feat(frontend): Streamlit dashboard with 3 modality tabs
Browse files- .streamlit/config.toml +15 -0
- requirements.txt +3 -0
- src/frontend/__init__.py +0 -0
- src/frontend/app.py +405 -0
- tests/frontend/__init__.py +0 -0
- tests/frontend/test_app_import.py +17 -0
.streamlit/config.toml
ADDED
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@@ -0,0 +1,15 @@
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# NeuroBridge Enterprise — Trust & Authority brand theme
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# Locked to the design-system tokens defined in Day-4 Task 10.
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[theme]
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primaryColor = "#0369A1"
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backgroundColor = "#F8FAFC"
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secondaryBackgroundColor = "#FFFFFF"
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textColor = "#020617"
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font = "sans serif"
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[browser]
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gatherUsageStats = false
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[server]
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headless = true
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requirements.txt
CHANGED
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@@ -32,3 +32,6 @@ mlflow==2.16.0
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pytest==8.3.3
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pytest-cov==5.0.0
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httpx==0.27.2 # FastAPI test client
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pytest==8.3.3
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pytest-cov==5.0.0
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httpx==0.27.2 # FastAPI test client
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# --- Frontend (B2B dashboard) ---
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streamlit==1.39.0
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src/frontend/__init__.py
ADDED
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File without changes
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src/frontend/app.py
ADDED
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@@ -0,0 +1,405 @@
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|
| 1 |
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"""NeuroBridge Enterprise — Streamlit B2B dashboard.
|
| 2 |
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|
| 3 |
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Three tabs (Molecule / Signal / Image), each fires a POST request against the
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| 4 |
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sibling FastAPI service and renders a result card with row counts, runtime,
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| 5 |
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and a deep link to the corresponding MLflow run.
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| 6 |
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| 7 |
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Design: Trust & Authority — navy + sky CTA + cool-white background, Plus
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| 8 |
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Jakarta Sans, generous whitespace. Avoids emoji icons, AI gradients, and
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| 9 |
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playful flourishes (per design-system guidance for clinical-ML B2B).
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| 10 |
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| 11 |
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Launch: `streamlit run src/frontend/app.py`
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| 12 |
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"""
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| 13 |
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from __future__ import annotations
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| 14 |
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| 15 |
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import html as _html
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| 16 |
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import os
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| 17 |
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| 18 |
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import httpx
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| 19 |
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import streamlit as st
|
| 20 |
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| 21 |
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|
| 22 |
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_API_URL = os.environ.get("NEUROBRIDGE_API_URL", "http://localhost:8000")
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| 23 |
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_MLFLOW_URL = os.environ.get(
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| 24 |
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"NEUROBRIDGE_MLFLOW_URL",
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| 25 |
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os.environ.get("MLFLOW_TRACKING_URI", "http://localhost:5000"),
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| 26 |
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)
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| 27 |
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_MLFLOW_DISABLED = os.environ.get("NEUROBRIDGE_DISABLE_MLFLOW") == "1"
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| 28 |
+
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| 29 |
+
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| 30 |
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# Trust & Authority custom CSS — overrides Streamlit defaults to lock the
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| 31 |
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# design-system tokens. Loaded once at app start via st.markdown.
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| 32 |
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_CUSTOM_CSS = """
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<style>
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| 34 |
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@import url('https://fonts.googleapis.com/css2?family=Plus+Jakarta+Sans:wght@400;500;600;700&display=swap');
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| 35 |
+
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| 36 |
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html, body, [class*="css"], .stApp, .stMarkdown, .stTabs, .stButton, .stTextInput {
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| 37 |
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font-family: 'Plus Jakarta Sans', -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif !important;
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| 38 |
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}
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.stApp {
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| 41 |
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background-color: #F8FAFC;
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}
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| 43 |
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| 44 |
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/* Brand header band */
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| 45 |
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.brand-header {
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| 46 |
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background: linear-gradient(135deg, #0F172A 0%, #1E293B 100%);
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| 47 |
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color: #F8FAFC;
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| 48 |
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padding: 1.75rem 2rem;
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| 49 |
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border-radius: 12px;
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margin-bottom: 1.5rem;
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| 51 |
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border: 1px solid #1E293B;
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| 52 |
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}
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| 53 |
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.brand-header h1 {
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| 54 |
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font-size: 1.75rem;
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| 55 |
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font-weight: 700;
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| 56 |
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letter-spacing: -0.02em;
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| 57 |
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margin: 0;
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| 58 |
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color: #FFFFFF;
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}
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.brand-header p {
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| 61 |
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color: #94A3B8;
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| 62 |
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margin: 0.25rem 0 0 0;
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| 63 |
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font-size: 0.95rem;
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| 64 |
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font-weight: 400;
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| 65 |
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}
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| 66 |
+
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| 67 |
+
/* Status pills */
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| 68 |
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.status-pill {
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| 69 |
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display: inline-block;
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| 70 |
+
padding: 0.25rem 0.75rem;
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| 71 |
+
border-radius: 999px;
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| 72 |
+
font-size: 0.78rem;
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| 73 |
+
font-weight: 600;
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| 74 |
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letter-spacing: 0.02em;
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| 75 |
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margin-right: 0.5rem;
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| 76 |
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}
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| 77 |
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.status-ok { background: #DCFCE7; color: #166534; }
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| 78 |
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.status-warn { background: #FEF3C7; color: #92400E; }
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| 79 |
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.status-down { background: #FEE2E2; color: #991B1B; }
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| 80 |
+
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/* Cards / metric containers */
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[data-testid="stMetric"] {
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| 83 |
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background: #FFFFFF;
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| 84 |
+
border: 1px solid #E2E8F0;
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| 85 |
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border-radius: 10px;
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| 86 |
+
padding: 1.1rem 1.25rem;
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| 87 |
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box-shadow: 0 1px 2px rgba(15, 23, 42, 0.04);
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| 88 |
+
}
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| 89 |
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[data-testid="stMetricLabel"] {
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| 90 |
+
color: #64748B;
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| 91 |
+
font-size: 0.78rem;
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| 92 |
+
font-weight: 600;
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| 93 |
+
text-transform: uppercase;
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| 94 |
+
letter-spacing: 0.04em;
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| 95 |
+
}
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| 96 |
+
[data-testid="stMetricValue"] {
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| 97 |
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color: #0F172A;
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| 98 |
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font-weight: 700;
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| 99 |
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font-size: 1.85rem;
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| 100 |
+
}
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| 101 |
+
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| 102 |
+
/* Primary action button */
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| 103 |
+
.stButton > button[kind="primary"] {
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| 104 |
+
background: #0369A1;
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| 105 |
+
color: #FFFFFF;
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| 106 |
+
border: 0;
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| 107 |
+
border-radius: 8px;
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| 108 |
+
font-weight: 600;
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| 109 |
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padding: 0.55rem 1.2rem;
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| 110 |
+
transition: background 180ms ease, transform 120ms ease;
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| 111 |
+
}
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| 112 |
+
.stButton > button[kind="primary"]:hover {
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| 113 |
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background: #075985;
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| 114 |
+
transform: translateY(-1px);
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| 115 |
+
}
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| 116 |
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.stButton > button[kind="primary"]:focus {
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| 117 |
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outline: 3px solid rgba(3, 105, 161, 0.35);
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| 118 |
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outline-offset: 2px;
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| 119 |
+
}
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| 120 |
+
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| 121 |
+
/* Tab strip */
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| 122 |
+
.stTabs [data-baseweb="tab-list"] {
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| 123 |
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gap: 0.25rem;
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| 124 |
+
border-bottom: 1px solid #E2E8F0;
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| 125 |
+
}
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| 126 |
+
.stTabs [data-baseweb="tab"] {
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| 127 |
+
color: #64748B;
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| 128 |
+
font-weight: 600;
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| 129 |
+
padding: 0.65rem 1.25rem;
|
| 130 |
+
border-bottom: 2px solid transparent;
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| 131 |
+
transition: color 150ms ease, border-color 150ms ease;
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| 132 |
+
}
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| 133 |
+
.stTabs [aria-selected="true"] {
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| 134 |
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color: #0F172A !important;
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| 135 |
+
border-bottom-color: #0369A1 !important;
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| 136 |
+
}
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| 137 |
+
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| 138 |
+
/* Section headers inside tabs */
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| 139 |
+
.section-eyebrow {
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| 140 |
+
font-size: 0.72rem;
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| 141 |
+
font-weight: 700;
|
| 142 |
+
color: #0369A1;
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| 143 |
+
letter-spacing: 0.08em;
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| 144 |
+
text-transform: uppercase;
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| 145 |
+
margin: 0;
|
| 146 |
+
}
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| 147 |
+
.section-title {
|
| 148 |
+
font-size: 1.35rem;
|
| 149 |
+
font-weight: 700;
|
| 150 |
+
color: #0F172A;
|
| 151 |
+
margin: 0.15rem 0 0.5rem 0;
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| 152 |
+
letter-spacing: -0.01em;
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| 153 |
+
}
|
| 154 |
+
.section-desc {
|
| 155 |
+
color: #475569;
|
| 156 |
+
font-size: 0.95rem;
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| 157 |
+
margin: 0 0 1.5rem 0;
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| 158 |
+
line-height: 1.6;
|
| 159 |
+
}
|
| 160 |
+
|
| 161 |
+
/* Result card link styling */
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| 162 |
+
.mlflow-link a {
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| 163 |
+
color: #0369A1;
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| 164 |
+
text-decoration: none;
|
| 165 |
+
font-weight: 600;
|
| 166 |
+
border-bottom: 1px solid rgba(3, 105, 161, 0.25);
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| 167 |
+
transition: border-color 150ms ease;
|
| 168 |
+
}
|
| 169 |
+
.mlflow-link a:hover {
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| 170 |
+
border-bottom-color: #0369A1;
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| 171 |
+
}
|
| 172 |
+
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| 173 |
+
/* Sidebar */
|
| 174 |
+
section[data-testid="stSidebar"] {
|
| 175 |
+
background: #FFFFFF;
|
| 176 |
+
border-right: 1px solid #E2E8F0;
|
| 177 |
+
}
|
| 178 |
+
section[data-testid="stSidebar"] h3 {
|
| 179 |
+
font-size: 0.78rem;
|
| 180 |
+
font-weight: 700;
|
| 181 |
+
color: #64748B;
|
| 182 |
+
text-transform: uppercase;
|
| 183 |
+
letter-spacing: 0.06em;
|
| 184 |
+
}
|
| 185 |
+
</style>
|
| 186 |
+
"""
|
| 187 |
+
|
| 188 |
+
|
| 189 |
+
def _check_api_health() -> tuple[bool, str]:
|
| 190 |
+
"""Ping FastAPI /health endpoint; return (ok, status_text)."""
|
| 191 |
+
try:
|
| 192 |
+
resp = httpx.get(f"{_API_URL}/health", timeout=2.0)
|
| 193 |
+
if resp.status_code == 200:
|
| 194 |
+
return True, "ok"
|
| 195 |
+
return False, f"http {resp.status_code}"
|
| 196 |
+
except httpx.RequestError as e:
|
| 197 |
+
return False, str(type(e).__name__)
|
| 198 |
+
|
| 199 |
+
|
| 200 |
+
def _post(endpoint: str, payload: dict) -> dict:
|
| 201 |
+
"""POST to the FastAPI surface; let httpx raise on non-2xx."""
|
| 202 |
+
resp = httpx.post(f"{_API_URL}{endpoint}", json=payload, timeout=120.0)
|
| 203 |
+
resp.raise_for_status()
|
| 204 |
+
return resp.json()
|
| 205 |
+
|
| 206 |
+
|
| 207 |
+
def _render_brand_header() -> None:
|
| 208 |
+
st.markdown(
|
| 209 |
+
"""
|
| 210 |
+
<div class="brand-header">
|
| 211 |
+
<h1>NeuroBridge Enterprise</h1>
|
| 212 |
+
<p>Three-modality clinical ML — Data Drift, Missing Modalities, Artifacts</p>
|
| 213 |
+
</div>
|
| 214 |
+
""",
|
| 215 |
+
unsafe_allow_html=True,
|
| 216 |
+
)
|
| 217 |
+
|
| 218 |
+
|
| 219 |
+
def _render_section(eyebrow: str, title: str, desc: str) -> None:
|
| 220 |
+
st.markdown(
|
| 221 |
+
f"""
|
| 222 |
+
<p class="section-eyebrow">{eyebrow}</p>
|
| 223 |
+
<h2 class="section-title">{title}</h2>
|
| 224 |
+
<p class="section-desc">{desc}</p>
|
| 225 |
+
""",
|
| 226 |
+
unsafe_allow_html=True,
|
| 227 |
+
)
|
| 228 |
+
|
| 229 |
+
|
| 230 |
+
def _render_result(body: dict) -> None:
|
| 231 |
+
"""Render a 3-metric result card + MLflow deep link."""
|
| 232 |
+
cols = st.columns(3)
|
| 233 |
+
cols[0].metric("Rows", f"{body['rows']:,}")
|
| 234 |
+
cols[1].metric("Columns", f"{body['columns']:,}")
|
| 235 |
+
cols[2].metric("Runtime", f"{body['duration_sec']:.2f} s")
|
| 236 |
+
|
| 237 |
+
safe_output_path = _html.escape(str(body["output_path"]))
|
| 238 |
+
st.markdown(
|
| 239 |
+
f"<p style='color:#475569;margin:1rem 0 0.5rem 0;font-size:0.9rem;'>"
|
| 240 |
+
f"Output written to <code style='background:#E8ECF1;padding:2px 6px;border-radius:4px;'>"
|
| 241 |
+
f"{safe_output_path}</code></p>",
|
| 242 |
+
unsafe_allow_html=True,
|
| 243 |
+
)
|
| 244 |
+
|
| 245 |
+
run_id = body.get("mlflow_run_id")
|
| 246 |
+
if run_id and not _MLFLOW_DISABLED:
|
| 247 |
+
safe_run_id = _html.escape(str(run_id))
|
| 248 |
+
safe_url = _html.escape(_MLFLOW_URL, quote=True)
|
| 249 |
+
st.markdown(
|
| 250 |
+
f"<p class='mlflow-link'>MLflow run: "
|
| 251 |
+
f"<a href='{safe_url}/#/experiments/0/runs/{safe_run_id}' "
|
| 252 |
+
f"target='_blank' rel='noopener noreferrer'>{safe_run_id[:12]}…</a></p>",
|
| 253 |
+
unsafe_allow_html=True,
|
| 254 |
+
)
|
| 255 |
+
elif _MLFLOW_DISABLED:
|
| 256 |
+
st.markdown(
|
| 257 |
+
"<p style='color:#92400E;font-size:0.85rem;'>"
|
| 258 |
+
"MLflow tracking is disabled (NEUROBRIDGE_DISABLE_MLFLOW=1).</p>",
|
| 259 |
+
unsafe_allow_html=True,
|
| 260 |
+
)
|
| 261 |
+
|
| 262 |
+
|
| 263 |
+
def _render_sidebar(api_ok: bool, api_status: str) -> None:
|
| 264 |
+
with st.sidebar:
|
| 265 |
+
st.markdown("### System Status")
|
| 266 |
+
safe_api_status = _html.escape(api_status)
|
| 267 |
+
api_pill = (
|
| 268 |
+
f"<span class='status-pill status-ok'>API · {safe_api_status}</span>"
|
| 269 |
+
if api_ok
|
| 270 |
+
else f"<span class='status-pill status-down'>API · {safe_api_status}</span>"
|
| 271 |
+
)
|
| 272 |
+
mlflow_pill = (
|
| 273 |
+
"<span class='status-pill status-warn'>MLflow · disabled</span>"
|
| 274 |
+
if _MLFLOW_DISABLED
|
| 275 |
+
else "<span class='status-pill status-ok'>MLflow · tracking</span>"
|
| 276 |
+
)
|
| 277 |
+
st.markdown(api_pill + mlflow_pill, unsafe_allow_html=True)
|
| 278 |
+
|
| 279 |
+
st.markdown("### Endpoints")
|
| 280 |
+
st.markdown(
|
| 281 |
+
f"<p style='font-size:0.8rem;color:#475569;line-height:1.7;'>"
|
| 282 |
+
f"FastAPI · <code>{_API_URL}</code><br/>"
|
| 283 |
+
f"MLflow · <code>{_MLFLOW_URL}</code></p>",
|
| 284 |
+
unsafe_allow_html=True,
|
| 285 |
+
)
|
| 286 |
+
|
| 287 |
+
st.markdown("### About")
|
| 288 |
+
st.markdown(
|
| 289 |
+
"<p style='font-size:0.85rem;color:#475569;line-height:1.6;'>"
|
| 290 |
+
"Solving Data Drift, Missing Modalities, and Artifacts in clinical "
|
| 291 |
+
"biosignal pipelines. Three production modalities behind one FastAPI "
|
| 292 |
+
"surface, all runs tracked to MLflow.</p>",
|
| 293 |
+
unsafe_allow_html=True,
|
| 294 |
+
)
|
| 295 |
+
|
| 296 |
+
|
| 297 |
+
def _render_bbb_tab() -> None:
|
| 298 |
+
_render_section(
|
| 299 |
+
"MOLECULE — BBBP",
|
| 300 |
+
"Blood-Brain-Barrier permeability",
|
| 301 |
+
"Reads SMILES strings, validates with RDKit, and emits 2,048-bit "
|
| 302 |
+
"Morgan circular fingerprints (ECFP4-equivalent) ready for any "
|
| 303 |
+
"scikit-learn classifier.",
|
| 304 |
+
)
|
| 305 |
+
bbb_in = st.text_input("Input CSV path", "data/raw/bbbp.csv", key="bbb_in")
|
| 306 |
+
bbb_out = st.text_input("Output Parquet path", "data/processed/bbbp_features.parquet", key="bbb_out")
|
| 307 |
+
if st.button("Run BBB pipeline", type="primary", key="bbb_run"):
|
| 308 |
+
with st.spinner("Computing fingerprints…"):
|
| 309 |
+
try:
|
| 310 |
+
_render_result(_post("/pipeline/bbb", {
|
| 311 |
+
"input_path": bbb_in, "output_path": bbb_out,
|
| 312 |
+
}))
|
| 313 |
+
st.toast("BBB pipeline complete", icon="✅")
|
| 314 |
+
except httpx.HTTPStatusError as e:
|
| 315 |
+
st.error(f"Pipeline failed (HTTP {e.response.status_code}): {e.response.text}")
|
| 316 |
+
except httpx.RequestError as e:
|
| 317 |
+
st.error(f"Cannot reach FastAPI at {_API_URL}: {e!r}")
|
| 318 |
+
|
| 319 |
+
|
| 320 |
+
def _render_eeg_tab() -> None:
|
| 321 |
+
_render_section(
|
| 322 |
+
"SIGNAL — EEG",
|
| 323 |
+
"Electroencephalogram artifact removal",
|
| 324 |
+
"Bandpass-filters raw FIF/EDF recordings, removes EOG artifacts via "
|
| 325 |
+
"ICA decomposition, and extracts per-band PSD + statistical features "
|
| 326 |
+
"across fixed-duration epochs.",
|
| 327 |
+
)
|
| 328 |
+
eeg_in = st.text_input("Input FIF/EDF path", "data/raw/eeg.fif", key="eeg_in")
|
| 329 |
+
eeg_out = st.text_input("Output Parquet path", "data/processed/eeg_features.parquet", key="eeg_out")
|
| 330 |
+
if st.button("Run EEG pipeline", type="primary", key="eeg_run"):
|
| 331 |
+
with st.spinner("Filtering and running ICA…"):
|
| 332 |
+
try:
|
| 333 |
+
_render_result(_post("/pipeline/eeg", {
|
| 334 |
+
"input_path": eeg_in, "output_path": eeg_out,
|
| 335 |
+
}))
|
| 336 |
+
st.toast("EEG pipeline complete", icon="✅")
|
| 337 |
+
except httpx.HTTPStatusError as e:
|
| 338 |
+
st.error(f"Pipeline failed (HTTP {e.response.status_code}): {e.response.text}")
|
| 339 |
+
except httpx.RequestError as e:
|
| 340 |
+
st.error(f"Cannot reach FastAPI at {_API_URL}: {e!r}")
|
| 341 |
+
|
| 342 |
+
|
| 343 |
+
def _render_mri_tab() -> None:
|
| 344 |
+
_render_section(
|
| 345 |
+
"IMAGE — MRI",
|
| 346 |
+
"Multi-site harmonization via ComBat",
|
| 347 |
+
"Loads NIfTI volumes, masks brain tissue, computes per-ROI summary "
|
| 348 |
+
"statistics, then harmonizes across acquisition sites with neuroHarmonize "
|
| 349 |
+
"to remove scanner-driven domain shift.",
|
| 350 |
+
)
|
| 351 |
+
mri_dir = st.text_input("Input NIfTI directory", "data/raw/mri/", key="mri_dir")
|
| 352 |
+
sites_csv = st.text_input("Sites CSV", "data/raw/mri/sites.csv", key="mri_sites")
|
| 353 |
+
mri_out = st.text_input("Output Parquet path", "data/processed/mri_features.parquet", key="mri_out")
|
| 354 |
+
if st.button("Run MRI pipeline", type="primary", key="mri_run"):
|
| 355 |
+
with st.spinner("Masking, ROI extraction, and ComBat harmonization…"):
|
| 356 |
+
try:
|
| 357 |
+
_render_result(_post("/pipeline/mri", {
|
| 358 |
+
"input_dir": mri_dir,
|
| 359 |
+
"sites_csv": sites_csv,
|
| 360 |
+
"output_path": mri_out,
|
| 361 |
+
}))
|
| 362 |
+
st.toast("MRI pipeline complete", icon="✅")
|
| 363 |
+
except httpx.HTTPStatusError as e:
|
| 364 |
+
st.error(f"Pipeline failed (HTTP {e.response.status_code}): {e.response.text}")
|
| 365 |
+
except httpx.RequestError as e:
|
| 366 |
+
st.error(f"Cannot reach FastAPI at {_API_URL}: {e!r}")
|
| 367 |
+
|
| 368 |
+
|
| 369 |
+
def main() -> None:
|
| 370 |
+
"""Streamlit entrypoint. Idempotent — Streamlit re-runs on every interaction."""
|
| 371 |
+
st.set_page_config(
|
| 372 |
+
page_title="NeuroBridge Enterprise",
|
| 373 |
+
page_icon=None,
|
| 374 |
+
layout="wide",
|
| 375 |
+
initial_sidebar_state="expanded",
|
| 376 |
+
)
|
| 377 |
+
st.markdown(_CUSTOM_CSS, unsafe_allow_html=True)
|
| 378 |
+
|
| 379 |
+
api_ok, api_status = _check_api_health()
|
| 380 |
+
_render_brand_header()
|
| 381 |
+
_render_sidebar(api_ok, api_status)
|
| 382 |
+
|
| 383 |
+
if not api_ok:
|
| 384 |
+
st.warning(
|
| 385 |
+
f"⚠️ FastAPI surface is not reachable at `{_API_URL}` ({api_status}). "
|
| 386 |
+
"Pipeline runs will fail until the API service is up. "
|
| 387 |
+
"Run `uvicorn src.api.main:app --port 8000` or `docker compose up`."
|
| 388 |
+
)
|
| 389 |
+
|
| 390 |
+
bbb_tab, eeg_tab, mri_tab = st.tabs([
|
| 391 |
+
"Molecule (BBB)",
|
| 392 |
+
"Signal (EEG)",
|
| 393 |
+
"Image (MRI)",
|
| 394 |
+
])
|
| 395 |
+
|
| 396 |
+
with bbb_tab:
|
| 397 |
+
_render_bbb_tab()
|
| 398 |
+
with eeg_tab:
|
| 399 |
+
_render_eeg_tab()
|
| 400 |
+
with mri_tab:
|
| 401 |
+
_render_mri_tab()
|
| 402 |
+
|
| 403 |
+
|
| 404 |
+
if __name__ == "__main__":
|
| 405 |
+
main()
|
tests/frontend/__init__.py
ADDED
|
File without changes
|
tests/frontend/test_app_import.py
ADDED
|
@@ -0,0 +1,17 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Smoke-test that the Streamlit app module imports cleanly.
|
| 2 |
+
|
| 3 |
+
Streamlit UIs are hard to unit-test without `streamlit.testing` (which
|
| 4 |
+
spawns a headless app); for hackathon scope we settle for a clean import
|
| 5 |
+
+ presence of `main()`. Manual UX testing via `streamlit run`.
|
| 6 |
+
"""
|
| 7 |
+
from __future__ import annotations
|
| 8 |
+
|
| 9 |
+
|
| 10 |
+
def test_app_module_imports() -> None:
|
| 11 |
+
from src.frontend import app # noqa: F401
|
| 12 |
+
|
| 13 |
+
|
| 14 |
+
def test_app_module_defines_main() -> None:
|
| 15 |
+
from src.frontend import app
|
| 16 |
+
assert hasattr(app, "main")
|
| 17 |
+
assert callable(app.main)
|