Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
@@ -9,25 +9,17 @@ import base64
|
|
9 |
import joblib
|
10 |
from datetime import datetime
|
11 |
import shutil
|
12 |
-
import glob
|
13 |
-
from reportlab.lib import colors
|
14 |
from reportlab.lib.pagesizes import letter
|
15 |
from reportlab.platypus import SimpleDocTemplate, Paragraph, Spacer, Table, TableStyle
|
16 |
from reportlab.lib.styles import getSampleStyleSheet, ParagraphStyle
|
|
|
17 |
import atexit
|
|
|
18 |
|
19 |
# Cleanup temporary files on exit
|
20 |
def cleanup_temp_files():
|
21 |
-
for temp_file in glob.glob("Health_Report_*.pdf"):
|
22 |
-
|
23 |
-
os.remove(temp_file)
|
24 |
-
except Exception as e:
|
25 |
-
print(f"Failed to clean up {temp_file}: {e}")
|
26 |
-
for temp_file in glob.glob("health_card*.html"):
|
27 |
-
try:
|
28 |
-
os.remove(temp_file)
|
29 |
-
except Exception as e:
|
30 |
-
print(f"Failed to clean up {temp_file}: {e}")
|
31 |
atexit.register(cleanup_temp_files)
|
32 |
|
33 |
# Initialize the face mesh model
|
@@ -98,107 +90,120 @@ models = {
|
|
98 |
def get_risk_color(value, normal_range):
|
99 |
low, high = normal_range
|
100 |
if value < low:
|
101 |
-
return ("Low", "🔻",
|
102 |
elif value > high:
|
103 |
-
return ("High", "🔺",
|
104 |
else:
|
105 |
-
return ("Normal", "✅",
|
106 |
-
|
107 |
-
# Function to build table
|
108 |
-
def
|
109 |
-
|
110 |
-
|
111 |
-
|
112 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
113 |
if "Count" in label or "Platelet" in label:
|
114 |
value_str = f"{value:.0f}"
|
115 |
else:
|
116 |
value_str = f"{value:.2f}"
|
117 |
-
|
118 |
-
|
119 |
-
|
120 |
-
|
121 |
-
Paragraph(f"{icon} {level}", ParagraphStyle('Custom', textColor=color))
|
122 |
-
])
|
123 |
-
return data
|
124 |
|
125 |
-
# Function to save the health report to PDF
|
126 |
-
def save_results_to_pdf(
|
127 |
try:
|
128 |
-
|
129 |
-
pdf = SimpleDocTemplate(filename, pagesize=letter)
|
130 |
-
elements = []
|
131 |
-
|
132 |
-
# Header
|
133 |
styles = getSampleStyleSheet()
|
134 |
-
|
135 |
-
|
136 |
-
|
137 |
-
|
138 |
-
|
139 |
-
|
140 |
-
|
141 |
-
|
142 |
-
|
143 |
-
|
144 |
-
|
145 |
-
|
146 |
-
|
147 |
-
|
148 |
-
|
149 |
-
|
150 |
-
|
151 |
-
|
152 |
-
|
153 |
-
|
154 |
-
|
155 |
-
|
156 |
-
|
157 |
-
|
158 |
-
|
159 |
-
|
160 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
161 |
table.setStyle(TableStyle([
|
162 |
-
('BACKGROUND', (0, 0), (-1, 0), colors.
|
163 |
-
('TEXTCOLOR', (0, 0), (-1, 0), colors.
|
164 |
('ALIGN', (0, 0), (-1, -1), 'CENTER'),
|
165 |
('FONTNAME', (0, 0), (-1, 0), 'Helvetica-Bold'),
|
166 |
('FONTSIZE', (0, 0), (-1, 0), 12),
|
167 |
('BOTTOMPADDING', (0, 0), (-1, 0), 12),
|
168 |
-
('BACKGROUND', (0, 1), (-1, -1), colors.
|
169 |
-
('
|
170 |
-
('ALIGN', (0, 1), (-1, -1), 'LEFT'),
|
171 |
-
('FONTNAME', (0, 1), (-1, -1), 'Helvetica'),
|
172 |
-
('FONTSIZE', (0, 1), (-1, -1), 10),
|
173 |
-
('GRID', (0, 0), (-1, -1), 1, colors.black),
|
174 |
-
('VALIGN', (0, 0), (-1, -1), 'MIDDLE')
|
175 |
]))
|
176 |
-
|
177 |
-
|
178 |
-
|
179 |
-
|
180 |
-
|
181 |
-
elements.append(Paragraph(summary, styles['Normal']))
|
182 |
-
elements.append(Spacer(1, 12))
|
183 |
-
|
184 |
-
# Build PDF
|
185 |
-
pdf.build(elements)
|
186 |
-
print(f"PDF generated successfully at: {filename}")
|
187 |
-
|
188 |
-
# Move to /tmp for Gradio access
|
189 |
-
temp_pdf_path = "/tmp/" + os.path.basename(filename)
|
190 |
-
shutil.copy(filename, temp_pdf_path)
|
191 |
-
if os.path.exists(temp_pdf_path) and os.access(temp_pdf_path, os.R_OK):
|
192 |
-
return f"PDF saved successfully as {filename}", temp_pdf_path
|
193 |
-
else:
|
194 |
-
return "Error: PDF file not accessible.", None
|
195 |
except Exception as e:
|
196 |
-
|
197 |
-
return f"Error: Failed to generate PDF - {str(e)}", None
|
198 |
|
199 |
-
# Build health card layout
|
200 |
def build_health_card(profile_image, test_results, summary, pdf_filepath, patient_name="", patient_age="", patient_gender="", patient_id=""):
|
201 |
-
|
|
|
202 |
|
203 |
pdf_filename = os.path.basename(pdf_filepath) if pdf_filepath else "health_report.pdf"
|
204 |
|
@@ -241,6 +246,7 @@ def build_health_card(profile_image, test_results, summary, pdf_filepath, patien
|
|
241 |
</div>
|
242 |
|
243 |
<div style="display: flex; gap: 15px; justify-content: center; flex-wrap: wrap;">
|
|
|
244 |
<button disabled style="padding: 12px 24px; background: #ccc; color: white; border: none; border-radius: 8px; cursor: not-allowed; font-weight: 600; font-size: 14px; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.1);">
|
245 |
📥 Download Report
|
246 |
</button>
|
@@ -265,7 +271,7 @@ current_patient_details = {'name': '', 'age': '', 'gender': '', 'id': ''}
|
|
265 |
|
266 |
# Modified analyze_face function
|
267 |
def analyze_face(input_data):
|
268 |
-
if isinstance(input_data, str): # Video input (file path in
|
269 |
cap = cv2.VideoCapture(input_data)
|
270 |
if not cap.isOpened():
|
271 |
return "<div style='color:red;'>⚠️ Error: Could not open video.</div>", None
|
@@ -315,23 +321,23 @@ def analyze_face(input_data):
|
|
315 |
})
|
316 |
|
317 |
test_results = {
|
318 |
-
"Hematology":
|
319 |
-
|
320 |
-
|
321 |
-
"Iron Panel":
|
322 |
-
|
323 |
-
|
324 |
-
"Liver & Kidney":
|
325 |
-
|
326 |
-
|
327 |
-
"Electrolytes":
|
328 |
-
|
329 |
-
"Vitals":
|
330 |
-
|
331 |
-
|
332 |
-
|
333 |
-
|
334 |
-
|
335 |
}
|
336 |
|
337 |
summary = "<ul><li>Your hemoglobin is a bit low — this could mean mild anemia.</li><li>Low iron storage detected — consider an iron profile test.</li><li>Elevated bilirubin — possible jaundice. Recommend LFT.</li><li>High HbA1c — prediabetes indication. Recommend glucose check.</li><li>Low SpO₂ — suggest retesting with a pulse oximeter.</li></ul>"
|
@@ -340,16 +346,7 @@ def analyze_face(input_data):
|
|
340 |
profile_image_base64 = base64.b64encode(buffer).decode('utf-8')
|
341 |
|
342 |
pdf_filename = f"Health_Report_{datetime.now().strftime('%Y-%m-%d_%H-%M-%S')}.pdf"
|
343 |
-
pdf_result, pdf_filepath = save_results_to_pdf(
|
344 |
-
profile_image_base64,
|
345 |
-
test_results,
|
346 |
-
summary,
|
347 |
-
current_patient_details['name'],
|
348 |
-
current_patient_details['age'],
|
349 |
-
current_patient_details['gender'],
|
350 |
-
current_patient_details['id'],
|
351 |
-
pdf_filename
|
352 |
-
)
|
353 |
|
354 |
if pdf_filepath:
|
355 |
temp_pdf_path = "/tmp/" + os.path.basename(pdf_filepath)
|
@@ -390,7 +387,7 @@ def route_inputs(mode, image, video, patient_name, patient_age, patient_gender,
|
|
390 |
|
391 |
# Create Gradio interface
|
392 |
with gr.Blocks() as demo:
|
393 |
-
gr.Markdown("""# 🧠 Face-Based Lab Test AI Report""")
|
394 |
with gr.Row():
|
395 |
with gr.Column():
|
396 |
gr.Markdown("### Patient Information")
|
@@ -408,12 +405,12 @@ with gr.Blocks() as demo:
|
|
408 |
sources=["upload", "webcam"])
|
409 |
submit_btn = gr.Button("🔍 Analyze")
|
410 |
with gr.Column():
|
411 |
-
result_html = gr.HTML(label="🧪 Health Report")
|
412 |
result_pdf = gr.File(label="Download Health Report PDF", interactive=False)
|
413 |
|
414 |
submit_btn.click(fn=route_inputs,
|
415 |
inputs=[mode_selector, image_input, video_input, patient_name, patient_age, patient_gender, patient_id],
|
416 |
outputs=[result_html, result_pdf])
|
417 |
|
418 |
-
# Launch Gradio for
|
419 |
-
demo.launch()
|
|
|
9 |
import joblib
|
10 |
from datetime import datetime
|
11 |
import shutil
|
|
|
|
|
12 |
from reportlab.lib.pagesizes import letter
|
13 |
from reportlab.platypus import SimpleDocTemplate, Paragraph, Spacer, Table, TableStyle
|
14 |
from reportlab.lib.styles import getSampleStyleSheet, ParagraphStyle
|
15 |
+
from reportlab.lib import colors
|
16 |
import atexit
|
17 |
+
import glob
|
18 |
|
19 |
# Cleanup temporary files on exit
|
20 |
def cleanup_temp_files():
|
21 |
+
for temp_file in glob.glob("/tmp/Health_Report_*.pdf"):
|
22 |
+
os.remove(temp_file)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
23 |
atexit.register(cleanup_temp_files)
|
24 |
|
25 |
# Initialize the face mesh model
|
|
|
90 |
def get_risk_color(value, normal_range):
|
91 |
low, high = normal_range
|
92 |
if value < low:
|
93 |
+
return ("Low", "🔻", "#fff3cd")
|
94 |
elif value > high:
|
95 |
+
return ("High", "🔺", "#f8d7da")
|
96 |
else:
|
97 |
+
return ("Normal", "✅", "#d4edda")
|
98 |
+
|
99 |
+
# Function to build table for test results
|
100 |
+
def build_table(title, rows):
|
101 |
+
color_map = {
|
102 |
+
"Normal": "#28a745",
|
103 |
+
"High": "#dc3545",
|
104 |
+
"Low": "#ffc107"
|
105 |
+
}
|
106 |
+
|
107 |
+
html = (
|
108 |
+
f'<div style="margin-bottom: 25px; border-radius: 8px; overflow: hidden; border: 1px solid #e0e0e0;">'
|
109 |
+
f'<div style="background: linear-gradient(135deg, #f5f7fa, #c3cfe2); padding: 12px 16px; border-bottom: 1px solid #e0e0e0;">'
|
110 |
+
f'<h4 style="margin: 0; color: #2c3e50; font-size: 16px; font-weight: 600;">{title}</h4>'
|
111 |
+
f'</div>'
|
112 |
+
f'<table style="width:100%; border-collapse:collapse; background: white;">'
|
113 |
+
f'<thead><tr style="background:#f8f9fa;"><th style="padding:12px 8px;border-bottom:2px solid #dee2e6;color:#495057;font-weight:600;text-align:left;font-size:13px;">Test</th><th style="padding:12px 8px;border-bottom:2px solid #dee2e6;color:#495057;font-weight:600;text-align:center;font-size:13px;">Result</th><th style="padding:12px 8px;border-bottom:2px solid #dee2e6;color:#495057;font-weight:600;text-align:center;font-size:13px;">Range</th><th style="padding:12px 8px;border-bottom:2px solid #dee2e6;color:#495057;font-weight:600;text-align:center;font-size:13px;">Level</th></tr></thead><tbody>'
|
114 |
+
)
|
115 |
+
for i, (label, value, ref) in enumerate(rows):
|
116 |
+
level, icon, bg = get_risk_color(value, ref)
|
117 |
+
row_bg = "#f8f9fa" if i % 2 == 0 else "white"
|
118 |
+
if level != "Normal":
|
119 |
+
row_bg = bg
|
120 |
+
|
121 |
if "Count" in label or "Platelet" in label:
|
122 |
value_str = f"{value:.0f}"
|
123 |
else:
|
124 |
value_str = f"{value:.2f}"
|
125 |
+
|
126 |
+
html += f'<tr style="background:{row_bg};border-bottom:1px solid #e9ecef;"><td style="padding:10px 8px;color:#2c3e50;font-weight:500;">{label}</td><td style="padding:10px 8px;text-align:center;color:#2c3e50;font-weight:600;">{value_str}</td><td style="padding:10px 8px;text-align:center;color:#6c757d;font-size:12px;">{ref[0]} - {ref[1]}</td><td style="padding:10px 8px;text-align:center;font-weight:600;color:{color_map[level]};">{icon} {level}</td></tr>'
|
127 |
+
html += '</tbody></table></div>'
|
128 |
+
return html
|
|
|
|
|
|
|
129 |
|
130 |
+
# Function to save the health report to PDF
|
131 |
+
def save_results_to_pdf(test_results, test_values, filename):
|
132 |
try:
|
133 |
+
doc = SimpleDocTemplate(filename, pagesize=letter)
|
|
|
|
|
|
|
|
|
134 |
styles = getSampleStyleSheet()
|
135 |
+
title_style = ParagraphStyle(
|
136 |
+
name='Title',
|
137 |
+
fontSize=16,
|
138 |
+
leading=20,
|
139 |
+
alignment=1,
|
140 |
+
spaceAfter=20,
|
141 |
+
textColor=colors.black,
|
142 |
+
fontName='Helvetica-Bold'
|
143 |
+
)
|
144 |
+
body_style = ParagraphStyle(
|
145 |
+
name='Body',
|
146 |
+
fontSize=12,
|
147 |
+
leading=14,
|
148 |
+
spaceAfter=10,
|
149 |
+
textColor=colors.black,
|
150 |
+
fontName='Helvetica'
|
151 |
+
)
|
152 |
+
|
153 |
+
flowables = [Paragraph("Health Report", title_style), Spacer(1, 12)]
|
154 |
+
|
155 |
+
# Define ranges for all tests
|
156 |
+
test_ranges = {
|
157 |
+
"Hemoglobin": (13.5, 17.5),
|
158 |
+
"WBC Count": (4.0, 11.0),
|
159 |
+
"Platelet Count": (150, 450),
|
160 |
+
"Iron": (60, 170),
|
161 |
+
"Ferritin": (30, 300),
|
162 |
+
"TIBC": (250, 400),
|
163 |
+
"Bilirubin": (0.3, 1.2),
|
164 |
+
"Creatinine": (0.6, 1.2),
|
165 |
+
"Urea": (7, 20),
|
166 |
+
"Sodium": (135, 145),
|
167 |
+
"Potassium": (3.5, 5.1),
|
168 |
+
"SpO2": (95, 100),
|
169 |
+
"Heart Rate": (60, 100),
|
170 |
+
"Respiratory Rate": (12, 20),
|
171 |
+
"Temperature": (97, 99),
|
172 |
+
"BP Systolic": (90, 120),
|
173 |
+
"BP Diastolic": (60, 80)
|
174 |
+
}
|
175 |
+
|
176 |
+
for section_name, html in test_results.items():
|
177 |
+
flowables.append(Paragraph(section_name, styles['Heading2']))
|
178 |
+
table_data = [["Test", "Result", "Range", "Level"]]
|
179 |
+
for label in test_ranges:
|
180 |
+
if any(label in html for section_html in test_results.values()):
|
181 |
+
value = test_values.get(label, test_ranges[label][0] + random.uniform(-1, 1)) # Use actual value or fallback
|
182 |
+
level, _, _ = get_risk_color(value, test_ranges[label])
|
183 |
+
table_data.append([label, f"{value:.2f}" if label not in ["WBC Count", "Platelet Count"] else f"{value:.0f}", f"{test_ranges[label][0]} - {test_ranges[label][1]}", level])
|
184 |
+
table = Table(table_data)
|
185 |
table.setStyle(TableStyle([
|
186 |
+
('BACKGROUND', (0, 0), (-1, 0), colors.grey),
|
187 |
+
('TEXTCOLOR', (0, 0), (-1, 0), colors.whitesmoke),
|
188 |
('ALIGN', (0, 0), (-1, -1), 'CENTER'),
|
189 |
('FONTNAME', (0, 0), (-1, 0), 'Helvetica-Bold'),
|
190 |
('FONTSIZE', (0, 0), (-1, 0), 12),
|
191 |
('BOTTOMPADDING', (0, 0), (-1, 0), 12),
|
192 |
+
('BACKGROUND', (0, 1), (-1, -1), colors.beige),
|
193 |
+
('GRID', (0, 0), (-1, -1), 1, colors.black)
|
|
|
|
|
|
|
|
|
|
|
194 |
]))
|
195 |
+
flowables.append(table)
|
196 |
+
flowables.append(Spacer(1, 12))
|
197 |
+
|
198 |
+
doc.build(flowables)
|
199 |
+
return f"PDF saved successfully as {filename}", filename
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
200 |
except Exception as e:
|
201 |
+
return f"Error saving PDF: {str(e)}", None
|
|
|
202 |
|
203 |
+
# Build health card layout
|
204 |
def build_health_card(profile_image, test_results, summary, pdf_filepath, patient_name="", patient_age="", patient_gender="", patient_id=""):
|
205 |
+
from datetime import datetime
|
206 |
+
current_date = datetime.now().strftime("%B %d, %Y")
|
207 |
|
208 |
pdf_filename = os.path.basename(pdf_filepath) if pdf_filepath else "health_report.pdf"
|
209 |
|
|
|
246 |
</div>
|
247 |
|
248 |
<div style="display: flex; gap: 15px; justify-content: center; flex-wrap: wrap;">
|
249 |
+
<!-- Disabled the direct download link to rely on Gradio File component -->
|
250 |
<button disabled style="padding: 12px 24px; background: #ccc; color: white; border: none; border-radius: 8px; cursor: not-allowed; font-weight: 600; font-size: 14px; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.1);">
|
251 |
📥 Download Report
|
252 |
</button>
|
|
|
271 |
|
272 |
# Modified analyze_face function
|
273 |
def analyze_face(input_data):
|
274 |
+
if isinstance(input_data, str): # Video input (file path in Replit)
|
275 |
cap = cv2.VideoCapture(input_data)
|
276 |
if not cap.isOpened():
|
277 |
return "<div style='color:red;'>⚠️ Error: Could not open video.</div>", None
|
|
|
321 |
})
|
322 |
|
323 |
test_results = {
|
324 |
+
"Hematology": build_table("🩸 Hematology", [("Hemoglobin", test_values["Hemoglobin"], (13.5, 17.5)),
|
325 |
+
("WBC Count", test_values["WBC Count"], (4.0, 11.0)),
|
326 |
+
("Platelet Count", test_values["Platelet Count"], (150, 450))]),
|
327 |
+
"Iron Panel": build_table("🧬 Iron Panel", [("Iron", test_values["Iron"], (60, 170)),
|
328 |
+
("Ferritin", test_values["Ferritin"], (30, 300)),
|
329 |
+
("TIBC", test_values["TIBC"], (250, 400))]),
|
330 |
+
"Liver & Kidney": build_table("🧬 Liver & Kidney", [("Bilirubin", test_values["Bilirubin"], (0.3, 1.2)),
|
331 |
+
("Creatinine", test_values["Creatinine"], (0.6, 1.2)),
|
332 |
+
("Urea", test_values["Urea"], (7, 20))]),
|
333 |
+
"Electrolytes": build_table("🧪 Electrolytes", [("Sodium", test_values["Sodium"], (135, 145)),
|
334 |
+
("Potassium", test_values["Potassium"], (3.5, 5.1))]),
|
335 |
+
"Vitals": build_table("❤️ Vitals", [("SpO2", test_values["SpO2"], (95, 100)),
|
336 |
+
("Heart Rate", test_values["Heart Rate"], (60, 100)),
|
337 |
+
("Respiratory Rate", test_values["Respiratory Rate"], (12, 20)),
|
338 |
+
("Temperature", test_values["Temperature"], (97, 99)),
|
339 |
+
("BP Systolic", test_values["BP Systolic"], (90, 120)),
|
340 |
+
("BP Diastolic", test_values["BP Diastolic"], (60, 80))])
|
341 |
}
|
342 |
|
343 |
summary = "<ul><li>Your hemoglobin is a bit low — this could mean mild anemia.</li><li>Low iron storage detected — consider an iron profile test.</li><li>Elevated bilirubin — possible jaundice. Recommend LFT.</li><li>High HbA1c — prediabetes indication. Recommend glucose check.</li><li>Low SpO₂ — suggest retesting with a pulse oximeter.</li></ul>"
|
|
|
346 |
profile_image_base64 = base64.b64encode(buffer).decode('utf-8')
|
347 |
|
348 |
pdf_filename = f"Health_Report_{datetime.now().strftime('%Y-%m-%d_%H-%M-%S')}.pdf"
|
349 |
+
pdf_result, pdf_filepath = save_results_to_pdf(test_results, test_values, pdf_filename)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
350 |
|
351 |
if pdf_filepath:
|
352 |
temp_pdf_path = "/tmp/" + os.path.basename(pdf_filepath)
|
|
|
387 |
|
388 |
# Create Gradio interface
|
389 |
with gr.Blocks() as demo:
|
390 |
+
gr.Markdown("""# 🧠 Face-Based Lab Test AI Report (Video Mode)""")
|
391 |
with gr.Row():
|
392 |
with gr.Column():
|
393 |
gr.Markdown("### Patient Information")
|
|
|
405 |
sources=["upload", "webcam"])
|
406 |
submit_btn = gr.Button("🔍 Analyze")
|
407 |
with gr.Column():
|
408 |
+
result_html = gr.HTML(label="🧪 Health Report Table")
|
409 |
result_pdf = gr.File(label="Download Health Report PDF", interactive=False)
|
410 |
|
411 |
submit_btn.click(fn=route_inputs,
|
412 |
inputs=[mode_selector, image_input, video_input, patient_name, patient_age, patient_gender, patient_id],
|
413 |
outputs=[result_html, result_pdf])
|
414 |
|
415 |
+
# Launch Gradio for Replit
|
416 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|