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Update app.py
Browse files
app.py
CHANGED
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@@ -23,6 +23,7 @@ ID2TAG = model.config.id2label
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BOS_ID = 2
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EOS_ID = 3
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ENTITY_CONFIG = {
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"PERSON": {"color": "#c084fc", "bg": "rgba(192,132,252,0.15)", "sindhi": "ماڻهو"},
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"LOCATION": {"color": "#818cf8", "bg": "rgba(129,140,248,0.15)", "sindhi": "جڳهه"},
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@@ -33,9 +34,9 @@ ENTITY_CONFIG = {
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}
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FALLBACK_CFG = {
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"color":
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"bg":
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"sindhi": "
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}
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@@ -133,7 +134,9 @@ def predict_ner(sentence):
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<div style="
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background:linear-gradient(135deg,#1a0533 0%,#0f0f2e 100%);
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border:1px solid #7c3aed30;border-radius:16px;
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padding:24px 28px;
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direction:rtl;text-align:right;
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font-family:'Lateef','Scheherazade New',serif;
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min-height:90px;">
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@@ -156,7 +159,7 @@ def _empty_html():
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border:1px solid #7c3aed20;border-radius:16px;
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padding:40px;text-align:center;min-height:90px;
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display:flex;align-items:center;justify-content:center;">
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<span style="color:#4c1d95;font-size:1.
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font-family:'Lateef','Scheherazade New',serif;">
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ڪو بہ سنڌي جملو لکو
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</span>
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@@ -168,7 +171,8 @@ def _empty_summary():
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<div style="
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background:#1a0533;border:1px solid #7c3aed20;
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border-radius:16px;padding:24px;
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text-align:center;color:#4c1d95;
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font-family:'Lateef','Scheherazade New',serif;">
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اعتماد جوڳا نتيجا نہ مليا
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</div>
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@@ -179,7 +183,6 @@ def _build_summary(entities):
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return _empty_summary()
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counts = Counter(e["type"] for e in entities)
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total = len(entities)
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cards = ""
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for etype, cnt in sorted(counts.items(), key=lambda x: -x[1]):
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@@ -190,36 +193,27 @@ def _build_summary(entities):
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border-radius:10px;padding:10px 14px;
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display:flex;justify-content:space-between;
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align-items:center;margin-bottom:8px;direction:rtl;">
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<span style="color:{cfg['color']};font-weight:600;font-size:
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font-family:'Lateef','Scheherazade New',serif;">
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{cfg['sindhi']}
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</span>
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<span style="
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background:{cfg['color']};color:#0a0a1a;
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font-weight:800;border-radius:20px;
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padding:1px 10px;font-size:0.
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min-width:24px;text-align:center;">
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{cnt}
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</span>
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</div>
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"""
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return f"""
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<div style="
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background:linear-gradient(135deg,#1a0533,#0f0f2e);
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border:1px solid #7c3aed30;border-radius:16px;
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padding:
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-
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color:#c084fc;font-weight:700;font-size:0.9em;
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margin-bottom:12px;padding-bottom:10px;
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border-bottom:1px solid #7c3aed25;
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direction:rtl;text-align:right;
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font-family:'Lateef','Scheherazade New',serif;">
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مجموعي:
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<span style="color:#f1f5f9;font-size:1.1em;">{total}</span>
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سڃاڻپ
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</div>
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<div>{cards}</div>
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</div>
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"""
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@@ -229,14 +223,14 @@ def _build_confidence(entities):
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bars = ""
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for ent in entities:
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cfg
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pct
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bars += f"""
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<div style="margin-bottom:16px;direction:rtl;">
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<div style="display:flex;justify-content:space-between;
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align-items:center;margin-bottom:6px;">
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<span style="color:#e2e8f0;font-size:1em;font-weight:500;
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font-family:'Lateef','Scheherazade New',serif;">
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{ent['text']}
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</span>
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@@ -245,7 +239,7 @@ def _build_confidence(entities):
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background:{cfg['color']}18;
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border:1px solid {cfg['color']}40;
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color:{cfg['color']};
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font-size:0.
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border-radius:4px;font-weight:700;
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font-family:'Lateef','Scheherazade New',serif;">
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{ent['sindhi']}
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@@ -284,16 +278,16 @@ def _build_confidence(entities):
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"""
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def _build_legend(entities):
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"""
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found_types =
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items = ""
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for etype in found_types:
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cfg = ENTITY_CONFIG.get(etype, FALLBACK_CFG)
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items += (
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f'<span style="background:{cfg["bg"]};'
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f'border:1px solid {cfg["color"]}40;'
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f'color:{cfg["color"]};padding:
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f'border-radius:6px;font-size:
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f'font-family:\'Lateef\',\'Scheherazade New\',serif;">'
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f'{cfg["sindhi"]}</span>'
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)
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@@ -301,13 +295,7 @@ def _build_legend(entities):
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<div style="
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background:linear-gradient(135deg,#1a0533,#0f0f2e);
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border:1px solid #7c3aed20;border-radius:14px;
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padding:14px 18px;">
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<div style="color:#9333ea;font-weight:700;font-size:0.8em;
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letter-spacing:0.5px;margin-bottom:10px;
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direction:rtl;text-align:right;
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font-family:'Lateef','Scheherazade New',serif;">
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اسمن جي نشاندهي
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</div>
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<div style="display:flex;flex-wrap:wrap;gap:8px;direction:rtl;">
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{items}
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</div>
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@@ -332,8 +320,9 @@ def _build_csv(entities):
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CSS = """
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@import url('https://fonts.googleapis.com/css2?family=Lateef&family=Scheherazade+New:wght@400;700&family=Outfit:wght@400;600;700;800&display=swap');
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*, body, .gradio-container {
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font-family: 'Outfit', sans-serif !important;
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}
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@@ -345,62 +334,106 @@ body, .gradio-container {
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margin: 0 auto !important;
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padding: 16px !important;
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}
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label > span {
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color: #9333ea !important;
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font-size: 0.82em !important;
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font-weight: 700 !important;
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letter-spacing: 0.8px !important;
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text-transform: uppercase !important;
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}
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textarea {
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background: #130825 !important;
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border: 1px solid #6d28d960 !important;
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border-radius: 14px !important;
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color: #e2e8f0 !important;
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font-size: 1.
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direction: rtl !important;
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font-family: 'Lateef', 'Scheherazade New', serif !important;
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caret-color: #c084fc !important;
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line-height: 2em !important;
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}
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textarea:focus {
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border-color: #c084fc !important;
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box-shadow: 0 0 0 3px #7c3aed15 !important;
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outline: none !important;
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}
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button.primary {
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background: linear-gradient(135deg, #6d28d9, #9333ea, #c084fc) !important;
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border: none !important;
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border-radius: 12px !important;
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color: #fff !important;
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font-weight: 800 !important;
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font-size:
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letter-spacing: 0.5px !important;
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transition: all 0.3s ease !important;
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padding:
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width: 100% !important;
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}
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button.primary:hover {
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box-shadow: 0 6px 24px #7c3aed50 !important;
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transform: translateY(-1px) !important;
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}
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-
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background: #130825 !important;
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border: 1px solid #6d28d930 !important;
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border-radius: 10px !important;
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-
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}
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.examples table td {
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color: #94a3b8 !important;
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font-family: 'Lateef', 'Scheherazade New', serif !important;
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font-size:
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direction: rtl !important;
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}
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.examples table tr:hover td {
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color: #c084fc !important;
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background: #1a0533 !important;
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cursor: pointer !important;
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}
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::-webkit-scrollbar { width: 5px; }
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::-webkit-scrollbar-track { background: #08081a; }
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::-webkit-scrollbar-thumb { background: #6d28d9; border-radius: 3px; }
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@@ -410,7 +443,7 @@ HEADER = """
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<div style="
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background:linear-gradient(135deg,#1a0533 0%,#0f0f2e 60%,#160a2e 100%);
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border:1px solid #7c3aed25;border-radius:20px;
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padding:
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text-align:center;position:relative;overflow:hidden;">
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<div style="
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position:absolute;top:0;left:0;right:0;bottom:0;
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سنڌي اسمن جي سڃاڻپ
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</h1>
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<p style="
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font-family:'Outfit',
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color:#6d28d9;font-size:0.72em;
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letter-spacing:3px;margin:0;">
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SINDHI NAMED ENTITY RECOGNITION
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</div>
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"""
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-
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EXAMPLES = [
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["شيخ اياز شڪارپور ۾ پيدا ٿيو"],
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["يونيورسٽي آف سنڌ حيدرآباد ۾ آھي"],
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gr.HTML(HEADER)
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with gr.Row():
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# ── Left: input
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with gr.Column(scale=3):
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inp = gr.Textbox(
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label="سنڌي جملو لکو",
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lines=4,
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rtl=True
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)
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-
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gr.Examples(
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label="مثالي جملا",
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examples=EXAMPLES,
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inputs=inp,
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)
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btn = gr.Button("🔍 ڳوليو", variant="primary")
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# ── Right: summary ────────────────────
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with gr.Column(scale=2):
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summary_out = gr.HTML(value=_empty_summary())
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gr.HTML("<div style='height:6px'></div>")
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# Highlighted
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highlighted_out = gr.HTML(value=_empty_html())
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# Confidence bars
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conf_out = gr.HTML()
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# Legend — hidden until search
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legend_out = gr.HTML(visible=False)
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# CSV download
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</div>
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""")
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btn.click(
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fn=predict_ner,
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inputs=inp,
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BOS_ID = 2
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EOS_ID = 3
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# ── Entity config — Sindhi labels ─────────────────
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ENTITY_CONFIG = {
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"PERSON": {"color": "#c084fc", "bg": "rgba(192,132,252,0.15)", "sindhi": "ماڻهو"},
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"LOCATION": {"color": "#818cf8", "bg": "rgba(129,140,248,0.15)", "sindhi": "جڳهه"},
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}
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FALLBACK_CFG = {
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"color": "#6b7280",
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"bg": "rgba(107,114,128,0.15)",
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"sindhi": "ادارو", # unknown entities shown as ادارو
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}
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<div style="
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background:linear-gradient(135deg,#1a0533 0%,#0f0f2e 100%);
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border:1px solid #7c3aed30;border-radius:16px;
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padding:24px 28px;
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font-size:1.3em;
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line-height:3.2em;
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direction:rtl;text-align:right;
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font-family:'Lateef','Scheherazade New',serif;
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min-height:90px;">
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border:1px solid #7c3aed20;border-radius:16px;
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padding:40px;text-align:center;min-height:90px;
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display:flex;align-items:center;justify-content:center;">
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<span style="color:#4c1d95;font-size:1.2em;
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font-family:'Lateef','Scheherazade New',serif;">
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ڪو بہ سنڌي جملو لکو
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</span>
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<div style="
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background:#1a0533;border:1px solid #7c3aed20;
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border-radius:16px;padding:24px;
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text-align:center;color:#4c1d95;
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font-size:1.1em;
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font-family:'Lateef','Scheherazade New',serif;">
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اعتماد جوڳا نتيجا نہ مليا
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</div>
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return _empty_summary()
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counts = Counter(e["type"] for e in entities)
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cards = ""
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for etype, cnt in sorted(counts.items(), key=lambda x: -x[1]):
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border-radius:10px;padding:10px 14px;
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display:flex;justify-content:space-between;
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align-items:center;margin-bottom:8px;direction:rtl;">
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<span style="color:{cfg['color']};font-weight:600;font-size:1em;
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font-family:'Lateef','Scheherazade New',serif;">
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{cfg['sindhi']}
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</span>
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<span style="
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background:{cfg['color']};color:#0a0a1a;
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font-weight:800;border-radius:20px;
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padding:1px 10px;font-size:0.85em;
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min-width:24px;text-align:center;">
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{cnt}
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</span>
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</div>
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"""
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# No مجموعي header — just cards directly
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return f"""
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<div style="
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background:linear-gradient(135deg,#1a0533,#0f0f2e);
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border:1px solid #7c3aed30;border-radius:16px;
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padding:16px 14px;">
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{cards}
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</div>
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"""
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bars = ""
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for ent in entities:
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cfg = ENTITY_CONFIG.get(ent["type"], FALLBACK_CFG)
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pct = int(ent["score"] * 100)
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bars += f"""
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<div style="margin-bottom:16px;direction:rtl;">
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<div style="display:flex;justify-content:space-between;
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align-items:center;margin-bottom:6px;">
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<span style="color:#e2e8f0;font-size:1.1em;font-weight:500;
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font-family:'Lateef','Scheherazade New',serif;">
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{ent['text']}
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</span>
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background:{cfg['color']}18;
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border:1px solid {cfg['color']}40;
|
| 241 |
color:{cfg['color']};
|
| 242 |
+
font-size:0.85em;padding:2px 8px;
|
| 243 |
border-radius:4px;font-weight:700;
|
| 244 |
font-family:'Lateef','Scheherazade New',serif;">
|
| 245 |
{ent['sindhi']}
|
|
|
|
| 278 |
"""
|
| 279 |
|
| 280 |
def _build_legend(entities):
|
| 281 |
+
"""Show only entity types found in this result."""
|
| 282 |
+
found_types = list(dict.fromkeys(e["type"] for e in entities)) # preserve order
|
| 283 |
items = ""
|
| 284 |
for etype in found_types:
|
| 285 |
cfg = ENTITY_CONFIG.get(etype, FALLBACK_CFG)
|
| 286 |
items += (
|
| 287 |
f'<span style="background:{cfg["bg"]};'
|
| 288 |
f'border:1px solid {cfg["color"]}40;'
|
| 289 |
+
f'color:{cfg["color"]};padding:5px 14px;'
|
| 290 |
+
f'border-radius:6px;font-size:1em;font-weight:600;'
|
| 291 |
f'font-family:\'Lateef\',\'Scheherazade New\',serif;">'
|
| 292 |
f'{cfg["sindhi"]}</span>'
|
| 293 |
)
|
|
|
|
| 295 |
<div style="
|
| 296 |
background:linear-gradient(135deg,#1a0533,#0f0f2e);
|
| 297 |
border:1px solid #7c3aed20;border-radius:14px;
|
| 298 |
+
padding:14px 18px;margin-top:4px;">
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 299 |
<div style="display:flex;flex-wrap:wrap;gap:8px;direction:rtl;">
|
| 300 |
{items}
|
| 301 |
</div>
|
|
|
|
| 320 |
|
| 321 |
|
| 322 |
CSS = """
|
| 323 |
+
@import url('https://fonts.googleapis.com/css2?family=Lateef:wght@400;700&family=Scheherazade+New:wght@400;700&family=Outfit:wght@400;600;700;800&display=swap');
|
| 324 |
|
| 325 |
+
/* Base — Outfit for UI chrome only */
|
| 326 |
*, body, .gradio-container {
|
| 327 |
font-family: 'Outfit', sans-serif !important;
|
| 328 |
}
|
|
|
|
| 334 |
margin: 0 auto !important;
|
| 335 |
padding: 16px !important;
|
| 336 |
}
|
| 337 |
+
|
| 338 |
+
/* Labels */
|
| 339 |
label > span {
|
| 340 |
color: #9333ea !important;
|
| 341 |
font-size: 0.82em !important;
|
| 342 |
font-weight: 700 !important;
|
| 343 |
letter-spacing: 0.8px !important;
|
| 344 |
text-transform: uppercase !important;
|
| 345 |
+
font-family: 'Outfit', sans-serif !important;
|
| 346 |
}
|
| 347 |
+
|
| 348 |
+
/* Textarea — Lateef font, large size */
|
| 349 |
textarea {
|
| 350 |
background: #130825 !important;
|
| 351 |
border: 1px solid #6d28d960 !important;
|
| 352 |
border-radius: 14px !important;
|
| 353 |
color: #e2e8f0 !important;
|
| 354 |
+
font-size: 1.4em !important;
|
| 355 |
direction: rtl !important;
|
| 356 |
font-family: 'Lateef', 'Scheherazade New', serif !important;
|
| 357 |
caret-color: #c084fc !important;
|
| 358 |
+
line-height: 2.2em !important;
|
| 359 |
+
padding: 14px 16px !important;
|
| 360 |
}
|
| 361 |
textarea:focus {
|
| 362 |
border-color: #c084fc !important;
|
| 363 |
box-shadow: 0 0 0 3px #7c3aed15 !important;
|
| 364 |
outline: none !important;
|
| 365 |
}
|
| 366 |
+
textarea::placeholder {
|
| 367 |
+
color: #4c1d95 !important;
|
| 368 |
+
font-family: 'Lateef', 'Scheherazade New', serif !important;
|
| 369 |
+
font-size: 1em !important;
|
| 370 |
+
}
|
| 371 |
+
|
| 372 |
+
/* Search button */
|
| 373 |
button.primary {
|
| 374 |
background: linear-gradient(135deg, #6d28d9, #9333ea, #c084fc) !important;
|
| 375 |
border: none !important;
|
| 376 |
border-radius: 12px !important;
|
| 377 |
color: #fff !important;
|
| 378 |
font-weight: 800 !important;
|
| 379 |
+
font-size: 1em !important;
|
| 380 |
+
font-family: 'Lateef', 'Scheherazade New', serif !important;
|
| 381 |
letter-spacing: 0.5px !important;
|
| 382 |
transition: all 0.3s ease !important;
|
| 383 |
+
padding: 14px !important;
|
| 384 |
width: 100% !important;
|
| 385 |
+
margin-top: 8px !important;
|
| 386 |
}
|
| 387 |
button.primary:hover {
|
| 388 |
box-shadow: 0 6px 24px #7c3aed50 !important;
|
| 389 |
transform: translateY(-1px) !important;
|
| 390 |
}
|
| 391 |
+
|
| 392 |
+
/* Examples — below button, clean look */
|
| 393 |
+
.examples-holder {
|
| 394 |
+
background: transparent !important;
|
| 395 |
+
border: none !important;
|
| 396 |
+
padding: 0 !important;
|
| 397 |
+
margin-top: 10px !important;
|
| 398 |
+
}
|
| 399 |
+
.examples-holder > .label-wrap {
|
| 400 |
+
display: none !important;
|
| 401 |
+
}
|
| 402 |
+
.examples table {
|
| 403 |
background: #130825 !important;
|
| 404 |
border: 1px solid #6d28d930 !important;
|
| 405 |
border-radius: 10px !important;
|
| 406 |
+
width: 100% !important;
|
| 407 |
+
}
|
| 408 |
+
.examples table thead {
|
| 409 |
+
display: none !important;
|
| 410 |
}
|
| 411 |
.examples table td {
|
| 412 |
color: #94a3b8 !important;
|
| 413 |
font-family: 'Lateef', 'Scheherazade New', serif !important;
|
| 414 |
+
font-size: 1.15em !important;
|
| 415 |
direction: rtl !important;
|
| 416 |
+
text-align: right !important;
|
| 417 |
+
padding: 8px 14px !important;
|
| 418 |
+
border-bottom: 1px solid #1e1040 !important;
|
| 419 |
+
}
|
| 420 |
+
.examples table tr:last-child td {
|
| 421 |
+
border-bottom: none !important;
|
| 422 |
}
|
| 423 |
.examples table tr:hover td {
|
| 424 |
color: #c084fc !important;
|
| 425 |
background: #1a0533 !important;
|
| 426 |
cursor: pointer !important;
|
| 427 |
}
|
| 428 |
+
|
| 429 |
+
/* File download */
|
| 430 |
+
.file-preview {
|
| 431 |
+
background: #130825 !important;
|
| 432 |
+
border: 1px solid #6d28d940 !important;
|
| 433 |
+
border-radius: 10px !important;
|
| 434 |
+
}
|
| 435 |
+
|
| 436 |
+
/* Scrollbar */
|
| 437 |
::-webkit-scrollbar { width: 5px; }
|
| 438 |
::-webkit-scrollbar-track { background: #08081a; }
|
| 439 |
::-webkit-scrollbar-thumb { background: #6d28d9; border-radius: 3px; }
|
|
|
|
| 443 |
<div style="
|
| 444 |
background:linear-gradient(135deg,#1a0533 0%,#0f0f2e 60%,#160a2e 100%);
|
| 445 |
border:1px solid #7c3aed25;border-radius:20px;
|
| 446 |
+
padding:28px 28px 22px;margin-bottom:20px;
|
| 447 |
text-align:center;position:relative;overflow:hidden;">
|
| 448 |
<div style="
|
| 449 |
position:absolute;top:0;left:0;right:0;bottom:0;
|
|
|
|
| 458 |
سنڌي اسمن جي سڃاڻپ
|
| 459 |
</h1>
|
| 460 |
<p style="
|
| 461 |
+
font-family:'Outfit',sans-serif;
|
| 462 |
color:#6d28d9;font-size:0.72em;
|
| 463 |
letter-spacing:3px;margin:0;">
|
| 464 |
SINDHI NAMED ENTITY RECOGNITION
|
|
|
|
| 467 |
</div>
|
| 468 |
"""
|
| 469 |
|
|
|
|
| 470 |
EXAMPLES = [
|
| 471 |
["شيخ اياز شڪارپور ۾ پيدا ٿيو"],
|
| 472 |
["يونيورسٽي آف سنڌ حيدرآباد ۾ آھي"],
|
|
|
|
| 482 |
gr.HTML(HEADER)
|
| 483 |
|
| 484 |
with gr.Row():
|
| 485 |
+
# ── Left column: input → button → examples ──
|
| 486 |
with gr.Column(scale=3):
|
| 487 |
inp = gr.Textbox(
|
| 488 |
label="سنڌي جملو لکو",
|
|
|
|
| 490 |
lines=4,
|
| 491 |
rtl=True
|
| 492 |
)
|
| 493 |
+
btn = gr.Button("🔍 ڳوليو", variant="primary")
|
| 494 |
+
|
| 495 |
+
# Examples BELOW button
|
| 496 |
gr.Examples(
|
|
|
|
| 497 |
examples=EXAMPLES,
|
| 498 |
inputs=inp,
|
| 499 |
+
label=None,
|
| 500 |
)
|
|
|
|
| 501 |
|
| 502 |
+
# ── Right column: summary ────────────────────
|
| 503 |
with gr.Column(scale=2):
|
| 504 |
summary_out = gr.HTML(value=_empty_summary())
|
| 505 |
|
| 506 |
gr.HTML("<div style='height:6px'></div>")
|
| 507 |
|
| 508 |
+
# Highlighted output
|
| 509 |
highlighted_out = gr.HTML(value=_empty_html())
|
| 510 |
|
| 511 |
# Confidence bars
|
| 512 |
conf_out = gr.HTML()
|
| 513 |
|
| 514 |
+
# Legend — hidden until search, no header text
|
| 515 |
legend_out = gr.HTML(visible=False)
|
| 516 |
|
| 517 |
# CSV download
|
|
|
|
| 529 |
</div>
|
| 530 |
""")
|
| 531 |
|
| 532 |
+
# Wire up both click and enter
|
| 533 |
btn.click(
|
| 534 |
fn=predict_ner,
|
| 535 |
inputs=inp,
|