Spaces:
Sleeping
Sleeping
Commit ·
7f59dbf
1
Parent(s): bd07189
UI change
Browse files
app.py
CHANGED
|
@@ -62,29 +62,135 @@ def full_pipeline(image):
|
|
| 62 |
|
| 63 |
|
| 64 |
# ------------------ GRADIO UI ------------------
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 68 |
with gr.Row():
|
| 69 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 70 |
|
| 71 |
-
cls_output = gr.Label(num_top_classes=3, label="Classifier Prediction")
|
| 72 |
-
gr.Markdown("<h1 style='text-align:center;'>♻️ Disposal Advisor</h1>")
|
| 73 |
explain_output = gr.Textbox(
|
| 74 |
-
label="Detailed Recycling & Disposal Advice",
|
| 75 |
elem_id="explainbox",
|
| 76 |
lines=18
|
| 77 |
)
|
| 78 |
|
| 79 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 80 |
|
| 81 |
analyze_btn.click(
|
| 82 |
full_pipeline,
|
| 83 |
inputs=img_input,
|
| 84 |
-
outputs=[cls_output, explain_output]
|
|
|
|
| 85 |
)
|
| 86 |
|
| 87 |
-
demo.launch(
|
| 88 |
-
theme=gr.themes.Soft(primary_hue="green"),
|
| 89 |
-
css="#explainbox {height: 330px; font-size: 15px;}"
|
| 90 |
-
)
|
|
|
|
| 62 |
|
| 63 |
|
| 64 |
# ------------------ GRADIO UI ------------------
|
| 65 |
+
# =========================
|
| 66 |
+
# CSS TÙY CHỈNH GIAO DIỆN
|
| 67 |
+
# =========================
|
| 68 |
+
custom_css = """
|
| 69 |
+
#main-title {
|
| 70 |
+
text-align: center;
|
| 71 |
+
color: #2E7D32;
|
| 72 |
+
font-size: 34px;
|
| 73 |
+
font-weight: 800;
|
| 74 |
+
margin-bottom: 22px;
|
| 75 |
+
}
|
| 76 |
+
|
| 77 |
+
.gradio-container {
|
| 78 |
+
background: linear-gradient(135deg, #E8F5E9 0%, #F1F8E9 100%);
|
| 79 |
+
font-family: 'Segoe UI', sans-serif;
|
| 80 |
+
}
|
| 81 |
+
|
| 82 |
+
#explainbox textarea {
|
| 83 |
+
background: #ffffff;
|
| 84 |
+
border: 2px solid #A5D6A7;
|
| 85 |
+
border-radius: 12px;
|
| 86 |
+
padding: 12px;
|
| 87 |
+
font-size: 15px;
|
| 88 |
+
}
|
| 89 |
+
|
| 90 |
+
.gr-button.primary {
|
| 91 |
+
background: #43A047 !important;
|
| 92 |
+
color: white !important;
|
| 93 |
+
border-radius: 12px !important;
|
| 94 |
+
padding: 12px 20px !important;
|
| 95 |
+
font-size: 17px !important;
|
| 96 |
+
box-shadow: 0px 4px 8px rgba(0, 0, 0, 0.15);
|
| 97 |
+
transition: 0.2s ease;
|
| 98 |
+
}
|
| 99 |
+
|
| 100 |
+
.gr-button.primary:hover {
|
| 101 |
+
background: #2E7D32 !important;
|
| 102 |
+
transform: translateY(-2px);
|
| 103 |
+
}
|
| 104 |
+
|
| 105 |
+
/* PROGRESS BAR CUSTOM */
|
| 106 |
+
#loading-container {
|
| 107 |
+
width: 100%;
|
| 108 |
+
height: 12px;
|
| 109 |
+
margin-top: 15px;
|
| 110 |
+
margin-bottom: 5px;
|
| 111 |
+
background: #C8E6C9;
|
| 112 |
+
border-radius: 10px;
|
| 113 |
+
}
|
| 114 |
+
|
| 115 |
+
#loading-bar {
|
| 116 |
+
width: 0%;
|
| 117 |
+
height: 100%;
|
| 118 |
+
background: #66BB6A;
|
| 119 |
+
border-radius: 10px;
|
| 120 |
+
transition: width 0.25s ease-out;
|
| 121 |
+
}
|
| 122 |
+
"""
|
| 123 |
+
|
| 124 |
+
# =========================
|
| 125 |
+
# GRADIO UI
|
| 126 |
+
# =========================
|
| 127 |
+
with gr.Blocks(css=custom_css) as demo:
|
| 128 |
+
|
| 129 |
+
# ---- TITLE
|
| 130 |
+
gr.Markdown("<h1 id='main-title'>♻️ AI Waste Classifier + Eco Advisor</h1>")
|
| 131 |
+
|
| 132 |
+
# ---- INPUT ROW
|
| 133 |
with gr.Row():
|
| 134 |
+
with gr.Column(scale=1):
|
| 135 |
+
img_input = gr.Image(
|
| 136 |
+
type="pil",
|
| 137 |
+
label="📸 Upload waste image",
|
| 138 |
+
elem_id="upload-area"
|
| 139 |
+
)
|
| 140 |
+
|
| 141 |
+
with gr.Column(scale=1):
|
| 142 |
+
gr.Markdown(
|
| 143 |
+
"""
|
| 144 |
+
<div style="border:2px solid #A5D6A7; padding:16px; border-radius:14px; background:white;">
|
| 145 |
+
<h3 style="color:#2E7D32;">🌍 Mẹo phân loại nhanh:</h3>
|
| 146 |
+
<ul>
|
| 147 |
+
<li>Rác hữu cơ → thùng xanh</li>
|
| 148 |
+
<li>Nhựa, kim loại → tái chế</li>
|
| 149 |
+
<li>Thủy tinh nhớ rửa sạch</li>
|
| 150 |
+
<li>Pin, thiết bị điện → xử lý đặc biệt</li>
|
| 151 |
+
</ul>
|
| 152 |
+
</div>
|
| 153 |
+
"""
|
| 154 |
+
)
|
| 155 |
+
|
| 156 |
+
# ---- OUTPUTS
|
| 157 |
+
cls_output = gr.Label(
|
| 158 |
+
num_top_classes=3,
|
| 159 |
+
label="🔍 Classifier Prediction (Top 3)"
|
| 160 |
+
)
|
| 161 |
|
|
|
|
|
|
|
| 162 |
explain_output = gr.Textbox(
|
| 163 |
+
label="🧩 Detailed Recycling & Disposal Advice",
|
| 164 |
elem_id="explainbox",
|
| 165 |
lines=18
|
| 166 |
)
|
| 167 |
|
| 168 |
+
# ---- BUTTON + PROGRESS BAR
|
| 169 |
+
analyze_btn = gr.Button("Analyze Waste", variant="primary")
|
| 170 |
+
|
| 171 |
+
progress_html = gr.HTML(
|
| 172 |
+
"""
|
| 173 |
+
<div id="loading-container">
|
| 174 |
+
<div id="loading-bar"></div>
|
| 175 |
+
</div>
|
| 176 |
+
"""
|
| 177 |
+
)
|
| 178 |
+
|
| 179 |
+
# ---- JS ANIMATION FOR PROGRESS BAR
|
| 180 |
+
animate_js = """
|
| 181 |
+
function(p){
|
| 182 |
+
let bar = document.getElementById('loading-bar');
|
| 183 |
+
if (bar){
|
| 184 |
+
bar.style.width = (p * 100) + "%";
|
| 185 |
+
}
|
| 186 |
+
}
|
| 187 |
+
"""
|
| 188 |
|
| 189 |
analyze_btn.click(
|
| 190 |
full_pipeline,
|
| 191 |
inputs=img_input,
|
| 192 |
+
outputs=[cls_output, explain_output],
|
| 193 |
+
progress=animate_js
|
| 194 |
)
|
| 195 |
|
| 196 |
+
demo.launch()
|
|
|
|
|
|
|
|
|