+
overflow: hidden;
26+
}
27+
28+
.scroll-container {
29+
display: flex;
30+
overflow-x: hidden;
31+
scroll-snap-type: x mandatory;
32+
scroll-behavior: smooth;
33+
width: 100vw;
34+
height: 100vh;
35+
font-family: "Futura Cyrillic Light";
36+
}
37+
38+
.section {
39+
flex: 0 0 50vw;
40+
height: 100vh;
41+
display: flex;
42+
align-items: center;
43+
justify-content: center;
44+
scroll-snap-align: start;
45+
font-weight: bold;
46+
color: white;
47+
}
48+
49+
.one {
50+
background-color: black;
51+
}
52+
.two {
53+
background: url("https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQ_ICDzdvfaL8e4OtlV86xrO7iVLrDbHU_mMphDvXJpif6S2PbbzTw92GTEPzUQY4mIWpQ&usqp=CAU");
54+
} /* Blue */
55+
.three {
56+
background-color: black;
57+
}
58+
.four {
59+
background: url("https://png.pngtree.com/thumb_back/fh260/background/20220127/pngtree-gold-silver-soundwave-with-black-background-gradient-backdrop-technology-photo-image_21201810.jpg");
60+
background-repeat: none;
61+
background-size: cover;
62+
background-position: center;
63+
} /* Yellow */
64+
</style>
65+
</head>
66+
<body>
67+
<header class="header">
68+
<ul class="header-items">
69+
<li>
70+
<a
71+
href="/"
72+
style="
73+
cursor: pointer;
74+
text-decoration: none;
75+
color: white;
76+
background: none;
77+
-webkit-tap-highlight-color: transparent;
78+
font-family: 'Goudy Old Style';
79+
"
80+
>
81+
<div class="subtitle">TEXPOSE</div></a
82+
>
83+
</li>
84+
<li><a style="
85+
cursor: pointer;
86+
text-decoration: none;
87+
color: white;
88+
background: none;
89+
-webkit-tap-highlight-color: transparent;
90+
" href="/static/story.html">Our Story</a></li>
91+
<li>
92+
<a
93+
style="
94+
cursor: pointer;
95+
text-decoration: none;
96+
color: white;
97+
background: none;
98+
-webkit-tap-highlight-color: transparent;
99+
100+
"
101+
href="/static/about.html"
102+
>
103+
About Us</a
104+
>
105+
</li>
106+
<li><a style="
107+
cursor: pointer;
108+
text-decoration: none;
109+
color: white;
110+
background: none;
111+
-webkit-tap-highlight-color: transparent;
112+
113+
" href="/static/contact.html">Contact Us</a></li>
114+
</ul>
115+
</header>
116+
<div class="scroll-container" id="scrollContainer">
117+
<div class="section one " >
118+
TEXPOSE is here to bridge the gap between human creativity and machine
119+
intelligence.
120+
</div>
121+
<div class="section two"></div>
122+
<div class="section three">
123+
Our mission is to promote authenticity, prevent misinformation, and
124+
support fair content evaluation.
125+
</div>
126+
<div class="section four"></div>
127+
<div class="section one">
128+
Whether you're a researcher, educator, or content creator, our tool
129+
helps ensure authenticity in scholarly communication.
130+
</div>
131+
</div>
132+
133+
<script>
134+
const scrollContainer = document.getElementById("scrollContainer");
135+
let scrollAmount = window.innerWidth / 2; // Half of the viewport width
136+
137+
document.addEventListener("keydown", (event) => {
138+
if (event.key === "ArrowRight") {
139+
scrollContainer.scrollBy({ left: scrollAmount, behavior: "smooth" });
140+
} else if (event.key === "ArrowLeft") {
141+
scrollContainer.scrollBy({ left: -scrollAmount, behavior: "smooth" });
142+
}
143+
});
144+
145+
</script>
146+
</body>
147+
</html>

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